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2025-08-27 16:25:16 Wed START TASK.01 future_1d future_daily
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2025-08-27 16:25:18,913 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 16:25:21,198 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 16:25:21,316 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 16:25:22,040 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:25:22,374 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 16:25:22,542 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:25:22,818 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
2025-08-27 16:25:33,832 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:25:33,854 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:25:39,360 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:25:39,477 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 16:25:40,108 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 16:25:40,419 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 16:25:40,575 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:25:40,899 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
2025-08-27 16:25:43,964 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:25:43,982 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:25:48,514 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:25:48,614 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 16:25:49,256 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:25:49,559 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 16:25:49,764 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:25:50,067 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
2025-08-27 16:25:51,939 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:25:51,960 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:26:01,350 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:26:01,462 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:26:02,036 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 16:26:02,385 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 16:26:02,591 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:26:02,878 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
2025-08-27 16:26:04,734 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:26:04,750 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:26:07,916 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:26:08,016 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 16:26:08,577 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 16:26:08,883 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:26:09,052 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:26:09,383 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
2025-08-27 16:26:11,241 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:26:11,257 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:26:16,392 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:26:16,500 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:26:16,996 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 16:26:17,300 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:26:17,416 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:26:17,688 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
2025-08-27 16:26:19,552 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:26:19,569 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:26:24,622 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:26:24,717 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 16:26:25,381 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 16:26:25,754 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 16:26:25,962 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:26:26,261 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 15")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 15")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'SC2509', 'date': '2025-08-27', 'opencol': '484.9', 'high': '486.8', 'low': '472.2', 'close': '472.4', 'volume': '997.0', 'open_interest': '1049.0', 'turnover': '47801.07', 'settle': '479.4', 'pre_settle': '488.7', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'SC2510', 'date': '2025-08-27', 'opencol': '491.7', 'high': '493.3', 'low': '478.0', 'close': '479.7', 'volume': '125394.0', 'open_interest': '39460.0', 'turnover': '6099210.66', 'settle': '486.4', 'pre_settle': '497.7', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'SC2511', 'date': '2025-08-27', 'opencol': '490.5', 'high': '492.8', 'low': '480.1', 'close': '481.3', 'volume': '19124.0', 'open_interest': '15815.0', 'turnover': '928963.62', 'settle': '485.7', 'pre_settle': '496.0', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2511', 'contract_yymm': '2511', 'maturity_month': '3', 'maturity_day': '66'}, {'symbol': 'SC2512', 'date': '2025-08-27', 'opencol': '489.1', 'high': '490.6', 'low': '480.8', 'close': '482.7', 'volume': '8908.0', 'open_interest': '10267.0', 'turnover': '431590.93', 'settle': '484.4', 'pre_settle': '493.2', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'SC2601', 'date': '2025-08-27', 'opencol': '487.5', 'high': '489.0', 'low': '480.6', 'close': '481.8', 'volume': '1657.0', 'open_interest': '3858.0', 'turnover': '80080.2', 'settle': '483.2', 'pre_settle': '491.7', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2601', 'contract_yymm': '2601', 'maturity_month': '5', 'maturity_day': '127'}, {'symbol': 'SC2602', 'date': '2025-08-27', 'opencol': '485.7', 'high': '487.9', 'low': '479.7', 'close': '481.8', 'volume': '246.0', 'open_interest': '1761.0', 'turnover': '11863.32', 'settle': '482.2', 'pre_settle': '490.5', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2602', 'contract_yymm': '2602', 'maturity_month': '6', 'maturity_day': '158'}, {'symbol': 'SC2603', 'date': '2025-08-27', 'opencol': '484.9', 'high': '487.3', 'low': '479.0', 'close': '480.1', 'volume': '463.0', 'open_interest': '2031.0', 'turnover': '22258.92', 'settle': '480.7', 'pre_settle': '488.2', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'SC2604', 'date': '2025-08-27', 'opencol': '484.0', 'high': '485.1', 'low': '478.4', 'close': '478.5', 'volume': '122.0', 'open_interest': '1233.0', 'turnover': '5847.29', 'settle': '479.2', 'pre_settle': '486.4', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2604', 'contract_yymm': '2604', 'maturity_month': '8', 'maturity_day': '217'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'ZC607', 'date': '2025-08-27', 'opencol': '0.0', 'high': '0.0', 'low': '0.0', 'close': '0.0', 'volume': '0.0', 'open_interest': '0.0', 'turnover': '0.0', 'settle': '801.4', 'pre_settle': '801.4', 'variety': 'ZC', 'exchange': 'CZCE', 'comd': 'ZC', 'contract': 'ZC607', 'contract_yymm': '2607', 'maturity_month': '11', 'maturity_day': '308'}, {'symbol': 'ZC608', 'date': '2025-08-27', 'opencol': '0.0', 'high': '0.0', 'low': '0.0', 'close': '0.0', 'volume': '0.0', 'open_interest': '0.0', 'turnover': '0.0', 'settle': '801.4', 'pre_settle': '801.4', 'variety': 'ZC', 'exchange': 'CZCE', 'comd': 'ZC', 'contract': 'ZC608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 16:27:21 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 16:27:23,084 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 16:27:23,259 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 16:27:23,896 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:27:24,239 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 16:27:24,385 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:27:24,716 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 16:27:24,813 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
2025-08-27 16:27:28,870 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:27:28,888 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:27:38,572 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 16:27:39,254 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 16:27:39,594 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 16:27:39,726 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:27:40,062 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:27:40,170 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
2025-08-27 16:27:42,111 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:27:42,128 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:27:49,748 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 16:27:50,368 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:27:50,691 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 16:27:50,815 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:27:51,110 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:27:51,197 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
2025-08-27 16:27:53,075 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:27:53,092 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:27:58,054 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:27:58,553 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 16:27:58,867 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 16:27:59,089 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:27:59,346 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:27:59,440 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
2025-08-27 16:28:01,316 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:28:01,333 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:28:11,048 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 16:28:11,575 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 16:28:11,883 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:28:12,020 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:28:12,351 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:28:12,439 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
2025-08-27 16:28:14,301 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:28:14,319 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:28:20,769 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:28:21,390 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 16:28:21,699 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:28:21,850 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:28:22,145 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:28:22,266 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
2025-08-27 16:28:24,134 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:28:24,153 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:28:31,211 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 16:28:31,708 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 16:28:32,034 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 16:28:32,144 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:28:32,493 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:28:32,592 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 15")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 15")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'SC2509', 'date': '2025-08-27', 'opencol': '484.9', 'high': '486.8', 'low': '472.2', 'close': '472.4', 'volume': '997.0', 'open_interest': '1049.0', 'turnover': '47801.07', 'settle': '479.4', 'pre_settle': '488.7', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'SC2510', 'date': '2025-08-27', 'opencol': '491.7', 'high': '493.3', 'low': '478.0', 'close': '479.7', 'volume': '125394.0', 'open_interest': '39460.0', 'turnover': '6099210.66', 'settle': '486.4', 'pre_settle': '497.7', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'SC2511', 'date': '2025-08-27', 'opencol': '490.5', 'high': '492.8', 'low': '480.1', 'close': '481.3', 'volume': '19124.0', 'open_interest': '15815.0', 'turnover': '928963.62', 'settle': '485.7', 'pre_settle': '496.0', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2511', 'contract_yymm': '2511', 'maturity_month': '3', 'maturity_day': '66'}, {'symbol': 'SC2512', 'date': '2025-08-27', 'opencol': '489.1', 'high': '490.6', 'low': '480.8', 'close': '482.7', 'volume': '8908.0', 'open_interest': '10267.0', 'turnover': '431590.93', 'settle': '484.4', 'pre_settle': '493.2', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'SC2601', 'date': '2025-08-27', 'opencol': '487.5', 'high': '489.0', 'low': '480.6', 'close': '481.8', 'volume': '1657.0', 'open_interest': '3858.0', 'turnover': '80080.2', 'settle': '483.2', 'pre_settle': '491.7', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2601', 'contract_yymm': '2601', 'maturity_month': '5', 'maturity_day': '127'}, {'symbol': 'SC2602', 'date': '2025-08-27', 'opencol': '485.7', 'high': '487.9', 'low': '479.7', 'close': '481.8', 'volume': '246.0', 'open_interest': '1761.0', 'turnover': '11863.32', 'settle': '482.2', 'pre_settle': '490.5', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2602', 'contract_yymm': '2602', 'maturity_month': '6', 'maturity_day': '158'}, {'symbol': 'SC2603', 'date': '2025-08-27', 'opencol': '484.9', 'high': '487.3', 'low': '479.0', 'close': '480.1', 'volume': '463.0', 'open_interest': '2031.0', 'turnover': '22258.92', 'settle': '480.7', 'pre_settle': '488.2', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'SC2604', 'date': '2025-08-27', 'opencol': '484.0', 'high': '485.1', 'low': '478.4', 'close': '478.5', 'volume': '122.0', 'open_interest': '1233.0', 'turnover': '5847.29', 'settle': '479.2', 'pre_settle': '486.4', 'variety': 'SC', 'exchange': 'INE', 'comd': 'sc', 'contract': 'sc2604', 'contract_yymm': '2604', 'maturity_month': '8', 'maturity_day': '217'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'SP2607', 'date': '2025-08-27', 'opencol': '5348.0', 'high': '5358.0', 'low': '5322.0', 'close': '5332.0', 'volume': '22.0', 'open_interest': '387.0', 'turnover': '117.57', 'settle': '5344.0', 'pre_settle': '5386.0', 'variety': 'SP', 'exchange': 'SHFE', 'comd': 'sp', 'contract': 'sp2607', 'contract_yymm': '2607', 'maturity_month': '11', 'maturity_day': '308'}, {'symbol': 'SP2608', 'date': '2025-08-27', 'opencol': '5356.0', 'high': '5374.0', 'low': '5350.0', 'close': '5350.0', 'volume': '13.0', 'open_interest': '18.0', 'turnover': '69.666', 'settle': '5358.0', 'pre_settle': '5410.0', 'variety': 'SP', 'exchange': 'SHFE', 'comd': 'sp', 'contract': 'sp2608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 16:29:45 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 16:29:47,252 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:29:47,673 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 16:29:47,751 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:29:48,082 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 16:29:48,241 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 16:29:48,536 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 16:29:49,127 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
2025-08-27 16:29:51,021 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:29:51,044 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 16:29:54,796 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:29:54,871 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:29:55,250 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:29:55,359 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 16:29:55,616 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 16:29:56,237 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
2025-08-27 16:29:58,085 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:29:58,102 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:30:04,841 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:30:04,912 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:30:05,207 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:30:05,347 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 16:30:05,499 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 16:30:06,022 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
2025-08-27 16:30:07,897 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:30:07,915 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 16:30:14,522 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:30:14,594 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:30:14,861 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:30:14,959 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 16:30:15,090 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:30:15,762 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
2025-08-27 16:30:17,633 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:30:17,651 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 16:30:26,039 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:30:26,108 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:30:26,392 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:30:26,484 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:30:26,711 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 16:30:27,309 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
2025-08-27 16:30:29,236 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:30:29,256 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 16:30:37,468 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:30:37,536 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:30:37,845 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:30:37,955 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:30:38,105 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:30:38,593 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
2025-08-27 16:30:40,476 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:30:40,495 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 16:30:44,558 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:30:44,645 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:30:44,938 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:30:45,040 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 16:30:45,251 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 16:30:45,806 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 43")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 43")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'IC2509', 'date': '2025-08-27', 'opencol': '6929.8', 'high': '7042.8', 'low': '6813.4', 'close': '6837.8', 'volume': '109151.0', 'open_interest': '130217.0', 'turnover': '15189097.588', 'settle': '6897.6', 'pre_settle': '6942.4', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'IC2510', 'date': '2025-08-27', 'opencol': '6890.0', 'high': '7005.8', 'low': '6772.2', 'close': '6793.8', 'volume': '4797.0', 'open_interest': '7512.0', 'turnover': '663834.476', 'settle': '6854.0', 'pre_settle': '6905.4', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'IC2512', 'date': '2025-08-27', 'opencol': '6797.0', 'high': '6917.6', 'low': '6682.0', 'close': '6697.2', 'volume': '46893.0', 'open_interest': '84371.0', 'turnover': '6404413.42', 'settle': '6768.6', 'pre_settle': '6817.0', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'IC2603', 'date': '2025-08-27', 'opencol': '6678.2', 'high': '6790.4', 'low': '6553.4', 'close': '6574.4', 'volume': '15600.0', 'open_interest': '31797.0', 'turnover': '2089346.756', 'settle': '6634.8', 'pre_settle': '6692.0', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'IF2509', 'date': '2025-08-27', 'opencol': '4451.2', 'high': '4494.8', 'low': '4380.6', 'close': '4384.0', 'volume': '113283.0', 'open_interest': '155760.0', 'turnover': '15120026.406', 'settle': '4416.0', 'pre_settle': '4460.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'IF2510', 'date': '2025-08-27', 'opencol': '4448.0', 'high': '4486.8', 'low': '4373.6', 'close': '4377.2', 'volume': '4999.0', 'open_interest': '6931.0', 'turnover': '665793.006', 'settle': '4410.6', 'pre_settle': '4454.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'IF2512', 'date': '2025-08-27', 'opencol': '4433.0', 'high': '4472.8', 'low': '4358.4', 'close': '4363.0', 'volume': '43796.0', 'open_interest': '92229.0', 'turnover': '5817855.264', 'settle': '4397.0', 'pre_settle': '4441.4', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'IF2603', 'date': '2025-08-27', 'opencol': '4415.8', 'high': '4449.4', 'low': '4337.0', 'close': '4342.0', 'volume': '14782.0', 'open_interest': '31181.0', 'turnover': '1953736.194', 'settle': '4375.6', 'pre_settle': '4422.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'y2607', 'date': '2025-08-27', 'opencol': '8080.0', 'high': '8090.0', 'low': '8040.0', 'close': '8078.0', 'volume': '74.0', 'open_interest': '302.0', 'turnover': '597.06', 'settle': '8068.0', 'pre_settle': '8122.0', 'variety': 'Y', 'exchange': 'DCE', 'comd': 'y', 'contract': 'y2607', 'contract_yymm': '2607', 'maturity_month': '11', 'maturity_day': '308'}, {'symbol': 'y2608', 'date': '2025-08-27', 'opencol': '8062.0', 'high': '8074.0', 'low': '8062.0', 'close': '8068.0', 'volume': '15.0', 'open_interest': '21.0', 'turnover': '121.02', 'settle': '8068.0', 'pre_settle': '8114.0', 'variety': 'Y', 'exchange': 'DCE', 'comd': 'y', 'contract': 'y2608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 16:31:52 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 16:31:54,308 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:31:54,752 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 16:31:54,833 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 16:31:54,933 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 16:31:55,055 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:31:55,330 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 16:31:56,053 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
2025-08-27 16:31:57,962 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:31:57,981 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 16:32:01,576 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:32:01,697 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:32:01,808 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 16:32:01,945 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:32:02,301 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 16:32:02,898 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
2025-08-27 16:32:04,760 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:32:04,779 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 16:32:08,840 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:32:08,904 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:32:09,006 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 16:32:09,365 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:32:09,698 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 16:32:10,226 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
2025-08-27 16:32:12,086 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:32:12,102 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 16:32:22,335 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:32:22,406 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:32:22,498 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 16:32:22,720 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:32:23,083 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:32:23,661 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
2025-08-27 16:32:25,525 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:32:25,545 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 16:32:33,627 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:32:33,684 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:32:33,776 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:32:33,963 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:32:34,227 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 16:32:34,833 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
2025-08-27 16:32:36,679 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:32:36,697 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 16:32:41,101 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:32:41,171 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:32:41,277 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 16:32:41,414 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:32:41,734 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 16:32:42,436 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
2025-08-27 16:32:44,296 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 16:32:44,313 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 16:32:53,072 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 16:32:53,144 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 16:32:53,235 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 16:32:53,381 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 16:32:53,721 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 16:32:54,354 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 43")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 43")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'IC2509', 'date': '2025-08-27', 'opencol': '6929.8', 'high': '7042.8', 'low': '6813.4', 'close': '6837.8', 'volume': '109151.0', 'open_interest': '130217.0', 'turnover': '15189097.588', 'settle': '6897.6', 'pre_settle': '6942.4', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'IC2510', 'date': '2025-08-27', 'opencol': '6890.0', 'high': '7005.8', 'low': '6772.2', 'close': '6793.8', 'volume': '4797.0', 'open_interest': '7512.0', 'turnover': '663834.476', 'settle': '6854.0', 'pre_settle': '6905.4', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'IC2512', 'date': '2025-08-27', 'opencol': '6797.0', 'high': '6917.6', 'low': '6682.0', 'close': '6697.2', 'volume': '46893.0', 'open_interest': '84371.0', 'turnover': '6404413.42', 'settle': '6768.6', 'pre_settle': '6817.0', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'IC2603', 'date': '2025-08-27', 'opencol': '6678.2', 'high': '6790.4', 'low': '6553.4', 'close': '6574.4', 'volume': '15600.0', 'open_interest': '31797.0', 'turnover': '2089346.756', 'settle': '6634.8', 'pre_settle': '6692.0', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'IF2509', 'date': '2025-08-27', 'opencol': '4451.2', 'high': '4494.8', 'low': '4380.6', 'close': '4384.0', 'volume': '113283.0', 'open_interest': '155760.0', 'turnover': '15120026.406', 'settle': '4416.0', 'pre_settle': '4460.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'IF2510', 'date': '2025-08-27', 'opencol': '4448.0', 'high': '4486.8', 'low': '4373.6', 'close': '4377.2', 'volume': '4999.0', 'open_interest': '6931.0', 'turnover': '665793.006', 'settle': '4410.6', 'pre_settle': '4454.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'IF2512', 'date': '2025-08-27', 'opencol': '4433.0', 'high': '4472.8', 'low': '4358.4', 'close': '4363.0', 'volume': '43796.0', 'open_interest': '92229.0', 'turnover': '5817855.264', 'settle': '4397.0', 'pre_settle': '4441.4', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'IF2603', 'date': '2025-08-27', 'opencol': '4415.8', 'high': '4449.4', 'low': '4337.0', 'close': '4342.0', 'volume': '14782.0', 'open_interest': '31181.0', 'turnover': '1953736.194', 'settle': '4375.6', 'pre_settle': '4422.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'y2607', 'date': '2025-08-27', 'opencol': '8080.0', 'high': '8090.0', 'low': '8040.0', 'close': '8078.0', 'volume': '74.0', 'open_interest': '302.0', 'turnover': '597.06', 'settle': '8068.0', 'pre_settle': '8122.0', 'variety': 'Y', 'exchange': 'DCE', 'comd': 'y', 'contract': 'y2607', 'contract_yymm': '2607', 'maturity_month': '11', 'maturity_day': '308'}, {'symbol': 'y2608', 'date': '2025-08-27', 'opencol': '8062.0', 'high': '8074.0', 'low': '8062.0', 'close': '8068.0', 'volume': '15.0', 'open_interest': '21.0', 'turnover': '121.02', 'settle': '8068.0', 'pre_settle': '8114.0', 'variety': 'Y', 'exchange': 'DCE', 'comd': 'y', 'contract': 'y2608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 18:25:47 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 18:25:49,915 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:25:50,408 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 18:25:50,536 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 18:25:51,341 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:25:51,686 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 18:25:51,794 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 18:25:51,915 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
2025-08-27 18:25:53,788 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:25:53,806 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:26:03,768 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 18:26:03,917 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 18:26:04,583 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 18:26:04,921 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:26:04,991 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:26:05,114 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
2025-08-27 18:26:06,957 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:26:06,977 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:26:12,361 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 18:26:12,585 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 18:26:13,247 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:26:13,588 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:26:13,661 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:26:13,763 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
2025-08-27 18:26:15,606 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:26:15,623 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:26:25,429 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 18:26:25,572 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:26:26,125 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 18:26:26,428 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:26:26,497 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:26:26,600 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
2025-08-27 18:26:28,436 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:26:28,452 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:26:31,925 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:26:32,069 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 18:26:32,652 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 18:26:32,957 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:26:33,021 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:26:33,129 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
2025-08-27 18:26:34,999 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:26:35,017 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:26:38,522 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:26:38,650 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:26:39,260 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 18:26:39,565 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:26:39,627 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:26:39,719 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
2025-08-27 18:26:41,562 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:26:41,578 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:26:50,519 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 18:26:50,763 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 18:26:51,454 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 18:26:51,791 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:26:51,882 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:26:51,978 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 545")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 545")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'AP510', 'date': '2025-08-27', 'opencol': '8146.0', 'high': '8320.0', 'low': '8140.0', 'close': '8278.0', 'volume': '112486.0', 'open_interest': '92405.0', 'turnover': '926963.07', 'settle': '8249.0', 'pre_settle': '8158.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'AP511', 'date': '2025-08-27', 'opencol': '7965.0', 'high': '8063.0', 'low': '7961.0', 'close': '8055.0', 'volume': '1034.0', 'open_interest': '3255.0', 'turnover': '8291.69', 'settle': '8019.0', 'pre_settle': '7957.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP511', 'contract_yymm': '2511', 'maturity_month': '3', 'maturity_day': '66'}, {'symbol': 'AP512', 'date': '2025-08-27', 'opencol': '7998.0', 'high': '8068.0', 'low': '7982.0', 'close': '8067.0', 'volume': '272.0', 'open_interest': '304.0', 'turnover': '2190.2', 'settle': '8052.0', 'pre_settle': '7974.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'AP601', 'date': '2025-08-27', 'opencol': '8055.0', 'high': '8160.0', 'low': '8038.0', 'close': '8152.0', 'volume': '19474.0', 'open_interest': '30355.0', 'turnover': '157852.48', 'settle': '8106.0', 'pre_settle': '8061.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP601', 'contract_yymm': '2601', 'maturity_month': '5', 'maturity_day': '127'}, {'symbol': 'AP603', 'date': '2025-08-27', 'opencol': '7964.0', 'high': '8045.0', 'low': '7955.0', 'close': '8040.0', 'volume': '51.0', 'open_interest': '155.0', 'turnover': '409.48', 'settle': '8029.0', 'pre_settle': '7959.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'AP604', 'date': '2025-08-27', 'opencol': '7981.0', 'high': '8054.0', 'low': '7973.0', 'close': '8034.0', 'volume': '19.0', 'open_interest': '90.0', 'turnover': '152.54', 'settle': '8028.0', 'pre_settle': '7974.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP604', 'contract_yymm': '2604', 'maturity_month': '8', 'maturity_day': '217'}, {'symbol': 'AP605', 'date': '2025-08-27', 'opencol': '8031.0', 'high': '8110.0', 'low': '8031.0', 'close': '8090.0', 'volume': '152.0', 'open_interest': '514.0', 'turnover': '1229.23', 'settle': '8087.0', 'pre_settle': '8037.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP605', 'contract_yymm': '2605', 'maturity_month': '9', 'maturity_day': '247'}, {'symbol': 'CF509', 'date': '2025-08-27', 'opencol': '13760.0', 'high': '13800.0', 'low': '13740.0', 'close': '13760.0', 'volume': '20444.0', 'open_interest': '44086.0', 'turnover': '140783.76', 'settle': '13775.0', 'pre_settle': '13810.0', 'variety': 'CF', 'exchange': 'CZCE', 'comd': 'CF', 'contract': 'CF509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'SP2607', 'date': '2025-08-27', 'opencol': '5348.0', 'high': '5358.0', 'low': '5322.0', 'close': '5332.0', 'volume': '22.0', 'open_interest': '387.0', 'turnover': '117.57', 'settle': '5344.0', 'pre_settle': '5386.0', 'variety': 'SP', 'exchange': 'SHFE', 'comd': 'sp', 'contract': 'sp2607', 'contract_yymm': '2607', 'maturity_month': '11', 'maturity_day': '308'}, {'symbol': 'SP2608', 'date': '2025-08-27', 'opencol': '5356.0', 'high': '5374.0', 'low': '5350.0', 'close': '5350.0', 'volume': '13.0', 'open_interest': '18.0', 'turnover': '69.666', 'settle': '5358.0', 'pre_settle': '5410.0', 'variety': 'SP', 'exchange': 'SHFE', 'comd': 'sp', 'contract': 'sp2608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 18:28:00 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 18:28:02,247 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:28:02,682 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 18:28:03,317 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 18:28:03,420 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 18:28:03,496 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:03,698 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:04,035 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
2025-08-27 18:28:05,890 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:28:05,907 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 18:28:09,907 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 18:28:10,539 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:28:10,636 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:28:10,707 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:10,859 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:11,176 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
2025-08-27 18:28:13,044 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:28:13,060 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:28:17,392 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 18:28:17,938 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:28:18,042 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:28:18,114 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:18,263 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:18,537 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
2025-08-27 18:28:20,387 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:28:20,403 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 18:28:27,501 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:28:28,124 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:28:28,211 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:28:28,291 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:28,422 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:28,752 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
2025-08-27 18:28:30,594 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:28:30,613 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 18:28:34,872 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 18:28:35,393 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:28:35,497 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:28:35,569 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:35,693 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:35,957 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
2025-08-27 18:28:37,804 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:28:37,821 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 18:28:47,486 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:28:47,973 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:28:48,070 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:28:48,131 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:48,418 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:48,726 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
2025-08-27 18:28:50,587 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:28:50,604 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 18:28:57,367 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 18:28:58,201 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:28:58,302 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:28:58,371 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 18:28:58,556 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:28:58,838 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 270")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 270")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'IC2509', 'date': '2025-08-27', 'opencol': '6929.8', 'high': '7042.8', 'low': '6813.4', 'close': '6837.8', 'volume': '109151.0', 'open_interest': '130217.0', 'turnover': '15189097.588', 'settle': '6897.6', 'pre_settle': '6942.4', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'IC2510', 'date': '2025-08-27', 'opencol': '6890.0', 'high': '7005.8', 'low': '6772.2', 'close': '6793.8', 'volume': '4797.0', 'open_interest': '7512.0', 'turnover': '663834.476', 'settle': '6854.0', 'pre_settle': '6905.4', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'IC2512', 'date': '2025-08-27', 'opencol': '6797.0', 'high': '6917.6', 'low': '6682.0', 'close': '6697.2', 'volume': '46893.0', 'open_interest': '84371.0', 'turnover': '6404413.42', 'settle': '6768.6', 'pre_settle': '6817.0', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'IC2603', 'date': '2025-08-27', 'opencol': '6678.2', 'high': '6790.4', 'low': '6553.4', 'close': '6574.4', 'volume': '15600.0', 'open_interest': '31797.0', 'turnover': '2089346.756', 'settle': '6634.8', 'pre_settle': '6692.0', 'variety': 'IC', 'exchange': 'CFFEX', 'comd': 'IC', 'contract': 'IC2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'IF2509', 'date': '2025-08-27', 'opencol': '4451.2', 'high': '4494.8', 'low': '4380.6', 'close': '4384.0', 'volume': '113283.0', 'open_interest': '155760.0', 'turnover': '15120026.406', 'settle': '4416.0', 'pre_settle': '4460.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'IF2510', 'date': '2025-08-27', 'opencol': '4448.0', 'high': '4486.8', 'low': '4373.6', 'close': '4377.2', 'volume': '4999.0', 'open_interest': '6931.0', 'turnover': '665793.006', 'settle': '4410.6', 'pre_settle': '4454.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'IF2512', 'date': '2025-08-27', 'opencol': '4433.0', 'high': '4472.8', 'low': '4358.4', 'close': '4363.0', 'volume': '43796.0', 'open_interest': '92229.0', 'turnover': '5817855.264', 'settle': '4397.0', 'pre_settle': '4441.4', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'IF2603', 'date': '2025-08-27', 'opencol': '4415.8', 'high': '4449.4', 'low': '4337.0', 'close': '4342.0', 'volume': '14782.0', 'open_interest': '31181.0', 'turnover': '1953736.194', 'settle': '4375.6', 'pre_settle': '4422.2', 'variety': 'IF', 'exchange': 'CFFEX', 'comd': 'IF', 'contract': 'IF2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'ZC607', 'date': '2025-08-27', 'opencol': '0.0', 'high': '0.0', 'low': '0.0', 'close': '0.0', 'volume': '0.0', 'open_interest': '0.0', 'turnover': '0.0', 'settle': '801.4', 'pre_settle': '801.4', 'variety': 'ZC', 'exchange': 'CZCE', 'comd': 'ZC', 'contract': 'ZC607', 'contract_yymm': '2607', 'maturity_month': '11', 'maturity_day': '308'}, {'symbol': 'ZC608', 'date': '2025-08-27', 'opencol': '0.0', 'high': '0.0', 'low': '0.0', 'close': '0.0', 'volume': '0.0', 'open_interest': '0.0', 'turnover': '0.0', 'settle': '801.4', 'pre_settle': '801.4', 'variety': 'ZC', 'exchange': 'CZCE', 'comd': 'ZC', 'contract': 'ZC608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 18:29:44 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 18:29:46,982 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 18:29:47,284 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 18:29:47,891 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:29:48,218 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:29:48,575 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 18:29:48,677 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 18:29:48,758 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
2025-08-27 18:29:50,624 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:29:50,642 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 18:29:58,899 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 18:29:59,491 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 18:29:59,841 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:30:00,204 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:30:00,312 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:30:00,391 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
2025-08-27 18:30:02,328 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:30:02,346 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 18:30:12,060 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 18:30:12,531 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:30:12,838 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:30:13,124 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:30:13,215 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:30:13,281 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
2025-08-27 18:30:15,131 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:30:15,148 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 18:30:18,609 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:30:19,179 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 18:30:19,536 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:30:19,845 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:30:19,954 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:30:20,017 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
2025-08-27 18:30:21,872 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:30:21,892 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:30:25,171 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 18:30:25,761 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 18:30:26,078 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:30:26,420 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:30:26,539 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:30:26,613 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
2025-08-27 18:30:28,470 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:30:28,488 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:30:32,502 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:30:33,020 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 18:30:33,334 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:30:33,608 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:30:33,702 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:30:33,771 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
2025-08-27 18:30:35,634 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:30:35,653 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 18:30:39,939 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 18:30:40,456 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 18:30:40,763 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:30:41,047 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:30:41,157 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:30:41,229 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 546")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 546")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'PS2509', 'date': '2025-08-27', 'opencol': '51580.0', 'high': '51580.0', 'low': '49000.0', 'close': '49095.0', 'volume': '4562.0', 'open_interest': '4564.0', 'turnover': '68501.4015', 'settle': '50050.0', 'pre_settle': '51230.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'}, {'symbol': 'PS2510', 'date': '2025-08-27', 'opencol': '51150.0', 'high': '51275.0', 'low': '48915.0', 'close': '48995.0', 'volume': '14286.0', 'open_interest': '28623.0', 'turnover': '214224.6855', 'settle': '49980.0', 'pre_settle': '51330.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'PS2511', 'date': '2025-08-27', 'opencol': '50915.0', 'high': '51070.0', 'low': '48540.0', 'close': '48690.0', 'volume': '502410.0', 'open_interest': '154537.0', 'turnover': '7493693.6235', 'settle': '49715.0', 'pre_settle': '51195.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2511', 'contract_yymm': '2511', 'maturity_month': '3', 'maturity_day': '66'}, {'symbol': 'PS2512', 'date': '2025-08-27', 'opencol': '53490.0', 'high': '53490.0', 'low': '51150.0', 'close': '51300.0', 'volume': '44167.0', 'open_interest': '57573.0', 'turnover': '691096.1085', 'settle': '52155.0', 'pre_settle': '53530.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'PS2601', 'date': '2025-08-27', 'opencol': '53350.0', 'high': '53530.0', 'low': '51300.0', 'close': '51425.0', 'volume': '38273.0', 'open_interest': '37719.0', 'turnover': '600310.026', 'settle': '52280.0', 'pre_settle': '53640.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2601', 'contract_yymm': '2601', 'maturity_month': '5', 'maturity_day': '127'}, {'symbol': 'PS2602', 'date': '2025-08-27', 'opencol': '53580.0', 'high': '53650.0', 'low': '51470.0', 'close': '51600.0', 'volume': '469.0', 'open_interest': '6052.0', 'turnover': '7396.6845', 'settle': '52570.0', 'pre_settle': '53830.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2602', 'contract_yymm': '2602', 'maturity_month': '6', 'maturity_day': '158'}, {'symbol': 'PS2603', 'date': '2025-08-27', 'opencol': '53590.0', 'high': '54810.0', 'low': '51520.0', 'close': '51790.0', 'volume': '183.0', 'open_interest': '5775.0', 'turnover': '2885.43', 'settle': '52555.0', 'pre_settle': '53945.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'PS2604', 'date': '2025-08-27', 'opencol': '53980.0', 'high': '53980.0', 'low': '51850.0', 'close': '51930.0', 'volume': '158.0', 'open_interest': '5508.0', 'turnover': '2505.765', 'settle': '52860.0', 'pre_settle': '54155.0', 'variety': 'PS', 'exchange': 'GFEX', 'comd': 'ps', 'contract': 'ps2604', 'contract_yymm': '2604', 'maturity_month': '8', 'maturity_day': '217'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'EC2606', 'date': '2025-08-27', 'opencol': '1422.5', 'high': '1426.5', 'low': '1405.7', 'close': '1405.7', 'volume': '88.0', 'open_interest': '873.0', 'turnover': '623.9255', 'settle': '1418.0', 'pre_settle': '1432.5', 'variety': 'EC', 'exchange': 'INE', 'comd': 'ec', 'contract': 'ec2606', 'contract_yymm': '2606', 'maturity_month': '10', 'maturity_day': '278'}, {'symbol': 'EC2608', 'date': '2025-08-27', 'opencol': '1633.8', 'high': '1633.8', 'low': '1588.0', 'close': '1588.0', 'volume': '108.0', 'open_interest': '187.0', 'turnover': '871.3515', 'settle': '1613.6', 'pre_settle': '1626.3', 'variety': 'EC', 'exchange': 'INE', 'comd': 'ec', 'contract': 'ec2608', 'contract_yymm': '2608', 'maturity_month': '12', 'maturity_day': '339'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)
=========================================================================
2025-08-27 18:31:29 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-08-27 18:31:31,389 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250819 8220.0 8220.0 ... 379516.48 8156.0 8155.0 AP
1 AP511 20250819 7932.0 7957.0 ... 1728.77 7930.0 7900.0 AP
2 AP512 20250819 7984.0 7993.0 ... 143.21 7956.0 7960.0 AP
3 AP601 20250819 8095.0 8098.0 ... 55700.65 8046.0 8038.0 AP
4 AP603 20250819 7968.0 7985.0 ... 127.20 7950.0 7956.0 AP
5 AP604 20250819 7989.0 7998.0 ... 55.82 7974.0 7974.0 AP
6 AP605 20250819 8039.0 8050.0 ... 424.56 8011.0 8028.0 AP
7 CF509 20250819 13830.0 13875.0 ... 219015.08 13835.0 13835.0 CF
8 CF511 20250819 14050.0 14080.0 ... 127064.73 14030.0 14030.0 CF
9 CF601 20250819 14135.0 14170.0 ... 1036946.74 14125.0 14115.0 CF
10 CF603 20250819 14100.0 14125.0 ... 1218.11 14080.0 14075.0 CF
11 CF605 20250819 14105.0 14140.0 ... 88622.51 14095.0 14075.0 CF
12 CF607 20250819 14100.0 14125.0 ... 246.74 14100.0 14080.0 CF
13 CJ509 20250819 10475.0 10705.0 ... 14294.76 10535.0 10495.0 CJ
14 CJ512 20250819 11425.0 11700.0 ... 23075.91 11505.0 11435.0 CJ
15 CJ601 20250819 11505.0 11825.0 ... 1646270.88 11620.0 11545.0 CJ
16 CJ603 20250819 11550.0 11850.0 ... 10844.80 11640.0 11595.0 CJ
17 CJ605 20250819 11645.0 11955.0 ... 189067.10 11770.0 11715.0 CJ
18 CJ607 20250819 11825.0 12060.0 ... 4742.37 11945.0 11880.0 CJ
19 CY509 20250819 20130.0 20140.0 ... 592.97 20100.0 20095.0 CY
20 CY510 20250819 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250819 20180.0 20215.0 ... 79404.60 20155.0 20165.0 CY
22 CY512 20250819 0.0 0.0 ... 0.00 19905.0 19855.0 CY
23 CY601 20250819 20205.0 20205.0 ... 1259.82 20155.0 20145.0 CY
24 CY602 20250819 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250819 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250819 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250819 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250819 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250819 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250819 1040.0 1050.0 ... 584252.83 1035.0 1044.0 FG
32 FG510 20250819 1151.0 1167.0 ... 110668.70 1145.0 1156.0 FG
33 FG511 20250819 1137.0 1156.0 ... 142650.04 1135.0 1143.0 FG
34 FG512 20250819 1226.0 1245.0 ... 90602.86 1223.0 1226.0 FG
35 FG601 20250819 1218.0 1237.0 ... 5169810.47 1215.0 1218.0 FG
36 FG602 20250819 1277.0 1289.0 ... 1392.41 1268.0 1270.0 FG
37 FG603 20250819 1270.0 1290.0 ... 2477.99 1268.0 1272.0 FG
38 FG604 20250819 1324.0 1333.0 ... 733.61 1315.0 1317.0 FG
39 FG605 20250819 1313.0 1330.0 ... 73138.89 1309.0 1316.0 FG
40 FG606 20250819 1344.0 1356.0 ... 860.30 1336.0 1338.0 FG
41 FG607 20250819 1331.0 1350.0 ... 1341.54 1331.0 1335.0 FG
42 FG608 20250819 1357.0 1364.0 ... 474.77 1349.0 1352.0 FG
43 JR509 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250819 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250819 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250819 2291.0 2297.0 ... 240760.83 2278.0 2306.0 MA
53 MA510 20250819 2323.0 2327.0 ... 179108.33 2306.0 2334.0 MA
54 MA511 20250819 2338.0 2346.0 ... 247869.61 2325.0 2350.0 MA
55 MA512 20250819 2377.0 2384.0 ... 97642.59 2364.0 2383.0 MA
56 MA601 20250819 2397.0 2406.0 ... 1350905.33 2386.0 2400.0 MA
57 MA602 20250819 2400.0 2402.0 ... 508.75 2377.0 2411.0 MA
58 MA603 20250819 2397.0 2409.0 ... 226.98 2389.0 2415.0 MA
59 MA604 20250819 2384.0 2389.0 ... 40.48 2381.0 2410.0 MA
60 MA605 20250819 2380.0 2387.0 ... 39341.12 2369.0 2379.0 MA
61 MA606 20250819 2379.0 2386.0 ... 40.37 2375.0 2393.0 MA
62 MA607 20250819 2375.0 2384.0 ... 54.56 2372.0 2387.0 MA
63 MA608 20250819 2376.0 2388.0 ... 21.43 2381.0 2398.0 MA
64 OI509 20250819 9861.0 9964.0 ... 290846.96 9922.0 9887.0 OI
65 OI511 20250819 9850.0 9980.0 ... 251570.51 9933.0 9890.0 OI
66 OI601 20250819 9837.0 9943.0 ... 3172077.79 9894.0 9847.0 OI
67 OI603 20250819 9770.0 9856.0 ... 2247.12 9813.0 9765.0 OI
68 OI605 20250819 9702.0 9781.0 ... 112758.97 9744.0 9704.0 OI
69 OI607 20250819 9719.0 9755.0 ... 107.02 9729.0 9685.0 OI
70 PF509 20250819 6360.0 6398.0 ... 20321.70 6374.0 6332.0 PF
71 PF510 20250819 6452.0 6480.0 ... 529813.26 6452.0 6414.0 PF
72 PF511 20250819 6432.0 6468.0 ... 228008.05 6438.0 6392.0 PF
73 PF512 20250819 6420.0 6452.0 ... 60843.73 6426.0 6388.0 PF
74 PF601 20250819 6420.0 6448.0 ... 12871.15 6426.0 6400.0 PF
75 PF602 20250819 6442.0 6452.0 ... 125.60 6442.0 6416.0 PF
76 PF603 20250819 0.0 0.0 ... 0.00 6442.0 6430.0 PF
77 PF604 20250819 6486.0 6486.0 ... 3.24 6486.0 6458.0 PF
78 PF605 20250819 6480.0 6480.0 ... 3.24 6480.0 6486.0 PF
79 PF606 20250819 6492.0 6492.0 ... 3.25 6492.0 6474.0 PF
80 PF607 20250819 0.0 0.0 ... 0.00 6500.0 6490.0 PF
81 PF608 20250819 0.0 0.0 ... 0.00 6512.0 6486.0 PF
82 PK510 20250819 8046.0 8050.0 ... 55666.68 8036.0 8062.0 PK
83 PK511 20250819 7826.0 7840.0 ... 196717.02 7818.0 7822.0 PK
84 PK512 20250819 7836.0 7862.0 ... 51310.43 7848.0 7848.0 PK
85 PK601 20250819 7894.0 7930.0 ... 26485.91 7912.0 7914.0 PK
86 PK603 20250819 7916.0 7926.0 ... 261.31 7918.0 7926.0 PK
87 PK604 20250819 7910.0 7930.0 ... 106.91 7920.0 7916.0 PK
88 PK605 20250819 7916.0 7930.0 ... 2300.45 7920.0 7922.0 PK
89 PL601 20250819 6444.0 6463.0 ... 25252.45 6426.0 6467.0 PL
90 PL602 20250819 6499.0 6499.0 ... 103.55 6472.0 6503.0 PL
91 PL603 20250819 6443.0 6443.0 ... 25.74 6434.0 6476.0 PL
92 PL604 20250819 6435.0 6435.0 ... 12.87 6435.0 6502.0 PL
93 PL605 20250819 6368.0 6368.0 ... 139.51 6342.0 6380.0 PL
94 PL606 20250819 0.0 0.0 ... 0.00 6450.0 6482.0 PL
95 PL607 20250819 6475.0 6475.0 ... 12.95 6475.0 6500.0 PL
96 PL608 20250819 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250819 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250819 5848.0 5860.0 ... 6927.20 5846.0 5844.0 PR
104 PR510 20250819 5914.0 5936.0 ... 202685.89 5912.0 5898.0 PR
105 PR511 20250819 5918.0 5940.0 ... 378257.78 5916.0 5896.0 PR
106 PR512 20250819 5926.0 5948.0 ... 73536.65 5924.0 5902.0 PR
107 PR601 20250819 5940.0 5958.0 ... 2895.76 5940.0 5924.0 PR
108 PR602 20250819 0.0 0.0 ... 0.00 5950.0 5950.0 PR
109 PR603 20250819 0.0 0.0 ... 0.00 5946.0 5940.0 PR
110 PR604 20250819 0.0 0.0 ... 0.00 5966.0 5970.0 PR
111 PR605 20250819 5964.0 5964.0 ... 8.95 5964.0 5950.0 PR
112 PR606 20250819 0.0 0.0 ... 0.00 5956.0 5948.0 PR
113 PR607 20250819 0.0 0.0 ... 0.00 5962.0 5954.0 PR
114 PR608 20250819 0.0 0.0 ... 0.00 5968.0 5966.0 PR
115 PX509 20250819 6842.0 6860.0 ... 97946.03 6826.0 6756.0 PX
116 PX510 20250819 6804.0 6876.0 ... 245824.17 6820.0 6732.0 PX
117 PX511 20250819 6770.0 6852.0 ... 753960.19 6792.0 6702.0 PX
118 PX512 20250819 6750.0 6820.0 ... 85602.52 6772.0 6698.0 PX
119 PX601 20250819 6734.0 6770.0 ... 164474.23 6738.0 6692.0 PX
120 PX602 20250819 6740.0 6750.0 ... 6.75 6746.0 6714.0 PX
121 PX603 20250819 0.0 0.0 ... 0.00 6712.0 6692.0 PX
122 PX604 20250819 0.0 0.0 ... 0.00 6712.0 6710.0 PX
123 PX605 20250819 6716.0 6766.0 ... 398.37 6752.0 6696.0 PX
124 PX606 20250819 6742.0 6748.0 ... 20.23 6744.0 6706.0 PX
125 PX607 20250819 6748.0 6766.0 ... 10.14 6758.0 6696.0 PX
126 PX608 20250819 0.0 0.0 ... 0.00 6726.0 6726.0 PX
127 RI509 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250819 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250819 2691.0 2712.0 ... 105984.94 2692.0 2686.0 RM
134 RM511 20250819 2601.0 2643.0 ... 30345.08 2630.0 2596.0 RM
135 RM601 20250819 2591.0 2626.0 ... 1065922.17 2611.0 2578.0 RM
136 RM603 20250819 2539.0 2567.0 ... 9296.43 2553.0 2531.0 RM
137 RM605 20250819 2500.0 2531.0 ... 135307.60 2514.0 2502.0 RM
138 RM607 20250819 2473.0 2496.0 ... 5280.42 2483.0 2470.0 RM
139 RM608 20250819 2578.0 2578.0 ... 285.56 2550.0 2533.0 RM
140 RS509 20250819 4985.0 5098.0 ... 835.12 4971.0 5012.0 RS
141 RS511 20250819 5320.0 5441.0 ... 86.43 5402.0 5442.0 RS
142 RS607 20250819 5676.0 5676.0 ... 56.13 5613.0 5643.0 RS
143 RS608 20250819 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250819 1272.0 1284.0 ... 302072.84 1265.0 1282.0 SA
145 SA510 20250819 1310.0 1318.0 ... 334622.38 1296.0 1317.0 SA
146 SA511 20250819 1304.0 1328.0 ... 480657.04 1304.0 1324.0 SA
147 SA512 20250819 1378.0 1389.0 ... 170609.73 1369.0 1382.0 SA
148 SA601 20250819 1388.0 1398.0 ... 4903929.59 1378.0 1394.0 SA
149 SA602 20250819 1400.0 1409.0 ... 7471.12 1390.0 1402.0 SA
150 SA603 20250819 1402.0 1412.0 ... 3390.11 1395.0 1404.0 SA
151 SA604 20250819 1444.0 1448.0 ... 2054.03 1428.0 1440.0 SA
152 SA605 20250819 1436.0 1455.0 ... 129717.32 1436.0 1447.0 SA
153 SA606 20250819 1451.0 1456.0 ... 895.68 1435.0 1450.0 SA
154 SA607 20250819 1448.0 1455.0 ... 1595.66 1435.0 1449.0 SA
155 SA608 20250819 1466.0 1468.0 ... 165.39 1451.0 1463.0 SA
156 SF509 20250819 5702.0 5704.0 ... 123600.80 5578.0 5718.0 SF
157 SF510 20250819 5676.0 5680.0 ... 223430.22 5548.0 5686.0 SF
158 SF511 20250819 5880.0 5880.0 ... 1065687.52 5722.0 5886.0 SF
159 SF512 20250819 5872.0 5872.0 ... 56057.22 5710.0 5872.0 SF
160 SF601 20250819 5860.0 5860.0 ... 257066.20 5702.0 5874.0 SF
161 SF602 20250819 5806.0 5812.0 ... 2611.43 5666.0 5838.0 SF
162 SF603 20250819 5970.0 5970.0 ... 628.55 5794.0 6046.0 SF
163 SF604 20250819 5912.0 5914.0 ... 57.95 5796.0 6032.0 SF
164 SF605 20250819 6000.0 6000.0 ... 4344.56 5836.0 5998.0 SF
165 SF606 20250819 6040.0 6040.0 ... 206.36 5814.0 5970.0 SF
166 SF607 20250819 6060.0 6064.0 ... 285.98 5958.0 6124.0 SF
167 SF608 20250819 0.0 0.0 ... 0.00 5898.0 6100.0 SF
168 SH509 20250819 2569.0 2571.0 ... 385505.54 2531.0 2564.0 SH
169 SH510 20250819 2691.0 2695.0 ... 551702.33 2654.0 2688.0 SH
170 SH511 20250819 2691.0 2705.0 ... 874025.26 2667.0 2703.0 SH
171 SH512 20250819 2685.0 2694.0 ... 159317.08 2663.0 2695.0 SH
172 SH601 20250819 2641.0 2642.0 ... 1645559.52 2608.0 2647.0 SH
173 SH602 20250819 2653.0 2654.0 ... 1495.23 2623.0 2662.0 SH
174 SH603 20250819 2670.0 2679.0 ... 1494.27 2635.0 2677.0 SH
175 SH604 20250819 2709.0 2709.0 ... 638.12 2692.0 2721.0 SH
176 SH605 20250819 2726.0 2728.0 ... 23013.44 2700.0 2730.0 SH
177 SH606 20250819 2719.0 2728.0 ... 293.02 2713.0 2742.0 SH
178 SH607 20250819 2718.0 2718.0 ... 32.51 2709.0 2726.0 SH
179 SH608 20250819 2710.0 2710.0 ... 81.30 2710.0 2727.0 SH
180 SM509 20250819 5996.0 6012.0 ... 568912.42 5894.0 6018.0 SM
181 SM510 20250819 6026.0 6026.0 ... 164811.84 5892.0 6022.0 SM
182 SM511 20250819 6088.0 6090.0 ... 275213.92 5938.0 6096.0 SM
183 SM512 20250819 6098.0 6098.0 ... 72507.68 5934.0 6108.0 SM
184 SM601 20250819 6102.0 6104.0 ... 927827.87 5970.0 6110.0 SM
185 SM602 20250819 6096.0 6096.0 ... 412.65 5938.0 6094.0 SM
186 SM603 20250819 6048.0 6058.0 ... 119.58 5980.0 6124.0 SM
187 SM604 20250819 6064.0 6068.0 ... 24.15 6038.0 6144.0 SM
188 SM605 20250819 6128.0 6130.0 ... 11513.12 6012.0 6140.0 SM
189 SM606 20250819 6092.0 6094.0 ... 170.98 6000.0 6148.0 SM
190 SM607 20250819 6100.0 6112.0 ... 217.68 6048.0 6160.0 SM
191 SM608 20250819 5990.0 5990.0 ... 17.93 5978.0 6160.0 SM
192 SR509 20250819 5739.0 5750.0 ... 106925.87 5733.0 5728.0 SR
193 SR511 20250819 5688.0 5692.0 ... 118664.01 5681.0 5663.0 SR
194 SR601 20250819 5672.0 5683.0 ... 967271.89 5673.0 5657.0 SR
195 SR603 20250819 5640.0 5655.0 ... 2439.97 5648.0 5633.0 SR
196 SR605 20250819 5620.0 5638.0 ... 30673.51 5629.0 5615.0 SR
197 SR607 20250819 5607.0 5630.0 ... 1253.39 5621.0 5607.0 SR
198 TA509 20250819 4708.0 4714.0 ... 342718.65 4696.0 4680.0 TA
199 TA510 20250819 4736.0 4764.0 ... 216223.43 4738.0 4710.0 TA
200 TA511 20250819 4752.0 4770.0 ... 195275.22 4744.0 4712.0 TA
201 TA512 20250819 4746.0 4768.0 ... 46121.60 4746.0 4718.0 TA
202 TA601 20250819 4748.0 4768.0 ... 1303122.10 4746.0 4726.0 TA
203 TA602 20250819 4760.0 4762.0 ... 19.04 4762.0 4742.0 TA
204 TA603 20250819 4772.0 4772.0 ... 19.07 4768.0 4752.0 TA
205 TA604 20250819 4784.0 4784.0 ... 2.39 4784.0 4782.0 TA
206 TA605 20250819 4794.0 4810.0 ... 39042.38 4790.0 4768.0 TA
207 TA606 20250819 0.0 0.0 ... 0.00 4792.0 4804.0 TA
208 TA607 20250819 4824.0 4824.0 ... 7.22 4816.0 4820.0 TA
209 TA608 20250819 4834.0 4834.0 ... 7.23 4824.0 4790.0 TA
210 UR509 20250819 1731.0 1785.0 ... 127941.25 1756.0 1732.0 UR
211 UR510 20250819 1733.0 1780.0 ... 34036.73 1749.0 1736.0 UR
212 UR511 20250819 1754.0 1822.0 ... 49784.51 1771.0 1755.0 UR
213 UR512 20250819 1749.0 1820.0 ... 2625.50 1796.0 1754.0 UR
214 UR601 20250819 1756.0 1826.0 ... 1438395.88 1789.0 1755.0 UR
215 UR602 20250819 1746.0 1818.0 ... 1784.59 1785.0 1752.0 UR
216 UR603 20250819 1781.0 1843.0 ... 943.90 1822.0 1789.0 UR
217 UR604 20250819 1784.0 1845.0 ... 295.46 1824.0 1793.0 UR
218 UR605 20250819 1790.0 1852.0 ... 47348.94 1820.0 1793.0 UR
219 UR606 20250819 1786.0 1839.0 ... 782.92 1812.0 1790.0 UR
220 UR607 20250819 1795.0 1845.0 ... 608.69 1822.0 1799.0 UR
221 UR608 20250819 1799.0 1835.0 ... 128.81 1789.0 1799.0 UR
222 WH509 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250819 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250819 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:31:31,859 - future_1d - INFO - ak.get_czce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 PS2509 20250819 51985.0 ... 52100.0 52495.0 PS
1 PS2510 20250819 52500.0 ... 52225.0 52595.0 PS
2 PS2511 20250819 52275.0 ... 52145.0 52540.0 PS
3 PS2512 20250819 54805.0 ... 54490.0 54905.0 PS
4 PS2601 20250819 54815.0 ... 54565.0 55035.0 PS
5 PS2602 20250819 54915.0 ... 54720.0 55530.0 PS
6 PS2603 20250819 54985.0 ... 54800.0 55775.0 PS
7 PS2604 20250819 55290.0 ... 54965.0 55975.0 PS
8 PS2605 20250819 55220.0 ... 54995.0 55475.0 PS
9 PS2606 20250819 57975.0 ... 57710.0 58225.0 PS
10 PS2607 20250819 58115.0 ... 57915.0 58455.0 PS
11 PS2608 20250819 58140.0 ... 58185.0 58360.0 PS
13 SI2509 20250819 8600.0 ... 8610.0 8720.0 SI
14 SI2510 20250819 8600.0 ... 8635.0 8715.0 SI
15 SI2511 20250819 8615.0 ... 8640.0 8735.0 SI
16 SI2512 20250819 9055.0 ... 8990.0 9085.0 SI
17 SI2601 20250819 8955.0 ... 8990.0 9090.0 SI
18 SI2602 20250819 8960.0 ... 9000.0 9065.0 SI
19 SI2603 20250819 8970.0 ... 9015.0 9105.0 SI
20 SI2604 20250819 9000.0 ... 9025.0 9125.0 SI
21 SI2605 20250819 9030.0 ... 9040.0 9165.0 SI
22 SI2606 20250819 9025.0 ... 9030.0 9175.0 SI
23 SI2607 20250819 9045.0 ... 9060.0 9160.0 SI
24 SI2608 20250819 9050.0 ... 9070.0 9210.0 SI
27 LC2509 20250819 89300.0 ... 88080.0 89040.0 LC
28 LC2510 20250819 89200.0 ... 88040.0 89160.0 LC
29 LC2511 20250819 89500.0 ... 88020.0 89140.0 LC
30 LC2512 20250819 90000.0 ... 87900.0 89080.0 LC
31 LC2601 20250819 88640.0 ... 87640.0 88800.0 LC
32 LC2602 20250819 89160.0 ... 87200.0 88480.0 LC
33 LC2603 20250819 88000.0 ... 86820.0 87980.0 LC
34 LC2604 20250819 90020.0 ... 87080.0 87760.0 LC
35 LC2605 20250819 87300.0 ... 86280.0 87300.0 LC
36 LC2606 20250819 89240.0 ... 87120.0 86900.0 LC
37 LC2607 20250819 87040.0 ... 85660.0 86620.0 LC
38 LC2608 20250819 86400.0 ... 85680.0 86480.0 LC
[36 rows x 12 columns]
2025-08-27 18:31:32,008 - future_1d - INFO - ak.get_gfex_daily('2025-08-19') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250819 ... 78880 79020 CU
1 1 CU2510 20250819 ... 78850 79020 CU
2 2 CU2511 20250819 ... 78840 79000 CU
3 3 CU2512 20250819 ... 78840 78960 CU
4 4 CU2601 20250819 ... 78820 78970 CU
5 5 CU2602 20250819 ... 78840 78930 CU
6 6 CU2603 20250819 ... 78850 78940 CU
7 7 CU2604 20250819 ... 78880 78960 CU
8 8 CU2605 20250819 ... 78900 78980 CU
9 9 CU2606 20250819 ... 78880 78990 CU
10 10 CU2607 20250819 ... 78890 79000 CU
11 11 CU2608 20250819 ... 78950 78930 CU
12 12 BC2509 20250819 ... 69970 70180 BC
13 13 BC2510 20250819 ... 70040 70250 BC
14 14 BC2511 20250819 ... 70230 70620 BC
15 15 BC2512 20250819 ... 70030 70300 BC
16 16 BC2601 20250819 ... 70250 70250 BC
17 17 BC2602 20250819 ... 70710 70710 BC
18 18 BC2603 20250819 ... 70290 71120 BC
19 19 BC2604 20250819 ... 70350 70350 BC
20 20 BC2605 20250819 ... 69400 70750 BC
21 21 BC2606 20250819 ... 69790 69790 BC
22 22 BC2607 20250819 ... 69370 69370 BC
23 23 BC2608 20250819 ... 69370 69370 BC
24 24 AL2509 20250819 ... 20590 20610 AL
25 25 AL2510 20250819 ... 20575 20585 AL
26 26 AL2511 20250819 ... 20540 20540 AL
27 27 AL2512 20250819 ... 20510 20510 AL
28 28 AL2601 20250819 ... 20490 20485 AL
29 29 AL2602 20250819 ... 20485 20475 AL
30 30 AL2603 20250819 ... 20510 20495 AL
31 31 AL2604 20250819 ... 20530 20530 AL
32 32 AL2605 20250819 ... 20550 20560 AL
33 33 AL2606 20250819 ... 20565 20555 AL
34 34 AL2607 20250819 ... 20585 20600 AL
35 35 AL2608 20250819 ... 20570 20570 AL
36 36 ZN2509 20250819 ... 22245 22375 ZN
37 37 ZN2510 20250819 ... 22245 22395 ZN
38 38 ZN2511 20250819 ... 22245 22400 ZN
39 39 ZN2512 20250819 ... 22245 22390 ZN
40 40 ZN2601 20250819 ... 22220 22380 ZN
41 41 ZN2602 20250819 ... 22235 22380 ZN
42 42 ZN2603 20250819 ... 22240 22420 ZN
43 43 ZN2604 20250819 ... 22235 22360 ZN
44 44 ZN2605 20250819 ... 22225 22395 ZN
45 45 ZN2606 20250819 ... 22200 22365 ZN
46 46 ZN2607 20250819 ... 22215 22360 ZN
47 47 ZN2608 20250819 ... 22225 22355 ZN
48 48 PB2509 20250819 ... 16810 16790 PB
49 49 PB2510 20250819 ... 16815 16805 PB
50 50 PB2511 20250819 ... 16845 16830 PB
51 51 PB2512 20250819 ... 16870 16865 PB
52 52 PB2601 20250819 ... 16895 16870 PB
53 53 PB2602 20250819 ... 16915 16875 PB
54 54 PB2603 20250819 ... 16930 16930 PB
55 55 PB2604 20250819 ... 16970 16960 PB
56 56 PB2605 20250819 ... 16965 16980 PB
57 57 PB2606 20250819 ... 16985 16985 PB
58 58 PB2607 20250819 ... 17060 17060 PB
59 59 PB2608 20250819 ... 17015 17015 PB
60 60 NI2509 20250819 ... 120510 120780 NI
61 61 NI2510 20250819 ... 120610 120850 NI
62 62 NI2511 20250819 ... 120870 120980 NI
63 63 NI2512 20250819 ... 121060 121230 NI
64 64 NI2601 20250819 ... 121380 121610 NI
65 65 NI2602 20250819 ... 121730 121950 NI
66 66 NI2603 20250819 ... 122030 122260 NI
67 67 NI2604 20250819 ... 122330 122660 NI
68 68 NI2605 20250819 ... 122620 122770 NI
69 69 NI2606 20250819 ... 122840 123070 NI
70 70 NI2607 20250819 ... 123000 123370 NI
71 71 NI2608 20250819 ... 123090 123650 NI
72 72 SN2509 20250819 ... 266510 266860 SN
73 73 SN2510 20250819 ... 266810 267150 SN
74 74 SN2511 20250819 ... 267200 267260 SN
75 75 SN2512 20250819 ... 267290 267220 SN
76 76 SN2601 20250819 ... 267310 267430 SN
77 77 SN2602 20250819 ... 267470 267480 SN
78 78 SN2603 20250819 ... 267820 267990 SN
79 79 SN2604 20250819 ... 268820 268640 SN
80 80 SN2605 20250819 ... 269170 268430 SN
81 81 SN2606 20250819 ... 269000 269000 SN
82 82 SN2607 20250819 ... 269440 269320 SN
83 83 SN2608 20250819 ... 269500 269500 SN
84 84 AO2509 20250819 ... 3132 3174 AO
85 85 AO2510 20250819 ... 3128 3173 AO
86 86 AO2511 20250819 ... 3130 3176 AO
87 87 AO2512 20250819 ... 3134 3183 AO
88 88 AO2601 20250819 ... 3146 3199 AO
89 89 AO2602 20250819 ... 3138 3189 AO
90 90 AO2603 20250819 ... 3137 3190 AO
91 91 AO2604 20250819 ... 3150 3201 AO
92 92 AO2605 20250819 ... 3146 3197 AO
93 93 AO2606 20250819 ... 3144 3203 AO
94 94 AO2607 20250819 ... 3158 3208 AO
95 95 AO2608 20250819 ... 3163 3175 AO
96 96 AD2511 20250819 ... 20085 20060 AD
97 97 AD2512 20250819 ... 20060 20040 AD
98 98 AD2601 20250819 ... 20040 19990 AD
99 99 AD2602 20250819 ... 19915 19915 AD
100 100 AD2603 20250819 ... 20050 20050 AD
101 101 AD2604 20250819 ... 19865 19865 AD
102 102 AD2605 20250819 ... 19860 19860 AD
103 103 AD2606 20250819 ... 19720 19720 AD
104 104 AD2607 20250819 ... 19925 19925 AD
105 105 AD2608 20250819 ... 19925 19925 AD
106 106 AU2509 20250819 ... 773.86 774.94 AU
107 107 AU2510 20250819 ... 775.36 776.06 AU
108 108 AU2511 20250819 ... 777.26 777.88 AU
109 109 AU2512 20250819 ... 777.44 778.48 AU
110 110 AU2602 20250819 ... 779.62 780.44 AU
111 111 AU2604 20250819 ... 781.66 782.52 AU
112 112 AU2606 20250819 ... 783.8 785 AU
113 113 AU2608 20250819 ... 785.72 787.2 AU
114 114 AG2509 20250819 ... 9194 9203 AG
115 115 AG2510 20250819 ... 9213 9210 AG
116 116 AG2511 20250819 ... 9223 9220 AG
117 117 AG2512 20250819 ... 9232 9232 AG
118 118 AG2601 20250819 ... 9245 9243 AG
119 119 AG2602 20250819 ... 9260 9256 AG
120 120 AG2603 20250819 ... 9270 9275 AG
121 121 AG2604 20250819 ... 9278 9282 AG
122 122 AG2605 20250819 ... 9292 9294 AG
123 123 AG2606 20250819 ... 9304 9306 AG
124 124 AG2607 20250819 ... 9313 9320 AG
125 125 AG2608 20250819 ... 9336 9350 AG
126 126 RB2509 20250819 ... 3116 3143 RB
127 127 RB2510 20250819 ... 3144 3173 RB
128 128 RB2511 20250819 ... 3158 3190 RB
129 129 RB2512 20250819 ... 3203 3235 RB
130 130 RB2601 20250819 ... 3224 3249 RB
131 131 RB2602 20250819 ... 3223 3243 RB
132 132 RB2603 20250819 ... 3238 3266 RB
133 133 RB2604 20250819 ... 3254 3283 RB
134 134 RB2605 20250819 ... 3273 3295 RB
135 135 RB2606 20250819 ... 3281 3317 RB
136 136 RB2607 20250819 ... 3290 3310 RB
137 137 RB2608 20250819 ... 3298 3322 RB
138 138 WR2509 20250819 ... 3342 3342 WR
139 139 WR2510 20250819 ... 3373 3392 WR
140 140 WR2511 20250819 ... 3349 3421 WR
141 141 WR2512 20250819 ... 3471 3471 WR
142 142 WR2601 20250819 ... 3372 3372 WR
143 143 WR2602 20250819 ... 3426 3426 WR
144 144 WR2603 20250819 ... 3438 3438 WR
145 145 WR2604 20250819 ... 3460 3460 WR
146 146 WR2605 20250819 ... 3455 3455 WR
147 147 WR2606 20250819 ... 3446 3446 WR
148 148 WR2607 20250819 ... 3522 3524 WR
149 149 WR2608 20250819 ... 3504 3524 WR
150 150 HC2509 20250819 ... 3444 3441 HC
151 151 HC2510 20250819 ... 3423 3429 HC
152 152 HC2511 20250819 ... 3418 3425 HC
153 153 HC2512 20250819 ... 3421 3435 HC
154 154 HC2601 20250819 ... 3413 3423 HC
155 155 HC2602 20250819 ... 3408 3422 HC
156 156 HC2603 20250819 ... 3413 3423 HC
157 157 HC2604 20250819 ... 3426 3429 HC
158 158 HC2605 20250819 ... 3415 3430 HC
159 159 HC2606 20250819 ... 3423 3452 HC
160 160 HC2607 20250819 ... 3430 3446 HC
161 161 HC2608 20250819 ... 3430 3448 HC
162 162 SS2509 20250819 ... 12865 12950 SS
163 163 SS2510 20250819 ... 12925 13025 SS
164 164 SS2511 20250819 ... 12980 13085 SS
165 165 SS2512 20250819 ... 13025 13130 SS
166 166 SS2601 20250819 ... 13110 13205 SS
167 167 SS2602 20250819 ... 13120 13195 SS
168 168 SS2603 20250819 ... 13190 13255 SS
169 169 SS2604 20250819 ... 13260 13345 SS
170 170 SS2605 20250819 ... 13305 13385 SS
171 171 SS2606 20250819 ... 13295 13460 SS
172 172 SS2607 20250819 ... 13455 13495 SS
173 173 SS2608 20250819 ... 13465 13510 SS
174 174 SC2509 20250819 ... 479.8 483 SC
175 175 SC2510 20250819 ... 485.1 485.2 SC
176 176 SC2511 20250819 ... 482.4 482.3 SC
177 177 SC2512 20250819 ... 479.1 479.9 SC
178 178 SC2601 20250819 ... 478.1 478.5 SC
179 179 SC2602 20250819 ... 476.1 477.1 SC
180 180 SC2603 20250819 ... 476.4 476 SC
181 181 SC2604 20250819 ... 476.4 475.1 SC
182 182 SC2605 20250819 ... 476.7 473.1 SC
183 183 SC2606 20250819 ... 475 472.8 SC
184 184 SC2607 20250819 ... 472.4 470.7 SC
185 185 SC2608 20250819 ... 471.2 470.8 SC
186 186 SC2609 20250819 ... 469 468.2 SC
187 187 SC2612 20250819 ... 462 462 SC
188 188 SC2703 20250819 ... 464.2 464.2 SC
189 189 SC2706 20250819 ... 461.7 458.5 SC
190 190 SC2709 20250819 ... 459.2 458 SC
191 191 SC2712 20250819 ... 459 459 SC
192 192 SC2803 20250819 ... 456 456 SC
193 193 SC2806 20250819 ... 452 451.9 SC
194 194 LU2509 20250819 ... 3447 3444 LU
195 195 LU2510 20250819 ... 3458 3459 LU
196 196 LU2511 20250819 ... 3449 3451 LU
197 197 LU2512 20250819 ... 3427 3437 LU
198 198 LU2601 20250819 ... 3412 3422 LU
199 199 LU2602 20250819 ... 3400 3411 LU
200 200 LU2603 20250819 ... 3389 3403 LU
201 201 LU2604 20250819 ... 3395 3395 LU
202 202 LU2605 20250819 ... 3382 3389 LU
203 203 LU2606 20250819 ... 3383 3383 LU
204 204 LU2607 20250819 ... 3377 3390 LU
205 205 LU2608 20250819 ... 3375 3389 LU
206 206 FU2509 20250819 ... 2680 2700 FU
207 207 FU2510 20250819 ... 2705 2722 FU
208 208 FU2511 20250819 ... 2712 2724 FU
209 209 FU2512 20250819 ... 2715 2727 FU
210 210 FU2601 20250819 ... 2719 2731 FU
211 211 FU2602 20250819 ... 2719 2730 FU
212 212 FU2603 20250819 ... 2721 2732 FU
213 213 FU2604 20250819 ... 2724 2733 FU
214 214 FU2605 20250819 ... 2719 2727 FU
215 215 FU2606 20250819 ... 2715 2726 FU
216 216 FU2607 20250819 ... 2698 2707 FU
217 217 FU2608 20250819 ... 2692 2703 FU
218 218 BU2509 20250819 ... 3482 3504 BU
219 219 BU2510 20250819 ... 3450 3474 BU
220 220 BU2511 20250819 ... 3408 3428 BU
221 221 BU2512 20250819 ... 3356 3375 BU
222 222 BU2601 20250819 ... 3321 3338 BU
223 223 BU2602 20250819 ... 3319 3331 BU
224 224 BU2603 20250819 ... 3321 3328 BU
225 225 BU2604 20250819 ... 3316 3320 BU
226 226 BU2605 20250819 ... 3318 3319 BU
227 227 BU2606 20250819 ... 3310 3322 BU
228 228 BU2607 20250819 ... 3309 3309 BU
229 229 BU2608 20250819 ... 3316 3316 BU
230 230 BU2609 20250819 ... 3303 3312 BU
231 231 BU2612 20250819 ... 3272 3290 BU
232 232 BU2703 20250819 ... 3279 3296 BU
233 233 BU2706 20250819 ... 3289 3307 BU
234 234 BR2509 20250819 ... 11860 11800 BR
235 235 BR2510 20250819 ... 11865 11810 BR
236 236 BR2511 20250819 ... 11860 11810 BR
237 237 BR2512 20250819 ... 11865 11830 BR
238 238 BR2601 20250819 ... 11890 11835 BR
239 239 BR2602 20250819 ... 11960 11750 BR
240 240 BR2603 20250819 ... 11990 11785 BR
241 241 BR2604 20250819 ... 11955 11880 BR
242 242 BR2605 20250819 ... 12005 11880 BR
243 243 BR2606 20250819 ... 12040 11915 BR
244 244 BR2607 20250819 ... 12080 11950 BR
245 245 BR2608 20250819 ... 11925 11925 BR
246 246 RU2509 20250819 ... 14860 14795 RU
247 247 RU2510 20250819 ... 14860 14805 RU
248 248 RU2511 20250819 ... 14875 14815 RU
249 249 RU2601 20250819 ... 15880 15825 RU
250 250 RU2603 20250819 ... 15905 15850 RU
251 251 RU2604 20250819 ... 15925 15850 RU
252 252 RU2605 20250819 ... 15960 15910 RU
253 253 RU2606 20250819 ... 16035 15975 RU
254 254 RU2607 20250819 ... 16055 15985 RU
255 255 RU2608 20250819 ... 16010 16025 RU
256 256 NR2509 20250819 ... 12630 12590 NR
257 257 NR2510 20250819 ... 12700 12660 NR
258 258 NR2511 20250819 ... 12725 12695 NR
259 259 NR2512 20250819 ... 12760 12730 NR
260 260 NR2601 20250819 ... 12800 12775 NR
261 261 NR2602 20250819 ... 12770 12740 NR
262 262 NR2603 20250819 ... 12820 12745 NR
263 263 NR2604 20250819 ... 12815 12745 NR
264 264 NR2605 20250819 ... 12905 12815 NR
265 265 NR2606 20250819 ... 12760 12760 NR
266 266 NR2607 20250819 ... 12900 12900 NR
267 267 NR2608 20250819 ... 12830 12830 NR
268 268 SP2509 20250819 ... 5168 5226 SP
269 269 SP2510 20250819 ... 5176 5260 SP
270 270 SP2511 20250819 ... 5220 5276 SP
271 271 SP2512 20250819 ... 5210 5270 SP
272 272 SP2601 20250819 ... 5442 5496 SP
273 273 SP2602 20250819 ... 5392 5462 SP
274 274 SP2603 20250819 ... 5386 5460 SP
275 275 SP2604 20250819 ... 5410 5462 SP
276 276 SP2605 20250819 ... 5400 5466 SP
277 277 SP2606 20250819 ... 5406 5474 SP
278 278 SP2607 20250819 ... 5410 5458 SP
279 279 SP2608 20250819 ... 5470 5484 SP
280 280 EC2508 20250819 ... 2120.1 2085.9 EC
281 281 EC2510 20250819 ... 1373.2 1381.4 EC
282 282 EC2512 20250819 ... 1769.7 1782.3 EC
283 283 EC2602 20250819 ... 1531.1 1539 EC
284 284 EC2604 20250819 ... 1325.8 1339.8 EC
285 285 EC2606 20250819 ... 1485.8 1496.5 EC
286 286 SC_TAS2509 20250819 ... SC_TAS
287 287 SC_TAS2510 20250819 ... SC_TAS
288 288 SC_TAS2511 20250819 ... SC_TAS
289 289 SC_TAS2512 20250819 ... SC_TAS
[290 rows x 13 columns]
2025-08-27 18:31:32,108 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 a2509 20250819 4139.00 ... 4137.00 4137.00 A
1 a2511 20250819 4055.00 ... 4052.00 4056.00 A
2 a2601 20250819 4047.00 ... 4052.00 4055.00 A
3 a2603 20250819 4044.00 ... 4050.00 4052.00 A
4 a2605 20250819 4089.00 ... 4094.00 4096.00 A
5 a2607 20250819 4087.00 ... 4090.00 4090.00 A
6 b2509 20250819 3801.00 ... 3820.00 3800.00 B
7 b2510 20250819 3842.00 ... 3864.00 3845.00 B
8 b2511 20250819 3890.00 ... 3908.00 3891.00 B
9 b2512 20250819 3895.00 ... 3917.00 3902.00 B
10 b2601 20250819 3873.00 ... 3898.00 3883.00 B
11 b2602 20250819 3848.00 ... 3869.00 3850.00 B
12 b2603 20250819 3775.00 ... 3781.00 3766.00 B
13 b2604 20250819 3662.00 ... 3668.00 3645.00 B
14 b2605 20250819 3571.00 ... 3590.00 3566.00 B
15 b2606 20250819 3563.00 ... 3566.00 3549.00 B
16 b2607 20250819 3548.00 ... 3558.00 3532.00 B
17 b2608 20250819 3637.00 ... 3640.00 3612.00 B
18 bb2509 20250819 144.30 ... 144.30 144.60 BB
19 bb2511 20250819 144.95 ... 145.10 145.85 BB
20 bb2601 20250819 147.50 ... 147.40 147.45 BB
21 bb2603 20250819 146.30 ... 146.30 146.25 BB
22 bb2605 20250819 0.00 ... 140.20 140.20 BB
23 bb2607 20250819 0.00 ... 145.95 145.95 BB
24 bz2603 20250819 6186.00 ... 6190.00 6171.00 BZ
25 bz2604 20250819 6150.00 ... 6150.00 6138.00 BZ
26 bz2605 20250819 6150.00 ... 6150.00 6155.00 BZ
27 bz2606 20250819 0.00 ... 6143.00 6143.00 BZ
28 bz2607 20250819 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250819 2261.00 ... 2256.00 2267.00 C
30 c2511 20250819 2180.00 ... 2176.00 2183.00 C
31 c2601 20250819 2170.00 ... 2173.00 2181.00 C
32 c2603 20250819 2195.00 ... 2191.00 2201.00 C
33 c2605 20250819 2252.00 ... 2248.00 2254.00 C
34 c2607 20250819 2269.00 ... 2266.00 2271.00 C
35 cs2509 20250819 2603.00 ... 2591.00 2608.00 CS
36 cs2511 20250819 2509.00 ... 2498.00 2514.00 CS
37 cs2601 20250819 2537.00 ... 2529.00 2544.00 CS
38 cs2603 20250819 2539.00 ... 2534.00 2545.00 CS
39 cs2605 20250819 2608.00 ... 2605.00 2613.00 CS
40 cs2607 20250819 2614.00 ... 2612.00 2617.00 CS
41 eb2508 20250819 7693.00 ... 7263.00 7322.00 EB
42 eb2509 20250819 7219.00 ... 7226.00 7207.00 EB
43 eb2510 20250819 7235.00 ... 7239.00 7225.00 EB
44 eb2511 20250819 7263.00 ... 7258.00 7251.00 EB
45 eb2512 20250819 7283.00 ... 7279.00 7272.00 EB
46 eb2601 20250819 7311.00 ... 7302.00 7292.00 EB
47 eb2602 20250819 7330.00 ... 7330.00 7317.00 EB
48 eb2603 20250819 7341.00 ... 7351.00 7340.00 EB
49 eb2604 20250819 7380.00 ... 7380.00 7341.00 EB
50 eb2605 20250819 7391.00 ... 7393.00 7383.00 EB
51 eb2606 20250819 7393.00 ... 7393.00 7381.00 EB
52 eb2607 20250819 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250819 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250819 4355.00 ... 4363.00 4353.00 EG
55 eg2510 20250819 4368.00 ... 4388.00 4372.00 EG
56 eg2511 20250819 4388.00 ... 4392.00 4380.00 EG
57 eg2512 20250819 4386.00 ... 4399.00 4387.00 EG
58 eg2601 20250819 4404.00 ... 4406.00 4391.00 EG
59 eg2602 20250819 4428.00 ... 4426.00 4401.00 EG
60 eg2603 20250819 4372.00 ... 4433.00 4405.00 EG
61 eg2604 20250819 4444.00 ... 4453.00 4430.00 EG
62 eg2605 20250819 4441.00 ... 4452.00 4433.00 EG
63 eg2606 20250819 4451.00 ... 4459.00 4427.00 EG
64 eg2607 20250819 4497.00 ... 4497.00 4429.00 EG
65 fb2509 20250819 1258.00 ... 1256.50 1271.00 FB
66 fb2510 20250819 1296.00 ... 1294.00 1293.50 FB
67 fb2511 20250819 1286.50 ... 1287.50 1287.00 FB
68 fb2512 20250819 1284.00 ... 1288.50 1287.50 FB
69 fb2601 20250819 1284.50 ... 1288.50 1287.50 FB
70 fb2602 20250819 1288.00 ... 1290.00 1290.50 FB
71 fb2603 20250819 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250819 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250819 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250819 0.00 ... 1349.50 1356.00 FB
75 fb2607 20250819 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250819 0.00 ... 1302.50 1302.50 FB
77 i2509 20250819 790.50 ... 788.00 792.00 I
78 i2510 20250819 789.50 ... 786.50 791.00 I
79 i2511 20250819 784.50 ... 783.00 787.50 I
80 i2512 20250819 780.00 ... 777.50 783.50 I
81 i2601 20250819 773.00 ... 770.50 776.00 I
82 i2602 20250819 767.00 ... 766.00 772.50 I
83 i2603 20250819 763.00 ... 762.00 767.50 I
84 i2604 20250819 757.50 ... 756.00 763.50 I
85 i2605 20250819 751.50 ... 749.00 754.50 I
86 i2606 20250819 746.50 ... 744.50 751.00 I
87 i2607 20250819 743.50 ... 741.00 746.50 I
88 i2608 20250819 738.50 ... 737.00 742.50 I
89 j2509 20250819 1634.00 ... 1645.50 1645.50 J
90 j2510 20250819 1669.00 ... 1669.50 1669.00 J
91 j2511 20250819 1691.00 ... 1691.00 1692.50 J
92 j2512 20250819 1700.00 ... 1711.50 1701.00 J
93 j2601 20250819 1716.50 ... 1718.00 1725.00 J
94 j2602 20250819 1724.50 ... 1734.50 1755.50 J
95 j2603 20250819 0.00 ... 1785.00 1791.00 J
96 j2604 20250819 1795.50 ... 1795.50 1814.00 J
97 j2605 20250819 1806.00 ... 1808.00 1820.50 J
98 j2606 20250819 1808.00 ... 1808.00 1826.50 J
99 j2607 20250819 0.00 ... 1826.00 1826.00 J
100 j2608 20250819 0.00 ... 1826.00 1826.00 J
101 jd2508 20250819 2940.00 ... 2940.00 2900.00 JD
102 jd2509 20250819 3080.00 ... 3023.00 3116.00 JD
103 jd2510 20250819 3098.00 ... 3083.00 3134.00 JD
104 jd2511 20250819 3208.00 ... 3174.00 3241.00 JD
105 jd2512 20250819 3350.00 ... 3364.00 3407.00 JD
106 jd2601 20250819 3474.00 ... 3482.00 3526.00 JD
107 jd2602 20250819 3140.00 ... 3119.00 3174.00 JD
108 jd2603 20250819 3150.00 ... 3128.00 3178.00 JD
109 jd2604 20250819 3341.00 ... 3328.00 3352.00 JD
110 jd2605 20250819 3468.00 ... 3454.00 3478.00 JD
111 jd2606 20250819 3306.00 ... 3304.00 3313.00 JD
112 jd2607 20250819 3561.00 ... 3555.00 3559.00 JD
113 jm2509 20250819 1035.00 ... 1048.50 1062.00 JM
114 jm2510 20250819 1072.00 ... 1081.50 1097.50 JM
115 jm2511 20250819 1133.00 ... 1130.50 1144.00 JM
116 jm2512 20250819 1176.00 ... 1167.00 1182.50 JM
117 jm2601 20250819 1189.50 ... 1193.50 1217.50 JM
118 jm2602 20250819 1204.50 ... 1207.50 1223.50 JM
119 jm2603 20250819 1221.50 ... 1215.50 1245.50 JM
120 jm2604 20250819 1222.00 ... 1225.00 1262.00 JM
121 jm2605 20250819 1239.00 ... 1233.00 1264.50 JM
122 jm2606 20250819 1243.50 ... 1239.50 1273.00 JM
123 jm2607 20250819 1258.00 ... 1250.00 1278.50 JM
124 jm2608 20250819 1259.50 ... 1245.00 1281.00 JM
125 l2509 20250819 7266.00 ... 7284.00 7292.00 L
126 l2510 20250819 7310.00 ... 7298.00 7309.00 L
127 l2511 20250819 7328.00 ... 7320.00 7335.00 L
128 l2512 20250819 7336.00 ... 7327.00 7346.00 L
129 l2601 20250819 7334.00 ... 7320.00 7338.00 L
130 l2602 20250819 7324.00 ... 7312.00 7329.00 L
131 l2603 20250819 7323.00 ... 7311.00 7328.00 L
132 l2604 20250819 7320.00 ... 7327.00 7349.00 L
133 l2605 20250819 7311.00 ... 7303.00 7318.00 L
134 l2606 20250819 7312.00 ... 7303.00 7311.00 L
135 l2607 20250819 7302.00 ... 7302.00 7351.00 L
136 l2608 20250819 0.00 ... 7380.00 7380.00 L
137 lg2509 20250819 809.50 ... 811.00 816.00 LG
138 lg2511 20250819 821.50 ... 822.00 827.00 LG
139 lg2601 20250819 828.50 ... 829.00 831.00 LG
140 lg2603 20250819 831.50 ... 833.00 836.50 LG
141 lg2605 20250819 835.00 ... 834.00 838.00 LG
142 lg2607 20250819 831.00 ... 833.00 837.50 LG
143 lh2509 20250819 13640.00 ... 13740.00 13670.00 LH
144 lh2511 20250819 13855.00 ... 13875.00 13875.00 LH
145 lh2601 20250819 14140.00 ... 14180.00 14175.00 LH
146 lh2603 20250819 13290.00 ... 13320.00 13305.00 LH
147 lh2605 20250819 13795.00 ... 13800.00 13815.00 LH
148 lh2607 20250819 14215.00 ... 14250.00 14210.00 LH
149 m2509 20250819 3098.00 ... 3115.00 3093.00 M
150 m2511 20250819 3135.00 ... 3149.00 3123.00 M
151 m2512 20250819 3173.00 ... 3183.00 3171.00 M
152 m2601 20250819 3155.00 ... 3167.00 3147.00 M
153 m2603 20250819 3052.00 ... 3057.00 3042.00 M
154 m2605 20250819 2848.00 ... 2853.00 2837.00 M
155 m2607 20250819 2819.00 ... 2824.00 2805.00 M
156 m2608 20250819 2943.00 ... 2945.00 2926.00 M
157 p2509 20250819 9566.00 ... 9616.00 9552.00 P
158 p2510 20250819 9610.00 ... 9658.00 9568.00 P
159 p2511 20250819 9606.00 ... 9646.00 9586.00 P
160 p2512 20250819 9616.00 ... 9652.00 9586.00 P
161 p2601 20250819 9602.00 ... 9660.00 9606.00 P
162 p2602 20250819 9572.00 ... 9616.00 9552.00 P
163 p2603 20250819 9496.00 ... 9532.00 9470.00 P
164 p2604 20250819 9410.00 ... 9446.00 9380.00 P
165 p2605 20250819 9296.00 ... 9354.00 9292.00 P
166 p2606 20250819 9272.00 ... 9264.00 9172.00 P
167 p2607 20250819 9146.00 ... 9134.00 9070.00 P
168 p2608 20250819 9092.00 ... 9066.00 8962.00 P
169 pg2508 20250819 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250819 3855.00 ... 3860.00 3849.00 PG
171 pg2510 20250819 4327.00 ... 4314.00 4308.00 PG
172 pg2511 20250819 4249.00 ... 4240.00 4230.00 PG
173 pg2512 20250819 4194.00 ... 4181.00 4178.00 PG
174 pg2601 20250819 4140.00 ... 4132.00 4130.00 PG
175 pg2602 20250819 4090.00 ... 4075.00 4077.00 PG
176 pg2603 20250819 4002.00 ... 3982.00 3995.00 PG
177 pg2604 20250819 4278.00 ... 4276.00 4289.00 PG
178 pg2605 20250819 4185.00 ... 4185.00 4194.00 PG
179 pg2606 20250819 4122.00 ... 4118.00 4123.00 PG
180 pg2607 20250819 4065.00 ... 4063.00 4068.00 PG
181 pp2509 20250819 7031.00 ... 7002.00 7036.00 PP
182 pp2510 20250819 7002.00 ... 6995.00 7028.00 PP
183 pp2511 20250819 7025.00 ... 7008.00 7038.00 PP
184 pp2512 20250819 7044.00 ... 7028.00 7065.00 PP
185 pp2601 20250819 7046.00 ... 7028.00 7058.00 PP
186 pp2602 20250819 7024.00 ... 7010.00 7038.00 PP
187 pp2603 20250819 7019.00 ... 7007.00 7026.00 PP
188 pp2604 20250819 7026.00 ... 7026.00 7053.00 PP
189 pp2605 20250819 7049.00 ... 7034.00 7056.00 PP
190 pp2606 20250819 7009.00 ... 7004.00 7036.00 PP
191 pp2607 20250819 7027.00 ... 7026.00 7030.00 PP
192 pp2608 20250819 0.00 ... 7034.00 7054.00 PP
193 rr2509 20250819 3580.00 ... 3574.00 3574.00 RR
194 rr2510 20250819 3615.00 ... 3609.00 3613.00 RR
195 rr2511 20250819 3613.00 ... 3612.00 3613.00 RR
196 rr2512 20250819 3607.00 ... 3606.00 3609.00 RR
197 rr2601 20250819 3616.00 ... 3616.00 3619.00 RR
198 rr2602 20250819 0.00 ... 3608.00 3608.00 RR
199 rr2603 20250819 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250819 3613.00 ... 3613.00 3619.00 RR
201 rr2605 20250819 3610.00 ... 3610.00 3619.00 RR
202 rr2606 20250819 3606.00 ... 3606.00 3625.00 RR
203 rr2607 20250819 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250819 0.00 ... 3625.00 3625.00 RR
205 v2509 20250819 4920.00 ... 4880.00 4937.00 V
206 v2510 20250819 4959.00 ... 4918.00 4968.00 V
207 v2511 20250819 4990.00 ... 4947.00 5009.00 V
208 v2512 20250819 5026.00 ... 4984.00 5042.00 V
209 v2601 20250819 5057.00 ... 5019.00 5069.00 V
210 v2602 20250819 5091.00 ... 5057.00 5097.00 V
211 v2603 20250819 5126.00 ... 5086.00 5132.00 V
212 v2604 20250819 5330.00 ... 5327.00 5340.00 V
213 v2605 20250819 5372.00 ... 5324.00 5368.00 V
214 v2606 20250819 5387.00 ... 5377.00 5390.00 V
215 v2607 20250819 5422.00 ... 5390.00 5428.00 V
216 v2608 20250819 5454.00 ... 5413.00 5457.00 V
217 y2509 20250819 8546.00 ... 8580.00 8596.00 Y
218 y2511 20250819 8566.00 ... 8594.00 8600.00 Y
219 y2512 20250819 8574.00 ... 8592.00 8600.00 Y
220 y2601 20250819 8544.00 ... 8552.00 8562.00 Y
221 y2603 20250819 8436.00 ... 8490.00 8448.00 Y
222 y2605 20250819 8146.00 ... 8216.00 8138.00 Y
223 y2607 20250819 8130.00 ... 8166.00 8104.00 Y
224 y2608 20250819 8216.00 ... 8226.00 8140.00 Y
[225 rows x 12 columns]
2025-08-27 18:31:32,723 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 IC2509 20250819 6600.000 ... 6602.800 6608.400 IC
1 IC2510 20250819 6571.000 ... 6560.200 6568.600 IC
2 IC2512 20250819 6488.800 ... 6475.000 6488.800 IC
3 IC2603 20250819 6359.800 ... 6346.800 6367.800 IC
4 IF2509 20250819 4244.000 ... 4221.000 4237.400 IF
5 IF2510 20250819 4235.400 ... 4214.600 4233.800 IF
6 IF2512 20250819 4225.000 ... 4203.400 4220.200 IF
7 IF2603 20250819 4204.200 ... 4183.600 4201.400 IF
8 IH2509 20250819 2850.000 ... 2820.800 2849.200 IH
9 IH2510 20250819 2855.000 ... 2820.600 2849.000 IH
10 IH2512 20250819 2858.800 ... 2824.200 2853.200 IH
11 IH2603 20250819 2861.000 ... 2826.600 2854.200 IH
12 IM2509 20250819 7184.400 ... 7187.400 7179.800 IM
13 IM2510 20250819 7144.400 ... 7134.600 7138.200 IM
14 IM2512 20250819 7022.200 ... 7021.200 7025.800 IM
15 IM2603 20250819 6880.000 ... 6859.000 6874.400 IM
16 T2509 20250819 108.050 ... 108.050 108.020 T
17 T2512 20250819 107.970 ... 107.935 107.890 T
18 T2603 20250819 107.705 ... 107.730 107.655 T
19 TF2509 20250819 105.500 ... 105.535 105.465 TF
20 TF2512 20250819 105.415 ... 105.470 105.410 TF
21 TF2603 20250819 105.395 ... 105.430 105.385 TF
22 TL2509 20250819 116.230 ... 116.460 116.270 TL
23 TL2512 20250819 115.800 ... 115.980 115.760 TL
24 TL2603 20250819 115.240 ... 115.630 115.460 TL
25 TS2509 20250819 102.314 ... 102.328 102.302 TS
26 TS2512 20250819 102.330 ... 102.338 102.334 TS
27 TS2603 20250819 102.326 ... 102.330 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:31:33,089 - future_1d - INFO - ak.get_cffex_daily('2025-08-19') done
symbol date open ... settle pre_settle variety
0 SC2509 20250819 481.2 ... 479.8 483 SC
1 SC2510 20250819 487.9 ... 485.1 485.2 SC
2 SC2511 20250819 482.6 ... 482.4 482.3 SC
3 SC2512 20250819 481 ... 479.1 479.9 SC
4 SC2601 20250819 477.6 ... 478.1 478.5 SC
5 SC2602 20250819 477 ... 476.1 477.1 SC
6 SC2603 20250819 475.9 ... 476.4 476 SC
7 SC2604 20250819 474.2 ... 476.4 475.1 SC
8 SC2605 20250819 473.4 ... 476.7 473.1 SC
9 SC2606 20250819 472 ... 475 472.8 SC
10 SC2607 20250819 469.1 ... 472.4 470.7 SC
11 SC2608 20250819 468.5 ... 471.2 470.8 SC
12 SC2609 20250819 466 ... 469 468.2 SC
13 SC2612 20250819 ... 462 462 SC
14 SC2703 20250819 ... 464.2 464.2 SC
15 SC2706 20250819 460.2 ... 461.7 458.5 SC
16 SC2709 20250819 458.9 ... 459.2 458 SC
17 SC2712 20250819 ... 459 459 SC
18 SC2803 20250819 ... 456 456 SC
19 SC2806 20250819 450.2 ... 452 451.9 SC
21 LU2509 20250819 3474 ... 3447 3444 LU
22 LU2510 20250819 3478 ... 3458 3459 LU
23 LU2511 20250819 3462 ... 3449 3451 LU
24 LU2512 20250819 3450 ... 3427 3437 LU
25 LU2601 20250819 3443 ... 3412 3422 LU
26 LU2602 20250819 3402 ... 3400 3411 LU
27 LU2603 20250819 3398 ... 3389 3403 LU
28 LU2604 20250819 ... 3395 3395 LU
29 LU2605 20250819 3386 ... 3382 3389 LU
30 LU2606 20250819 ... 3383 3383 LU
31 LU2607 20250819 3376 ... 3377 3390 LU
32 LU2608 20250819 3362 ... 3375 3389 LU
34 NR2509 20250819 12570 ... 12630 12590 NR
35 NR2510 20250819 12620 ... 12700 12660 NR
36 NR2511 20250819 12670 ... 12725 12695 NR
37 NR2512 20250819 12720 ... 12760 12730 NR
38 NR2601 20250819 12755 ... 12800 12775 NR
39 NR2602 20250819 12830 ... 12770 12740 NR
40 NR2603 20250819 12815 ... 12820 12745 NR
41 NR2604 20250819 12830 ... 12815 12745 NR
42 NR2605 20250819 12960 ... 12905 12815 NR
43 NR2606 20250819 ... 12760 12760 NR
44 NR2607 20250819 ... 12900 12900 NR
45 NR2608 20250819 ... 12830 12830 NR
47 BC2509 20250819 69910 ... 69970 70180 BC
48 BC2510 20250819 70030 ... 70040 70250 BC
49 BC2511 20250819 ... 70230 70620 BC
50 BC2512 20250819 70030 ... 70030 70300 BC
51 BC2601 20250819 ... 70250 70250 BC
52 BC2602 20250819 ... 70710 70710 BC
53 BC2603 20250819 70290 ... 70290 71120 BC
54 BC2604 20250819 ... 70350 70350 BC
55 BC2605 20250819 69800 ... 69400 70750 BC
56 BC2606 20250819 ... 69790 69790 BC
57 BC2607 20250819 ... 69370 69370 BC
58 BC2608 20250819 ... 69370 69370 BC
60 EC2508 20250819 2126 ... 2120.1 2085.9 EC
61 EC2510 20250819 1388.5 ... 1373.2 1381.4 EC
62 EC2512 20250819 1780 ... 1769.7 1782.3 EC
63 EC2602 20250819 1545 ... 1531.1 1539 EC
64 EC2604 20250819 1320 ... 1325.8 1339.8 EC
65 EC2606 20250819 1488.7 ... 1485.8 1496.5 EC
68 SC_TAS2509 20250819 ... SC_TAS
69 SC_TAS2510 20250819 ... SC_TAS
70 SC_TAS2511 20250819 ... SC_TAS
71 SC_TAS2512 20250819 ... SC_TAS
[66 rows x 12 columns]
2025-08-27 18:31:33,173 - future_1d - INFO - ak.get_ine_daily('2025-08-19') done
2025-08-27 18:31:35,037 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:31:35,055 - future_1d - INFO - save future_daily 2025-08-19 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250820 8123.0 8157.0 ... 476212.38 8087.0 8156.0 AP
1 AP511 20250820 7901.0 7928.0 ... 1993.72 7880.0 7930.0 AP
2 AP512 20250820 7922.0 7956.0 ... 102.78 7906.0 7956.0 AP
3 AP601 20250820 8010.0 8035.0 ... 65554.16 7978.0 8046.0 AP
4 AP603 20250820 7899.0 7899.0 ... 118.25 7883.0 7950.0 AP
5 AP604 20250820 7929.0 7930.0 ... 102.95 7919.0 7974.0 AP
6 AP605 20250820 7992.0 8007.0 ... 798.36 7984.0 8011.0 AP
7 CF509 20250820 13830.0 13830.0 ... 308181.38 13775.0 13835.0 CF
8 CF511 20250820 14000.0 14015.0 ... 228456.12 13935.0 14030.0 CF
9 CF601 20250820 14100.0 14100.0 ... 1984823.71 14015.0 14125.0 CF
10 CF603 20250820 14050.0 14050.0 ... 1928.36 13975.0 14080.0 CF
11 CF605 20250820 14085.0 14085.0 ... 121090.96 13990.0 14095.0 CF
12 CF607 20250820 14030.0 14060.0 ... 539.00 14000.0 14100.0 CF
13 CJ509 20250820 10400.0 10490.0 ... 12171.97 10380.0 10535.0 CJ
14 CJ512 20250820 11375.0 11450.0 ... 19452.51 11320.0 11505.0 CJ
15 CJ601 20250820 11460.0 11560.0 ... 1129308.94 11425.0 11620.0 CJ
16 CJ603 20250820 11510.0 11605.0 ... 10834.51 11470.0 11640.0 CJ
17 CJ605 20250820 11640.0 11705.0 ... 145690.61 11590.0 11770.0 CJ
18 CJ607 20250820 11670.0 11870.0 ... 3724.57 11750.0 11945.0 CJ
19 CY509 20250820 20130.0 20130.0 ... 1942.60 20025.0 20100.0 CY
20 CY510 20250820 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250820 20125.0 20165.0 ... 99064.70 20050.0 20155.0 CY
22 CY512 20250820 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250820 20100.0 20140.0 ... 1402.11 20030.0 20155.0 CY
24 CY602 20250820 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250820 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250820 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250820 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250820 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250820 20105.0 20105.0 ... 10.05 20105.0 20410.0 CY
30 CY608 20250820 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250820 1025.0 1027.0 ... 859903.06 1004.0 1035.0 FG
32 FG510 20250820 1125.0 1129.0 ... 150894.90 1099.0 1145.0 FG
33 FG511 20250820 1115.0 1117.0 ... 195783.78 1086.0 1135.0 FG
34 FG512 20250820 1208.0 1209.0 ... 118568.43 1175.0 1223.0 FG
35 FG601 20250820 1198.0 1200.0 ... 6165305.07 1166.0 1215.0 FG
36 FG602 20250820 1249.0 1249.0 ... 2554.14 1219.0 1268.0 FG
37 FG603 20250820 1252.0 1253.0 ... 2763.98 1219.0 1268.0 FG
38 FG604 20250820 1295.0 1295.0 ... 1551.24 1265.0 1315.0 FG
39 FG605 20250820 1294.0 1295.0 ... 115289.38 1261.0 1309.0 FG
40 FG606 20250820 1323.0 1323.0 ... 2867.75 1292.0 1336.0 FG
41 FG607 20250820 1316.0 1316.0 ... 2357.76 1286.0 1331.0 FG
42 FG608 20250820 1334.0 1334.0 ... 673.23 1305.0 1349.0 FG
43 JR509 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250820 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250820 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250820 2283.0 2324.0 ... 166105.08 2300.0 2278.0 MA
53 MA510 20250820 2312.0 2356.0 ... 145397.04 2333.0 2306.0 MA
54 MA511 20250820 2336.0 2374.0 ... 230212.44 2349.0 2325.0 MA
55 MA512 20250820 2365.0 2412.0 ... 88359.96 2381.0 2364.0 MA
56 MA601 20250820 2393.0 2434.0 ... 1836379.63 2408.0 2386.0 MA
57 MA602 20250820 2399.0 2437.0 ... 225.38 2423.0 2377.0 MA
58 MA603 20250820 2406.0 2439.0 ... 133.15 2421.0 2389.0 MA
59 MA604 20250820 2405.0 2424.0 ... 19.32 2415.0 2381.0 MA
60 MA605 20250820 2377.0 2405.0 ... 45705.48 2386.0 2369.0 MA
61 MA606 20250820 2392.0 2410.0 ... 26.35 2396.0 2375.0 MA
62 MA607 20250820 2385.0 2402.0 ... 43.06 2392.0 2372.0 MA
63 MA608 20250820 2389.0 2417.0 ... 16.80 2400.0 2381.0 MA
64 OI509 20250820 9878.0 9908.0 ... 232973.96 9864.0 9922.0 OI
65 OI511 20250820 9872.0 9895.0 ... 225363.06 9851.0 9933.0 OI
66 OI601 20250820 9830.0 9852.0 ... 2599524.49 9800.0 9894.0 OI
67 OI603 20250820 9758.0 9773.0 ... 2381.95 9722.0 9813.0 OI
68 OI605 20250820 9681.0 9700.0 ... 52924.83 9656.0 9744.0 OI
69 OI607 20250820 9656.0 9663.0 ... 134.94 9639.0 9729.0 OI
70 PF509 20250820 6344.0 6426.0 ... 11919.32 6376.0 6374.0 PF
71 PF510 20250820 6434.0 6510.0 ... 439682.09 6452.0 6452.0 PF
72 PF511 20250820 6430.0 6502.0 ... 305534.30 6448.0 6438.0 PF
73 PF512 20250820 6412.0 6490.0 ... 174905.75 6436.0 6426.0 PF
74 PF601 20250820 6416.0 6494.0 ... 28168.98 6432.0 6426.0 PF
75 PF602 20250820 6412.0 6494.0 ... 87.34 6470.0 6442.0 PF
76 PF603 20250820 6430.0 6504.0 ... 32.33 6468.0 6442.0 PF
77 PF604 20250820 6476.0 6534.0 ... 22.77 6506.0 6486.0 PF
78 PF605 20250820 6488.0 6580.0 ... 39.08 6514.0 6480.0 PF
79 PF606 20250820 6508.0 6566.0 ... 13.07 6534.0 6492.0 PF
80 PF607 20250820 6528.0 6528.0 ... 9.78 6524.0 6500.0 PF
81 PF608 20250820 0.0 0.0 ... 0.00 6566.0 6512.0 PF
82 PK510 20250820 8022.0 8024.0 ... 73847.89 8000.0 8036.0 PK
83 PK511 20250820 7812.0 7818.0 ... 201226.35 7792.0 7818.0 PK
84 PK512 20250820 7832.0 7844.0 ... 32618.76 7824.0 7848.0 PK
85 PK601 20250820 7882.0 7898.0 ... 22564.08 7882.0 7912.0 PK
86 PK603 20250820 7890.0 7898.0 ... 315.34 7884.0 7918.0 PK
87 PK604 20250820 7896.0 7908.0 ... 473.24 7888.0 7920.0 PK
88 PK605 20250820 7910.0 7912.0 ... 2494.59 7894.0 7920.0 PK
89 PL601 20250820 6404.0 6456.0 ... 27028.58 6405.0 6426.0 PL
90 PL602 20250820 6452.0 6493.0 ... 322.13 6443.0 6472.0 PL
91 PL603 20250820 6395.0 6462.0 ... 218.46 6425.0 6434.0 PL
92 PL604 20250820 0.0 0.0 ... 0.00 6435.0 6435.0 PL
93 PL605 20250820 6300.0 6406.0 ... 190.33 6344.0 6342.0 PL
94 PL606 20250820 6402.0 6539.0 ... 51.63 6454.0 6450.0 PL
95 PL607 20250820 6446.0 6533.0 ... 38.80 6466.0 6475.0 PL
96 PL608 20250820 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250820 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250820 5838.0 5880.0 ... 6254.63 5848.0 5846.0 PR
104 PR510 20250820 5904.0 5970.0 ... 338419.12 5908.0 5912.0 PR
105 PR511 20250820 5906.0 5982.0 ... 652485.12 5914.0 5916.0 PR
106 PR512 20250820 5912.0 5988.0 ... 144716.72 5934.0 5924.0 PR
107 PR601 20250820 5928.0 5994.0 ... 5822.01 5936.0 5940.0 PR
108 PR602 20250820 5916.0 6014.0 ... 26.83 5964.0 5950.0 PR
109 PR603 20250820 5954.0 6004.0 ... 169.74 5956.0 5946.0 PR
110 PR604 20250820 0.0 0.0 ... 0.00 6018.0 5966.0 PR
111 PR605 20250820 5958.0 6032.0 ... 53.79 5976.0 5964.0 PR
112 PR606 20250820 0.0 0.0 ... 0.00 6020.0 5956.0 PR
113 PR607 20250820 0.0 0.0 ... 0.00 6028.0 5962.0 PR
114 PR608 20250820 0.0 0.0 ... 0.00 6032.0 5968.0 PR
115 PX509 20250820 6864.0 6898.0 ... 44736.93 6832.0 6826.0 PX
116 PX510 20250820 6824.0 6922.0 ... 210638.63 6824.0 6820.0 PX
117 PX511 20250820 6774.0 6886.0 ... 1047145.33 6782.0 6792.0 PX
118 PX512 20250820 6750.0 6846.0 ... 432307.00 6746.0 6772.0 PX
119 PX601 20250820 6728.0 6810.0 ... 159012.30 6740.0 6738.0 PX
120 PX602 20250820 6706.0 6706.0 ... 70.33 6698.0 6746.0 PX
121 PX603 20250820 0.0 0.0 ... 0.00 6772.0 6712.0 PX
122 PX604 20250820 0.0 0.0 ... 0.00 6770.0 6712.0 PX
123 PX605 20250820 6718.0 6786.0 ... 938.13 6726.0 6752.0 PX
124 PX606 20250820 6708.0 6764.0 ... 10.08 6724.0 6744.0 PX
125 PX607 20250820 6716.0 6784.0 ... 33.53 6706.0 6758.0 PX
126 PX608 20250820 0.0 0.0 ... 0.00 6762.0 6726.0 PX
127 RI509 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250820 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250820 2680.0 2691.0 ... 90517.44 2654.0 2692.0 RM
134 RM511 20250820 2610.0 2637.0 ... 21943.42 2608.0 2630.0 RM
135 RM601 20250820 2602.0 2632.0 ... 998067.87 2593.0 2611.0 RM
136 RM603 20250820 2541.0 2563.0 ... 11667.17 2535.0 2553.0 RM
137 RM605 20250820 2505.0 2523.0 ... 124896.38 2496.0 2514.0 RM
138 RM607 20250820 2476.0 2494.0 ... 5798.93 2468.0 2483.0 RM
139 RM608 20250820 2531.0 2554.0 ... 149.46 2533.0 2550.0 RM
140 RS509 20250820 4861.0 4897.0 ... 287.40 4871.0 4971.0 RS
141 RS511 20250820 5364.0 5364.0 ... 48.03 5337.0 5402.0 RS
142 RS607 20250820 5604.0 5652.0 ... 129.06 5611.0 5613.0 RS
143 RS608 20250820 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250820 1250.0 1250.0 ... 489595.66 1220.0 1265.0 SA
145 SA510 20250820 1280.0 1286.0 ... 548748.87 1252.0 1296.0 SA
146 SA511 20250820 1288.0 1293.0 ... 732631.48 1258.0 1304.0 SA
147 SA512 20250820 1352.0 1354.0 ... 235371.89 1310.0 1369.0 SA
148 SA601 20250820 1358.0 1364.0 ... 7839347.57 1320.0 1378.0 SA
149 SA602 20250820 1375.0 1378.0 ... 12447.02 1340.0 1390.0 SA
150 SA603 20250820 1378.0 1381.0 ... 7069.25 1340.0 1395.0 SA
151 SA604 20250820 1411.0 1415.0 ... 3774.72 1374.0 1428.0 SA
152 SA605 20250820 1413.0 1419.0 ... 244677.93 1375.0 1436.0 SA
153 SA606 20250820 1424.0 1424.0 ... 3276.92 1384.0 1435.0 SA
154 SA607 20250820 1418.0 1421.0 ... 3739.01 1381.0 1435.0 SA
155 SA608 20250820 1435.0 1436.0 ... 843.43 1401.0 1451.0 SA
156 SF509 20250820 5452.0 5480.0 ... 60546.63 5448.0 5578.0 SF
157 SF510 20250820 5460.0 5488.0 ... 147664.76 5450.0 5548.0 SF
158 SF511 20250820 5628.0 5660.0 ... 753505.81 5626.0 5722.0 SF
159 SF512 20250820 5596.0 5632.0 ... 34824.11 5600.0 5710.0 SF
160 SF601 20250820 5600.0 5630.0 ... 180356.34 5596.0 5702.0 SF
161 SF602 20250820 5562.0 5598.0 ... 931.39 5562.0 5666.0 SF
162 SF603 20250820 5778.0 5778.0 ... 100.78 5760.0 5794.0 SF
163 SF604 20250820 5748.0 5748.0 ... 8.59 5728.0 5796.0 SF
164 SF605 20250820 5744.0 5750.0 ... 2056.58 5722.0 5836.0 SF
165 SF606 20250820 5752.0 5752.0 ... 88.24 5694.0 5814.0 SF
166 SF607 20250820 5836.0 5850.0 ... 43.72 5830.0 5958.0 SF
167 SF608 20250820 0.0 0.0 ... 0.00 5832.0 5898.0 SF
168 SH509 20250820 2516.0 2577.0 ... 266545.60 2528.0 2531.0 SH
169 SH510 20250820 2645.0 2696.0 ... 574869.29 2642.0 2654.0 SH
170 SH511 20250820 2649.0 2704.0 ... 937118.99 2648.0 2667.0 SH
171 SH512 20250820 2648.0 2703.0 ... 142334.11 2649.0 2663.0 SH
172 SH601 20250820 2605.0 2656.0 ... 2743687.01 2600.0 2608.0 SH
173 SH602 20250820 2631.0 2672.0 ... 2767.96 2629.0 2623.0 SH
174 SH603 20250820 2640.0 2678.0 ... 2050.13 2639.0 2635.0 SH
175 SH604 20250820 2679.0 2720.0 ... 706.83 2677.0 2692.0 SH
176 SH605 20250820 2696.0 2732.0 ... 38636.34 2688.0 2700.0 SH
177 SH606 20250820 2712.0 2743.0 ... 422.94 2711.0 2713.0 SH
178 SH607 20250820 2688.0 2708.0 ... 48.29 2683.0 2709.0 SH
179 SH608 20250820 2666.0 2666.0 ... 8.00 2666.0 2710.0 SH
180 SM509 20250820 5794.0 5822.0 ... 224821.92 5776.0 5894.0 SM
181 SM510 20250820 5818.0 5828.0 ... 100219.91 5782.0 5892.0 SM
182 SM511 20250820 5850.0 5866.0 ... 164992.91 5826.0 5938.0 SM
183 SM512 20250820 5864.0 5872.0 ... 42946.12 5836.0 5934.0 SM
184 SM601 20250820 5888.0 5888.0 ... 678434.42 5844.0 5970.0 SM
185 SM602 20250820 5870.0 5878.0 ... 81.82 5844.0 5938.0 SM
186 SM603 20250820 5886.0 5892.0 ... 84.92 5858.0 5980.0 SM
187 SM604 20250820 5892.0 5908.0 ... 38.21 5878.0 6038.0 SM
188 SM605 20250820 5924.0 5924.0 ... 9433.89 5890.0 6012.0 SM
189 SM606 20250820 5962.0 5962.0 ... 53.06 5896.0 6000.0 SM
190 SM607 20250820 5928.0 5948.0 ... 138.99 5914.0 6048.0 SM
191 SM608 20250820 5940.0 5940.0 ... 20.73 5924.0 5978.0 SM
192 SR509 20250820 5717.0 5733.0 ... 40188.64 5721.0 5733.0 SR
193 SR511 20250820 5671.0 5679.0 ... 136768.45 5663.0 5681.0 SR
194 SR601 20250820 5667.0 5678.0 ... 867958.69 5659.0 5673.0 SR
195 SR603 20250820 5638.0 5652.0 ... 2022.50 5634.0 5648.0 SR
196 SR605 20250820 5621.0 5634.0 ... 30732.62 5616.0 5629.0 SR
197 SR607 20250820 5601.0 5624.0 ... 830.34 5610.0 5621.0 SR
198 TA509 20250820 4698.0 4734.0 ... 459737.73 4694.0 4696.0 TA
199 TA510 20250820 4720.0 4786.0 ... 270781.70 4736.0 4738.0 TA
200 TA511 20250820 4734.0 4790.0 ... 230224.00 4738.0 4744.0 TA
201 TA512 20250820 4734.0 4792.0 ... 56604.03 4742.0 4746.0 TA
202 TA601 20250820 4740.0 4790.0 ... 1874580.83 4742.0 4746.0 TA
203 TA602 20250820 4736.0 4800.0 ... 211.68 4758.0 4762.0 TA
204 TA603 20250820 4746.0 4796.0 ... 45.30 4768.0 4768.0 TA
205 TA604 20250820 4756.0 4762.0 ... 9.52 4762.0 4784.0 TA
206 TA605 20250820 4780.0 4828.0 ... 48700.75 4778.0 4790.0 TA
207 TA606 20250820 4768.0 4816.0 ... 4.79 4792.0 4792.0 TA
208 TA607 20250820 4778.0 4778.0 ... 7.16 4770.0 4816.0 TA
209 TA608 20250820 0.0 0.0 ... 0.00 4824.0 4824.0 TA
210 UR509 20250820 1756.0 1770.0 ... 72530.47 1757.0 1756.0 UR
211 UR510 20250820 1756.0 1776.0 ... 32503.67 1762.0 1749.0 UR
212 UR511 20250820 1794.0 1804.0 ... 49151.71 1789.0 1771.0 UR
213 UR512 20250820 1792.0 1800.0 ... 1110.64 1786.0 1796.0 UR
214 UR601 20250820 1793.0 1804.0 ... 1635034.82 1788.0 1789.0 UR
215 UR602 20250820 1796.0 1798.0 ... 1106.99 1780.0 1785.0 UR
216 UR603 20250820 1825.0 1826.0 ... 651.99 1811.0 1822.0 UR
217 UR604 20250820 1814.0 1821.0 ... 159.45 1812.0 1824.0 UR
218 UR605 20250820 1822.0 1832.0 ... 51123.72 1818.0 1820.0 UR
219 UR606 20250820 1811.0 1817.0 ... 231.41 1808.0 1812.0 UR
220 UR607 20250820 1830.0 1830.0 ... 196.02 1815.0 1822.0 UR
221 UR608 20250820 1816.0 1816.0 ... 57.92 1810.0 1789.0 UR
222 WH509 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250820 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250820 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:31:40,662 - future_1d - INFO - ak.get_czce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 PS2509 20250820 52600.0 ... 50815.0 52100.0 PS
1 PS2510 20250820 52700.0 ... 51050.0 52225.0 PS
2 PS2511 20250820 51700.0 ... 50880.0 52145.0 PS
3 PS2512 20250820 54325.0 ... 53195.0 54490.0 PS
4 PS2601 20250820 54000.0 ... 53325.0 54565.0 PS
5 PS2602 20250820 54000.0 ... 53420.0 54720.0 PS
6 PS2603 20250820 54220.0 ... 53395.0 54800.0 PS
7 PS2604 20250820 54425.0 ... 53540.0 54965.0 PS
8 PS2605 20250820 54700.0 ... 53500.0 54995.0 PS
9 PS2606 20250820 57000.0 ... 56565.0 57710.0 PS
10 PS2607 20250820 57915.0 ... 56600.0 57915.0 PS
11 PS2608 20250820 57210.0 ... 56620.0 58185.0 PS
13 SI2509 20250820 8495.0 ... 8310.0 8610.0 SI
14 SI2510 20250820 8550.0 ... 8340.0 8635.0 SI
15 SI2511 20250820 8500.0 ... 8330.0 8640.0 SI
16 SI2512 20250820 8805.0 ... 8695.0 8990.0 SI
17 SI2601 20250820 8800.0 ... 8680.0 8990.0 SI
18 SI2602 20250820 8760.0 ... 8675.0 9000.0 SI
19 SI2603 20250820 8830.0 ... 8675.0 9015.0 SI
20 SI2604 20250820 8865.0 ... 8715.0 9025.0 SI
21 SI2605 20250820 8935.0 ... 8735.0 9040.0 SI
22 SI2606 20250820 8885.0 ... 8735.0 9030.0 SI
23 SI2607 20250820 8970.0 ... 8755.0 9060.0 SI
24 SI2608 20250820 8880.0 ... 8780.0 9070.0 SI
27 LC2509 20250820 85400.0 ... 82540.0 88080.0 LC
28 LC2510 20250820 86500.0 ... 82660.0 88040.0 LC
29 LC2511 20250820 85660.0 ... 82900.0 88020.0 LC
30 LC2512 20250820 86300.0 ... 82640.0 87900.0 LC
31 LC2601 20250820 85000.0 ... 82340.0 87640.0 LC
32 LC2602 20250820 85600.0 ... 82100.0 87200.0 LC
33 LC2603 20250820 84900.0 ... 81740.0 86820.0 LC
34 LC2604 20250820 84700.0 ... 82020.0 87080.0 LC
35 LC2605 20250820 84000.0 ... 81140.0 86280.0 LC
36 LC2606 20250820 83520.0 ... 81320.0 87120.0 LC
37 LC2607 20250820 83700.0 ... 79980.0 85660.0 LC
38 LC2608 20250820 83500.0 ... 79380.0 85680.0 LC
[36 rows x 12 columns]
2025-08-27 18:31:40,868 - future_1d - INFO - ak.get_gfex_daily('2025-08-20') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250820 ... 78580 78880 CU
1 1 CU2510 20250820 ... 78550 78850 CU
2 2 CU2511 20250820 ... 78520 78840 CU
3 3 CU2512 20250820 ... 78510 78840 CU
4 4 CU2601 20250820 ... 78530 78820 CU
5 5 CU2602 20250820 ... 78560 78840 CU
6 6 CU2603 20250820 ... 78550 78850 CU
7 7 CU2604 20250820 ... 78590 78880 CU
8 8 CU2605 20250820 ... 78610 78900 CU
9 9 CU2606 20250820 ... 78600 78880 CU
10 10 CU2607 20250820 ... 78600 78890 CU
11 11 CU2608 20250820 ... 78620 78950 CU
12 12 BC2509 20250820 ... 69680 69970 BC
13 13 BC2510 20250820 ... 69720 70040 BC
14 14 BC2511 20250820 ... 69570 70230 BC
15 15 BC2512 20250820 ... 69990 70030 BC
16 16 BC2601 20250820 ... 70100 70250 BC
17 17 BC2602 20250820 ... 70100 70710 BC
18 18 BC2603 20250820 ... 70100 70290 BC
19 19 BC2604 20250820 ... 70100 70350 BC
20 20 BC2605 20250820 ... 69570 69400 BC
21 21 BC2606 20250820 ... 69790 69790 BC
22 22 BC2607 20250820 ... 69370 69370 BC
23 23 BC2608 20250820 ... 69370 69370 BC
24 24 AL2509 20250820 ... 20520 20590 AL
25 25 AL2510 20250820 ... 20490 20575 AL
26 26 AL2511 20250820 ... 20460 20540 AL
27 27 AL2512 20250820 ... 20425 20510 AL
28 28 AL2601 20250820 ... 20400 20490 AL
29 29 AL2602 20250820 ... 20405 20485 AL
30 30 AL2603 20250820 ... 20440 20510 AL
31 31 AL2604 20250820 ... 20470 20530 AL
32 32 AL2605 20250820 ... 20485 20550 AL
33 33 AL2606 20250820 ... 20490 20565 AL
34 34 AL2607 20250820 ... 20500 20585 AL
35 35 AL2608 20250820 ... 20470 20570 AL
36 36 ZN2509 20250820 ... 22225 22245 ZN
37 37 ZN2510 20250820 ... 22210 22245 ZN
38 38 ZN2511 20250820 ... 22200 22245 ZN
39 39 ZN2512 20250820 ... 22200 22245 ZN
40 40 ZN2601 20250820 ... 22200 22220 ZN
41 41 ZN2602 20250820 ... 22195 22235 ZN
42 42 ZN2603 20250820 ... 22245 22240 ZN
43 43 ZN2604 20250820 ... 22245 22235 ZN
44 44 ZN2605 20250820 ... 22240 22225 ZN
45 45 ZN2606 20250820 ... 22210 22200 ZN
46 46 ZN2607 20250820 ... 22215 22215 ZN
47 47 ZN2608 20250820 ... 22230 22225 ZN
48 48 PB2509 20250820 ... 16730 16810 PB
49 49 PB2510 20250820 ... 16745 16815 PB
50 50 PB2511 20250820 ... 16755 16845 PB
51 51 PB2512 20250820 ... 16805 16870 PB
52 52 PB2601 20250820 ... 16830 16895 PB
53 53 PB2602 20250820 ... 16915 16915 PB
54 54 PB2603 20250820 ... 16815 16930 PB
55 55 PB2604 20250820 ... 16900 16970 PB
56 56 PB2605 20250820 ... 16850 16965 PB
57 57 PB2606 20250820 ... 16910 16985 PB
58 58 PB2607 20250820 ... 16935 17060 PB
59 59 PB2608 20250820 ... 17015 17015 PB
60 60 NI2509 20250820 ... 120100 120510 NI
61 61 NI2510 20250820 ... 120190 120610 NI
62 62 NI2511 20250820 ... 120360 120870 NI
63 63 NI2512 20250820 ... 120590 121060 NI
64 64 NI2601 20250820 ... 120900 121380 NI
65 65 NI2602 20250820 ... 121060 121730 NI
66 66 NI2603 20250820 ... 121470 122030 NI
67 67 NI2604 20250820 ... 121370 122330 NI
68 68 NI2605 20250820 ... 121950 122620 NI
69 69 NI2606 20250820 ... 122260 122840 NI
70 70 NI2607 20250820 ... 122410 123000 NI
71 71 NI2608 20250820 ... 122930 123090 NI
72 72 SN2509 20250820 ... 268440 266510 SN
73 73 SN2510 20250820 ... 268560 266810 SN
74 74 SN2511 20250820 ... 268710 267200 SN
75 75 SN2512 20250820 ... 268650 267290 SN
76 76 SN2601 20250820 ... 269100 267310 SN
77 77 SN2602 20250820 ... 268940 267470 SN
78 78 SN2603 20250820 ... 269610 267820 SN
79 79 SN2604 20250820 ... 268820 268820 SN
80 80 SN2605 20250820 ... 271100 269170 SN
81 81 SN2606 20250820 ... 269290 269000 SN
82 82 SN2607 20250820 ... 269440 269440 SN
83 83 SN2608 20250820 ... 269500 269500 SN
84 84 AO2509 20250820 ... 3109 3132 AO
85 85 AO2510 20250820 ... 3103 3128 AO
86 86 AO2511 20250820 ... 3114 3130 AO
87 87 AO2512 20250820 ... 3115 3134 AO
88 88 AO2601 20250820 ... 3120 3146 AO
89 89 AO2602 20250820 ... 3110 3138 AO
90 90 AO2603 20250820 ... 3116 3137 AO
91 91 AO2604 20250820 ... 3113 3150 AO
92 92 AO2605 20250820 ... 3120 3146 AO
93 93 AO2606 20250820 ... 3127 3144 AO
94 94 AO2607 20250820 ... 3128 3158 AO
95 95 AO2608 20250820 ... 3128 3163 AO
96 96 AD2511 20250820 ... 20045 20085 AD
97 97 AD2512 20250820 ... 20060 20060 AD
98 98 AD2601 20250820 ... 20035 20040 AD
99 99 AD2602 20250820 ... 19915 19915 AD
100 100 AD2603 20250820 ... 20050 20050 AD
101 101 AD2604 20250820 ... 19865 19865 AD
102 102 AD2605 20250820 ... 19765 19860 AD
103 103 AD2606 20250820 ... 19720 19720 AD
104 104 AD2607 20250820 ... 19925 19925 AD
105 105 AD2608 20250820 ... 19925 19925 AD
106 106 AU2509 20250820 ... 771.06 773.86 AU
107 107 AU2510 20250820 ... 772.8 775.36 AU
108 108 AU2511 20250820 ... 774.54 777.26 AU
109 109 AU2512 20250820 ... 774.64 777.44 AU
110 110 AU2602 20250820 ... 776.9 779.62 AU
111 111 AU2604 20250820 ... 778.78 781.66 AU
112 112 AU2606 20250820 ... 781.22 783.8 AU
113 113 AU2608 20250820 ... 781.84 785.72 AU
114 114 AG2509 20250820 ... 9081 9194 AG
115 115 AG2510 20250820 ... 9105 9213 AG
116 116 AG2511 20250820 ... 9118 9223 AG
117 117 AG2512 20250820 ... 9125 9232 AG
118 118 AG2601 20250820 ... 9141 9245 AG
119 119 AG2602 20250820 ... 9151 9260 AG
120 120 AG2603 20250820 ... 9168 9270 AG
121 121 AG2604 20250820 ... 9169 9278 AG
122 122 AG2605 20250820 ... 9185 9292 AG
123 123 AG2606 20250820 ... 9191 9304 AG
124 124 AG2607 20250820 ... 9202 9313 AG
125 125 AG2608 20250820 ... 9186 9336 AG
126 126 RB2509 20250820 ... 3104 3116 RB
127 127 RB2510 20250820 ... 3122 3144 RB
128 128 RB2511 20250820 ... 3132 3158 RB
129 129 RB2512 20250820 ... 3178 3203 RB
130 130 RB2601 20250820 ... 3196 3224 RB
131 131 RB2602 20250820 ... 3191 3223 RB
132 132 RB2603 20250820 ... 3204 3238 RB
133 133 RB2604 20250820 ... 3226 3254 RB
134 134 RB2605 20250820 ... 3239 3273 RB
135 135 RB2606 20250820 ... 3251 3281 RB
136 136 RB2607 20250820 ... 3260 3290 RB
137 137 RB2608 20250820 ... 3266 3298 RB
138 138 WR2509 20250820 ... 3342 3342 WR
139 139 WR2510 20250820 ... 3360 3373 WR
140 140 WR2511 20250820 ... 3349 3349 WR
141 141 WR2512 20250820 ... 3471 3471 WR
142 142 WR2601 20250820 ... 3372 3372 WR
143 143 WR2602 20250820 ... 3426 3426 WR
144 144 WR2603 20250820 ... 3438 3438 WR
145 145 WR2604 20250820 ... 3460 3460 WR
146 146 WR2605 20250820 ... 3455 3455 WR
147 147 WR2606 20250820 ... 3446 3446 WR
148 148 WR2607 20250820 ... 3522 3522 WR
149 149 WR2608 20250820 ... 3490 3504 WR
150 150 HC2509 20250820 ... 3428 3444 HC
151 151 HC2510 20250820 ... 3390 3423 HC
152 152 HC2511 20250820 ... 3386 3418 HC
153 153 HC2512 20250820 ... 3384 3421 HC
154 154 HC2601 20250820 ... 3373 3413 HC
155 155 HC2602 20250820 ... 3366 3408 HC
156 156 HC2603 20250820 ... 3374 3413 HC
157 157 HC2604 20250820 ... 3377 3426 HC
158 158 HC2605 20250820 ... 3378 3415 HC
159 159 HC2606 20250820 ... 3386 3423 HC
160 160 HC2607 20250820 ... 3382 3430 HC
161 161 HC2608 20250820 ... 3383 3430 HC
162 162 SS2509 20250820 ... 12770 12865 SS
163 163 SS2510 20250820 ... 12830 12925 SS
164 164 SS2511 20250820 ... 12890 12980 SS
165 165 SS2512 20250820 ... 12935 13025 SS
166 166 SS2601 20250820 ... 13005 13110 SS
167 167 SS2602 20250820 ... 13000 13120 SS
168 168 SS2603 20250820 ... 13060 13190 SS
169 169 SS2604 20250820 ... 13135 13260 SS
170 170 SS2605 20250820 ... 13195 13305 SS
171 171 SS2606 20250820 ... 13230 13295 SS
172 172 SS2607 20250820 ... 13350 13455 SS
173 173 SS2608 20250820 ... 13320 13465 SS
174 174 SC2509 20250820 ... 475.3 479.8 SC
175 175 SC2510 20250820 ... 482 485.1 SC
176 176 SC2511 20250820 ... 481.2 482.4 SC
177 177 SC2512 20250820 ... 478.8 479.1 SC
178 178 SC2601 20250820 ... 478.2 478.1 SC
179 179 SC2602 20250820 ... 478.2 476.1 SC
180 180 SC2603 20250820 ... 478.2 476.4 SC
181 181 SC2604 20250820 ... 478.3 476.4 SC
182 182 SC2605 20250820 ... 479.2 476.7 SC
183 183 SC2606 20250820 ... 476.3 475 SC
184 184 SC2607 20250820 ... 474.8 472.4 SC
185 185 SC2608 20250820 ... 472.8 471.2 SC
186 186 SC2609 20250820 ... 473.4 469 SC
187 187 SC2612 20250820 ... 476.1 462 SC
188 188 SC2703 20250820 ... 464.2 464.2 SC
189 189 SC2706 20250820 ... 461.7 461.7 SC
190 190 SC2709 20250820 ... 462.8 459.2 SC
191 191 SC2712 20250820 ... 458.9 459 SC
192 192 SC2803 20250820 ... 458.9 456 SC
193 193 SC2806 20250820 ... 454.3 452 SC
194 194 LU2509 20250820 ... 3425 3447 LU
195 195 LU2510 20250820 ... 3452 3458 LU
196 196 LU2511 20250820 ... 3442 3449 LU
197 197 LU2512 20250820 ... 3424 3427 LU
198 198 LU2601 20250820 ... 3404 3412 LU
199 199 LU2602 20250820 ... 3389 3400 LU
200 200 LU2603 20250820 ... 3393 3389 LU
201 201 LU2604 20250820 ... 3372 3395 LU
202 202 LU2605 20250820 ... 3375 3382 LU
203 203 LU2606 20250820 ... 3383 3383 LU
204 204 LU2607 20250820 ... 3380 3377 LU
205 205 LU2608 20250820 ... 3367 3375 LU
206 206 FU2509 20250820 ... 2677 2680 FU
207 207 FU2510 20250820 ... 2701 2705 FU
208 208 FU2511 20250820 ... 2705 2712 FU
209 209 FU2512 20250820 ... 2705 2715 FU
210 210 FU2601 20250820 ... 2705 2719 FU
211 211 FU2602 20250820 ... 2707 2719 FU
212 212 FU2603 20250820 ... 2707 2721 FU
213 213 FU2604 20250820 ... 2711 2724 FU
214 214 FU2605 20250820 ... 2705 2719 FU
215 215 FU2606 20250820 ... 2703 2715 FU
216 216 FU2607 20250820 ... 2684 2698 FU
217 217 FU2608 20250820 ... 2676 2692 FU
218 218 BU2509 20250820 ... 3487 3482 BU
219 219 BU2510 20250820 ... 3452 3450 BU
220 220 BU2511 20250820 ... 3404 3408 BU
221 221 BU2512 20250820 ... 3352 3356 BU
222 222 BU2601 20250820 ... 3317 3321 BU
223 223 BU2602 20250820 ... 3314 3319 BU
224 224 BU2603 20250820 ... 3313 3321 BU
225 225 BU2604 20250820 ... 3314 3316 BU
226 226 BU2605 20250820 ... 3312 3318 BU
227 227 BU2606 20250820 ... 3303 3310 BU
228 228 BU2607 20250820 ... 3300 3309 BU
229 229 BU2608 20250820 ... 3316 3316 BU
230 230 BU2609 20250820 ... 3300 3303 BU
231 231 BU2612 20250820 ... 3271 3272 BU
232 232 BU2703 20250820 ... 3273 3279 BU
233 233 BU2706 20250820 ... 3283 3289 BU
234 234 BR2509 20250820 ... 11560 11860 BR
235 235 BR2510 20250820 ... 11555 11865 BR
236 236 BR2511 20250820 ... 11545 11860 BR
237 237 BR2512 20250820 ... 11565 11865 BR
238 238 BR2601 20250820 ... 11585 11890 BR
239 239 BR2602 20250820 ... 11655 11960 BR
240 240 BR2603 20250820 ... 11605 11990 BR
241 241 BR2604 20250820 ... 11630 11955 BR
242 242 BR2605 20250820 ... 11655 12005 BR
243 243 BR2606 20250820 ... 11740 12040 BR
244 244 BR2607 20250820 ... 11705 12080 BR
245 245 BR2608 20250820 ... 11625 11925 BR
246 246 RU2509 20250820 ... 14650 14860 RU
247 247 RU2510 20250820 ... 14685 14860 RU
248 248 RU2511 20250820 ... 14630 14875 RU
249 249 RU2601 20250820 ... 15605 15880 RU
250 250 RU2603 20250820 ... 15620 15905 RU
251 251 RU2604 20250820 ... 15650 15925 RU
252 252 RU2605 20250820 ... 15695 15960 RU
253 253 RU2606 20250820 ... 15775 16035 RU
254 254 RU2607 20250820 ... 15815 16055 RU
255 255 RU2608 20250820 ... 15960 16010 RU
256 256 NR2509 20250820 ... 12410 12630 NR
257 257 NR2510 20250820 ... 12465 12700 NR
258 258 NR2511 20250820 ... 12500 12725 NR
259 259 NR2512 20250820 ... 12505 12760 NR
260 260 NR2601 20250820 ... 12545 12800 NR
261 261 NR2602 20250820 ... 12550 12770 NR
262 262 NR2603 20250820 ... 12505 12820 NR
263 263 NR2604 20250820 ... 12530 12815 NR
264 264 NR2605 20250820 ... 12660 12905 NR
265 265 NR2606 20250820 ... 12745 12760 NR
266 266 NR2607 20250820 ... 12605 12900 NR
267 267 NR2608 20250820 ... 12650 12830 NR
268 268 SP2509 20250820 ... 5102 5168 SP
269 269 SP2510 20250820 ... 5112 5176 SP
270 270 SP2511 20250820 ... 5136 5220 SP
271 271 SP2512 20250820 ... 5144 5210 SP
272 272 SP2601 20250820 ... 5384 5442 SP
273 273 SP2602 20250820 ... 5346 5392 SP
274 274 SP2603 20250820 ... 5346 5386 SP
275 275 SP2604 20250820 ... 5354 5410 SP
276 276 SP2605 20250820 ... 5354 5400 SP
277 277 SP2606 20250820 ... 5360 5406 SP
278 278 SP2607 20250820 ... 5362 5410 SP
279 279 SP2608 20250820 ... 5370 5470 SP
280 280 EC2508 20250820 ... 2126.1 2120.1 EC
281 281 EC2510 20250820 ... 1358.8 1373.2 EC
282 282 EC2512 20250820 ... 1769.6 1769.7 EC
283 283 EC2602 20250820 ... 1530.6 1531.1 EC
284 284 EC2604 20250820 ... 1319.4 1325.8 EC
285 285 EC2606 20250820 ... 1485.2 1485.8 EC
286 287 SC_TAS2510 20250820 ... SC_TAS
287 288 SC_TAS2511 20250820 ... SC_TAS
288 289 SC_TAS2512 20250820 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:31:40,963 - future_1d - INFO - ak.get_shfe_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 a2509 20250820 4126.00 ... 4130.00 4137.00 A
1 a2511 20250820 4041.00 ... 4022.00 4052.00 A
2 a2601 20250820 4046.00 ... 4020.00 4052.00 A
3 a2603 20250820 4047.00 ... 4019.00 4050.00 A
4 a2605 20250820 4091.00 ... 4063.00 4094.00 A
5 a2607 20250820 4088.00 ... 4064.00 4090.00 A
6 b2509 20250820 3798.00 ... 3757.00 3820.00 B
7 b2510 20250820 3844.00 ... 3798.00 3864.00 B
8 b2511 20250820 3899.00 ... 3856.00 3908.00 B
9 b2512 20250820 3908.00 ... 3867.00 3917.00 B
10 b2601 20250820 3885.00 ... 3853.00 3898.00 B
11 b2602 20250820 3853.00 ... 3825.00 3869.00 B
12 b2603 20250820 3763.00 ... 3743.00 3781.00 B
13 b2604 20250820 3641.00 ... 3634.00 3668.00 B
14 b2605 20250820 3576.00 ... 3561.00 3590.00 B
15 b2606 20250820 3557.00 ... 3543.00 3566.00 B
16 b2607 20250820 3551.00 ... 3536.00 3558.00 B
17 b2608 20250820 3609.00 ... 3609.00 3640.00 B
18 bb2509 20250820 0.00 ... 144.30 144.30 BB
19 bb2511 20250820 144.60 ... 145.75 145.10 BB
20 bb2601 20250820 147.25 ... 147.25 147.40 BB
21 bb2603 20250820 146.50 ... 146.40 146.30 BB
22 bb2605 20250820 0.00 ... 140.25 140.20 BB
23 bb2607 20250820 0.00 ... 146.00 145.95 BB
24 bz2603 20250820 6189.00 ... 6177.00 6190.00 BZ
25 bz2604 20250820 6112.00 ... 6141.00 6150.00 BZ
26 bz2605 20250820 6113.00 ... 6109.00 6150.00 BZ
27 bz2606 20250820 6106.00 ... 6107.00 6143.00 BZ
28 bz2607 20250820 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250820 2248.00 ... 2229.00 2256.00 C
30 c2511 20250820 2171.00 ... 2166.00 2176.00 C
31 c2601 20250820 2166.00 ... 2162.00 2173.00 C
32 c2603 20250820 2184.00 ... 2183.00 2191.00 C
33 c2605 20250820 2240.00 ... 2239.00 2248.00 C
34 c2607 20250820 2261.00 ... 2258.00 2266.00 C
35 cs2509 20250820 2570.00 ... 2571.00 2591.00 CS
36 cs2511 20250820 2476.00 ... 2480.00 2498.00 CS
37 cs2601 20250820 2516.00 ... 2514.00 2529.00 CS
38 cs2603 20250820 2522.00 ... 2519.00 2534.00 CS
39 cs2605 20250820 2597.00 ... 2595.00 2605.00 CS
40 cs2607 20250820 2609.00 ... 2600.00 2612.00 CS
41 eb2508 20250820 7000.00 ... 7000.00 7263.00 EB
42 eb2509 20250820 7239.00 ... 7211.00 7226.00 EB
43 eb2510 20250820 7230.00 ... 7224.00 7239.00 EB
44 eb2511 20250820 7246.00 ... 7233.00 7258.00 EB
45 eb2512 20250820 7272.00 ... 7250.00 7279.00 EB
46 eb2601 20250820 7282.00 ... 7271.00 7302.00 EB
47 eb2602 20250820 7307.00 ... 7298.00 7330.00 EB
48 eb2603 20250820 7323.00 ... 7324.00 7351.00 EB
49 eb2604 20250820 7324.00 ... 7361.00 7380.00 EB
50 eb2605 20250820 7386.00 ... 7357.00 7393.00 EB
51 eb2606 20250820 7440.00 ... 7440.00 7393.00 EB
52 eb2607 20250820 7310.00 ... 7325.00 7384.00 EB
53 eg2508 20250820 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250820 4370.00 ... 4401.00 4363.00 EG
55 eg2510 20250820 4405.00 ... 4425.00 4388.00 EG
56 eg2511 20250820 4412.00 ... 4433.00 4392.00 EG
57 eg2512 20250820 4400.00 ... 4460.00 4399.00 EG
58 eg2601 20250820 4418.00 ... 4452.00 4406.00 EG
59 eg2602 20250820 4429.00 ... 4476.00 4426.00 EG
60 eg2603 20250820 4413.00 ... 4491.00 4433.00 EG
61 eg2604 20250820 4463.00 ... 4489.00 4453.00 EG
62 eg2605 20250820 4453.00 ... 4502.00 4452.00 EG
63 eg2606 20250820 4444.00 ... 4488.00 4459.00 EG
64 eg2607 20250820 4434.00 ... 4471.00 4497.00 EG
65 fb2509 20250820 0.00 ... 1256.50 1256.50 FB
66 fb2510 20250820 1295.00 ... 1292.00 1294.00 FB
67 fb2511 20250820 1228.50 ... 1277.50 1287.50 FB
68 fb2512 20250820 1273.00 ... 1275.50 1288.50 FB
69 fb2601 20250820 1275.00 ... 1276.50 1288.50 FB
70 fb2602 20250820 1285.00 ... 1279.50 1290.00 FB
71 fb2603 20250820 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250820 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250820 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250820 0.00 ... 1349.50 1349.50 FB
75 fb2607 20250820 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250820 0.00 ... 1302.50 1302.50 FB
77 i2509 20250820 791.00 ... 785.00 788.00 I
78 i2510 20250820 786.00 ... 781.50 786.50 I
79 i2511 20250820 784.00 ... 778.50 783.00 I
80 i2512 20250820 779.00 ... 772.50 777.50 I
81 i2601 20250820 772.00 ... 765.00 770.50 I
82 i2602 20250820 766.00 ... 759.50 766.00 I
83 i2603 20250820 762.00 ... 755.50 762.00 I
84 i2604 20250820 756.50 ... 750.00 756.00 I
85 i2605 20250820 748.00 ... 743.00 749.00 I
86 i2606 20250820 744.50 ... 738.50 744.50 I
87 i2607 20250820 739.50 ... 735.00 741.00 I
88 i2608 20250820 736.50 ... 731.50 737.00 I
89 j2509 20250820 1636.00 ... 1619.00 1645.50 J
90 j2510 20250820 1662.00 ... 1641.00 1669.50 J
91 j2511 20250820 1688.00 ... 1660.50 1691.00 J
92 j2512 20250820 1703.00 ... 1673.00 1711.50 J
93 j2601 20250820 1713.00 ... 1680.00 1718.00 J
94 j2602 20250820 1724.00 ... 1718.00 1734.50 J
95 j2603 20250820 1749.00 ... 1748.00 1785.00 J
96 j2604 20250820 0.00 ... 1770.00 1795.50 J
97 j2605 20250820 1806.50 ... 1768.00 1808.00 J
98 j2606 20250820 1790.00 ... 1776.50 1808.00 J
99 j2607 20250820 1782.50 ... 1782.50 1826.00 J
100 j2608 20250820 0.00 ... 1814.00 1826.00 J
101 jd2508 20250820 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250820 2974.00 ... 3005.00 3023.00 JD
103 jd2510 20250820 3050.00 ... 3078.00 3083.00 JD
104 jd2511 20250820 3143.00 ... 3150.00 3174.00 JD
105 jd2512 20250820 3354.00 ... 3367.00 3364.00 JD
106 jd2601 20250820 3480.00 ... 3498.00 3482.00 JD
107 jd2602 20250820 3106.00 ... 3135.00 3119.00 JD
108 jd2603 20250820 3108.00 ... 3142.00 3128.00 JD
109 jd2604 20250820 3325.00 ... 3341.00 3328.00 JD
110 jd2605 20250820 3456.00 ... 3461.00 3454.00 JD
111 jd2606 20250820 3308.00 ... 3314.00 3304.00 JD
112 jd2607 20250820 3555.00 ... 3569.00 3555.00 JD
113 jm2509 20250820 1060.00 ... 1033.00 1048.50 JM
114 jm2510 20250820 1090.00 ... 1055.50 1081.50 JM
115 jm2511 20250820 1139.50 ... 1096.00 1130.50 JM
116 jm2512 20250820 1155.00 ... 1131.50 1167.00 JM
117 jm2601 20250820 1210.00 ... 1164.50 1193.50 JM
118 jm2602 20250820 1207.50 ... 1173.50 1207.50 JM
119 jm2603 20250820 1227.50 ... 1183.50 1215.50 JM
120 jm2604 20250820 1226.00 ... 1190.00 1225.00 JM
121 jm2605 20250820 1240.00 ... 1199.00 1233.00 JM
122 jm2606 20250820 1254.00 ... 1205.50 1239.50 JM
123 jm2607 20250820 1261.50 ... 1216.50 1250.00 JM
124 jm2608 20250820 1257.50 ... 1230.50 1245.00 JM
125 l2509 20250820 7280.00 ... 7265.00 7284.00 L
126 l2510 20250820 7297.00 ... 7287.00 7298.00 L
127 l2511 20250820 7319.00 ... 7309.00 7320.00 L
128 l2512 20250820 7319.00 ... 7323.00 7327.00 L
129 l2601 20250820 7302.00 ... 7302.00 7320.00 L
130 l2602 20250820 7297.00 ... 7313.00 7312.00 L
131 l2603 20250820 7239.00 ... 7313.00 7311.00 L
132 l2604 20250820 7259.00 ... 7318.00 7327.00 L
133 l2605 20250820 7289.00 ... 7288.00 7303.00 L
134 l2606 20250820 7300.00 ... 7319.00 7303.00 L
135 l2607 20250820 7257.00 ... 7278.00 7302.00 L
136 l2608 20250820 0.00 ... 7380.00 7380.00 L
137 lg2509 20250820 805.50 ... 806.50 811.00 LG
138 lg2511 20250820 821.50 ... 822.50 822.00 LG
139 lg2601 20250820 831.00 ... 827.50 829.00 LG
140 lg2603 20250820 834.00 ... 833.00 833.00 LG
141 lg2605 20250820 833.00 ... 832.00 834.00 LG
142 lg2607 20250820 832.50 ... 832.00 833.00 LG
143 lh2509 20250820 13825.00 ... 13735.00 13740.00 LH
144 lh2511 20250820 13900.00 ... 13790.00 13875.00 LH
145 lh2601 20250820 14160.00 ... 14095.00 14180.00 LH
146 lh2603 20250820 13380.00 ... 13285.00 13320.00 LH
147 lh2605 20250820 13795.00 ... 13715.00 13800.00 LH
148 lh2607 20250820 14235.00 ... 14185.00 14250.00 LH
149 m2509 20250820 3105.00 ... 3099.00 3115.00 M
150 m2511 20250820 3141.00 ... 3125.00 3149.00 M
151 m2512 20250820 3171.00 ... 3160.00 3183.00 M
152 m2601 20250820 3158.00 ... 3146.00 3167.00 M
153 m2603 20250820 3046.00 ... 3038.00 3057.00 M
154 m2605 20250820 2841.00 ... 2841.00 2853.00 M
155 m2607 20250820 2816.00 ... 2815.00 2824.00 M
156 m2608 20250820 2937.00 ... 2938.00 2945.00 M
157 p2509 20250820 9562.00 ... 9464.00 9616.00 P
158 p2510 20250820 9614.00 ... 9510.00 9658.00 P
159 p2511 20250820 9560.00 ... 9504.00 9646.00 P
160 p2512 20250820 9574.00 ... 9510.00 9652.00 P
161 p2601 20250820 9582.00 ... 9518.00 9660.00 P
162 p2602 20250820 9550.00 ... 9492.00 9616.00 P
163 p2603 20250820 9466.00 ... 9428.00 9532.00 P
164 p2604 20250820 9388.00 ... 9370.00 9446.00 P
165 p2605 20250820 9288.00 ... 9230.00 9354.00 P
166 p2606 20250820 9062.00 ... 9090.00 9264.00 P
167 p2607 20250820 8970.00 ... 8962.00 9134.00 P
168 p2608 20250820 9044.00 ... 8998.00 9066.00 P
169 pg2508 20250820 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250820 3852.00 ... 3861.00 3860.00 PG
171 pg2510 20250820 4295.00 ... 4315.00 4314.00 PG
172 pg2511 20250820 4219.00 ... 4242.00 4240.00 PG
173 pg2512 20250820 4170.00 ... 4180.00 4181.00 PG
174 pg2601 20250820 4122.00 ... 4131.00 4132.00 PG
175 pg2602 20250820 4065.00 ... 4073.00 4075.00 PG
176 pg2603 20250820 3982.00 ... 3980.00 3982.00 PG
177 pg2604 20250820 4258.00 ... 4280.00 4276.00 PG
178 pg2605 20250820 4160.00 ... 4183.00 4185.00 PG
179 pg2606 20250820 4108.00 ... 4118.00 4118.00 PG
180 pg2607 20250820 4079.00 ... 4067.00 4063.00 PG
181 pp2509 20250820 6987.00 ... 6986.00 7002.00 PP
182 pp2510 20250820 6980.00 ... 6985.00 6995.00 PP
183 pp2511 20250820 6999.00 ... 7003.00 7008.00 PP
184 pp2512 20250820 7012.00 ... 7021.00 7028.00 PP
185 pp2601 20250820 7011.00 ... 7012.00 7028.00 PP
186 pp2602 20250820 6993.00 ... 7000.00 7010.00 PP
187 pp2603 20250820 6989.00 ... 7010.00 7007.00 PP
188 pp2604 20250820 7006.00 ... 7026.00 7026.00 PP
189 pp2605 20250820 7025.00 ... 7029.00 7034.00 PP
190 pp2606 20250820 6994.00 ... 7012.00 7004.00 PP
191 pp2607 20250820 7004.00 ... 7005.00 7026.00 PP
192 pp2608 20250820 7020.00 ... 7020.00 7034.00 PP
193 rr2509 20250820 3570.00 ... 3570.00 3574.00 RR
194 rr2510 20250820 3605.00 ... 3612.00 3609.00 RR
195 rr2511 20250820 3611.00 ... 3612.00 3612.00 RR
196 rr2512 20250820 3607.00 ... 3607.00 3606.00 RR
197 rr2601 20250820 3622.00 ... 3619.00 3616.00 RR
198 rr2602 20250820 3604.00 ... 3604.00 3608.00 RR
199 rr2603 20250820 3607.00 ... 3606.00 3612.00 RR
200 rr2604 20250820 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250820 0.00 ... 3610.00 3610.00 RR
202 rr2606 20250820 0.00 ... 3608.00 3606.00 RR
203 rr2607 20250820 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250820 0.00 ... 3638.00 3625.00 RR
205 v2509 20250820 4875.00 ... 4851.00 4880.00 V
206 v2510 20250820 4894.00 ... 4889.00 4918.00 V
207 v2511 20250820 4934.00 ... 4923.00 4947.00 V
208 v2512 20250820 4980.00 ... 4956.00 4984.00 V
209 v2601 20250820 5006.00 ... 4989.00 5019.00 V
210 v2602 20250820 5042.00 ... 5029.00 5057.00 V
211 v2603 20250820 5078.00 ... 5063.00 5086.00 V
212 v2604 20250820 5273.00 ... 5262.00 5327.00 V
213 v2605 20250820 5305.00 ... 5297.00 5324.00 V
214 v2606 20250820 5310.00 ... 5321.00 5377.00 V
215 v2607 20250820 5365.00 ... 5354.00 5390.00 V
216 v2608 20250820 5400.00 ... 5363.00 5413.00 V
217 y2509 20250820 8542.00 ... 8446.00 8580.00 Y
218 y2511 20250820 8564.00 ... 8444.00 8594.00 Y
219 y2512 20250820 8562.00 ... 8454.00 8592.00 Y
220 y2601 20250820 8500.00 ... 8408.00 8552.00 Y
221 y2603 20250820 8466.00 ... 8362.00 8490.00 Y
222 y2605 20250820 8198.00 ... 8114.00 8216.00 Y
223 y2607 20250820 8140.00 ... 8078.00 8166.00 Y
224 y2608 20250820 8172.00 ... 8122.00 8226.00 Y
[225 rows x 12 columns]
2025-08-27 18:31:41,603 - future_1d - INFO - ak.get_dce_daily('2025-08-20') done
symbol date open ... settle pre_settle variety
0 IC2509 20250820 6568.000 ... 6660.400 6602.800 IC
1 IC2510 20250820 6525.200 ... 6628.800 6560.200 IC
2 IC2512 20250820 6433.000 ... 6531.200 6475.000 IC
3 IC2603 20250820 6309.000 ... 6402.800 6346.800 IC
4 IF2509 20250820 4201.000 ... 4254.000 4221.000 IF
5 IF2510 20250820 4202.000 ... 4249.000 4214.600 IF
6 IF2512 20250820 4187.000 ... 4236.000 4203.400 IF
7 IF2603 20250820 4163.200 ... 4214.200 4183.600 IF
8 IH2509 20250820 2810.000 ... 2841.400 2820.800 IH
9 IH2510 20250820 2813.000 ... 2843.200 2820.600 IH
10 IH2512 20250820 2816.400 ... 2844.200 2824.200 IH
11 IH2603 20250820 2818.000 ... 2845.400 2826.600 IH
12 IM2509 20250820 7147.400 ... 7233.600 7187.400 IM
13 IM2510 20250820 7100.000 ... 7187.000 7134.600 IM
14 IM2512 20250820 6986.000 ... 7074.400 7021.200 IM
15 IM2603 20250820 6830.800 ... 6919.000 6859.000 IM
16 T2509 20250820 108.115 ... 107.935 108.050 T
17 T2512 20250820 108.040 ... 107.795 107.935 T
18 T2603 20250820 107.760 ... 107.575 107.730 T
19 TF2509 20250820 105.595 ... 105.450 105.535 TF
20 TF2512 20250820 105.505 ... 105.385 105.470 TF
21 TF2603 20250820 105.500 ... 105.330 105.430 TF
22 TL2509 20250820 116.810 ... 116.240 116.460 TL
23 TL2512 20250820 116.360 ... 115.720 115.980 TL
24 TL2603 20250820 116.020 ... 115.390 115.630 TL
25 TS2509 20250820 102.350 ... 102.322 102.328 TS
26 TS2512 20250820 102.342 ... 102.328 102.338 TS
27 TS2603 20250820 102.340 ... 102.318 102.330 TS
[28 rows x 12 columns]
2025-08-27 18:31:41,975 - future_1d - INFO - ak.get_cffex_daily('2025-08-20') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250820 476 478 ... 87993.79 475.3 479.8 SC
1 SC2510 20250820 482.2 484.7 ... 5525704.84 482 485.1 SC
2 SC2511 20250820 481.1 483.6 ... 651554.63 481.2 482.4 SC
3 SC2512 20250820 478.4 481 ... 262225.96 478.8 479.1 SC
4 SC2601 20250820 477.5 480.6 ... 62366.57 478.2 478.1 SC
5 SC2602 20250820 475.4 480.6 ... 21570.9 478.2 476.1 SC
6 SC2603 20250820 475.5 480.5 ... 30510.68 478.2 476.4 SC
7 SC2604 20250820 474.3 480.6 ... 5549.3 478.3 476.4 SC
8 SC2605 20250820 474.4 481.4 ... 5367.66 479.2 476.7 SC
9 SC2606 20250820 473 479.1 ... 8240.28 476.3 475 SC
10 SC2607 20250820 469.9 477.6 ... 332.42 474.8 472.4 SC
11 SC2608 20250820 468.7 475.9 ... 141.86 472.8 471.2 SC
12 SC2609 20250820 473.4 473.4 ... 94.68 473.4 469 SC
13 SC2612 20250820 478 478 ... 238.09 476.1 462 SC
14 SC2703 20250820 ... 0 464.2 464.2 SC
15 SC2706 20250820 ... 0 461.7 461.7 SC
16 SC2709 20250820 462.5 463.9 ... 324.01 462.8 459.2 SC
17 SC2712 20250820 457.4 461.4 ... 229.49 458.9 459 SC
18 SC2803 20250820 459.8 459.8 ... 91.79 458.9 456 SC
19 SC2806 20250820 450.1 456.5 ... 863.35 454.3 452 SC
21 LU2509 20250820 3452 3452 ... 1387.132 3425 3447 LU
22 LU2510 20250820 3449 3479 ... 233316.569 3452 3458 LU
23 LU2511 20250820 3448 3464 ... 241552.53 3442 3449 LU
24 LU2512 20250820 3422 3441 ... 23539.33 3424 3427 LU
25 LU2601 20250820 3407 3417 ... 6733.582 3404 3412 LU
26 LU2602 20250820 3385 3394 ... 77.967 3389 3400 LU
27 LU2603 20250820 3393 3393 ... 3.393 3393 3389 LU
28 LU2604 20250820 3372 3372 ... 3.372 3372 3395 LU
29 LU2605 20250820 3372 3385 ... 27.003 3375 3382 LU
30 LU2606 20250820 ... 0 3383 3383 LU
31 LU2607 20250820 3388 3388 ... 6.76 3380 3377 LU
32 LU2608 20250820 3382 3382 ... 6.735 3367 3375 LU
34 NR2509 20250820 12640 12650 ... 119461.445 12410 12630 NR
35 NR2510 20250820 12720 12720 ... 1391453.35 12465 12700 NR
36 NR2511 20250820 12730 12740 ... 187021.385 12500 12725 NR
37 NR2512 20250820 12730 12735 ... 25732.515 12505 12760 NR
38 NR2601 20250820 12785 12785 ... 111676.825 12545 12800 NR
39 NR2602 20250820 12660 12660 ... 2799.055 12550 12770 NR
40 NR2603 20250820 12500 12535 ... 75.055 12505 12820 NR
41 NR2604 20250820 12525 12565 ... 75.19 12530 12815 NR
42 NR2605 20250820 12640 12730 ... 139.29 12660 12905 NR
43 NR2606 20250820 ... 0 12745 12760 NR
44 NR2607 20250820 12605 12605 ... 12.605 12605 12900 NR
45 NR2608 20250820 12650 12650 ... 12.65 12650 12830 NR
47 BC2509 20250820 69860 69870 ... 98468.05 69680 69970 BC
48 BC2510 20250820 69880 69920 ... 25381.48 69720 70040 BC
49 BC2511 20250820 69400 69750 ... 69.575 69570 70230 BC
50 BC2512 20250820 ... 0 69990 70030 BC
51 BC2601 20250820 ... 0 70100 70250 BC
52 BC2602 20250820 ... 0 70100 70710 BC
53 BC2603 20250820 ... 0 70100 70290 BC
54 BC2604 20250820 ... 0 70100 70350 BC
55 BC2605 20250820 69890 69890 ... 69.575 69570 69400 BC
56 BC2606 20250820 ... 0 69790 69790 BC
57 BC2607 20250820 ... 0 69370 69370 BC
58 BC2608 20250820 ... 0 69370 69370 BC
60 EC2508 20250820 2125.9 2129.9 ... 1732.8305 2126.1 2120.1 EC
61 EC2510 20250820 1367 1378.5 ... 186822.455 1358.8 1373.2 EC
62 EC2512 20250820 1780 1786 ... 44223.867 1769.6 1769.7 EC
63 EC2602 20250820 1522.7 1546.6 ... 5900.5565 1530.6 1531.1 EC
64 EC2604 20250820 1322.4 1330 ... 4598.1295 1319.4 1325.8 EC
65 EC2606 20250820 1504.2 1504.2 ... 616.386 1485.2 1485.8 EC
68 SC_TAS2510 20250820 ... SC_TAS
69 SC_TAS2511 20250820 ... SC_TAS
70 SC_TAS2512 20250820 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:31:42,049 - future_1d - INFO - ak.get_ine_daily('2025-08-20') done
2025-08-27 18:31:43,904 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:31:43,920 - future_1d - INFO - save future_daily 2025-08-20 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250821 8058.0 8130.0 ... 275529.46 8081.0 8087.0 AP
1 AP511 20250821 7865.0 7935.0 ... 623.76 7896.0 7880.0 AP
2 AP512 20250821 7907.0 7950.0 ... 31.70 7926.0 7906.0 AP
3 AP601 20250821 7968.0 8032.0 ... 44667.47 7993.0 7978.0 AP
4 AP603 20250821 7923.0 7923.0 ... 7.92 7923.0 7883.0 AP
5 AP604 20250821 7938.0 7948.0 ... 31.76 7941.0 7919.0 AP
6 AP605 20250821 7986.0 8017.0 ... 488.35 8006.0 7984.0 AP
7 CF509 20250821 13780.0 13820.0 ... 163159.28 13775.0 13775.0 CF
8 CF511 20250821 13995.0 14015.0 ... 161530.14 13965.0 13935.0 CF
9 CF601 20250821 14055.0 14090.0 ... 1021449.40 14040.0 14015.0 CF
10 CF603 20250821 14035.0 14050.0 ... 994.04 14000.0 13975.0 CF
11 CF605 20250821 14050.0 14070.0 ... 39379.64 14020.0 13990.0 CF
12 CF607 20250821 14025.0 14030.0 ... 49.08 14020.0 14000.0 CF
13 CJ509 20250821 10500.0 10540.0 ... 10229.98 10370.0 10380.0 CJ
14 CJ512 20250821 11465.0 11490.0 ... 12502.07 11395.0 11320.0 CJ
15 CJ601 20250821 11560.0 11595.0 ... 705539.23 11520.0 11425.0 CJ
16 CJ603 20250821 11590.0 11635.0 ... 3955.72 11550.0 11470.0 CJ
17 CJ605 20250821 11735.0 11755.0 ... 85768.85 11670.0 11590.0 CJ
18 CJ607 20250821 11865.0 11910.0 ... 574.06 11835.0 11750.0 CJ
19 CY509 20250821 20050.0 20070.0 ... 1081.80 20035.0 20025.0 CY
20 CY510 20250821 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250821 20070.0 20115.0 ... 57223.47 20075.0 20050.0 CY
22 CY512 20250821 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250821 20095.0 20100.0 ... 541.39 20050.0 20030.0 CY
24 CY602 20250821 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250821 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250821 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250821 20290.0 20290.0 ... 10.15 20290.0 20340.0 CY
28 CY606 20250821 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250821 0.0 0.0 ... 0.00 20105.0 20105.0 CY
30 CY608 20250821 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250821 1002.0 1004.0 ... 340758.67 990.0 1004.0 FG
32 FG510 20250821 1095.0 1099.0 ... 122835.62 1079.0 1099.0 FG
33 FG511 20250821 1082.0 1089.0 ... 199549.06 1073.0 1086.0 FG
34 FG512 20250821 1175.0 1185.0 ... 135423.46 1169.0 1175.0 FG
35 FG601 20250821 1165.0 1177.0 ... 3406453.10 1164.0 1166.0 FG
36 FG602 20250821 1219.0 1232.0 ... 1300.50 1220.0 1219.0 FG
37 FG603 20250821 1220.0 1232.0 ... 850.57 1219.0 1219.0 FG
38 FG604 20250821 1266.0 1278.0 ... 529.38 1266.0 1265.0 FG
39 FG605 20250821 1260.0 1273.0 ... 52613.27 1260.0 1261.0 FG
40 FG606 20250821 1289.0 1300.0 ... 640.90 1287.0 1292.0 FG
41 FG607 20250821 1281.0 1296.0 ... 811.51 1284.0 1286.0 FG
42 FG608 20250821 1305.0 1314.0 ... 322.93 1302.0 1305.0 FG
43 JR509 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250821 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250821 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250821 2315.0 2325.0 ... 92329.30 2314.0 2300.0 MA
53 MA510 20250821 2347.0 2358.0 ... 78397.73 2344.0 2333.0 MA
54 MA511 20250821 2365.0 2379.0 ... 128882.65 2361.0 2349.0 MA
55 MA512 20250821 2403.0 2412.0 ... 38045.75 2396.0 2381.0 MA
56 MA601 20250821 2424.0 2434.0 ... 1111013.04 2419.0 2408.0 MA
57 MA602 20250821 2421.0 2440.0 ... 347.55 2430.0 2423.0 MA
58 MA603 20250821 2423.0 2438.0 ... 189.40 2428.0 2421.0 MA
59 MA604 20250821 2407.0 2416.0 ... 26.53 2412.0 2415.0 MA
60 MA605 20250821 2399.0 2403.0 ... 36257.87 2390.0 2386.0 MA
61 MA606 20250821 2400.0 2409.0 ... 26.42 2402.0 2396.0 MA
62 MA607 20250821 2391.0 2400.0 ... 59.90 2396.0 2392.0 MA
63 MA608 20250821 2406.0 2408.0 ... 26.42 2402.0 2400.0 MA
64 OI509 20250821 9894.0 9923.0 ... 198869.62 9878.0 9864.0 OI
65 OI511 20250821 9891.0 9903.0 ... 268926.44 9867.0 9851.0 OI
66 OI601 20250821 9828.0 9853.0 ... 2565274.54 9805.0 9800.0 OI
67 OI603 20250821 9742.0 9760.0 ... 2284.39 9721.0 9722.0 OI
68 OI605 20250821 9681.0 9703.0 ... 38078.58 9647.0 9656.0 OI
69 OI607 20250821 9656.0 9656.0 ... 96.35 9635.0 9639.0 OI
70 PF509 20250821 6420.0 6544.0 ... 11196.49 6480.0 6376.0 PF
71 PF510 20250821 6500.0 6640.0 ... 741010.86 6570.0 6452.0 PF
72 PF511 20250821 6492.0 6616.0 ... 369249.62 6550.0 6448.0 PF
73 PF512 20250821 6480.0 6600.0 ... 131920.38 6532.0 6436.0 PF
74 PF601 20250821 6482.0 6584.0 ... 38319.85 6538.0 6432.0 PF
75 PF602 20250821 6488.0 6576.0 ... 121.23 6554.0 6470.0 PF
76 PF603 20250821 6536.0 6600.0 ... 62.20 6548.0 6468.0 PF
77 PF604 20250821 6566.0 6610.0 ... 52.50 6564.0 6506.0 PF
78 PF605 20250821 6578.0 6638.0 ... 49.52 6602.0 6514.0 PF
79 PF606 20250821 6638.0 6638.0 ... 6.64 6636.0 6534.0 PF
80 PF607 20250821 6660.0 6660.0 ... 9.98 6652.0 6524.0 PF
81 PF608 20250821 6674.0 6674.0 ... 13.32 6662.0 6566.0 PF
82 PK510 20250821 8020.0 8020.0 ... 64673.89 7976.0 8000.0 PK
83 PK511 20250821 7798.0 7798.0 ... 255631.31 7752.0 7792.0 PK
84 PK512 20250821 7816.0 7822.0 ... 53729.66 7798.0 7824.0 PK
85 PK601 20250821 7890.0 7890.0 ... 23671.33 7876.0 7882.0 PK
86 PK603 20250821 7890.0 7890.0 ... 59.11 7882.0 7884.0 PK
87 PK604 20250821 7888.0 7888.0 ... 3.94 7888.0 7888.0 PK
88 PK605 20250821 7904.0 7904.0 ... 2310.87 7888.0 7894.0 PK
89 PL601 20250821 6446.0 6493.0 ... 32619.53 6462.0 6405.0 PL
90 PL602 20250821 6483.0 6522.0 ... 299.05 6501.0 6443.0 PL
91 PL603 20250821 6460.0 6512.0 ... 207.65 6489.0 6425.0 PL
92 PL604 20250821 6468.0 6496.0 ... 38.91 6484.0 6435.0 PL
93 PL605 20250821 6409.0 6409.0 ... 331.85 6382.0 6344.0 PL
94 PL606 20250821 6517.0 6517.0 ... 130.11 6506.0 6454.0 PL
95 PL607 20250821 6548.0 6548.0 ... 13.10 6548.0 6466.0 PL
96 PL608 20250821 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250821 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250821 5856.0 5958.0 ... 12961.10 5910.0 5848.0 PR
104 PR510 20250821 5964.0 6064.0 ... 415420.33 6016.0 5908.0 PR
105 PR511 20250821 5964.0 6072.0 ... 899206.54 6026.0 5914.0 PR
106 PR512 20250821 5970.0 6076.0 ... 280160.89 6036.0 5934.0 PR
107 PR601 20250821 5982.0 6070.0 ... 11855.95 6038.0 5936.0 PR
108 PR602 20250821 6030.0 6090.0 ... 54.44 6050.0 5964.0 PR
109 PR603 20250821 6004.0 6090.0 ... 99.38 6024.0 5956.0 PR
110 PR604 20250821 6008.0 6034.0 ... 36.13 6022.0 6018.0 PR
111 PR605 20250821 6014.0 6116.0 ... 54.77 6086.0 5976.0 PR
112 PR606 20250821 0.0 0.0 ... 0.00 6078.0 6020.0 PR
113 PR607 20250821 0.0 0.0 ... 0.00 6080.0 6028.0 PR
114 PR608 20250821 0.0 0.0 ... 0.00 6032.0 6032.0 PR
115 PX509 20250821 6880.0 7092.0 ... 97260.23 6954.0 6832.0 PX
116 PX510 20250821 6890.0 7044.0 ... 350335.58 6964.0 6824.0 PX
117 PX511 20250821 6848.0 6992.0 ... 1126054.02 6916.0 6782.0 PX
118 PX512 20250821 6822.0 6952.0 ... 209096.81 6878.0 6746.0 PX
119 PX601 20250821 6786.0 6914.0 ... 252190.95 6858.0 6740.0 PX
120 PX602 20250821 6804.0 6890.0 ... 78.81 6854.0 6698.0 PX
121 PX603 20250821 6800.0 6888.0 ... 47.92 6846.0 6772.0 PX
122 PX604 20250821 6866.0 6886.0 ... 13.73 6864.0 6770.0 PX
123 PX605 20250821 6808.0 6898.0 ... 377.03 6856.0 6726.0 PX
124 PX606 20250821 6770.0 6866.0 ... 30.80 6844.0 6724.0 PX
125 PX607 20250821 6750.0 6750.0 ... 10.12 6750.0 6706.0 PX
126 PX608 20250821 0.0 0.0 ... 0.00 6834.0 6762.0 PX
127 RI509 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250821 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250821 2663.0 2666.0 ... 75314.07 2627.0 2654.0 RM
134 RM511 20250821 2628.0 2635.0 ... 26327.05 2592.0 2608.0 RM
135 RM601 20250821 2620.0 2632.0 ... 1152197.93 2584.0 2593.0 RM
136 RM603 20250821 2554.0 2561.0 ... 12377.69 2517.0 2535.0 RM
137 RM605 20250821 2514.0 2524.0 ... 127273.75 2491.0 2496.0 RM
138 RM607 20250821 2484.0 2492.0 ... 7010.71 2461.0 2468.0 RM
139 RM608 20250821 2552.0 2552.0 ... 159.10 2525.0 2533.0 RM
140 RS509 20250821 4831.0 4854.0 ... 87.22 4846.0 4871.0 RS
141 RS511 20250821 5334.0 5367.0 ... 85.32 5333.0 5337.0 RS
142 RS607 20250821 5629.0 5639.0 ... 61.69 5608.0 5611.0 RS
143 RS608 20250821 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250821 1213.0 1226.0 ... 151915.29 1216.0 1220.0 SA
145 SA510 20250821 1244.0 1259.0 ... 289484.61 1249.0 1252.0 SA
146 SA511 20250821 1249.0 1262.0 ... 444040.70 1251.0 1258.0 SA
147 SA512 20250821 1301.0 1314.0 ... 165065.79 1304.0 1310.0 SA
148 SA601 20250821 1314.0 1322.0 ... 3345543.93 1312.0 1320.0 SA
149 SA602 20250821 1327.0 1338.0 ... 4207.24 1329.0 1340.0 SA
150 SA603 20250821 1331.0 1340.0 ... 2729.18 1330.0 1340.0 SA
151 SA604 20250821 1363.0 1372.0 ... 792.65 1362.0 1374.0 SA
152 SA605 20250821 1370.0 1376.0 ... 92328.43 1367.0 1375.0 SA
153 SA606 20250821 1372.0 1382.0 ... 541.60 1375.0 1384.0 SA
154 SA607 20250821 1381.0 1384.0 ... 1125.71 1376.0 1381.0 SA
155 SA608 20250821 1402.0 1405.0 ... 271.74 1401.0 1401.0 SA
156 SF509 20250821 5452.0 5476.0 ... 44901.37 5450.0 5448.0 SF
157 SF510 20250821 5476.0 5484.0 ... 193434.53 5460.0 5450.0 SF
158 SF511 20250821 5630.0 5666.0 ... 661936.20 5636.0 5626.0 SF
159 SF512 20250821 5598.0 5640.0 ... 28907.76 5616.0 5600.0 SF
160 SF601 20250821 5612.0 5640.0 ... 126114.63 5612.0 5596.0 SF
161 SF602 20250821 5576.0 5600.0 ... 426.74 5578.0 5562.0 SF
162 SF603 20250821 5746.0 5774.0 ... 37.45 5762.0 5760.0 SF
163 SF604 20250821 5758.0 5758.0 ... 5.76 5756.0 5728.0 SF
164 SF605 20250821 5740.0 5766.0 ... 1041.98 5742.0 5722.0 SF
165 SF606 20250821 5690.0 5736.0 ... 45.64 5704.0 5694.0 SF
166 SF607 20250821 5818.0 5868.0 ... 70.08 5840.0 5830.0 SF
167 SF608 20250821 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250821 2574.0 2605.0 ... 198160.60 2581.0 2528.0 SH
169 SH510 20250821 2695.0 2735.0 ... 643871.76 2704.0 2642.0 SH
170 SH511 20250821 2712.0 2741.0 ... 1015679.63 2714.0 2648.0 SH
171 SH512 20250821 2712.0 2742.0 ... 166454.01 2718.0 2649.0 SH
172 SH601 20250821 2666.0 2711.0 ... 4134583.30 2686.0 2600.0 SH
173 SH602 20250821 2678.0 2727.0 ... 4377.31 2702.0 2629.0 SH
174 SH603 20250821 2689.0 2732.0 ... 3137.26 2709.0 2639.0 SH
175 SH604 20250821 2744.0 2774.0 ... 825.52 2752.0 2677.0 SH
176 SH605 20250821 2731.0 2781.0 ... 46794.74 2760.0 2688.0 SH
177 SH606 20250821 2754.0 2782.0 ... 564.91 2769.0 2711.0 SH
178 SH607 20250821 2759.0 2765.0 ... 156.69 2749.0 2683.0 SH
179 SH608 20250821 2759.0 2780.0 ... 348.01 2762.0 2666.0 SH
180 SM509 20250821 5782.0 5786.0 ... 114370.57 5762.0 5776.0 SM
181 SM510 20250821 5784.0 5796.0 ... 99978.92 5770.0 5782.0 SM
182 SM511 20250821 5846.0 5858.0 ... 148977.89 5830.0 5826.0 SM
183 SM512 20250821 5870.0 5870.0 ... 25924.74 5840.0 5836.0 SM
184 SM601 20250821 5850.0 5870.0 ... 471569.44 5846.0 5844.0 SM
185 SM602 20250821 5844.0 5868.0 ... 304.51 5856.0 5844.0 SM
186 SM603 20250821 5840.0 5888.0 ... 434.54 5872.0 5858.0 SM
187 SM604 20250821 5874.0 5890.0 ... 52.94 5882.0 5878.0 SM
188 SM605 20250821 5912.0 5914.0 ... 4301.40 5892.0 5890.0 SM
189 SM606 20250821 5896.0 5912.0 ... 56.12 5908.0 5896.0 SM
190 SM607 20250821 5906.0 5936.0 ... 23.69 5922.0 5914.0 SM
191 SM608 20250821 5956.0 5956.0 ... 2.98 5956.0 5924.0 SM
192 SR509 20250821 5739.0 5754.0 ... 39641.72 5737.0 5721.0 SR
193 SR511 20250821 5688.0 5705.0 ... 132065.74 5689.0 5663.0 SR
194 SR601 20250821 5686.0 5703.0 ... 881493.65 5691.0 5659.0 SR
195 SR603 20250821 5660.0 5674.0 ... 3797.12 5667.0 5634.0 SR
196 SR605 20250821 5639.0 5656.0 ... 31725.18 5647.0 5616.0 SR
197 SR607 20250821 5630.0 5644.0 ... 1003.59 5638.0 5610.0 SR
198 TA509 20250821 4730.0 4894.0 ... 947283.67 4802.0 4694.0 TA
199 TA510 20250821 4768.0 4920.0 ... 658488.05 4860.0 4736.0 TA
200 TA511 20250821 4774.0 4890.0 ... 499523.56 4840.0 4738.0 TA
201 TA512 20250821 4778.0 4882.0 ... 141222.53 4832.0 4742.0 TA
202 TA601 20250821 4780.0 4880.0 ... 3279847.04 4832.0 4742.0 TA
203 TA602 20250821 4790.0 4876.0 ... 602.30 4838.0 4758.0 TA
204 TA603 20250821 4810.0 4882.0 ... 358.63 4846.0 4768.0 TA
205 TA604 20250821 4814.0 4886.0 ... 128.52 4850.0 4762.0 TA
206 TA605 20250821 4820.0 4898.0 ... 81992.95 4860.0 4778.0 TA
207 TA606 20250821 4844.0 4894.0 ... 29.11 4852.0 4792.0 TA
208 TA607 20250821 4848.0 4904.0 ... 34.10 4872.0 4770.0 TA
209 TA608 20250821 4852.0 4928.0 ... 24.48 4896.0 4824.0 TA
210 UR509 20250821 1770.0 1771.0 ... 33591.12 1750.0 1757.0 UR
211 UR510 20250821 1763.0 1775.0 ... 27088.76 1752.0 1762.0 UR
212 UR511 20250821 1783.0 1794.0 ... 36617.70 1771.0 1789.0 UR
213 UR512 20250821 1787.0 1787.0 ... 421.41 1771.0 1786.0 UR
214 UR601 20250821 1790.0 1794.0 ... 643871.35 1773.0 1788.0 UR
215 UR602 20250821 1781.0 1783.0 ... 339.26 1767.0 1780.0 UR
216 UR603 20250821 1813.0 1814.0 ... 223.08 1799.0 1811.0 UR
217 UR604 20250821 1796.0 1796.0 ... 7.18 1796.0 1812.0 UR
218 UR605 20250821 1824.0 1827.0 ... 22513.54 1808.0 1818.0 UR
219 UR606 20250821 1810.0 1811.0 ... 100.70 1798.0 1808.0 UR
220 UR607 20250821 1820.0 1820.0 ... 184.01 1804.0 1815.0 UR
221 UR608 20250821 1808.0 1808.0 ... 46.77 1799.0 1810.0 UR
222 WH509 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250821 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250821 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:31:50,405 - future_1d - INFO - ak.get_czce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 PS2509 20250821 52200.0 ... 51960.0 50815.0 PS
1 PS2510 20250821 51720.0 ... 52120.0 51050.0 PS
2 PS2511 20250821 52200.0 ... 52035.0 50880.0 PS
3 PS2512 20250821 54700.0 ... 54230.0 53195.0 PS
4 PS2601 20250821 54300.0 ... 54325.0 53325.0 PS
5 PS2602 20250821 54545.0 ... 54660.0 53420.0 PS
6 PS2603 20250821 54760.0 ... 54720.0 53395.0 PS
7 PS2604 20250821 54955.0 ... 54940.0 53540.0 PS
8 PS2605 20250821 54805.0 ... 54795.0 53500.0 PS
9 PS2606 20250821 57265.0 ... 57345.0 56565.0 PS
10 PS2607 20250821 57500.0 ... 57430.0 56600.0 PS
11 PS2608 20250821 57000.0 ... 57490.0 56620.0 PS
13 SI2509 20250821 8310.0 ... 8580.0 8310.0 SI
14 SI2510 20250821 8410.0 ... 8590.0 8340.0 SI
15 SI2511 20250821 8420.0 ... 8595.0 8330.0 SI
16 SI2512 20250821 8795.0 ... 8950.0 8695.0 SI
17 SI2601 20250821 8785.0 ... 8925.0 8680.0 SI
18 SI2602 20250821 8780.0 ... 8920.0 8675.0 SI
19 SI2603 20250821 8825.0 ... 8935.0 8675.0 SI
20 SI2604 20250821 8690.0 ... 8910.0 8715.0 SI
21 SI2605 20250821 8750.0 ... 8915.0 8735.0 SI
22 SI2606 20250821 8685.0 ... 8915.0 8735.0 SI
23 SI2607 20250821 8775.0 ... 8960.0 8755.0 SI
24 SI2608 20250821 8885.0 ... 8945.0 8780.0 SI
27 LC2509 20250821 80080.0 ... 82240.0 82540.0 LC
28 LC2510 20250821 82000.0 ... 82720.0 82660.0 LC
29 LC2511 20250821 82000.0 ... 82600.0 82900.0 LC
30 LC2512 20250821 81800.0 ... 82100.0 82640.0 LC
31 LC2601 20250821 80880.0 ... 81680.0 82340.0 LC
32 LC2602 20250821 79800.0 ... 81100.0 82100.0 LC
33 LC2603 20250821 79920.0 ... 80860.0 81740.0 LC
34 LC2604 20250821 79500.0 ... 80680.0 82020.0 LC
35 LC2605 20250821 79380.0 ... 80360.0 81140.0 LC
36 LC2606 20250821 78500.0 ... 80100.0 81320.0 LC
37 LC2607 20250821 80000.0 ... 80020.0 79980.0 LC
38 LC2608 20250821 79000.0 ... 80560.0 79380.0 LC
[36 rows x 12 columns]
2025-08-27 18:31:50,694 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250821 ... 78600 78580 CU
1 1 CU2510 20250821 ... 78570 78550 CU
2 2 CU2511 20250821 ... 78530 78520 CU
3 3 CU2512 20250821 ... 78520 78510 CU
4 4 CU2601 20250821 ... 78540 78530 CU
5 5 CU2602 20250821 ... 78550 78560 CU
6 6 CU2603 20250821 ... 78540 78550 CU
7 7 CU2604 20250821 ... 78540 78590 CU
8 8 CU2605 20250821 ... 78570 78610 CU
9 9 CU2606 20250821 ... 78590 78600 CU
10 10 CU2607 20250821 ... 78620 78600 CU
11 11 CU2608 20250821 ... 78600 78620 CU
12 12 BC2509 20250821 ... 69700 69680 BC
13 13 BC2510 20250821 ... 69750 69720 BC
14 14 BC2511 20250821 ... 69880 69570 BC
15 15 BC2512 20250821 ... 69780 69990 BC
16 16 BC2601 20250821 ... 70100 70100 BC
17 17 BC2602 20250821 ... 70100 70100 BC
18 18 BC2603 20250821 ... 70100 70100 BC
19 19 BC2604 20250821 ... 70100 70100 BC
20 20 BC2605 20250821 ... 69570 69570 BC
21 21 BC2606 20250821 ... 69790 69790 BC
22 22 BC2607 20250821 ... 69370 69370 BC
23 23 BC2608 20250821 ... 69370 69370 BC
24 24 AL2509 20250821 ... 20635 20520 AL
25 25 AL2510 20250821 ... 20600 20490 AL
26 26 AL2511 20250821 ... 20565 20460 AL
27 27 AL2512 20250821 ... 20530 20425 AL
28 28 AL2601 20250821 ... 20515 20400 AL
29 29 AL2602 20250821 ... 20520 20405 AL
30 30 AL2603 20250821 ... 20550 20440 AL
31 31 AL2604 20250821 ... 20585 20470 AL
32 32 AL2605 20250821 ... 20595 20485 AL
33 33 AL2606 20250821 ... 20595 20490 AL
34 34 AL2607 20250821 ... 20600 20500 AL
35 35 AL2608 20250821 ... 20600 20470 AL
36 36 ZN2509 20250821 ... 22290 22225 ZN
37 37 ZN2510 20250821 ... 22285 22210 ZN
38 38 ZN2511 20250821 ... 22270 22200 ZN
39 39 ZN2512 20250821 ... 22265 22200 ZN
40 40 ZN2601 20250821 ... 22265 22200 ZN
41 41 ZN2602 20250821 ... 22280 22195 ZN
42 42 ZN2603 20250821 ... 22335 22245 ZN
43 43 ZN2604 20250821 ... 22350 22245 ZN
44 44 ZN2605 20250821 ... 22340 22240 ZN
45 45 ZN2606 20250821 ... 22345 22210 ZN
46 46 ZN2607 20250821 ... 22335 22215 ZN
47 47 ZN2608 20250821 ... 22340 22230 ZN
48 48 PB2509 20250821 ... 16760 16730 PB
49 49 PB2510 20250821 ... 16765 16745 PB
50 50 PB2511 20250821 ... 16780 16755 PB
51 51 PB2512 20250821 ... 16820 16805 PB
52 52 PB2601 20250821 ... 16855 16830 PB
53 53 PB2602 20250821 ... 16895 16915 PB
54 54 PB2603 20250821 ... 16880 16815 PB
55 55 PB2604 20250821 ... 16900 16900 PB
56 56 PB2605 20250821 ... 16900 16850 PB
57 57 PB2606 20250821 ... 16910 16910 PB
58 58 PB2607 20250821 ... 16975 16935 PB
59 59 PB2608 20250821 ... 16990 17015 PB
60 60 NI2509 20250821 ... 120070 120100 NI
61 61 NI2510 20250821 ... 120190 120190 NI
62 62 NI2511 20250821 ... 120410 120360 NI
63 63 NI2512 20250821 ... 120620 120590 NI
64 64 NI2601 20250821 ... 120850 120900 NI
65 65 NI2602 20250821 ... 121070 121060 NI
66 66 NI2603 20250821 ... 121490 121470 NI
67 67 NI2604 20250821 ... 121620 121370 NI
68 68 NI2605 20250821 ... 121990 121950 NI
69 69 NI2606 20250821 ... 122370 122260 NI
70 70 NI2607 20250821 ... 122220 122410 NI
71 71 NI2608 20250821 ... 122880 122930 NI
72 72 SN2509 20250821 ... 267650 268440 SN
73 73 SN2510 20250821 ... 267830 268560 SN
74 74 SN2511 20250821 ... 267910 268710 SN
75 75 SN2512 20250821 ... 268060 268650 SN
76 76 SN2601 20250821 ... 268310 269100 SN
77 77 SN2602 20250821 ... 267920 268940 SN
78 78 SN2603 20250821 ... 267910 269610 SN
79 79 SN2604 20250821 ... 268440 268820 SN
80 80 SN2605 20250821 ... 269900 271100 SN
81 81 SN2606 20250821 ... 269250 269290 SN
82 82 SN2607 20250821 ... 269440 269440 SN
83 83 SN2608 20250821 ... 269500 269500 SN
84 84 AO2509 20250821 ... 3140 3109 AO
85 85 AO2510 20250821 ... 3122 3103 AO
86 86 AO2511 20250821 ... 3131 3114 AO
87 87 AO2512 20250821 ... 3139 3115 AO
88 88 AO2601 20250821 ... 3149 3120 AO
89 89 AO2602 20250821 ... 3144 3110 AO
90 90 AO2603 20250821 ... 3145 3116 AO
91 91 AO2604 20250821 ... 3142 3113 AO
92 92 AO2605 20250821 ... 3143 3120 AO
93 93 AO2606 20250821 ... 3146 3127 AO
94 94 AO2607 20250821 ... 3162 3128 AO
95 95 AO2608 20250821 ... 3143 3128 AO
96 96 AD2511 20250821 ... 20130 20045 AD
97 97 AD2512 20250821 ... 20110 20060 AD
98 98 AD2601 20250821 ... 20115 20035 AD
99 99 AD2602 20250821 ... 19915 19915 AD
100 100 AD2603 20250821 ... 20050 20050 AD
101 101 AD2604 20250821 ... 19865 19865 AD
102 102 AD2605 20250821 ... 19890 19765 AD
103 103 AD2606 20250821 ... 19765 19720 AD
104 104 AD2607 20250821 ... 19925 19925 AD
105 105 AD2608 20250821 ... 19925 19925 AD
106 106 AU2509 20250821 ... 775.14 771.06 AU
107 107 AU2510 20250821 ... 776.16 772.8 AU
108 108 AU2511 20250821 ... 778.1 774.54 AU
109 109 AU2512 20250821 ... 778.1 774.64 AU
110 110 AU2602 20250821 ... 780.2 776.9 AU
111 111 AU2604 20250821 ... 782.14 778.78 AU
112 112 AU2606 20250821 ... 784.04 781.22 AU
113 113 AU2608 20250821 ... 785.86 781.84 AU
114 114 AG2509 20250821 ... 9147 9081 AG
115 115 AG2510 20250821 ... 9159 9105 AG
116 116 AG2511 20250821 ... 9169 9118 AG
117 117 AG2512 20250821 ... 9181 9125 AG
118 118 AG2601 20250821 ... 9193 9141 AG
119 119 AG2602 20250821 ... 9206 9151 AG
120 120 AG2603 20250821 ... 9216 9168 AG
121 121 AG2604 20250821 ... 9230 9169 AG
122 122 AG2605 20250821 ... 9243 9185 AG
123 123 AG2606 20250821 ... 9256 9191 AG
124 124 AG2607 20250821 ... 9277 9202 AG
125 125 AG2608 20250821 ... 9304 9186 AG
126 126 RB2509 20250821 ... 3113 3104 RB
127 127 RB2510 20250821 ... 3130 3122 RB
128 128 RB2511 20250821 ... 3145 3132 RB
129 129 RB2512 20250821 ... 3194 3178 RB
130 130 RB2601 20250821 ... 3208 3196 RB
131 131 RB2602 20250821 ... 3202 3191 RB
132 132 RB2603 20250821 ... 3215 3204 RB
133 133 RB2604 20250821 ... 3237 3226 RB
134 134 RB2605 20250821 ... 3252 3239 RB
135 135 RB2606 20250821 ... 3264 3251 RB
136 136 RB2607 20250821 ... 3281 3260 RB
137 137 RB2608 20250821 ... 3279 3266 RB
138 138 WR2509 20250821 ... 3342 3342 WR
139 139 WR2510 20250821 ... 3364 3360 WR
140 140 WR2511 20250821 ... 3353 3349 WR
141 141 WR2512 20250821 ... 3471 3471 WR
142 142 WR2601 20250821 ... 3372 3372 WR
143 143 WR2602 20250821 ... 3503 3426 WR
144 144 WR2603 20250821 ... 3438 3438 WR
145 145 WR2604 20250821 ... 3460 3460 WR
146 146 WR2605 20250821 ... 3455 3455 WR
147 147 WR2606 20250821 ... 3427 3446 WR
148 148 WR2607 20250821 ... 3522 3522 WR
149 149 WR2608 20250821 ... 3568 3490 WR
150 150 HC2509 20250821 ... 3425 3428 HC
151 151 HC2510 20250821 ... 3390 3390 HC
152 152 HC2511 20250821 ... 3389 3386 HC
153 153 HC2512 20250821 ... 3385 3384 HC
154 154 HC2601 20250821 ... 3376 3373 HC
155 155 HC2602 20250821 ... 3372 3366 HC
156 156 HC2603 20250821 ... 3379 3374 HC
157 157 HC2604 20250821 ... 3383 3377 HC
158 158 HC2605 20250821 ... 3381 3378 HC
159 159 HC2606 20250821 ... 3392 3386 HC
160 160 HC2607 20250821 ... 3396 3382 HC
161 161 HC2608 20250821 ... 3384 3383 HC
162 162 SS2509 20250821 ... 12750 12770 SS
163 163 SS2510 20250821 ... 12815 12830 SS
164 164 SS2511 20250821 ... 12875 12890 SS
165 165 SS2512 20250821 ... 12920 12935 SS
166 166 SS2601 20250821 ... 12990 13005 SS
167 167 SS2602 20250821 ... 12995 13000 SS
168 168 SS2603 20250821 ... 13070 13060 SS
169 169 SS2604 20250821 ... 13145 13135 SS
170 170 SS2605 20250821 ... 13185 13195 SS
171 171 SS2606 20250821 ... 13225 13230 SS
172 172 SS2607 20250821 ... 13350 13350 SS
173 173 SS2608 20250821 ... 13320 13320 SS
174 174 SC2509 20250821 ... 479.9 475.3 SC
175 175 SC2510 20250821 ... 486.7 482 SC
176 176 SC2511 20250821 ... 485.7 481.2 SC
177 177 SC2512 20250821 ... 483.3 478.8 SC
178 178 SC2601 20250821 ... 482.4 478.2 SC
179 179 SC2602 20250821 ... 481.6 478.2 SC
180 180 SC2603 20250821 ... 481.2 478.2 SC
181 181 SC2604 20250821 ... 482.9 478.3 SC
182 182 SC2605 20250821 ... 480.7 479.2 SC
183 183 SC2606 20250821 ... 480.7 476.3 SC
184 184 SC2607 20250821 ... 480.4 474.8 SC
185 185 SC2608 20250821 ... 481.1 472.8 SC
186 186 SC2609 20250821 ... 473.4 473.4 SC
187 187 SC2612 20250821 ... 476.1 476.1 SC
188 188 SC2703 20250821 ... 468 464.2 SC
189 189 SC2706 20250821 ... 469.2 461.7 SC
190 190 SC2709 20250821 ... 470 462.8 SC
191 191 SC2712 20250821 ... 471.8 458.9 SC
192 192 SC2803 20250821 ... 469.9 458.9 SC
193 193 SC2806 20250821 ... 460.1 454.3 SC
194 194 LU2509 20250821 ... 3441 3425 LU
195 195 LU2510 20250821 ... 3460 3452 LU
196 196 LU2511 20250821 ... 3461 3442 LU
197 197 LU2512 20250821 ... 3445 3424 LU
198 198 LU2601 20250821 ... 3423 3404 LU
199 199 LU2602 20250821 ... 3415 3389 LU
200 200 LU2603 20250821 ... 3411 3393 LU
201 201 LU2604 20250821 ... 3372 3372 LU
202 202 LU2605 20250821 ... 3401 3375 LU
203 203 LU2606 20250821 ... 3399 3383 LU
204 204 LU2607 20250821 ... 3398 3380 LU
205 205 LU2608 20250821 ... 3400 3367 LU
206 206 FU2509 20250821 ... 2682 2677 FU
207 207 FU2510 20250821 ... 2712 2701 FU
208 208 FU2511 20250821 ... 2716 2705 FU
209 209 FU2512 20250821 ... 2716 2705 FU
210 210 FU2601 20250821 ... 2718 2705 FU
211 211 FU2602 20250821 ... 2717 2707 FU
212 212 FU2603 20250821 ... 2720 2707 FU
213 213 FU2604 20250821 ... 2718 2711 FU
214 214 FU2605 20250821 ... 2717 2705 FU
215 215 FU2606 20250821 ... 2714 2703 FU
216 216 FU2607 20250821 ... 2695 2684 FU
217 217 FU2608 20250821 ... 2683 2676 FU
218 218 BU2509 20250821 ... 3491 3487 BU
219 219 BU2510 20250821 ... 3455 3452 BU
220 220 BU2511 20250821 ... 3408 3404 BU
221 221 BU2512 20250821 ... 3362 3352 BU
222 222 BU2601 20250821 ... 3325 3317 BU
223 223 BU2602 20250821 ... 3329 3314 BU
224 224 BU2603 20250821 ... 3313 3313 BU
225 225 BU2604 20250821 ... 3316 3314 BU
226 226 BU2605 20250821 ... 3317 3312 BU
227 227 BU2606 20250821 ... 3325 3303 BU
228 228 BU2607 20250821 ... 3330 3300 BU
229 229 BU2608 20250821 ... 3317 3316 BU
230 230 BU2609 20250821 ... 3308 3300 BU
231 231 BU2612 20250821 ... 3286 3271 BU
232 232 BU2703 20250821 ... 3299 3273 BU
233 233 BU2706 20250821 ... 3297 3283 BU
234 234 BR2509 20250821 ... 11765 11560 BR
235 235 BR2510 20250821 ... 11790 11555 BR
236 236 BR2511 20250821 ... 11780 11545 BR
237 237 BR2512 20250821 ... 11795 11565 BR
238 238 BR2601 20250821 ... 11800 11585 BR
239 239 BR2602 20250821 ... 11840 11655 BR
240 240 BR2603 20250821 ... 11825 11605 BR
241 241 BR2604 20250821 ... 11870 11630 BR
242 242 BR2605 20250821 ... 11885 11655 BR
243 243 BR2606 20250821 ... 11740 11740 BR
244 244 BR2607 20250821 ... 12025 11705 BR
245 245 BR2608 20250821 ... 11825 11625 BR
246 246 RU2509 20250821 ... 14780 14650 RU
247 247 RU2510 20250821 ... 14795 14685 RU
248 248 RU2511 20250821 ... 14780 14630 RU
249 249 RU2601 20250821 ... 15775 15605 RU
250 250 RU2603 20250821 ... 15800 15620 RU
251 251 RU2604 20250821 ... 15810 15650 RU
252 252 RU2605 20250821 ... 15870 15695 RU
253 253 RU2606 20250821 ... 15935 15775 RU
254 254 RU2607 20250821 ... 15960 15815 RU
255 255 RU2608 20250821 ... 15940 15960 RU
256 256 NR2509 20250821 ... 12570 12410 NR
257 257 NR2510 20250821 ... 12625 12465 NR
258 258 NR2511 20250821 ... 12650 12500 NR
259 259 NR2512 20250821 ... 12675 12505 NR
260 260 NR2601 20250821 ... 12705 12545 NR
261 261 NR2602 20250821 ... 12685 12550 NR
262 262 NR2603 20250821 ... 12730 12505 NR
263 263 NR2604 20250821 ... 12565 12530 NR
264 264 NR2605 20250821 ... 12800 12660 NR
265 265 NR2606 20250821 ... 12745 12745 NR
266 266 NR2607 20250821 ... 12650 12605 NR
267 267 NR2608 20250821 ... 12650 12650 NR
268 268 SP2509 20250821 ... 5084 5102 SP
269 269 SP2510 20250821 ... 5108 5112 SP
270 270 SP2511 20250821 ... 5126 5136 SP
271 271 SP2512 20250821 ... 5140 5144 SP
272 272 SP2601 20250821 ... 5378 5384 SP
273 273 SP2602 20250821 ... 5342 5346 SP
274 274 SP2603 20250821 ... 5344 5346 SP
275 275 SP2604 20250821 ... 5344 5354 SP
276 276 SP2605 20250821 ... 5350 5354 SP
277 277 SP2606 20250821 ... 5354 5360 SP
278 278 SP2607 20250821 ... 5362 5362 SP
279 279 SP2608 20250821 ... 5366 5370 SP
280 280 EC2508 20250821 ... 2121.9 2126.1 EC
281 281 EC2510 20250821 ... 1333.2 1358.8 EC
282 282 EC2512 20250821 ... 1741.6 1769.6 EC
283 283 EC2602 20250821 ... 1518 1530.6 EC
284 284 EC2604 20250821 ... 1304.6 1319.4 EC
285 285 EC2606 20250821 ... 1478 1485.2 EC
286 287 SC_TAS2510 20250821 ... SC_TAS
287 288 SC_TAS2511 20250821 ... SC_TAS
288 289 SC_TAS2512 20250821 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:31:50,790 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250821 4128.00 ... 4134.00 4130.00 A
1 a2511 20250821 4034.00 ... 4013.00 4022.00 A
2 a2601 20250821 4028.00 ... 4012.00 4020.00 A
3 a2603 20250821 4027.00 ... 4012.00 4019.00 A
4 a2605 20250821 4071.00 ... 4057.00 4063.00 A
5 a2607 20250821 4067.00 ... 4055.00 4064.00 A
6 b2509 20250821 3771.00 ... 3730.00 3757.00 B
7 b2510 20250821 3800.00 ... 3784.00 3798.00 B
8 b2511 20250821 3861.00 ... 3837.00 3856.00 B
9 b2512 20250821 3879.00 ... 3857.00 3867.00 B
10 b2601 20250821 3866.00 ... 3837.00 3853.00 B
11 b2602 20250821 3830.00 ... 3809.00 3825.00 B
12 b2603 20250821 3759.00 ... 3741.00 3743.00 B
13 b2604 20250821 3656.00 ... 3640.00 3634.00 B
14 b2605 20250821 3577.00 ... 3569.00 3561.00 B
15 b2606 20250821 3561.00 ... 3553.00 3543.00 B
16 b2607 20250821 3544.00 ... 3541.00 3536.00 B
17 b2608 20250821 3630.00 ... 3620.00 3609.00 B
18 bb2509 20250821 143.50 ... 143.15 144.30 BB
19 bb2511 20250821 145.65 ... 145.95 145.75 BB
20 bb2601 20250821 147.75 ... 147.20 147.25 BB
21 bb2603 20250821 146.75 ... 146.95 146.40 BB
22 bb2605 20250821 0.00 ... 140.75 140.25 BB
23 bb2607 20250821 0.00 ... 146.50 146.00 BB
24 bz2603 20250821 6210.00 ... 6197.00 6177.00 BZ
25 bz2604 20250821 6161.00 ... 6166.00 6141.00 BZ
26 bz2605 20250821 6172.00 ... 6166.00 6109.00 BZ
27 bz2606 20250821 6180.00 ... 6180.00 6107.00 BZ
28 bz2607 20250821 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250821 2227.00 ... 2220.00 2229.00 C
30 c2511 20250821 2168.00 ... 2168.00 2166.00 C
31 c2601 20250821 2169.00 ... 2165.00 2162.00 C
32 c2603 20250821 2191.00 ... 2186.00 2183.00 C
33 c2605 20250821 2246.00 ... 2242.00 2239.00 C
34 c2607 20250821 2260.00 ... 2261.00 2258.00 C
35 cs2509 20250821 2575.00 ... 2573.00 2571.00 CS
36 cs2511 20250821 2489.00 ... 2483.00 2480.00 CS
37 cs2601 20250821 2521.00 ... 2514.00 2514.00 CS
38 cs2603 20250821 2526.00 ... 2521.00 2519.00 CS
39 cs2605 20250821 2604.00 ... 2598.00 2595.00 CS
40 cs2607 20250821 2607.00 ... 2605.00 2600.00 CS
41 eb2508 20250821 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250821 7251.00 ... 7251.00 7211.00 EB
43 eb2510 20250821 7285.00 ... 7267.00 7224.00 EB
44 eb2511 20250821 7270.00 ... 7284.00 7233.00 EB
45 eb2512 20250821 7323.00 ... 7300.00 7250.00 EB
46 eb2601 20250821 7340.00 ... 7312.00 7271.00 EB
47 eb2602 20250821 7376.00 ... 7342.00 7298.00 EB
48 eb2603 20250821 7338.00 ... 7364.00 7324.00 EB
49 eb2604 20250821 7384.00 ... 7381.00 7361.00 EB
50 eb2605 20250821 7404.00 ... 7412.00 7357.00 EB
51 eb2606 20250821 7378.00 ... 7402.00 7440.00 EB
52 eb2607 20250821 0.00 ... 7325.00 7325.00 EB
53 eg2508 20250821 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250821 4428.00 ... 4423.00 4401.00 EG
55 eg2510 20250821 4453.00 ... 4442.00 4425.00 EG
56 eg2511 20250821 4460.00 ... 4457.00 4433.00 EG
57 eg2512 20250821 4468.00 ... 4465.00 4460.00 EG
58 eg2601 20250821 4470.00 ... 4472.00 4452.00 EG
59 eg2602 20250821 4474.00 ... 4469.00 4476.00 EG
60 eg2603 20250821 4475.00 ... 4475.00 4491.00 EG
61 eg2604 20250821 4489.00 ... 4492.00 4489.00 EG
62 eg2605 20250821 4516.00 ... 4510.00 4502.00 EG
63 eg2606 20250821 4497.00 ... 4502.00 4488.00 EG
64 eg2607 20250821 4514.00 ... 4513.00 4471.00 EG
65 fb2509 20250821 1259.00 ... 1258.50 1256.50 FB
66 fb2510 20250821 1296.00 ... 1285.50 1292.00 FB
67 fb2511 20250821 1282.50 ... 1270.00 1277.50 FB
68 fb2512 20250821 1298.50 ... 1271.50 1275.50 FB
69 fb2601 20250821 1273.00 ... 1272.50 1276.50 FB
70 fb2602 20250821 1277.00 ... 1273.00 1279.50 FB
71 fb2603 20250821 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250821 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250821 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250821 1326.50 ... 1328.00 1349.50 FB
75 fb2607 20250821 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250821 0.00 ... 1302.50 1302.50 FB
77 i2509 20250821 789.50 ... 792.50 785.00 I
78 i2510 20250821 786.00 ... 790.00 781.50 I
79 i2511 20250821 783.50 ... 787.00 778.50 I
80 i2512 20250821 778.00 ... 782.50 772.50 I
81 i2601 20250821 770.00 ... 775.50 765.00 I
82 i2602 20250821 765.50 ... 769.50 759.50 I
83 i2603 20250821 763.00 ... 765.50 755.50 I
84 i2604 20250821 757.00 ... 760.00 750.00 I
85 i2605 20250821 748.50 ... 752.50 743.00 I
86 i2606 20250821 745.00 ... 748.00 738.50 I
87 i2607 20250821 741.00 ... 744.00 735.00 I
88 i2608 20250821 738.00 ... 740.00 731.50 I
89 j2509 20250821 1630.00 ... 1624.00 1619.00 J
90 j2510 20250821 1653.50 ... 1641.50 1641.00 J
91 j2511 20250821 1657.50 ... 1657.50 1660.50 J
92 j2512 20250821 1678.00 ... 1676.50 1673.00 J
93 j2601 20250821 1679.00 ... 1679.00 1680.00 J
94 j2602 20250821 1700.50 ... 1703.50 1718.00 J
95 j2603 20250821 1746.00 ... 1723.00 1748.00 J
96 j2604 20250821 0.00 ... 1770.00 1770.00 J
97 j2605 20250821 1777.50 ... 1772.00 1768.00 J
98 j2606 20250821 0.00 ... 1776.50 1776.50 J
99 j2607 20250821 0.00 ... 1782.50 1782.50 J
100 j2608 20250821 1778.50 ... 1778.50 1814.00 J
101 jd2508 20250821 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250821 2990.00 ... 2926.00 3005.00 JD
103 jd2510 20250821 3070.00 ... 3035.00 3078.00 JD
104 jd2511 20250821 3128.00 ... 3090.00 3150.00 JD
105 jd2512 20250821 3365.00 ... 3310.00 3367.00 JD
106 jd2601 20250821 3496.00 ... 3457.00 3498.00 JD
107 jd2602 20250821 3139.00 ... 3135.00 3135.00 JD
108 jd2603 20250821 3137.00 ... 3143.00 3142.00 JD
109 jd2604 20250821 3338.00 ... 3346.00 3341.00 JD
110 jd2605 20250821 3459.00 ... 3486.00 3461.00 JD
111 jd2606 20250821 3325.00 ... 3334.00 3314.00 JD
112 jd2607 20250821 3575.00 ... 3585.00 3569.00 JD
113 jm2509 20250821 1046.00 ... 1044.50 1033.00 JM
114 jm2510 20250821 1066.00 ... 1064.00 1055.50 JM
115 jm2511 20250821 1112.00 ... 1098.00 1096.00 JM
116 jm2512 20250821 1142.00 ... 1131.50 1131.50 JM
117 jm2601 20250821 1168.00 ... 1164.00 1164.50 JM
118 jm2602 20250821 1177.00 ... 1179.00 1173.50 JM
119 jm2603 20250821 1190.50 ... 1190.50 1183.50 JM
120 jm2604 20250821 1199.00 ... 1201.00 1190.00 JM
121 jm2605 20250821 1207.50 ... 1209.50 1199.00 JM
122 jm2606 20250821 1211.50 ... 1219.50 1205.50 JM
123 jm2607 20250821 1226.00 ... 1225.50 1216.50 JM
124 jm2608 20250821 1249.00 ... 1230.00 1230.50 JM
125 l2509 20250821 7308.00 ... 7330.00 7265.00 L
126 l2510 20250821 7332.00 ... 7350.00 7287.00 L
127 l2511 20250821 7358.00 ... 7371.00 7309.00 L
128 l2512 20250821 7356.00 ... 7380.00 7323.00 L
129 l2601 20250821 7347.00 ... 7375.00 7302.00 L
130 l2602 20250821 7347.00 ... 7371.00 7313.00 L
131 l2603 20250821 7390.00 ... 7380.00 7313.00 L
132 l2604 20250821 7406.00 ... 7403.00 7318.00 L
133 l2605 20250821 7343.00 ... 7371.00 7288.00 L
134 l2606 20250821 7349.00 ... 7372.00 7319.00 L
135 l2607 20250821 7356.00 ... 7387.00 7278.00 L
136 l2608 20250821 7340.00 ... 7362.00 7380.00 L
137 lg2509 20250821 804.00 ... 807.50 806.50 LG
138 lg2511 20250821 822.00 ... 825.50 822.50 LG
139 lg2601 20250821 829.00 ... 831.50 827.50 LG
140 lg2603 20250821 837.50 ... 837.50 833.00 LG
141 lg2605 20250821 838.00 ... 836.00 832.00 LG
142 lg2607 20250821 835.00 ... 835.00 832.00 LG
143 lh2509 20250821 13735.00 ... 13700.00 13735.00 LH
144 lh2511 20250821 13810.00 ... 13770.00 13790.00 LH
145 lh2601 20250821 14135.00 ... 14105.00 14095.00 LH
146 lh2603 20250821 13305.00 ... 13295.00 13285.00 LH
147 lh2605 20250821 13720.00 ... 13730.00 13715.00 LH
148 lh2607 20250821 14175.00 ... 14165.00 14185.00 LH
149 m2509 20250821 3124.00 ... 3088.00 3099.00 M
150 m2511 20250821 3140.00 ... 3107.00 3125.00 M
151 m2512 20250821 3171.00 ... 3146.00 3160.00 M
152 m2601 20250821 3158.00 ... 3128.00 3146.00 M
153 m2603 20250821 3052.00 ... 3039.00 3038.00 M
154 m2605 20250821 2856.00 ... 2848.00 2841.00 M
155 m2607 20250821 2830.00 ... 2826.00 2815.00 M
156 m2608 20250821 2958.00 ... 2952.00 2938.00 M
157 p2509 20250821 9466.00 ... 9482.00 9464.00 P
158 p2510 20250821 9522.00 ... 9540.00 9510.00 P
159 p2511 20250821 9508.00 ... 9538.00 9504.00 P
160 p2512 20250821 9532.00 ... 9532.00 9510.00 P
161 p2601 20250821 9548.00 ... 9554.00 9518.00 P
162 p2602 20250821 9490.00 ... 9508.00 9492.00 P
163 p2603 20250821 9416.00 ... 9430.00 9428.00 P
164 p2604 20250821 9336.00 ... 9326.00 9370.00 P
165 p2605 20250821 9260.00 ... 9242.00 9230.00 P
166 p2606 20250821 9102.00 ... 9098.00 9090.00 P
167 p2607 20250821 9024.00 ... 8988.00 8962.00 P
168 p2608 20250821 8986.00 ... 8986.00 8998.00 P
169 pg2508 20250821 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250821 3885.00 ... 3906.00 3861.00 PG
171 pg2510 20250821 4370.00 ... 4386.00 4315.00 PG
172 pg2511 20250821 4265.00 ... 4304.00 4242.00 PG
173 pg2512 20250821 4219.00 ... 4236.00 4180.00 PG
174 pg2601 20250821 4178.00 ... 4180.00 4131.00 PG
175 pg2602 20250821 4100.00 ... 4117.00 4073.00 PG
176 pg2603 20250821 4006.00 ... 4026.00 3980.00 PG
177 pg2604 20250821 4316.00 ... 4327.00 4280.00 PG
178 pg2605 20250821 4220.00 ... 4235.00 4183.00 PG
179 pg2606 20250821 4157.00 ... 4170.00 4118.00 PG
180 pg2607 20250821 4099.00 ... 4100.00 4067.00 PG
181 pp2509 20250821 7025.00 ... 7018.00 6986.00 PP
182 pp2510 20250821 7023.00 ... 7012.00 6985.00 PP
183 pp2511 20250821 7038.00 ... 7024.00 7003.00 PP
184 pp2512 20250821 7057.00 ... 7041.00 7021.00 PP
185 pp2601 20250821 7050.00 ... 7043.00 7012.00 PP
186 pp2602 20250821 7031.00 ... 7023.00 7000.00 PP
187 pp2603 20250821 7023.00 ... 7020.00 7010.00 PP
188 pp2604 20250821 7041.00 ... 7041.00 7026.00 PP
189 pp2605 20250821 7059.00 ... 7065.00 7029.00 PP
190 pp2606 20250821 7034.00 ... 7032.00 7012.00 PP
191 pp2607 20250821 7012.00 ... 7018.00 7005.00 PP
192 pp2608 20250821 7045.00 ... 7044.00 7020.00 PP
193 rr2509 20250821 3608.00 ... 3590.00 3570.00 RR
194 rr2510 20250821 3614.00 ... 3611.00 3612.00 RR
195 rr2511 20250821 3612.00 ... 3612.00 3612.00 RR
196 rr2512 20250821 3613.00 ... 3613.00 3607.00 RR
197 rr2601 20250821 3618.00 ... 3621.00 3619.00 RR
198 rr2602 20250821 3606.00 ... 3609.00 3604.00 RR
199 rr2603 20250821 0.00 ... 3607.00 3606.00 RR
200 rr2604 20250821 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250821 3611.00 ... 3611.00 3610.00 RR
202 rr2606 20250821 3605.00 ... 3605.00 3608.00 RR
203 rr2607 20250821 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250821 3471.00 ... 3581.00 3638.00 RR
205 v2509 20250821 4885.00 ... 4876.00 4851.00 V
206 v2510 20250821 4905.00 ... 4914.00 4889.00 V
207 v2511 20250821 4941.00 ... 4945.00 4923.00 V
208 v2512 20250821 4983.00 ... 4983.00 4956.00 V
209 v2601 20250821 5000.00 ... 5010.00 4989.00 V
210 v2602 20250821 5049.00 ... 5049.00 5029.00 V
211 v2603 20250821 5082.00 ... 5081.00 5063.00 V
212 v2604 20250821 5293.00 ... 5294.00 5262.00 V
213 v2605 20250821 5312.00 ... 5314.00 5297.00 V
214 v2606 20250821 5357.00 ... 5341.00 5321.00 V
215 v2607 20250821 5378.00 ... 5375.00 5354.00 V
216 v2608 20250821 5392.00 ... 5382.00 5363.00 V
217 y2509 20250821 8472.00 ... 8440.00 8446.00 Y
218 y2511 20250821 8456.00 ... 8434.00 8444.00 Y
219 y2512 20250821 8462.00 ... 8458.00 8454.00 Y
220 y2601 20250821 8400.00 ... 8404.00 8408.00 Y
221 y2603 20250821 8362.00 ... 8356.00 8362.00 Y
222 y2605 20250821 8132.00 ... 8112.00 8114.00 Y
223 y2607 20250821 8050.00 ... 8058.00 8078.00 Y
224 y2608 20250821 8146.00 ... 8112.00 8122.00 Y
[225 rows x 12 columns]
2025-08-27 18:31:51,331 - future_1d - INFO - ak.get_dce_daily('2025-08-21') done
symbol date open ... settle pre_settle variety
0 IC2509 20250821 6703.000 ... 6644.000 6660.400 IC
1 IC2510 20250821 6666.800 ... 6607.000 6628.800 IC
2 IC2512 20250821 6579.000 ... 6520.600 6531.200 IC
3 IC2603 20250821 6468.000 ... 6396.000 6402.800 IC
4 IF2509 20250821 4280.400 ... 4277.800 4254.000 IF
5 IF2510 20250821 4280.000 ... 4271.000 4249.000 IF
6 IF2512 20250821 4261.000 ... 4257.200 4236.000 IF
7 IF2603 20250821 4250.000 ... 4234.800 4214.200 IF
8 IH2509 20250821 2858.000 ... 2862.000 2841.400 IH
9 IH2510 20250821 2857.000 ... 2861.800 2843.200 IH
10 IH2512 20250821 2859.000 ... 2864.000 2844.200 IH
11 IH2603 20250821 2862.000 ... 2866.800 2845.400 IH
12 IM2509 20250821 7295.000 ... 7187.200 7233.600 IM
13 IM2510 20250821 7257.000 ... 7140.000 7187.000 IM
14 IM2512 20250821 7150.000 ... 7034.800 7074.400 IM
15 IM2603 20250821 6981.000 ... 6881.800 6919.000 IM
16 T2509 20250821 107.845 ... 108.000 107.935 T
17 T2512 20250821 107.740 ... 107.855 107.795 T
18 T2603 20250821 107.510 ... 107.650 107.575 T
19 TF2509 20250821 105.430 ... 105.485 105.450 TF
20 TF2512 20250821 105.340 ... 105.440 105.385 TF
21 TF2603 20250821 105.295 ... 105.360 105.330 TF
22 TL2509 20250821 115.950 ... 116.580 116.240 TL
23 TL2512 20250821 115.480 ... 116.120 115.720 TL
24 TL2603 20250821 115.150 ... 115.780 115.390 TL
25 TS2509 20250821 102.330 ... 102.324 102.322 TS
26 TS2512 20250821 102.300 ... 102.344 102.328 TS
27 TS2603 20250821 102.282 ... 102.328 102.318 TS
[28 rows x 12 columns]
2025-08-27 18:31:51,656 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250821 476.3 484.9 ... 77223.83 479.9 475.3 SC
1 SC2510 20250821 483.9 491 ... 5656343.84 486.7 482 SC
2 SC2511 20250821 483.3 489.3 ... 592671.46 485.7 481.2 SC
3 SC2512 20250821 481.6 487 ... 266696.74 483.3 478.8 SC
4 SC2601 20250821 481.3 486.2 ... 52775.93 482.4 478.2 SC
5 SC2602 20250821 480.4 485.5 ... 22686.59 481.6 478.2 SC
6 SC2603 20250821 480.2 485 ... 17951.72 481.2 478.2 SC
7 SC2604 20250821 479.5 485.6 ... 13474.54 482.9 478.3 SC
8 SC2605 20250821 479.3 483.6 ... 1634.5 480.7 479.2 SC
9 SC2606 20250821 478.5 483.3 ... 4037.96 480.7 476.3 SC
10 SC2607 20250821 476.2 482.7 ... 480.43 480.4 474.8 SC
11 SC2608 20250821 476.4 483.4 ... 481.16 481.1 472.8 SC
12 SC2609 20250821 ... 0 473.4 473.4 SC
13 SC2612 20250821 ... 0 476.1 476.1 SC
14 SC2703 20250821 ... 0 468 464.2 SC
15 SC2706 20250821 469.1 472.3 ... 187.7 469.2 461.7 SC
16 SC2709 20250821 465.4 474 ... 705.09 470 462.8 SC
17 SC2712 20250821 471.8 471.8 ... 47.18 471.8 458.9 SC
18 SC2803 20250821 469.9 469.9 ... 46.99 469.9 458.9 SC
19 SC2806 20250821 457.4 464 ... 920.33 460.1 454.3 SC
21 LU2509 20250821 3425 3460 ... 543.764 3441 3425 LU
22 LU2510 20250821 3446 3486 ... 127654.516 3460 3452 LU
23 LU2511 20250821 3450 3485 ... 393682.786 3461 3442 LU
24 LU2512 20250821 3411 3471 ... 35382.609 3445 3424 LU
25 LU2601 20250821 3411 3445 ... 14298.279 3423 3404 LU
26 LU2602 20250821 3425 3426 ... 34.154 3415 3389 LU
27 LU2603 20250821 3410 3417 ... 20.468 3411 3393 LU
28 LU2604 20250821 ... 0 3372 3372 LU
29 LU2605 20250821 3392 3413 ... 34.016 3401 3375 LU
30 LU2606 20250821 3387 3407 ... 13.597 3399 3383 LU
31 LU2607 20250821 3389 3406 ... 23.789 3398 3380 LU
32 LU2608 20250821 3401 3401 ... 10.2 3400 3367 LU
34 NR2509 20250821 12505 12630 ... 48836.775 12570 12410 NR
35 NR2510 20250821 12585 12695 ... 883404.95 12625 12465 NR
36 NR2511 20250821 12580 12720 ... 158186.725 12650 12500 NR
37 NR2512 20250821 12685 12745 ... 9950.105 12675 12505 NR
38 NR2601 20250821 12635 12775 ... 51264.98 12705 12545 NR
39 NR2602 20250821 12645 12720 ... 202.96 12685 12550 NR
40 NR2603 20250821 12730 12730 ... 12.73 12730 12505 NR
41 NR2604 20250821 12565 12565 ... 62.825 12565 12530 NR
42 NR2605 20250821 12800 12800 ... 12.8 12800 12660 NR
43 NR2606 20250821 ... 0 12745 12745 NR
44 NR2607 20250821 ... 0 12650 12605 NR
45 NR2608 20250821 ... 0 12650 12650 NR
47 BC2509 20250821 69710 69880 ... 88912.745 69700 69680 BC
48 BC2510 20250821 69690 69870 ... 20192.795 69750 69720 BC
49 BC2511 20250821 70000 70000 ... 209.64 69880 69570 BC
50 BC2512 20250821 69780 69780 ... 34.89 69780 69990 BC
51 BC2601 20250821 ... 0 70100 70100 BC
52 BC2602 20250821 ... 0 70100 70100 BC
53 BC2603 20250821 ... 0 70100 70100 BC
54 BC2604 20250821 ... 0 70100 70100 BC
55 BC2605 20250821 ... 0 69570 69570 BC
56 BC2606 20250821 ... 0 69790 69790 BC
57 BC2607 20250821 ... 0 69370 69370 BC
58 BC2608 20250821 ... 0 69370 69370 BC
60 EC2508 20250821 2122 2126 ... 1655.12 2121.9 2126.1 EC
61 EC2510 20250821 1354 1367.8 ... 233376.28 1333.2 1358.8 EC
62 EC2512 20250821 1775.9 1794.9 ... 65475.8995 1741.6 1769.6 EC
63 EC2602 20250821 1531.2 1545 ... 9191.832 1518 1530.6 EC
64 EC2604 20250821 1330 1330 ... 7567.016 1304.6 1319.4 EC
65 EC2606 20250821 1489.9 1498 ... 702.0635 1478 1485.2 EC
68 SC_TAS2510 20250821 ... SC_TAS
69 SC_TAS2511 20250821 ... SC_TAS
70 SC_TAS2512 20250821 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:31:51,723 - future_1d - INFO - ak.get_ine_daily('2025-08-21') done
2025-08-27 18:31:53,612 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:31:53,631 - future_1d - INFO - save future_daily 2025-08-21 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:32:03,397 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-08-27 18:32:03,669 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:32:03,762 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:32:04,419 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-08-27 18:32:04,758 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:32:04,837 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
2025-08-27 18:32:06,684 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:32:06,700 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:32:13,837 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:32:14,097 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:32:14,200 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-08-27 18:32:14,862 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-08-27 18:32:15,168 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:32:15,235 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
2025-08-27 18:32:17,074 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:32:17,090 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:32:22,136 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-08-27 18:32:22,315 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:32:22,411 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-08-27 18:32:23,034 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-08-27 18:32:23,341 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:32:23,416 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
2025-08-27 18:32:25,264 - future_1d - INFO - 写入 815 条修改数据到 future_daily_modified 表
2025-08-27 18:32:25,281 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-27 18:32:34,200 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-08-27 18:32:34,454 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-08-27 18:32:34,599 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-08-27 18:32:35,127 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-08-27 18:32:35,436 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-08-27 18:32:35,507 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
pymysql.err.DataError: (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 292")
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/root/project/future_1d/future_daily.py", line 10, in
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1072, in save_future_daily
data_add.to_sql(tablebase.__tablename__, self.engine, index=False, if_exists='append', chunksize=1000)
File "/usr/local/lib/python3.10/site-packages/pandas/util/_decorators.py", line 333, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python3.10/site-packages/pandas/core/generic.py", line 3106, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 844, in to_sql
return pandas_sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 2030, in to_sql
total_inserted = sql_engine.insert_records(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1579, in insert_records
raise err
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1570, in insert_records
return table.insert(chunksize=chunksize, method=method)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1121, in insert
num_inserted = exec_insert(conn, keys, chunk_iter)
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1012, in _execute_insert
result = conn.execute(self.table.insert(), data)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
return meth(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
return self._exec_single_context(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1936, in _exec_single_context
self.dialect.do_executemany(
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/dialects/mysql/mysqldb.py", line 196, in do_executemany
rowcount = cursor.executemany(statement, parameters)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 187, in executemany
return self._do_execute_many(
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 225, in _do_execute_many
rows += self.execute(sql + postfix)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
result = self._query(query)
File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
conn.query(q)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
result.read()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 729, in _read_packet
packet.raise_for_error()
File "/usr/local/lib/python3.10/site-packages/pymysql/protocol.py", line 221, in raise_for_error
err.raise_mysql_exception(self._data)
File "/usr/local/lib/python3.10/site-packages/pymysql/err.py", line 143, in raise_mysql_exception
raise errorclass(errno, errval)
sqlalchemy.exc.DataError: (pymysql.err.DataError) (1366, "Incorrect decimal value: 'nan' for column 'opencol' at row 292")
[SQL: INSERT INTO future_daily (symbol, date, opencol, high, low, close, volume, open_interest, turnover, settle, pre_settle, variety, exchange, comd, contract, contract_yymm, maturity_month, maturity_day) VALUES (%(symbol)s, %(date)s, %(opencol)s, %(high)s, %(low)s, %(close)s, %(volume)s, %(open_interest)s, %(turnover)s, %(settle)s, %(pre_settle)s, %(variety)s, %(exchange)s, %(comd)s, %(contract)s, %(contract_yymm)s, %(maturity_month)s, %(maturity_day)s)]
[parameters: [{'symbol': 'AP510', 'date': '2025-08-27', 'opencol': '8146.0', 'high': '8320.0', 'low': '8140.0', 'close': '8278.0', 'volume': '112486.0', 'open_interest': '92405.0', 'turnover': '926963.07', 'settle': '8249.0', 'pre_settle': '8158.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP510', 'contract_yymm': '2510', 'maturity_month': '2', 'maturity_day': '35'}, {'symbol': 'AP511', 'date': '2025-08-27', 'opencol': '7965.0', 'high': '8063.0', 'low': '7961.0', 'close': '8055.0', 'volume': '1034.0', 'open_interest': '3255.0', 'turnover': '8291.69', 'settle': '8019.0', 'pre_settle': '7957.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP511', 'contract_yymm': '2511', 'maturity_month': '3', 'maturity_day': '66'}, {'symbol': 'AP512', 'date': '2025-08-27', 'opencol': '7998.0', 'high': '8068.0', 'low': '7982.0', 'close': '8067.0', 'volume': '272.0', 'open_interest': '304.0', 'turnover': '2190.2', 'settle': '8052.0', 'pre_settle': '7974.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'AP601', 'date': '2025-08-27', 'opencol': '8055.0', 'high': '8160.0', 'low': '8038.0', 'close': '8152.0', 'volume': '19474.0', 'open_interest': '30355.0', 'turnover': '157852.48', 'settle': '8106.0', 'pre_settle': '8061.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP601', 'contract_yymm': '2601', 'maturity_month': '5', 'maturity_day': '127'}, {'symbol': 'AP603', 'date': '2025-08-27', 'opencol': '7964.0', 'high': '8045.0', 'low': '7955.0', 'close': '8040.0', 'volume': '51.0', 'open_interest': '155.0', 'turnover': '409.48', 'settle': '8029.0', 'pre_settle': '7959.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}, {'symbol': 'AP604', 'date': '2025-08-27', 'opencol': '7981.0', 'high': '8054.0', 'low': '7973.0', 'close': '8034.0', 'volume': '19.0', 'open_interest': '90.0', 'turnover': '152.54', 'settle': '8028.0', 'pre_settle': '7974.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP604', 'contract_yymm': '2604', 'maturity_month': '8', 'maturity_day': '217'}, {'symbol': 'AP605', 'date': '2025-08-27', 'opencol': '8031.0', 'high': '8110.0', 'low': '8031.0', 'close': '8090.0', 'volume': '152.0', 'open_interest': '514.0', 'turnover': '1229.23', 'settle': '8087.0', 'pre_settle': '8037.0', 'variety': 'AP', 'exchange': 'CZCE', 'comd': 'AP', 'contract': 'AP605', 'contract_yymm': '2605', 'maturity_month': '9', 'maturity_day': '247'}, {'symbol': 'CF509', 'date': '2025-08-27', 'opencol': '13760.0', 'high': '13800.0', 'low': '13740.0', 'close': '13760.0', 'volume': '20444.0', 'open_interest': '44086.0', 'turnover': '140783.76', 'settle': '13775.0', 'pre_settle': '13810.0', 'variety': 'CF', 'exchange': 'CZCE', 'comd': 'CF', 'contract': 'CF509', 'contract_yymm': '2509', 'maturity_month': '1', 'maturity_day': '5'} ... displaying 10 of 816 total bound parameter sets ... {'symbol': 'TS2512', 'date': '2025-08-27', 'opencol': '102.4', 'high': '102.41', 'low': '102.364', 'close': '102.406', 'volume': '27789.0', 'open_interest': '65408.0', 'turnover': '5690426.916', 'settle': '102.396', 'pre_settle': '102.382', 'variety': 'TS', 'exchange': 'CFFEX', 'comd': 'TS', 'contract': 'TS2512', 'contract_yymm': '2512', 'maturity_month': '4', 'maturity_day': '96'}, {'symbol': 'TS2603', 'date': '2025-08-27', 'opencol': '102.31', 'high': '102.352', 'low': '102.31', 'close': '102.35', 'volume': '723.0', 'open_interest': '3031.0', 'turnover': '147973.76', 'settle': '102.342', 'pre_settle': '102.324', 'variety': 'TS', 'exchange': 'CFFEX', 'comd': 'TS', 'contract': 'TS2603', 'contract_yymm': '2603', 'maturity_month': '7', 'maturity_day': '186'}]]
(Background on this error at: https://sqlalche.me/e/20/9h9h)