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2025-08-19 16:25:34 Tue START TASK.01 future_1d future_daily
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2025-08-19 16:25:36,189 - future_1d - INFO - future_daily check=True check_last=7 start...
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 16:25:36,376 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 16:25:36,454 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 16:25:36,791 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 16:25:37,193 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 16:25:37,598 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 16:25:38,210 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
=========================================================================
2025-08-19 17:11:00 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 17:11:02,910 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 17:11:03,263 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 17:11:03,371 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 17:11:03,469 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 17:11:03,785 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 17:11:03,985 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 17:11:04,627 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
=========================================================================
2025-08-19 17:56:07 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 17:56:09,270 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 17:56:09,610 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 17:56:09,938 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 17:56:10,046 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 17:56:10,831 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 17:56:10,943 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 17:56:11,239 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
=========================================================================
2025-08-19 18:25:41 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 18:25:43,217 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 18:25:43,514 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 18:25:43,624 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 18:25:44,266 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 18:25:44,555 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 18:25:44,922 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 18:25:45,015 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
=========================================================================
2025-08-19 18:41:26 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 18:41:28,104 - future_1d - INFO - future_daily check=True check_last=7 start...
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 18:41:28,287 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 18:41:28,367 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 18:41:28,693 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 18:41:28,968 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 18:41:29,589 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 18:41:29,836 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
=========================================================================
2025-08-19 19:10:35 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 19:10:36,980 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 19:10:37,436 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 19:10:38,025 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 19:10:38,140 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 19:10:38,409 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 19:10:38,659 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 19:10:38,777 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
=========================================================================
2025-08-19 19:55:57 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 19:55:59,149 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 19:55:59,504 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 19:55:59,610 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 19:56:00,279 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 19:56:00,615 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 19:56:00,728 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 19:56:01,027 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
=========================================================================
2025-08-19 20:41:51 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-08-19 20:41:53,647 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2508 20250811 6317.400 ... 6376.200 6304.000 IC
1 IC2509 20250811 6254.000 ... 6309.600 6232.000 IC
2 IC2512 20250811 6092.600 ... 6154.600 6073.000 IC
3 IC2603 20250811 5958.800 ... 6018.800 5934.600 IC
4 IF2508 20250811 4101.200 ... 4123.000 4101.000 IF
5 IF2509 20250811 4089.400 ... 4110.200 4087.400 IF
6 IF2512 20250811 4060.000 ... 4081.200 4055.800 IF
7 IF2603 20250811 4025.000 ... 4048.800 4022.200 IF
8 IH2508 20250811 2787.800 ... 2792.400 2788.000 IH
9 IH2509 20250811 2789.000 ... 2792.600 2789.200 IH
10 IH2512 20250811 2793.400 ... 2793.600 2789.400 IH
11 IH2603 20250811 2789.800 ... 2793.200 2787.600 IH
12 IM2508 20250811 6828.400 ... 6933.000 6819.400 IM
13 IM2509 20250811 6759.800 ... 6862.400 6742.800 IM
14 IM2512 20250811 6569.000 ... 6674.400 6550.800 IM
15 IM2603 20250811 6370.400 ... 6492.800 6369.800 IM
16 T2509 20250811 108.590 ... 108.465 108.610 T
17 T2512 20250811 108.495 ... 108.365 108.505 T
18 T2603 20250811 108.275 ... 108.170 108.310 T
19 TF2509 20250811 105.800 ... 105.720 105.820 TF
20 TF2512 20250811 105.825 ... 105.755 105.875 TF
21 TF2603 20250811 105.870 ... 105.785 105.900 TF
22 TL2509 20250811 119.140 ... 118.510 119.250 TL
23 TL2512 20250811 118.800 ... 118.090 118.880 TL
24 TL2603 20250811 118.450 ... 117.790 118.550 TL
25 TS2509 20250811 102.374 ... 102.354 102.370 TS
26 TS2512 20250811 102.440 ... 102.396 102.436 TS
27 TS2603 20250811 102.390 ... 102.372 102.408 TS
[28 rows x 12 columns]
2025-08-19 20:41:53,994 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 a2509 20250811 4120.00 ... 4098.00 4115.00 A
1 a2511 20250811 4088.00 ... 4063.00 4093.00 A
2 a2601 20250811 4086.00 ... 4055.00 4093.00 A
3 a2603 20250811 4083.00 ... 4050.00 4085.00 A
4 a2605 20250811 4118.00 ... 4088.00 4123.00 A
5 a2607 20250811 4119.00 ... 4085.00 4120.00 A
6 b2508 20250811 0.00 ... 3610.00 3610.00 B
7 b2509 20250811 3738.00 ... 3726.00 3743.00 B
8 b2510 20250811 3781.00 ... 3766.00 3781.00 B
9 b2511 20250811 3800.00 ... 3790.00 3797.00 B
10 b2512 20250811 3812.00 ... 3798.00 3812.00 B
11 b2601 20250811 3800.00 ... 3788.00 3798.00 B
12 b2602 20250811 3770.00 ... 3763.00 3770.00 B
13 b2603 20250811 3676.00 ... 3670.00 3674.00 B
14 b2604 20250811 3563.00 ... 3561.00 3561.00 B
15 b2605 20250811 3480.00 ... 3488.00 3484.00 B
16 b2606 20250811 3460.00 ... 3472.00 3466.00 B
17 b2607 20250811 3453.00 ... 3461.00 3454.00 B
18 bb2509 20250811 148.95 ... 148.20 148.95 BB
19 bb2511 20250811 147.15 ... 145.95 148.25 BB
20 bb2601 20250811 147.00 ... 147.45 149.05 BB
21 bb2603 20250811 145.45 ... 145.65 147.90 BB
22 bb2605 20250811 0.00 ... 139.60 141.75 BB
23 bb2607 20250811 0.00 ... 145.30 147.50 BB
24 bz2603 20250811 6220.00 ... 6231.00 6231.00 BZ
25 bz2604 20250811 6173.00 ... 6196.00 6198.00 BZ
26 bz2605 20250811 0.00 ... 6239.00 6239.00 BZ
27 bz2606 20250811 0.00 ... 6183.00 6183.00 BZ
28 bz2607 20250811 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250811 2258.00 ... 2259.00 2257.00 C
30 c2511 20250811 2199.00 ... 2201.00 2203.00 C
31 c2601 20250811 2189.00 ... 2187.00 2185.00 C
32 c2603 20250811 2194.00 ... 2199.00 2196.00 C
33 c2605 20250811 2248.00 ... 2253.00 2246.00 C
34 c2607 20250811 2264.00 ... 2270.00 2263.00 C
35 cs2509 20250811 2642.00 ... 2638.00 2644.00 CS
36 cs2511 20250811 2539.00 ... 2542.00 2544.00 CS
37 cs2601 20250811 2551.00 ... 2558.00 2554.00 CS
38 cs2603 20250811 2548.00 ... 2555.00 2550.00 CS
39 cs2605 20250811 2603.00 ... 2615.00 2606.00 CS
40 cs2607 20250811 2616.00 ... 2620.00 2611.00 CS
41 eb2508 20250811 7320.00 ... 7322.00 7299.00 EB
42 eb2509 20250811 7251.00 ... 7253.00 7268.00 EB
43 eb2510 20250811 7279.00 ... 7277.00 7289.00 EB
44 eb2511 20250811 7297.00 ... 7301.00 7315.00 EB
45 eb2512 20250811 7316.00 ... 7320.00 7325.00 EB
46 eb2601 20250811 7336.00 ... 7336.00 7341.00 EB
47 eb2602 20250811 7328.00 ... 7352.00 7351.00 EB
48 eb2603 20250811 7353.00 ... 7365.00 7357.00 EB
49 eb2604 20250811 7393.00 ... 7382.00 7376.00 EB
50 eb2605 20250811 7410.00 ... 7399.00 7400.00 EB
51 eb2606 20250811 0.00 ... 7387.00 7387.00 EB
52 eb2607 20250811 0.00 ... 7376.00 7376.00 EB
53 eg2508 20250811 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250811 4393.00 ... 4404.00 4389.00 EG
55 eg2510 20250811 4399.00 ... 4414.00 4399.00 EG
56 eg2511 20250811 4409.00 ... 4431.00 4413.00 EG
57 eg2512 20250811 4422.00 ... 4440.00 4417.00 EG
58 eg2601 20250811 4429.00 ... 4444.00 4424.00 EG
59 eg2602 20250811 4438.00 ... 4438.00 4426.00 EG
60 eg2603 20250811 4431.00 ... 4450.00 4429.00 EG
61 eg2604 20250811 4469.00 ... 4478.00 4458.00 EG
62 eg2605 20250811 4493.00 ... 4491.00 4463.00 EG
63 eg2606 20250811 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-19 20:41:54,633 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250811 ... 78960 78420 CU
1 1 CU2509 20250811 ... 78920 78440 CU
2 2 CU2510 20250811 ... 78930 78430 CU
3 3 CU2511 20250811 ... 78910 78410 CU
4 4 CU2512 20250811 ... 78920 78380 CU
5 5 CU2601 20250811 ... 78890 78340 CU
6 6 CU2602 20250811 ... 78920 78310 CU
7 7 CU2603 20250811 ... 78860 78260 CU
8 8 CU2604 20250811 ... 78900 78330 CU
9 9 CU2605 20250811 ... 78870 78350 CU
10 10 CU2606 20250811 ... 78860 78370 CU
11 11 CU2607 20250811 ... 78790 78370 CU
12 12 BC2508 20250811 ... 69300 69300 BC
13 13 BC2509 20250811 ... 70120 69610 BC
14 14 BC2510 20250811 ... 70170 69690 BC
15 15 BC2511 20250811 ... 70450 69590 BC
16 16 BC2512 20250811 ... 70240 69720 BC
17 17 BC2601 20250811 ... 70020 70020 BC
18 18 BC2602 20250811 ... 70000 70000 BC
19 19 BC2603 20250811 ... 70000 70000 BC
20 20 BC2604 20250811 ... 70000 70000 BC
21 21 BC2605 20250811 ... 70000 70000 BC
22 22 BC2606 20250811 ... 69340 69340 BC
23 23 BC2607 20250811 ... 68740 68670 BC
24 24 AL2508 20250811 ... 20690 20680 AL
25 25 AL2509 20250811 ... 20675 20670 AL
26 26 AL2510 20250811 ... 20655 20635 AL
27 27 AL2511 20250811 ... 20615 20585 AL
28 28 AL2512 20250811 ... 20570 20540 AL
29 29 AL2601 20250811 ... 20550 20505 AL
30 30 AL2602 20250811 ... 20550 20505 AL
31 31 AL2603 20250811 ... 20585 20520 AL
32 32 AL2604 20250811 ... 20600 20545 AL
33 33 AL2605 20250811 ... 20615 20560 AL
34 34 AL2606 20250811 ... 20625 20575 AL
35 35 AL2607 20250811 ... 20630 20580 AL
36 36 ZN2508 20250811 ... 22565 22485 ZN
37 37 ZN2509 20250811 ... 22560 22505 ZN
38 38 ZN2510 20250811 ... 22585 22520 ZN
39 39 ZN2511 20250811 ... 22600 22520 ZN
40 40 ZN2512 20250811 ... 22595 22500 ZN
41 41 ZN2601 20250811 ... 22550 22475 ZN
42 42 ZN2602 20250811 ... 22545 22460 ZN
43 43 ZN2603 20250811 ... 22520 22475 ZN
44 44 ZN2604 20250811 ... 22535 22455 ZN
45 45 ZN2605 20250811 ... 22555 22460 ZN
46 46 ZN2606 20250811 ... 22535 22445 ZN
47 47 ZN2607 20250811 ... 22520 22480 ZN
48 48 PB2508 20250811 ... 16845 16795 PB
49 49 PB2509 20250811 ... 16885 16865 PB
50 50 PB2510 20250811 ... 16895 16875 PB
51 51 PB2511 20250811 ... 16920 16900 PB
52 52 PB2512 20250811 ... 16950 16925 PB
53 53 PB2601 20250811 ... 16975 16935 PB
54 54 PB2602 20250811 ... 17000 16970 PB
55 55 PB2603 20250811 ... 17030 17005 PB
56 56 PB2604 20250811 ... 17000 17030 PB
57 57 PB2605 20250811 ... 16985 17025 PB
58 58 PB2606 20250811 ... 17020 17020 PB
59 59 PB2607 20250811 ... 17060 17060 PB
60 60 NI2508 20250811 ... 121670 120970 NI
61 61 NI2509 20250811 ... 121630 121160 NI
62 62 NI2510 20250811 ... 121840 121280 NI
63 63 NI2511 20250811 ... 122060 121450 NI
64 64 NI2512 20250811 ... 122310 121670 NI
65 65 NI2601 20250811 ... 122550 121950 NI
66 66 NI2602 20250811 ... 123080 121950 NI
67 67 NI2603 20250811 ... 123270 122270 NI
68 68 NI2604 20250811 ... 123570 123010 NI
69 69 NI2605 20250811 ... 123750 122980 NI
70 70 NI2606 20250811 ... 124100 123050 NI
71 71 NI2607 20250811 ... 124380 123270 NI
72 72 SN2508 20250811 ... 267200 267630 SN
73 73 SN2509 20250811 ... 267960 268140 SN
74 74 SN2510 20250811 ... 268200 268370 SN
75 75 SN2511 20250811 ... 268170 268360 SN
76 76 SN2512 20250811 ... 268250 268290 SN
77 77 SN2601 20250811 ... 268540 268500 SN
78 78 SN2602 20250811 ... 268300 268430 SN
79 79 SN2603 20250811 ... 269240 268710 SN
80 80 SN2604 20250811 ... 269640 268920 SN
81 81 SN2605 20250811 ... 269900 269110 SN
82 82 SN2606 20250811 ... 269740 269300 SN
83 83 SN2607 20250811 ... 269050 269050 SN
84 84 AO2508 20250811 ... 3172 3161 AO
85 85 AO2509 20250811 ... 3176 3172 AO
86 86 AO2510 20250811 ... 3182 3177 AO
87 87 AO2511 20250811 ... 3194 3188 AO
88 88 AO2512 20250811 ... 3203 3196 AO
89 89 AO2601 20250811 ... 3211 3206 AO
90 90 AO2602 20250811 ... 3208 3206 AO
91 91 AO2603 20250811 ... 3210 3211 AO
92 92 AO2604 20250811 ... 3218 3209 AO
93 93 AO2605 20250811 ... 3218 3211 AO
94 94 AO2606 20250811 ... 3220 3210 AO
95 95 AO2607 20250811 ... 3211 3212 AO
96 96 AD2511 20250811 ... 20105 20065 AD
97 97 AD2512 20250811 ... 20100 20060 AD
98 98 AD2601 20250811 ... 20045 20035 AD
99 99 AD2602 20250811 ... 19950 19955 AD
100 100 AD2603 20250811 ... 19940 19940 AD
101 101 AD2604 20250811 ... 19925 19865 AD
102 102 AD2605 20250811 ... 19845 19785 AD
103 103 AD2606 20250811 ... 19825 19750 AD
104 104 AD2607 20250811 ... 19830 19830 AD
105 105 AU2508 20250811 ... 783.02 783.82 AU
106 106 AU2509 20250811 ... 783.54 784.38 AU
107 107 AU2510 20250811 ... 784.8 785.82 AU
108 108 AU2512 20250811 ... 786.54 788.16 AU
109 109 AU2602 20250811 ... 788.76 790.16 AU
110 110 AU2604 20250811 ... 790.9 792.32 AU
111 111 AU2606 20250811 ... 792.56 794.54 AU
112 112 AU2608 20250811 ... 794.88 796.92 AU
113 113 AG2508 20250811 ... 9220 9254 AG
114 114 AG2509 20250811 ... 9230 9265 AG
115 115 AG2510 20250811 ... 9244 9277 AG
116 116 AG2511 20250811 ... 9255 9290 AG
117 117 AG2512 20250811 ... 9263 9299 AG
118 118 AG2601 20250811 ... 9277 9313 AG
119 119 AG2602 20250811 ... 9292 9324 AG
120 120 AG2603 20250811 ... 9294 9338 AG
121 121 AG2604 20250811 ... 9313 9352 AG
122 122 AG2605 20250811 ... 9324 9362 AG
123 123 AG2606 20250811 ... 9332 9376 AG
124 124 AG2607 20250811 ... 9343 9386 AG
125 125 RB2508 20250811 ... 3200 3179 RB
126 126 RB2509 20250811 ... 3203 3184 RB
127 127 RB2510 20250811 ... 3227 3215 RB
128 128 RB2511 20250811 ... 3244 3229 RB
129 129 RB2512 20250811 ... 3280 3273 RB
130 130 RB2601 20250811 ... 3295 3283 RB
131 131 RB2602 20250811 ... 3294 3292 RB
132 132 RB2603 20250811 ... 3308 3294 RB
133 133 RB2604 20250811 ... 3323 3306 RB
134 134 RB2605 20250811 ... 3321 3313 RB
135 135 RB2606 20250811 ... 3332 3322 RB
136 136 RB2607 20250811 ... 3340 3328 RB
137 137 WR2508 20250811 ... 3212 3212 WR
138 138 WR2509 20250811 ... 3342 3342 WR
139 139 WR2510 20250811 ... 3447 3447 WR
140 140 WR2511 20250811 ... 3480 3467 WR
141 141 WR2512 20250811 ... 3499 3499 WR
142 142 WR2601 20250811 ... 3436 3436 WR
143 143 WR2602 20250811 ... 3523 3523 WR
144 144 WR2603 20250811 ... 3550 3550 WR
145 145 WR2604 20250811 ... 3550 3550 WR
146 146 WR2605 20250811 ... 3478 3478 WR
147 147 WR2606 20250811 ... 3599 3599 WR
148 148 WR2607 20250811 ... 3634 3634 WR
149 149 HC2508 20250811 ... 3436 3436 HC
150 150 HC2509 20250811 ... 3456 3437 HC
151 151 HC2510 20250811 ... 3436 3421 HC
152 152 HC2511 20250811 ... 3433 3419 HC
153 153 HC2512 20250811 ... 3436 3422 HC
154 154 HC2601 20250811 ... 3435 3420 HC
155 155 HC2602 20250811 ... 3434 3416 HC
156 156 HC2603 20250811 ... 3436 3420 HC
157 157 HC2604 20250811 ... 3441 3432 HC
158 158 HC2605 20250811 ... 3437 3428 HC
159 159 HC2606 20250811 ... 3451 3438 HC
160 160 HC2607 20250811 ... 3445 3442 HC
161 161 SS2508 20250811 ... 13030 12985 SS
162 162 SS2509 20250811 ... 13075 12985 SS
163 163 SS2510 20250811 ... 13150 13045 SS
164 164 SS2511 20250811 ... 13200 13075 SS
165 165 SS2512 20250811 ... 13250 13100 SS
166 166 SS2601 20250811 ... 13295 13155 SS
167 167 SS2602 20250811 ... 13360 13210 SS
168 168 SS2603 20250811 ... 13390 13255 SS
169 169 SS2604 20250811 ... 13415 13270 SS
170 170 SS2605 20250811 ... 13455 13330 SS
171 171 SS2606 20250811 ... 13480 13355 SS
172 172 SS2607 20250811 ... 13545 13370 SS
173 173 SC2509 20250811 ... 492.5 496.4 SC
174 174 SC2510 20250811 ... 490.1 493 SC
175 175 SC2511 20250811 ... 485.8 488 SC
176 176 SC2512 20250811 ... 481.5 483.5 SC
177 177 SC2601 20250811 ... 478.6 481.4 SC
178 178 SC2602 20250811 ... 477 478.9 SC
179 179 SC2603 20250811 ... 474.1 476.1 SC
180 180 SC2604 20250811 ... 471.3 474.9 SC
181 181 SC2605 20250811 ... 469.4 473.3 SC
182 182 SC2606 20250811 ... 468.6 472.6 SC
183 183 SC2607 20250811 ... 464.9 472.5 SC
184 184 SC2608 20250811 ... 467.3 468.6 SC
185 185 SC2609 20250811 ... 466.8 468.7 SC
186 186 SC2612 20250811 ... 462 465.3 SC
187 187 SC2703 20250811 ... 460.4 465.9 SC
188 188 SC2706 20250811 ... 460.4 462.5 SC
189 189 SC2709 20250811 ... 457.7 462.1 SC
190 190 SC2712 20250811 ... 458.5 464 SC
191 191 SC2803 20250811 ... 456.7 460 SC
192 192 SC2806 20250811 ... 452.3 453.6 SC
193 193 LU2509 20250811 ... 3452 3477 LU
194 194 LU2510 20250811 ... 3469 3495 LU
195 195 LU2511 20250811 ... 3469 3488 LU
196 196 LU2512 20250811 ... 3454 3472 LU
197 197 LU2601 20250811 ... 3432 3441 LU
198 198 LU2602 20250811 ... 3404 3407 LU
199 199 LU2603 20250811 ... 3400 3408 LU
200 200 LU2604 20250811 ... 3396 3395 LU
201 201 LU2605 20250811 ... 3405 3400 LU
202 202 LU2606 20250811 ... 3403 3395 LU
203 203 LU2607 20250811 ... 3395 3387 LU
204 204 LU2608 20250811 ... 3387 3378 LU
205 205 FU2509 20250811 ... 2774 2799 FU
206 206 FU2510 20250811 ... 2780 2810 FU
207 207 FU2511 20250811 ... 2787 2820 FU
208 208 FU2512 20250811 ... 2792 2820 FU
209 209 FU2601 20250811 ... 2793 2815 FU
210 210 FU2602 20250811 ... 2781 2801 FU
211 211 FU2603 20250811 ... 2770 2793 FU
212 212 FU2604 20250811 ... 2766 2787 FU
213 213 FU2605 20250811 ... 2758 2777 FU
214 214 FU2606 20250811 ... 2748 2765 FU
215 215 FU2607 20250811 ... 2724 2744 FU
216 216 FU2608 20250811 ... 2710 2731 FU
217 217 BU2508 20250811 ... 3406 3538 BU
218 218 BU2509 20250811 ... 3518 3526 BU
219 219 BU2510 20250811 ... 3486 3499 BU
220 220 BU2511 20250811 ... 3450 3463 BU
221 221 BU2512 20250811 ... 3391 3410 BU
222 222 BU2601 20250811 ... 3363 3376 BU
223 223 BU2602 20250811 ... 3346 3370 BU
224 224 BU2603 20250811 ... 3332 3364 BU
225 225 BU2604 20250811 ... 3334 3343 BU
226 226 BU2605 20250811 ... 3330 3348 BU
227 227 BU2606 20250811 ... 3318 3352 BU
228 228 BU2607 20250811 ... 3338 3345 BU
229 229 BU2609 20250811 ... 3316 3336 BU
230 230 BU2612 20250811 ... 3289 3297 BU
231 231 BU2703 20250811 ... 3292 3299 BU
232 232 BU2706 20250811 ... 3302 3304 BU
233 233 BR2508 20250811 ... 11820 11550 BR
234 234 BR2509 20250811 ... 11740 11500 BR
235 235 BR2510 20250811 ... 11725 11485 BR
236 236 BR2511 20250811 ... 11735 11515 BR
237 237 BR2512 20250811 ... 11775 11545 BR
238 238 BR2601 20250811 ... 11800 11590 BR
239 239 BR2602 20250811 ... 11660 11575 BR
240 240 BR2603 20250811 ... 11810 11620 BR
241 241 BR2604 20250811 ... 11805 11645 BR
242 242 BR2605 20250811 ... 11895 11705 BR
243 243 BR2606 20250811 ... 11965 11730 BR
244 244 BR2607 20250811 ... 12035 11800 BR
245 245 RU2508 20250811 ... 14710 14560 RU
246 246 RU2509 20250811 ... 14715 14535 RU
247 247 RU2510 20250811 ... 14745 14560 RU
248 248 RU2511 20250811 ... 14760 14575 RU
249 249 RU2601 20250811 ... 15720 15500 RU
250 250 RU2603 20250811 ... 15810 15555 RU
251 251 RU2604 20250811 ... 15825 15590 RU
252 252 RU2605 20250811 ... 15810 15615 RU
253 253 RU2606 20250811 ... 15860 15615 RU
254 254 RU2607 20250811 ... 15880 15640 RU
255 255 NR2508 20250811 ... 12440 12295 NR
256 256 NR2509 20250811 ... 12520 12345 NR
257 257 NR2510 20250811 ... 12575 12405 NR
258 258 NR2511 20250811 ... 12620 12445 NR
259 259 NR2512 20250811 ... 12660 12460 NR
260 260 NR2601 20250811 ... 12705 12515 NR
261 261 NR2602 20250811 ... 12720 12535 NR
262 262 NR2603 20250811 ... 12745 12605 NR
263 263 NR2604 20250811 ... 12780 12615 NR
264 264 NR2605 20250811 ... 12765 12660 NR
265 265 NR2606 20250811 ... 12840 12745 NR
266 266 NR2607 20250811 ... 12755 12755 NR
267 267 SP2508 20250811 ... 5140 5120 SP
268 268 SP2509 20250811 ... 5192 5182 SP
269 269 SP2510 20250811 ... 5212 5200 SP
270 270 SP2511 20250811 ... 5226 5204 SP
271 271 SP2512 20250811 ... 5232 5208 SP
272 272 SP2601 20250811 ... 5460 5446 SP
273 273 SP2602 20250811 ... 5420 5418 SP
274 274 SP2603 20250811 ... 5440 5418 SP
275 275 SP2604 20250811 ... 5428 5430 SP
276 276 SP2605 20250811 ... 5436 5422 SP
277 277 SP2606 20250811 ... 5458 5426 SP
278 278 SP2607 20250811 ... 5434 5420 SP
279 279 EC2508 20250811 ... 2080.1 2072.5 EC
280 280 EC2510 20250811 ... 1438.9 1448 EC
281 281 EC2512 20250811 ... 1772.4 1768.7 EC
282 282 EC2602 20250811 ... 1536.5 1530.4 EC
283 283 EC2604 20250811 ... 1362.4 1361.1 EC
284 284 EC2606 20250811 ... 1499 1500.3 EC
285 286 SC_TAS2509 20250811 ... SC_TAS
286 287 SC_TAS2510 20250811 ... SC_TAS
287 288 SC_TAS2511 20250811 ... SC_TAS
288 289 SC_TAS2512 20250811 ... SC_TAS
[289 rows x 13 columns]
2025-08-19 20:41:54,738 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 SC2509 20250811 494.5 ... 492.5 496.4 SC
1 SC2510 20250811 493.5 ... 490.1 493 SC
2 SC2511 20250811 489.9 ... 485.8 488 SC
3 SC2512 20250811 485.3 ... 481.5 483.5 SC
4 SC2601 20250811 482.9 ... 478.6 481.4 SC
5 SC2602 20250811 480 ... 477 478.9 SC
6 SC2603 20250811 477.6 ... 474.1 476.1 SC
7 SC2604 20250811 475.4 ... 471.3 474.9 SC
8 SC2605 20250811 474.8 ... 469.4 473.3 SC
9 SC2606 20250811 472.4 ... 468.6 472.6 SC
10 SC2607 20250811 469.3 ... 464.9 472.5 SC
11 SC2608 20250811 468.2 ... 467.3 468.6 SC
12 SC2609 20250811 468.1 ... 466.8 468.7 SC
13 SC2612 20250811 462 ... 462 465.3 SC
14 SC2703 20250811 460 ... 460.4 465.9 SC
15 SC2706 20250811 461 ... 460.4 462.5 SC
16 SC2709 20250811 456.1 ... 457.7 462.1 SC
17 SC2712 20250811 ... 458.5 464 SC
18 SC2803 20250811 ... 456.7 460 SC
19 SC2806 20250811 455 ... 452.3 453.6 SC
21 LU2509 20250811 3461 ... 3452 3477 LU
22 LU2510 20250811 3480 ... 3469 3495 LU
23 LU2511 20250811 3470 ... 3469 3488 LU
24 LU2512 20250811 3463 ... 3454 3472 LU
25 LU2601 20250811 3443 ... 3432 3441 LU
26 LU2602 20250811 3415 ... 3404 3407 LU
27 LU2603 20250811 3412 ... 3400 3408 LU
28 LU2604 20250811 3407 ... 3396 3395 LU
29 LU2605 20250811 3407 ... 3405 3400 LU
30 LU2606 20250811 3410 ... 3403 3395 LU
31 LU2607 20250811 3405 ... 3395 3387 LU
32 LU2608 20250811 3396 ... 3387 3378 LU
34 NR2508 20250811 12430 ... 12440 12295 NR
35 NR2509 20250811 12425 ... 12520 12345 NR
36 NR2510 20250811 12475 ... 12575 12405 NR
37 NR2511 20250811 12485 ... 12620 12445 NR
38 NR2512 20250811 12550 ... 12660 12460 NR
39 NR2601 20250811 12595 ... 12705 12515 NR
40 NR2602 20250811 12735 ... 12720 12535 NR
41 NR2603 20250811 12740 ... 12745 12605 NR
42 NR2604 20250811 12800 ... 12780 12615 NR
43 NR2605 20250811 12840 ... 12765 12660 NR
44 NR2606 20250811 12880 ... 12840 12745 NR
45 NR2607 20250811 ... 12755 12755 NR
47 BC2508 20250811 ... 69300 69300 BC
48 BC2509 20250811 69690 ... 70120 69610 BC
49 BC2510 20250811 69730 ... 70170 69690 BC
50 BC2511 20250811 70600 ... 70450 69590 BC
51 BC2512 20250811 69940 ... 70240 69720 BC
52 BC2601 20250811 ... 70020 70020 BC
53 BC2602 20250811 ... 70000 70000 BC
54 BC2603 20250811 ... 70000 70000 BC
55 BC2604 20250811 ... 70000 70000 BC
56 BC2605 20250811 ... 70000 70000 BC
57 BC2606 20250811 ... 69340 69340 BC
58 BC2607 20250811 ... 68740 68670 BC
60 EC2508 20250811 2068.3 ... 2080.1 2072.5 EC
61 EC2510 20250811 1430.1 ... 1438.9 1448 EC
62 EC2512 20250811 1746 ... 1772.4 1768.7 EC
63 EC2602 20250811 1525 ... 1536.5 1530.4 EC
64 EC2604 20250811 1350.1 ... 1362.4 1361.1 EC
65 EC2606 20250811 1490.9 ... 1499 1500.3 EC
68 SC_TAS2509 20250811 ... SC_TAS
69 SC_TAS2510 20250811 ... SC_TAS
70 SC_TAS2511 20250811 ... SC_TAS
71 SC_TAS2512 20250811 ... SC_TAS
[66 rows x 12 columns]
2025-08-19 20:41:54,870 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250811 8100.0 8193.0 ... 541640.87 8125.0 8022.0 AP
1 AP511 20250811 7885.0 7891.0 ... 4097.50 7850.0 7797.0 AP
2 AP512 20250811 7907.0 7910.0 ... 385.78 7873.0 7827.0 AP
3 AP601 20250811 7973.0 8014.0 ... 59037.37 7957.0 7919.0 AP
4 AP603 20250811 7879.0 7881.0 ... 109.93 7852.0 7852.0 AP
5 AP604 20250811 7939.0 7939.0 ... 126.33 7895.0 7885.0 AP
6 AP605 20250811 7985.0 7997.0 ... 621.06 7962.0 7943.0 AP
7 CF509 20250811 13645.0 13750.0 ... 890560.83 13700.0 13660.0 CF
8 CF511 20250811 13675.0 13830.0 ... 177397.64 13760.0 13710.0 CF
9 CF601 20250811 13790.0 13945.0 ... 963431.42 13870.0 13815.0 CF
10 CF603 20250811 13740.0 13900.0 ... 1914.12 13820.0 13775.0 CF
11 CF605 20250811 13740.0 13890.0 ... 38252.16 13825.0 13770.0 CF
12 CF607 20250811 13755.0 13905.0 ... 352.68 13830.0 13785.0 CF
13 CJ509 20250811 10390.0 10660.0 ... 92452.24 10490.0 10130.0 CJ
14 CJ512 20250811 11500.0 11715.0 ... 33625.79 11525.0 11170.0 CJ
15 CJ601 20250811 11540.0 11825.0 ... 2151988.70 11655.0 11310.0 CJ
16 CJ603 20250811 11600.0 11895.0 ... 33014.05 11730.0 11375.0 CJ
17 CJ605 20250811 11735.0 12025.0 ... 320981.35 11845.0 11495.0 CJ
18 CJ607 20250811 11980.0 12165.0 ... 2600.84 12015.0 11665.0 CJ
19 CY508 20250811 0.0 0.0 ... 0.00 19955.0 19925.0 CY
20 CY509 20250811 19925.0 19970.0 ... 5718.88 19925.0 19895.0 CY
21 CY510 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
22 CY511 20250811 19580.0 19855.0 ... 71296.90 19715.0 19685.0 CY
23 CY512 20250811 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250811 19625.0 19840.0 ... 1056.77 19755.0 19725.0 CY
25 CY602 20250811 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250811 0.0 0.0 ... 0.00 20180.0 20165.0 CY
27 CY604 20250811 0.0 0.0 ... 0.00 20030.0 20040.0 CY
28 CY605 20250811 0.0 0.0 ... 0.00 19955.0 19955.0 CY
29 CY606 20250811 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250811 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250811 0.0 0.0 ... 0.00 1056.0 1056.0 FG
32 FG509 20250811 1058.0 1080.0 ... 2242973.58 1068.0 1060.0 FG
33 FG510 20250811 1147.0 1175.0 ... 123981.99 1163.0 1152.0 FG
34 FG511 20250811 1138.0 1168.0 ... 213406.64 1155.0 1143.0 FG
35 FG512 20250811 1208.0 1239.0 ... 113408.70 1227.0 1214.0 FG
36 FG601 20250811 1194.0 1229.0 ... 3258943.61 1214.0 1201.0 FG
37 FG602 20250811 1241.0 1279.0 ... 1481.09 1266.0 1254.0 FG
38 FG603 20250811 1238.0 1276.0 ... 1514.59 1264.0 1248.0 FG
39 FG604 20250811 1289.0 1319.0 ... 885.04 1309.0 1297.0 FG
40 FG605 20250811 1287.0 1314.0 ... 31853.41 1303.0 1293.0 FG
41 FG606 20250811 1311.0 1335.0 ... 1038.72 1325.0 1319.0 FG
42 FG607 20250811 1310.0 1332.0 ... 647.91 1322.0 1313.0 FG
43 JR509 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250811 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250811 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250811 0.0 0.0 ... 0.00 2337.0 2340.0 MA
53 MA509 20250811 2386.0 2395.0 ... 838637.47 2385.0 2388.0 MA
54 MA510 20250811 2410.0 2423.0 ... 85213.92 2413.0 2419.0 MA
55 MA511 20250811 2436.0 2445.0 ... 116603.83 2434.0 2443.0 MA
56 MA512 20250811 2470.0 2478.0 ... 43388.46 2464.0 2471.0 MA
57 MA601 20250811 2480.0 2491.0 ... 548514.79 2479.0 2489.0 MA
58 MA602 20250811 2492.0 2494.0 ... 42.22 2483.0 2490.0 MA
59 MA603 20250811 2487.0 2489.0 ... 44.62 2479.0 2487.0 MA
60 MA604 20250811 2479.0 2479.0 ... 12.34 2469.0 2475.0 MA
61 MA605 20250811 2443.0 2452.0 ... 15292.21 2443.0 2446.0 MA
62 MA606 20250811 2453.0 2453.0 ... 19.58 2448.0 2452.0 MA
63 MA607 20250811 2445.0 2445.0 ... 24.39 2439.0 2445.0 MA
64 OI509 20250811 9552.0 9612.0 ... 1855784.32 9560.0 9560.0 OI
65 OI511 20250811 9575.0 9630.0 ... 214492.87 9582.0 9579.0 OI
66 OI601 20250811 9544.0 9605.0 ... 1361776.66 9557.0 9543.0 OI
67 OI603 20250811 9494.0 9557.0 ... 2178.02 9511.0 9491.0 OI
68 OI605 20250811 9399.0 9464.0 ... 15460.93 9422.0 9399.0 OI
69 OI607 20250811 9408.0 9449.0 ... 56.58 9430.0 9389.0 OI
70 PF508 20250811 6298.0 6302.0 ... 97.66 6300.0 6290.0 PF
71 PF509 20250811 6332.0 6364.0 ... 61742.70 6346.0 6322.0 PF
72 PF510 20250811 6396.0 6442.0 ... 355520.99 6416.0 6390.0 PF
73 PF511 20250811 6392.0 6438.0 ... 134078.60 6412.0 6392.0 PF
74 PF512 20250811 6396.0 6440.0 ... 32363.49 6414.0 6394.0 PF
75 PF601 20250811 6416.0 6446.0 ... 10653.35 6420.0 6406.0 PF
76 PF602 20250811 6430.0 6480.0 ... 232.31 6454.0 6434.0 PF
77 PF603 20250811 6452.0 6494.0 ... 255.46 6468.0 6426.0 PF
78 PF604 20250811 6472.0 6528.0 ... 266.21 6494.0 6456.0 PF
79 PF605 20250811 6464.0 6538.0 ... 224.66 6512.0 6462.0 PF
80 PF606 20250811 6522.0 6522.0 ... 3.26 6522.0 6474.0 PF
81 PF607 20250811 6560.0 6560.0 ... 3.28 6560.0 6488.0 PF
82 PK510 20250811 8102.0 8110.0 ... 141095.61 8076.0 8104.0 PK
83 PK511 20250811 7958.0 7958.0 ... 141769.14 7928.0 7964.0 PK
84 PK512 20250811 7952.0 7966.0 ... 54867.47 7936.0 7952.0 PK
85 PK601 20250811 7968.0 7972.0 ... 15176.82 7956.0 7964.0 PK
86 PK603 20250811 7960.0 7988.0 ... 270.88 7968.0 7964.0 PK
87 PK604 20250811 7974.0 7974.0 ... 95.60 7968.0 7966.0 PK
88 PK605 20250811 7976.0 7978.0 ... 1791.95 7964.0 7966.0 PK
89 PL601 20250811 6462.0 6505.0 ... 16688.07 6478.0 6461.0 PL
90 PL602 20250811 6502.0 6543.0 ... 508.17 6515.0 6502.0 PL
91 PL603 20250811 6460.0 6492.0 ... 116.48 6471.0 6459.0 PL
92 PL604 20250811 0.0 0.0 ... 0.00 6490.0 6476.0 PL
93 PL605 20250811 6383.0 6406.0 ... 89.56 6397.0 6361.0 PL
94 PL606 20250811 0.0 0.0 ... 0.00 6488.0 6487.0 PL
95 PL607 20250811 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250811 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250811 0.0 0.0 ... 0.00 5922.0 5896.0 PR
103 PR509 20250811 5872.0 5906.0 ... 41733.63 5888.0 5866.0 PR
104 PR510 20250811 5916.0 5956.0 ... 175097.37 5938.0 5910.0 PR
105 PR511 20250811 5910.0 5960.0 ... 211568.29 5940.0 5914.0 PR
106 PR512 20250811 5910.0 5968.0 ... 63619.40 5946.0 5920.0 PR
107 PR601 20250811 5940.0 5968.0 ... 1205.38 5952.0 5930.0 PR
108 PR602 20250811 0.0 0.0 ... 0.00 5970.0 5954.0 PR
109 PR603 20250811 0.0 0.0 ... 0.00 5972.0 5960.0 PR
110 PR604 20250811 0.0 0.0 ... 0.00 5980.0 5968.0 PR
111 PR605 20250811 0.0 0.0 ... 0.00 5986.0 5976.0 PR
112 PR606 20250811 0.0 0.0 ... 0.00 5978.0 5958.0 PR
113 PR607 20250811 0.0 0.0 ... 0.00 5986.0 5960.0 PR
114 PX508 20250811 0.0 0.0 ... 0.00 6770.0 6748.0 PX
115 PX509 20250811 6750.0 6800.0 ... 250681.99 6770.0 6748.0 PX
116 PX510 20250811 6740.0 6792.0 ... 103378.88 6760.0 6720.0 PX
117 PX511 20250811 6710.0 6774.0 ... 226617.92 6742.0 6708.0 PX
118 PX512 20250811 6718.0 6768.0 ... 45418.66 6740.0 6706.0 PX
119 PX601 20250811 6706.0 6744.0 ... 79385.73 6716.0 6692.0 PX
120 PX602 20250811 6714.0 6714.0 ... 3.36 6714.0 6688.0 PX
121 PX603 20250811 0.0 0.0 ... 0.00 6690.0 6684.0 PX
122 PX604 20250811 6700.0 6710.0 ... 6.71 6706.0 6690.0 PX
123 PX605 20250811 6686.0 6724.0 ... 147.55 6708.0 6684.0 PX
124 PX606 20250811 0.0 0.0 ... 0.00 6694.0 6688.0 PX
125 PX607 20250811 6720.0 6720.0 ... 3.36 6720.0 6698.0 PX
126 RI509 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250811 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250811 0.0 0.0 ... 0.00 2718.0 2753.0 RM
133 RM509 20250811 2765.0 2766.0 ... 1168380.47 2735.0 2763.0 RM
134 RM511 20250811 2592.0 2596.0 ... 16889.95 2568.0 2588.0 RM
135 RM601 20250811 2499.0 2499.0 ... 848313.74 2464.0 2486.0 RM
136 RM603 20250811 2452.0 2452.0 ... 36034.66 2428.0 2443.0 RM
137 RM605 20250811 2413.0 2417.0 ... 91913.85 2405.0 2409.0 RM
138 RM607 20250811 2391.0 2399.0 ... 5057.75 2389.0 2388.0 RM
139 RS508 20250811 0.0 0.0 ... 0.00 4974.0 4978.0 RS
140 RS509 20250811 5013.0 5078.0 ... 171.18 5035.0 5039.0 RS
141 RS511 20250811 5201.0 5201.0 ... 61.78 5148.0 5181.0 RS
142 RS607 20250811 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250811 1221.0 1240.0 ... 510.77 1234.0 1270.0 SA
144 SA509 20250811 1240.0 1260.0 ... 929972.46 1247.0 1248.0 SA
145 SA510 20250811 1267.0 1287.0 ... 289856.67 1276.0 1273.0 SA
146 SA511 20250811 1280.0 1296.0 ... 348112.55 1284.0 1282.0 SA
147 SA512 20250811 1329.0 1343.0 ... 81268.37 1333.0 1329.0 SA
148 SA601 20250811 1326.0 1351.0 ... 4214185.14 1338.0 1336.0 SA
149 SA602 20250811 1342.0 1362.0 ... 5577.14 1349.0 1347.0 SA
150 SA603 20250811 1348.0 1366.0 ... 4101.29 1354.0 1351.0 SA
151 SA604 20250811 1387.0 1402.0 ... 3036.94 1393.0 1389.0 SA
152 SA605 20250811 1389.0 1407.0 ... 98612.46 1399.0 1393.0 SA
153 SA606 20250811 1391.0 1411.0 ... 1189.77 1403.0 1396.0 SA
154 SA607 20250811 1387.0 1405.0 ... 1059.71 1398.0 1393.0 SA
155 SF508 20250811 5784.0 5822.0 ... 498.03 5792.0 5760.0 SF
156 SF509 20250811 5788.0 5852.0 ... 623596.16 5808.0 5764.0 SF
157 SF510 20250811 5764.0 5842.0 ... 215678.34 5800.0 5752.0 SF
158 SF511 20250811 5980.0 6036.0 ... 478571.07 5998.0 5962.0 SF
159 SF512 20250811 5986.0 6032.0 ... 42616.50 5994.0 5958.0 SF
160 SF601 20250811 5976.0 6028.0 ... 111140.61 5992.0 5952.0 SF
161 SF602 20250811 5956.0 5980.0 ... 428.31 5950.0 5910.0 SF
162 SF603 20250811 6128.0 6158.0 ... 254.37 6130.0 6060.0 SF
163 SF604 20250811 6064.0 6118.0 ... 30.50 6100.0 6044.0 SF
164 SF605 20250811 6060.0 6132.0 ... 1808.35 6100.0 6040.0 SF
165 SF606 20250811 6024.0 6074.0 ... 204.98 6030.0 5974.0 SF
166 SF607 20250811 6138.0 6206.0 ... 193.94 6158.0 6098.0 SF
167 SH508 20250811 0.0 0.0 ... 0.00 2345.0 2303.0 SH
168 SH509 20250811 2452.0 2503.0 ... 1483104.67 2481.0 2437.0 SH
169 SH510 20250811 2536.0 2597.0 ... 317993.27 2576.0 2525.0 SH
170 SH511 20250811 2533.0 2599.0 ... 357896.24 2574.0 2527.0 SH
171 SH512 20250811 2553.0 2612.0 ... 91876.93 2589.0 2548.0 SH
172 SH601 20250811 2535.0 2595.0 ... 586403.12 2570.0 2535.0 SH
173 SH602 20250811 2563.0 2613.0 ... 1575.71 2587.0 2564.0 SH
174 SH603 20250811 2580.0 2624.0 ... 740.99 2600.0 2580.0 SH
175 SH604 20250811 2631.0 2667.0 ... 517.62 2654.0 2633.0 SH
176 SH605 20250811 2642.0 2678.0 ... 6377.54 2661.0 2643.0 SH
177 SH606 20250811 2670.0 2691.0 ... 216.97 2679.0 2661.0 SH
178 SH607 20250811 2661.0 2683.0 ... 80.19 2673.0 2652.0 SH
179 SM508 20250811 6088.0 6098.0 ... 404.44 6082.0 6050.0 SM
180 SM509 20250811 6060.0 6134.0 ... 831665.98 6100.0 6034.0 SM
181 SM510 20250811 6078.0 6140.0 ... 116845.43 6110.0 6028.0 SM
182 SM511 20250811 6144.0 6208.0 ... 178172.70 6178.0 6106.0 SM
183 SM512 20250811 6162.0 6216.0 ... 48043.99 6184.0 6130.0 SM
184 SM601 20250811 6162.0 6222.0 ... 373088.04 6192.0 6128.0 SM
185 SM602 20250811 6138.0 6214.0 ... 176.35 6188.0 6124.0 SM
186 SM603 20250811 6170.0 6232.0 ... 158.12 6202.0 6130.0 SM
187 SM604 20250811 6218.0 6226.0 ... 46.57 6210.0 6112.0 SM
188 SM605 20250811 6208.0 6262.0 ... 5626.51 6228.0 6166.0 SM
189 SM606 20250811 6204.0 6248.0 ... 34.23 6224.0 6152.0 SM
190 SM607 20250811 6204.0 6258.0 ... 24.92 6232.0 6172.0 SM
191 SR509 20250811 5691.0 5696.0 ... 227733.47 5680.0 5686.0 SR
192 SR511 20250811 5604.0 5609.0 ... 74202.43 5594.0 5594.0 SR
193 SR601 20250811 5584.0 5587.0 ... 666996.89 5574.0 5576.0 SR
194 SR603 20250811 5555.0 5559.0 ... 3994.29 5548.0 5552.0 SR
195 SR605 20250811 5540.0 5540.0 ... 17550.75 5530.0 5531.0 SR
196 SR607 20250811 5535.0 5536.0 ... 1188.63 5529.0 5531.0 SR
197 TA508 20250811 4690.0 4706.0 ... 215.70 4690.0 4676.0 TA
198 TA509 20250811 4704.0 4726.0 ... 1046665.88 4708.0 4688.0 TA
199 TA510 20250811 4714.0 4744.0 ... 78681.27 4726.0 4706.0 TA
200 TA511 20250811 4718.0 4750.0 ... 64206.99 4734.0 4714.0 TA
201 TA512 20250811 4724.0 4750.0 ... 29232.10 4736.0 4718.0 TA
202 TA601 20250811 4718.0 4748.0 ... 600651.24 4732.0 4716.0 TA
203 TA602 20250811 4722.0 4744.0 ... 35.53 4738.0 4716.0 TA
204 TA603 20250811 0.0 0.0 ... 0.00 4742.0 4730.0 TA
205 TA604 20250811 4752.0 4774.0 ... 7.15 4764.0 4746.0 TA
206 TA605 20250811 4760.0 4786.0 ... 11378.31 4772.0 4754.0 TA
207 TA606 20250811 4778.0 4778.0 ... 2.39 4778.0 4762.0 TA
208 TA607 20250811 4766.0 4780.0 ... 4.77 4774.0 4772.0 TA
209 UR508 20250811 1705.0 1705.0 ... 6.82 1705.0 1723.0 UR
210 UR509 20250811 1719.0 1730.0 ... 352526.95 1718.0 1739.0 UR
211 UR510 20250811 1721.0 1736.0 ... 25932.20 1726.0 1736.0 UR
212 UR511 20250811 1746.0 1760.0 ... 29212.66 1751.0 1760.0 UR
213 UR512 20250811 1742.0 1756.0 ... 864.47 1750.0 1758.0 UR
214 UR601 20250811 1740.0 1757.0 ... 243621.53 1748.0 1757.0 UR
215 UR602 20250811 1745.0 1753.0 ... 502.97 1746.0 1753.0 UR
216 UR603 20250811 1776.0 1788.0 ... 56.97 1780.0 1787.0 UR
217 UR604 20250811 1776.0 1786.0 ... 17.83 1783.0 1791.0 UR
218 UR605 20250811 1782.0 1794.0 ... 8809.91 1786.0 1791.0 UR
219 UR606 20250811 1770.0 1786.0 ... 124.45 1778.0 1783.0 UR
220 UR607 20250811 1780.0 1795.0 ... 85.79 1787.0 1790.0 UR
221 WH509 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250811 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250811 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-19 20:41:55,216 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
symbol date open ... settle pre_settle variety
0 PS2508 20250811 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250811 52000.0 ... 51425.0 49725.0 PS
2 PS2510 20250811 51230.0 ... 51535.0 49800.0 PS
3 PS2511 20250811 50600.0 ... 51445.0 49825.0 PS
4 PS2512 20250811 53000.0 ... 53435.0 52890.0 PS
5 PS2601 20250811 53650.0 ... 53615.0 52975.0 PS
6 PS2602 20250811 54000.0 ... 54005.0 53360.0 PS
7 PS2603 20250811 52355.0 ... 54190.0 53405.0 PS
8 PS2604 20250811 52440.0 ... 54525.0 53580.0 PS
9 PS2605 20250811 53355.0 ... 54115.0 53325.0 PS
10 PS2606 20250811 56485.0 ... 56955.0 56465.0 PS
11 PS2607 20250811 56895.0 ... 57055.0 56660.0 PS
13 SI2508 20250811 8895.0 ... 8860.0 8645.0 SI
14 SI2509 20250811 8705.0 ... 8895.0 8555.0 SI
15 SI2510 20250811 8410.0 ... 8900.0 8575.0 SI
16 SI2511 20250811 8760.0 ... 8940.0 8585.0 SI
17 SI2512 20250811 9125.0 ... 9255.0 8890.0 SI
18 SI2601 20250811 8980.0 ... 9230.0 8880.0 SI
19 SI2602 20250811 9105.0 ... 9210.0 8860.0 SI
20 SI2603 20250811 9020.0 ... 9240.0 8890.0 SI
21 SI2604 20250811 9060.0 ... 9250.0 8915.0 SI
22 SI2605 20250811 9070.0 ... 9265.0 8930.0 SI
23 SI2606 20250811 9165.0 ... 9280.0 8910.0 SI
24 SI2607 20250811 9200.0 ... 9295.0 8935.0 SI
27 LC2508 20250811 79000.0 ... 77680.0 74160.0 LC
28 LC2509 20250811 80560.0 ... 80540.0 74600.0 LC
29 LC2510 20250811 80920.0 ... 80820.0 74940.0 LC
30 LC2511 20250811 81000.0 ... 80900.0 75000.0 LC
31 LC2512 20250811 81100.0 ... 81100.0 75100.0 LC
32 LC2601 20250811 80960.0 ... 80960.0 74980.0 LC
33 LC2602 20250811 81080.0 ... 81360.0 75360.0 LC
34 LC2603 20250811 80880.0 ... 80880.0 74900.0 LC
35 LC2604 20250811 79940.0 ... 80160.0 74300.0 LC
36 LC2605 20250811 80300.0 ... 80280.0 74360.0 LC
37 LC2606 20250811 80220.0 ... 80200.0 74280.0 LC
38 LC2607 20250811 80400.0 ... 80520.0 74640.0 LC
[36 rows x 12 columns]
2025-08-19 20:41:55,550 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
2025-08-20 11:21:29,693 - future_1d - INFO - save future_daily 2025-08-11 completed
2025-08-20 11:21:29,693 - future_1d - INFO - save future_daily 2025-08-11 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250812 8145.0 8198.0 ... 291104.27 8164.0 8125.0 AP
1 AP511 20250812 7828.0 7902.0 ... 2403.13 7879.0 7850.0 AP
2 AP512 20250812 7915.0 7922.0 ... 261.04 7910.0 7873.0 AP
3 AP601 20250812 7920.0 7994.0 ... 27343.68 7967.0 7957.0 AP
4 AP603 20250812 7802.0 7906.0 ... 141.85 7880.0 7852.0 AP
5 AP604 20250812 7917.0 7950.0 ... 95.11 7926.0 7895.0 AP
6 AP605 20250812 7892.0 8010.0 ... 638.49 7981.0 7962.0 AP
7 CF509 20250812 13695.0 13740.0 ... 656350.85 13715.0 13700.0 CF
8 CF511 20250812 13770.0 13855.0 ... 183711.05 13810.0 13760.0 CF
9 CF601 20250812 13880.0 13990.0 ... 1283189.33 13935.0 13870.0 CF
10 CF603 20250812 13860.0 13940.0 ... 1666.02 13885.0 13820.0 CF
11 CF605 20250812 13820.0 13920.0 ... 62525.84 13875.0 13825.0 CF
12 CF607 20250812 13865.0 13925.0 ... 416.79 13895.0 13830.0 CF
13 CJ509 20250812 10515.0 10515.0 ... 38498.22 10400.0 10490.0 CJ
14 CJ512 20250812 11505.0 11525.0 ... 15244.95 11420.0 11525.0 CJ
15 CJ601 20250812 11640.0 11645.0 ... 1101582.32 11545.0 11655.0 CJ
16 CJ603 20250812 11715.0 11735.0 ... 17394.80 11605.0 11730.0 CJ
17 CJ605 20250812 11835.0 11845.0 ... 194585.72 11740.0 11845.0 CJ
18 CJ607 20250812 12050.0 12050.0 ... 1444.04 11935.0 12015.0 CJ
19 CY508 20250812 0.0 0.0 ... 0.00 20160.0 19955.0 CY
20 CY509 20250812 19915.0 20000.0 ... 5050.78 19965.0 19925.0 CY
21 CY510 20250812 20500.0 20500.0 ... 10.25 20500.0 20015.0 CY
22 CY511 20250812 19810.0 20030.0 ... 77386.98 19920.0 19715.0 CY
23 CY512 20250812 19660.0 19660.0 ... 19.66 19660.0 19650.0 CY
24 CY601 20250812 19850.0 19995.0 ... 2049.40 19895.0 19755.0 CY
25 CY602 20250812 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250812 20320.0 20320.0 ... 10.16 20320.0 20180.0 CY
27 CY604 20250812 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250812 20170.0 20170.0 ... 30.14 20095.0 19955.0 CY
29 CY606 20250812 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250812 0.0 0.0 ... 0.00 20285.0 20280.0 CY
31 FG508 20250812 1050.0 1050.0 ... 104.40 1044.0 1056.0 FG
32 FG509 20250812 1067.0 1092.0 ... 3007612.69 1067.0 1068.0 FG
33 FG510 20250812 1160.0 1196.0 ... 206394.46 1172.0 1163.0 FG
34 FG511 20250812 1158.0 1189.0 ... 279350.69 1164.0 1155.0 FG
35 FG512 20250812 1228.0 1276.0 ... 135596.54 1243.0 1227.0 FG
36 FG601 20250812 1216.0 1270.0 ... 6050472.04 1233.0 1214.0 FG
37 FG602 20250812 1232.0 1318.0 ... 3098.06 1276.0 1266.0 FG
38 FG603 20250812 1271.0 1318.0 ... 3186.21 1287.0 1264.0 FG
39 FG604 20250812 1312.0 1360.0 ... 1729.30 1332.0 1309.0 FG
40 FG605 20250812 1307.0 1357.0 ... 99309.10 1322.0 1303.0 FG
41 FG606 20250812 1337.0 1374.0 ... 2745.81 1345.0 1325.0 FG
42 FG607 20250812 1332.0 1369.0 ... 1729.84 1341.0 1322.0 FG
43 JR509 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250812 0.0 0.0 ... 0.00 2338.0 2337.0 MA
53 MA509 20250812 2393.0 2397.0 ... 655315.68 2386.0 2385.0 MA
54 MA510 20250812 2419.0 2427.0 ... 112728.89 2415.0 2413.0 MA
55 MA511 20250812 2442.0 2448.0 ... 146040.81 2435.0 2434.0 MA
56 MA512 20250812 2473.0 2480.0 ... 42106.69 2469.0 2464.0 MA
57 MA601 20250812 2485.0 2498.0 ... 491117.93 2486.0 2479.0 MA
58 MA602 20250812 2489.0 2496.0 ... 69.71 2490.0 2483.0 MA
59 MA603 20250812 2484.0 2495.0 ... 301.43 2491.0 2479.0 MA
60 MA604 20250812 2468.0 2487.0 ... 17.34 2477.0 2469.0 MA
61 MA605 20250812 2451.0 2462.0 ... 15214.47 2452.0 2443.0 MA
62 MA606 20250812 2461.0 2466.0 ... 4.93 2464.0 2448.0 MA
63 MA607 20250812 2447.0 2458.0 ... 281.97 2452.0 2439.0 MA
64 OI509 20250812 9609.0 9848.0 ... 2633146.82 9708.0 9560.0 OI
65 OI511 20250812 9630.0 9868.0 ... 389541.77 9733.0 9582.0 OI
66 OI601 20250812 9605.0 9850.0 ... 2639172.88 9711.0 9557.0 OI
67 OI603 20250812 9566.0 9790.0 ... 4865.99 9655.0 9511.0 OI
68 OI605 20250812 9472.0 9688.0 ... 28787.92 9570.0 9422.0 OI
69 OI607 20250812 9458.0 9649.0 ... 324.99 9558.0 9430.0 OI
70 PF508 20250812 6300.0 6312.0 ... 204.84 6304.0 6300.0 PF
71 PF509 20250812 6368.0 6382.0 ... 57395.29 6354.0 6346.0 PF
72 PF510 20250812 6426.0 6460.0 ... 417880.06 6428.0 6416.0 PF
73 PF511 20250812 6416.0 6456.0 ... 276878.91 6422.0 6412.0 PF
74 PF512 20250812 6412.0 6456.0 ... 94565.90 6426.0 6414.0 PF
75 PF601 20250812 6428.0 6462.0 ... 10190.85 6434.0 6420.0 PF
76 PF602 20250812 6442.0 6478.0 ... 48.40 6454.0 6454.0 PF
77 PF603 20250812 6442.0 6496.0 ... 35.60 6472.0 6468.0 PF
78 PF604 20250812 6488.0 6502.0 ... 35.73 6496.0 6494.0 PF
79 PF605 20250812 6510.0 6524.0 ... 29.33 6520.0 6512.0 PF
80 PF606 20250812 0.0 0.0 ... 0.00 6528.0 6522.0 PF
81 PF607 20250812 6530.0 6530.0 ... 3.27 6530.0 6560.0 PF
82 PK510 20250812 8086.0 8090.0 ... 115616.53 8078.0 8076.0 PK
83 PK511 20250812 7932.0 7948.0 ... 131027.89 7930.0 7928.0 PK
84 PK512 20250812 7946.0 7960.0 ... 30842.18 7944.0 7936.0 PK
85 PK601 20250812 7952.0 7974.0 ... 12223.75 7956.0 7956.0 PK
86 PK603 20250812 7962.0 7962.0 ... 59.69 7960.0 7968.0 PK
87 PK604 20250812 7948.0 7966.0 ... 51.73 7960.0 7968.0 PK
88 PK605 20250812 7958.0 7968.0 ... 1404.19 7956.0 7964.0 PK
89 PL601 20250812 6517.0 6560.0 ... 18878.95 6513.0 6478.0 PL
90 PL602 20250812 6560.0 6575.0 ... 564.69 6566.0 6515.0 PL
91 PL603 20250812 6510.0 6530.0 ... 417.24 6519.0 6471.0 PL
92 PL604 20250812 0.0 0.0 ... 0.00 6515.0 6490.0 PL
93 PL605 20250812 6403.0 6435.0 ... 128.45 6423.0 6397.0 PL
94 PL606 20250812 0.0 0.0 ... 0.00 6489.0 6488.0 PL
95 PL607 20250812 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250812 5922.0 5922.0 ... 2513.89 5922.0 5922.0 PR
103 PR509 20250812 5902.0 5922.0 ... 29406.76 5902.0 5888.0 PR
104 PR510 20250812 5950.0 5978.0 ... 151460.76 5954.0 5938.0 PR
105 PR511 20250812 5948.0 5984.0 ... 185640.50 5960.0 5940.0 PR
106 PR512 20250812 5946.0 5988.0 ... 63086.15 5966.0 5946.0 PR
107 PR601 20250812 5968.0 5992.0 ... 546.40 5972.0 5952.0 PR
108 PR602 20250812 0.0 0.0 ... 0.00 5998.0 5970.0 PR
109 PR603 20250812 0.0 0.0 ... 0.00 6000.0 5972.0 PR
110 PR604 20250812 0.0 0.0 ... 0.00 5992.0 5980.0 PR
111 PR605 20250812 0.0 0.0 ... 0.00 6010.0 5986.0 PR
112 PR606 20250812 0.0 0.0 ... 0.00 5996.0 5978.0 PR
113 PR607 20250812 0.0 0.0 ... 0.00 6004.0 5986.0 PR
114 PX508 20250812 0.0 0.0 ... 0.00 6792.0 6770.0 PX
115 PX509 20250812 6792.0 6858.0 ... 234305.92 6808.0 6770.0 PX
116 PX510 20250812 6768.0 6830.0 ... 110567.50 6786.0 6760.0 PX
117 PX511 20250812 6752.0 6810.0 ... 280442.09 6764.0 6742.0 PX
118 PX512 20250812 6744.0 6800.0 ... 70607.16 6754.0 6740.0 PX
119 PX601 20250812 6728.0 6778.0 ... 89618.73 6744.0 6716.0 PX
120 PX602 20250812 0.0 0.0 ... 0.00 6738.0 6714.0 PX
121 PX603 20250812 0.0 0.0 ... 0.00 6732.0 6690.0 PX
122 PX604 20250812 0.0 0.0 ... 0.00 6732.0 6706.0 PX
123 PX605 20250812 6720.0 6758.0 ... 114.54 6738.0 6708.0 PX
124 PX606 20250812 6758.0 6758.0 ... 3.38 6758.0 6694.0 PX
125 PX607 20250812 6766.0 6766.0 ... 3.38 6766.0 6720.0 PX
126 RI509 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250812 0.0 0.0 ... 0.00 2654.0 2718.0 RM
133 RM509 20250812 2701.0 2711.0 ... 1767998.94 2662.0 2735.0 RM
134 RM511 20250812 2541.0 2622.0 ... 43485.76 2578.0 2568.0 RM
135 RM601 20250812 2442.0 2566.0 ... 1527735.27 2488.0 2464.0 RM
136 RM603 20250812 2417.0 2509.0 ... 46565.01 2456.0 2428.0 RM
137 RM605 20250812 2397.0 2470.0 ... 154151.60 2435.0 2405.0 RM
138 RM607 20250812 2388.0 2447.0 ... 8797.52 2416.0 2389.0 RM
139 RS508 20250812 0.0 0.0 ... 0.00 4927.0 4974.0 RS
140 RS509 20250812 5010.0 5036.0 ... 20.09 5023.0 5035.0 RS
141 RS511 20250812 5127.0 5127.0 ... 61.19 5099.0 5148.0 RS
142 RS607 20250812 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250812 1235.0 1280.0 ... 99.80 1248.0 1234.0 SA
144 SA509 20250812 1252.0 1312.0 ... 1695268.07 1282.0 1247.0 SA
145 SA510 20250812 1278.0 1340.0 ... 577358.61 1299.0 1276.0 SA
146 SA511 20250812 1286.0 1349.0 ... 735496.58 1311.0 1284.0 SA
147 SA512 20250812 1337.0 1418.0 ... 180043.43 1378.0 1333.0 SA
148 SA601 20250812 1345.0 1429.0 ... 8979866.17 1388.0 1338.0 SA
149 SA602 20250812 1354.0 1444.0 ... 14132.48 1400.0 1349.0 SA
150 SA603 20250812 1360.0 1455.0 ... 16454.63 1408.0 1354.0 SA
151 SA604 20250812 1399.0 1488.0 ... 8955.34 1437.0 1393.0 SA
152 SA605 20250812 1403.0 1501.0 ... 306013.73 1443.0 1399.0 SA
153 SA606 20250812 1409.0 1500.0 ... 4084.44 1441.0 1403.0 SA
154 SA607 20250812 1407.0 1492.0 ... 4786.95 1440.0 1398.0 SA
155 SF508 20250812 0.0 0.0 ... 0.00 5792.0 5792.0 SF
156 SF509 20250812 5850.0 5900.0 ... 580953.87 5854.0 5808.0 SF
157 SF510 20250812 5840.0 5888.0 ... 283999.97 5846.0 5800.0 SF
158 SF511 20250812 6032.0 6076.0 ... 580896.72 6038.0 5998.0 SF
159 SF512 20250812 6042.0 6070.0 ... 43472.11 6030.0 5994.0 SF
160 SF601 20250812 6030.0 6068.0 ... 156936.39 6032.0 5992.0 SF
161 SF602 20250812 6000.0 6022.0 ... 380.33 5990.0 5950.0 SF
162 SF603 20250812 6180.0 6212.0 ... 259.28 6174.0 6130.0 SF
163 SF604 20250812 6192.0 6192.0 ... 18.48 6162.0 6100.0 SF
164 SF605 20250812 6140.0 6188.0 ... 1282.68 6152.0 6100.0 SF
165 SF606 20250812 6088.0 6120.0 ... 88.20 6084.0 6030.0 SF
166 SF607 20250812 6214.0 6258.0 ... 164.71 6216.0 6158.0 SF
167 SH508 20250812 0.0 0.0 ... 0.00 2356.0 2345.0 SH
168 SH509 20250812 2494.0 2517.0 ... 1106149.99 2493.0 2481.0 SH
169 SH510 20250812 2590.0 2630.0 ... 418125.73 2604.0 2576.0 SH
170 SH511 20250812 2600.0 2644.0 ... 541847.63 2617.0 2574.0 SH
171 SH512 20250812 2615.0 2661.0 ... 138951.95 2639.0 2589.0 SH
172 SH601 20250812 2600.0 2645.0 ... 800222.65 2621.0 2570.0 SH
173 SH602 20250812 2618.0 2660.0 ... 634.07 2642.0 2587.0 SH
174 SH603 20250812 2626.0 2684.0 ... 524.44 2649.0 2600.0 SH
175 SH604 20250812 2672.0 2731.0 ... 363.46 2692.0 2654.0 SH
176 SH605 20250812 2677.0 2729.0 ... 7698.33 2704.0 2661.0 SH
177 SH606 20250812 2694.0 2745.0 ... 350.30 2715.0 2679.0 SH
178 SH607 20250812 2684.0 2727.0 ... 65.08 2712.0 2673.0 SH
179 SM508 20250812 6120.0 6120.0 ... 792.07 6116.0 6082.0 SM
180 SM509 20250812 6130.0 6152.0 ... 791499.01 6114.0 6100.0 SM
181 SM510 20250812 6138.0 6166.0 ... 152913.93 6120.0 6110.0 SM
182 SM511 20250812 6224.0 6234.0 ... 213831.85 6192.0 6178.0 SM
183 SM512 20250812 6206.0 6244.0 ... 37887.92 6206.0 6184.0 SM
184 SM601 20250812 6224.0 6248.0 ... 418825.26 6210.0 6192.0 SM
185 SM602 20250812 6196.0 6238.0 ... 279.16 6204.0 6188.0 SM
186 SM603 20250812 6208.0 6260.0 ... 196.03 6224.0 6202.0 SM
187 SM604 20250812 6218.0 6248.0 ... 24.91 6228.0 6210.0 SM
188 SM605 20250812 6256.0 6290.0 ... 5306.91 6254.0 6228.0 SM
189 SM606 20250812 6260.0 6284.0 ... 93.95 6264.0 6224.0 SM
190 SM607 20250812 6240.0 6304.0 ... 94.05 6270.0 6232.0 SM
191 SR509 20250812 5688.0 5711.0 ... 315917.12 5690.0 5680.0 SR
192 SR511 20250812 5600.0 5628.0 ... 109098.34 5608.0 5594.0 SR
193 SR601 20250812 5580.0 5612.0 ... 881478.20 5589.0 5574.0 SR
194 SR603 20250812 5553.0 5584.0 ... 4859.66 5567.0 5548.0 SR
195 SR605 20250812 5535.0 5565.0 ... 30870.22 5545.0 5530.0 SR
196 SR607 20250812 5535.0 5564.0 ... 1957.36 5545.0 5529.0 SR
197 TA508 20250812 4700.0 4710.0 ... 5842.14 4700.0 4690.0 TA
198 TA509 20250812 4724.0 4742.0 ... 866621.23 4718.0 4708.0 TA
199 TA510 20250812 4728.0 4766.0 ... 97869.48 4742.0 4726.0 TA
200 TA511 20250812 4742.0 4772.0 ... 94757.94 4742.0 4734.0 TA
201 TA512 20250812 4746.0 4776.0 ... 56329.63 4744.0 4736.0 TA
202 TA601 20250812 4748.0 4778.0 ... 615082.31 4752.0 4732.0 TA
203 TA602 20250812 4740.0 4774.0 ... 488.09 4762.0 4738.0 TA
204 TA603 20250812 4760.0 4770.0 ... 78.60 4764.0 4742.0 TA
205 TA604 20250812 4760.0 4800.0 ... 21.54 4788.0 4764.0 TA
206 TA605 20250812 4788.0 4820.0 ... 11524.12 4792.0 4772.0 TA
207 TA606 20250812 4818.0 4822.0 ... 12.05 4818.0 4778.0 TA
208 TA607 20250812 4836.0 4836.0 ... 7.25 4834.0 4774.0 TA
209 UR508 20250812 1717.0 1722.0 ... 601.94 1720.0 1705.0 UR
210 UR509 20250812 1722.0 1733.0 ... 315689.22 1726.0 1718.0 UR
211 UR510 20250812 1731.0 1740.0 ... 32650.00 1734.0 1726.0 UR
212 UR511 20250812 1752.0 1759.0 ... 36834.99 1753.0 1751.0 UR
213 UR512 20250812 1750.0 1761.0 ... 990.56 1756.0 1750.0 UR
214 UR601 20250812 1755.0 1765.0 ... 295615.08 1756.0 1748.0 UR
215 UR602 20250812 1752.0 1760.0 ... 245.56 1754.0 1746.0 UR
216 UR603 20250812 1791.0 1794.0 ... 85.86 1789.0 1780.0 UR
217 UR604 20250812 1794.0 1798.0 ... 35.92 1796.0 1783.0 UR
218 UR605 20250812 1793.0 1803.0 ... 8360.65 1795.0 1786.0 UR
219 UR606 20250812 1785.0 1795.0 ... 211.24 1790.0 1778.0 UR
220 UR607 20250812 1796.0 1800.0 ... 338.01 1798.0 1787.0 UR
221 WH509 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-20 11:21:37,911 - future_1d - INFO - ak.get_czce_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 IC2508 20250812 6372.200 ... 6405.200 6376.200 IC
1 IC2509 20250812 6301.000 ... 6338.800 6309.600 IC
2 IC2512 20250812 6154.600 ... 6182.600 6154.600 IC
3 IC2603 20250812 6012.800 ... 6047.600 6018.800 IC
4 IF2508 20250812 4115.000 ... 4141.200 4123.000 IF
5 IF2509 20250812 4109.600 ... 4128.600 4110.200 IF
6 IF2512 20250812 4076.000 ... 4099.600 4081.200 IF
7 IF2603 20250812 4046.200 ... 4068.000 4048.800 IF
8 IH2508 20250812 2789.200 ... 2808.800 2792.400 IH
9 IH2509 20250812 2790.400 ... 2809.000 2792.600 IH
10 IH2512 20250812 2791.600 ... 2810.000 2793.600 IH
11 IH2603 20250812 2792.000 ... 2809.400 2793.200 IH
12 IM2508 20250812 6926.000 ... 6950.800 6933.000 IM
13 IM2509 20250812 6852.200 ... 6879.800 6862.400 IM
14 IM2512 20250812 6661.200 ... 6689.800 6674.400 IM
15 IM2603 20250812 6484.800 ... 6507.400 6492.800 IM
16 T2509 20250812 108.455 ... 108.410 108.465 T
17 T2512 20250812 108.355 ... 108.290 108.365 T
18 T2603 20250812 108.170 ... 108.080 108.170 T
19 TF2509 20250812 105.720 ... 105.695 105.720 TF
20 TF2512 20250812 105.735 ... 105.720 105.755 TF
21 TF2603 20250812 105.795 ... 105.745 105.785 TF
22 TL2509 20250812 118.460 ... 118.150 118.510 TL
23 TL2512 20250812 118.090 ... 117.740 118.090 TL
24 TL2603 20250812 117.820 ... 117.370 117.790 TL
25 TS2509 20250812 102.360 ... 102.338 102.354 TS
26 TS2512 20250812 102.386 ... 102.374 102.396 TS
27 TS2603 20250812 102.372 ... 102.356 102.372 TS
[28 rows x 12 columns]
2025-08-20 11:21:38,047 - future_1d - INFO - ak.get_cffex_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 SC2509 20250812 495.4 ... 494.3 492.5 SC
1 SC2510 20250812 492.5 ... 492.6 490.1 SC
2 SC2511 20250812 489 ... 489.7 485.8 SC
3 SC2512 20250812 484.5 ... 485.5 481.5 SC
4 SC2601 20250812 480 ... 482.5 478.6 SC
5 SC2602 20250812 477.8 ... 479.9 477 SC
6 SC2603 20250812 476.9 ... 477.9 474.1 SC
7 SC2604 20250812 476 ... 475.7 471.3 SC
8 SC2605 20250812 472.8 ... 474.2 469.4 SC
9 SC2606 20250812 471.4 ... 473.7 468.6 SC
10 SC2607 20250812 467.9 ... 470.7 464.9 SC
11 SC2608 20250812 468.6 ... 470.5 467.3 SC
12 SC2609 20250812 467.7 ... 467.7 466.8 SC
13 SC2612 20250812 473.9 ... 469.4 462 SC
14 SC2703 20250812 463.6 ... 464.6 460.4 SC
15 SC2706 20250812 464 ... 464 460.4 SC
16 SC2709 20250812 462 ... 462.4 457.7 SC
17 SC2712 20250812 ... 458.5 458.5 SC
18 SC2803 20250812 456.3 ... 456.3 456.7 SC
19 SC2806 20250812 454 ... 453.2 452.3 SC
21 LU2509 20250812 3475 ... 3483 3452 LU
22 LU2510 20250812 3500 ... 3499 3469 LU
23 LU2511 20250812 3477 ... 3487 3469 LU
24 LU2512 20250812 3466 ... 3473 3454 LU
25 LU2601 20250812 3432 ... 3445 3432 LU
26 LU2602 20250812 3408 ... 3413 3404 LU
27 LU2603 20250812 3405 ... 3410 3400 LU
28 LU2604 20250812 3407 ... 3405 3396 LU
29 LU2605 20250812 3399 ... 3405 3405 LU
30 LU2606 20250812 3406 ... 3407 3403 LU
31 LU2607 20250812 3392 ... 3406 3395 LU
32 LU2608 20250812 3404 ... 3405 3387 LU
34 NR2508 20250812 12480 ... 12480 12440 NR
35 NR2509 20250812 12635 ... 12560 12520 NR
36 NR2510 20250812 12630 ... 12620 12575 NR
37 NR2511 20250812 12675 ... 12655 12620 NR
38 NR2512 20250812 12715 ... 12690 12660 NR
39 NR2601 20250812 12770 ... 12755 12705 NR
40 NR2602 20250812 12785 ... 12755 12720 NR
41 NR2603 20250812 12800 ... 12775 12745 NR
42 NR2604 20250812 12810 ... 12860 12780 NR
43 NR2605 20250812 12820 ... 12835 12765 NR
44 NR2606 20250812 12895 ... 12895 12840 NR
45 NR2607 20250812 ... 12820 12755 NR
47 BC2508 20250812 69300 ... 69300 69300 BC
48 BC2509 20250812 69880 ... 70120 70120 BC
49 BC2510 20250812 70070 ... 70220 70170 BC
50 BC2511 20250812 70270 ... 70270 70450 BC
51 BC2512 20250812 70000 ... 69990 70240 BC
52 BC2601 20250812 ... 70020 70020 BC
53 BC2602 20250812 ... 70000 70000 BC
54 BC2603 20250812 ... 70000 70000 BC
55 BC2604 20250812 ... 70000 70000 BC
56 BC2605 20250812 ... 70000 70000 BC
57 BC2606 20250812 ... 69340 69340 BC
58 BC2607 20250812 ... 68740 68740 BC
60 EC2508 20250812 2084 ... 2080.6 2080.1 EC
61 EC2510 20250812 1411 ... 1411.7 1438.9 EC
62 EC2512 20250812 1749.9 ... 1720.5 1772.4 EC
63 EC2602 20250812 1530 ... 1516.8 1536.5 EC
64 EC2604 20250812 1345.8 ... 1340.4 1362.4 EC
65 EC2606 20250812 1480 ... 1487.1 1499 EC
68 SC_TAS2509 20250812 ... SC_TAS
69 SC_TAS2510 20250812 ... SC_TAS
70 SC_TAS2511 20250812 ... SC_TAS
71 SC_TAS2512 20250812 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:21:38,123 - future_1d - INFO - ak.get_ine_daily('2025-08-12') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250812 ... 78940 78960 CU
1 1 CU2509 20250812 ... 78940 78920 CU
2 2 CU2510 20250812 ... 78970 78930 CU
3 3 CU2511 20250812 ... 78960 78910 CU
4 4 CU2512 20250812 ... 78940 78920 CU
5 5 CU2601 20250812 ... 78920 78890 CU
6 6 CU2602 20250812 ... 78880 78920 CU
7 7 CU2603 20250812 ... 78920 78860 CU
8 8 CU2604 20250812 ... 78920 78900 CU
9 9 CU2605 20250812 ... 78900 78870 CU
10 10 CU2606 20250812 ... 78920 78860 CU
11 11 CU2607 20250812 ... 78950 78790 CU
12 12 BC2508 20250812 ... 69300 69300 BC
13 13 BC2509 20250812 ... 70120 70120 BC
14 14 BC2510 20250812 ... 70220 70170 BC
15 15 BC2511 20250812 ... 70270 70450 BC
16 16 BC2512 20250812 ... 69990 70240 BC
17 17 BC2601 20250812 ... 70020 70020 BC
18 18 BC2602 20250812 ... 70000 70000 BC
19 19 BC2603 20250812 ... 70000 70000 BC
20 20 BC2604 20250812 ... 70000 70000 BC
21 21 BC2605 20250812 ... 70000 70000 BC
22 22 BC2606 20250812 ... 69340 69340 BC
23 23 BC2607 20250812 ... 68740 68740 BC
24 24 AL2508 20250812 ... 20665 20690 AL
25 25 AL2509 20250812 ... 20660 20675 AL
26 26 AL2510 20250812 ... 20645 20655 AL
27 27 AL2511 20250812 ... 20625 20615 AL
28 28 AL2512 20250812 ... 20575 20570 AL
29 29 AL2601 20250812 ... 20560 20550 AL
30 30 AL2602 20250812 ... 20565 20550 AL
31 31 AL2603 20250812 ... 20605 20585 AL
32 32 AL2604 20250812 ... 20615 20600 AL
33 33 AL2605 20250812 ... 20610 20615 AL
34 34 AL2606 20250812 ... 20620 20625 AL
35 35 AL2607 20250812 ... 20650 20630 AL
36 36 ZN2508 20250812 ... 22545 22565 ZN
37 37 ZN2509 20250812 ... 22545 22560 ZN
38 38 ZN2510 20250812 ... 22570 22585 ZN
39 39 ZN2511 20250812 ... 22585 22600 ZN
40 40 ZN2512 20250812 ... 22560 22595 ZN
41 41 ZN2601 20250812 ... 22535 22550 ZN
42 42 ZN2602 20250812 ... 22495 22545 ZN
43 43 ZN2603 20250812 ... 22505 22520 ZN
44 44 ZN2604 20250812 ... 22540 22535 ZN
45 45 ZN2605 20250812 ... 22530 22555 ZN
46 46 ZN2606 20250812 ... 22510 22535 ZN
47 47 ZN2607 20250812 ... 22510 22520 ZN
48 48 PB2508 20250812 ... 16875 16845 PB
49 49 PB2509 20250812 ... 16920 16885 PB
50 50 PB2510 20250812 ... 16930 16895 PB
51 51 PB2511 20250812 ... 16955 16920 PB
52 52 PB2512 20250812 ... 16955 16950 PB
53 53 PB2601 20250812 ... 16990 16975 PB
54 54 PB2602 20250812 ... 17000 17000 PB
55 55 PB2603 20250812 ... 17030 17030 PB
56 56 PB2604 20250812 ... 17030 17000 PB
57 57 PB2605 20250812 ... 17075 16985 PB
58 58 PB2606 20250812 ... 17075 17020 PB
59 59 PB2607 20250812 ... 17060 17060 PB
60 60 NI2508 20250812 ... 121980 121670 NI
61 61 NI2509 20250812 ... 122630 121630 NI
62 62 NI2510 20250812 ... 122780 121840 NI
63 63 NI2511 20250812 ... 123030 122060 NI
64 64 NI2512 20250812 ... 123270 122310 NI
65 65 NI2601 20250812 ... 123480 122550 NI
66 66 NI2602 20250812 ... 123680 123080 NI
67 67 NI2603 20250812 ... 124050 123270 NI
68 68 NI2604 20250812 ... 124260 123570 NI
69 69 NI2605 20250812 ... 124570 123750 NI
70 70 NI2606 20250812 ... 124840 124100 NI
71 71 NI2607 20250812 ... 125050 124380 NI
72 72 SN2508 20250812 ... 268890 267200 SN
73 73 SN2509 20250812 ... 270410 267960 SN
74 74 SN2510 20250812 ... 270600 268200 SN
75 75 SN2511 20250812 ... 270550 268170 SN
76 76 SN2512 20250812 ... 270460 268250 SN
77 77 SN2601 20250812 ... 270640 268540 SN
78 78 SN2602 20250812 ... 270740 268300 SN
79 79 SN2603 20250812 ... 271330 269240 SN
80 80 SN2604 20250812 ... 271490 269640 SN
81 81 SN2605 20250812 ... 271490 269900 SN
82 82 SN2606 20250812 ... 270900 269740 SN
83 83 SN2607 20250812 ... 270450 269050 SN
84 84 AO2508 20250812 ... 3216 3172 AO
85 85 AO2509 20250812 ... 3260 3176 AO
86 86 AO2510 20250812 ... 3269 3182 AO
87 87 AO2511 20250812 ... 3271 3194 AO
88 88 AO2512 20250812 ... 3294 3203 AO
89 89 AO2601 20250812 ... 3311 3211 AO
90 90 AO2602 20250812 ... 3314 3208 AO
91 91 AO2603 20250812 ... 3323 3210 AO
92 92 AO2604 20250812 ... 3323 3218 AO
93 93 AO2605 20250812 ... 3321 3218 AO
94 94 AO2606 20250812 ... 3311 3220 AO
95 95 AO2607 20250812 ... 3318 3211 AO
96 96 AD2511 20250812 ... 20090 20105 AD
97 97 AD2512 20250812 ... 20085 20100 AD
98 98 AD2601 20250812 ... 20070 20045 AD
99 99 AD2602 20250812 ... 19955 19950 AD
100 100 AD2603 20250812 ... 19940 19940 AD
101 101 AD2604 20250812 ... 19920 19925 AD
102 102 AD2605 20250812 ... 19785 19845 AD
103 103 AD2606 20250812 ... 19745 19825 AD
104 104 AD2607 20250812 ... 19830 19830 AD
105 105 AU2508 20250812 ... 775.08 783.02 AU
106 106 AU2509 20250812 ... 775.98 783.54 AU
107 107 AU2510 20250812 ... 777.1 784.8 AU
108 108 AU2512 20250812 ... 779.2 786.54 AU
109 109 AU2602 20250812 ... 781.38 788.76 AU
110 110 AU2604 20250812 ... 783.54 790.9 AU
111 111 AU2606 20250812 ... 785.82 792.56 AU
112 112 AU2608 20250812 ... 787.96 794.88 AU
113 113 AG2508 20250812 ... 9154 9220 AG
114 114 AG2509 20250812 ... 9158 9230 AG
115 115 AG2510 20250812 ... 9169 9244 AG
116 116 AG2511 20250812 ... 9184 9255 AG
117 117 AG2512 20250812 ... 9196 9263 AG
118 118 AG2601 20250812 ... 9206 9277 AG
119 119 AG2602 20250812 ... 9219 9292 AG
120 120 AG2603 20250812 ... 9230 9294 AG
121 121 AG2604 20250812 ... 9244 9313 AG
122 122 AG2605 20250812 ... 9255 9324 AG
123 123 AG2606 20250812 ... 9271 9332 AG
124 124 AG2607 20250812 ... 9283 9343 AG
125 125 RB2508 20250812 ... 3215 3200 RB
126 126 RB2509 20250812 ... 3228 3203 RB
127 127 RB2510 20250812 ... 3252 3227 RB
128 128 RB2511 20250812 ... 3271 3244 RB
129 129 RB2512 20250812 ... 3310 3280 RB
130 130 RB2601 20250812 ... 3328 3295 RB
131 131 RB2602 20250812 ... 3324 3294 RB
132 132 RB2603 20250812 ... 3338 3308 RB
133 133 RB2604 20250812 ... 3348 3323 RB
134 134 RB2605 20250812 ... 3356 3321 RB
135 135 RB2606 20250812 ... 3370 3332 RB
136 136 RB2607 20250812 ... 3368 3340 RB
137 137 WR2508 20250812 ... 3212 3212 WR
138 138 WR2509 20250812 ... 3342 3342 WR
139 139 WR2510 20250812 ... 3473 3447 WR
140 140 WR2511 20250812 ... 3480 3480 WR
141 141 WR2512 20250812 ... 3499 3499 WR
142 142 WR2601 20250812 ... 3496 3436 WR
143 143 WR2602 20250812 ... 3523 3523 WR
144 144 WR2603 20250812 ... 3550 3550 WR
145 145 WR2604 20250812 ... 3550 3550 WR
146 146 WR2605 20250812 ... 3479 3478 WR
147 147 WR2606 20250812 ... 3599 3599 WR
148 148 WR2607 20250812 ... 3648 3634 WR
149 149 HC2508 20250812 ... 3436 3436 HC
150 150 HC2509 20250812 ... 3488 3456 HC
151 151 HC2510 20250812 ... 3474 3436 HC
152 152 HC2511 20250812 ... 3469 3433 HC
153 153 HC2512 20250812 ... 3472 3436 HC
154 154 HC2601 20250812 ... 3470 3435 HC
155 155 HC2602 20250812 ... 3470 3434 HC
156 156 HC2603 20250812 ... 3469 3436 HC
157 157 HC2604 20250812 ... 3477 3441 HC
158 158 HC2605 20250812 ... 3478 3437 HC
159 159 HC2606 20250812 ... 3481 3451 HC
160 160 HC2607 20250812 ... 3479 3445 HC
161 161 SS2508 20250812 ... 13150 13030 SS
162 162 SS2509 20250812 ... 13135 13075 SS
163 163 SS2510 20250812 ... 13215 13150 SS
164 164 SS2511 20250812 ... 13260 13200 SS
165 165 SS2512 20250812 ... 13305 13250 SS
166 166 SS2601 20250812 ... 13365 13295 SS
167 167 SS2602 20250812 ... 13380 13360 SS
168 168 SS2603 20250812 ... 13440 13390 SS
169 169 SS2604 20250812 ... 13485 13415 SS
170 170 SS2605 20250812 ... 13535 13455 SS
171 171 SS2606 20250812 ... 13560 13480 SS
172 172 SS2607 20250812 ... 13595 13545 SS
173 173 SC2509 20250812 ... 494.3 492.5 SC
174 174 SC2510 20250812 ... 492.6 490.1 SC
175 175 SC2511 20250812 ... 489.7 485.8 SC
176 176 SC2512 20250812 ... 485.5 481.5 SC
177 177 SC2601 20250812 ... 482.5 478.6 SC
178 178 SC2602 20250812 ... 479.9 477 SC
179 179 SC2603 20250812 ... 477.9 474.1 SC
180 180 SC2604 20250812 ... 475.7 471.3 SC
181 181 SC2605 20250812 ... 474.2 469.4 SC
182 182 SC2606 20250812 ... 473.7 468.6 SC
183 183 SC2607 20250812 ... 470.7 464.9 SC
184 184 SC2608 20250812 ... 470.5 467.3 SC
185 185 SC2609 20250812 ... 467.7 466.8 SC
186 186 SC2612 20250812 ... 469.4 462 SC
187 187 SC2703 20250812 ... 464.6 460.4 SC
188 188 SC2706 20250812 ... 464 460.4 SC
189 189 SC2709 20250812 ... 462.4 457.7 SC
190 190 SC2712 20250812 ... 458.5 458.5 SC
191 191 SC2803 20250812 ... 456.3 456.7 SC
192 192 SC2806 20250812 ... 453.2 452.3 SC
193 193 LU2509 20250812 ... 3483 3452 LU
194 194 LU2510 20250812 ... 3499 3469 LU
195 195 LU2511 20250812 ... 3487 3469 LU
196 196 LU2512 20250812 ... 3473 3454 LU
197 197 LU2601 20250812 ... 3445 3432 LU
198 198 LU2602 20250812 ... 3413 3404 LU
199 199 LU2603 20250812 ... 3410 3400 LU
200 200 LU2604 20250812 ... 3405 3396 LU
201 201 LU2605 20250812 ... 3405 3405 LU
202 202 LU2606 20250812 ... 3407 3403 LU
203 203 LU2607 20250812 ... 3406 3395 LU
204 204 LU2608 20250812 ... 3405 3387 LU
205 205 FU2509 20250812 ... 2769 2774 FU
206 206 FU2510 20250812 ... 2781 2780 FU
207 207 FU2511 20250812 ... 2788 2787 FU
208 208 FU2512 20250812 ... 2794 2792 FU
209 209 FU2601 20250812 ... 2796 2793 FU
210 210 FU2602 20250812 ... 2788 2781 FU
211 211 FU2603 20250812 ... 2780 2770 FU
212 212 FU2604 20250812 ... 2775 2766 FU
213 213 FU2605 20250812 ... 2764 2758 FU
214 214 FU2606 20250812 ... 2757 2748 FU
215 215 FU2607 20250812 ... 2735 2724 FU
216 216 FU2608 20250812 ... 2722 2710 FU
217 217 BU2508 20250812 ... 3406 3406 BU
218 218 BU2509 20250812 ... 3535 3518 BU
219 219 BU2510 20250812 ... 3504 3486 BU
220 220 BU2511 20250812 ... 3462 3450 BU
221 221 BU2512 20250812 ... 3405 3391 BU
222 222 BU2601 20250812 ... 3370 3363 BU
223 223 BU2602 20250812 ... 3362 3346 BU
224 224 BU2603 20250812 ... 3335 3332 BU
225 225 BU2604 20250812 ... 3341 3334 BU
226 226 BU2605 20250812 ... 3342 3330 BU
227 227 BU2606 20250812 ... 3332 3318 BU
228 228 BU2607 20250812 ... 3335 3338 BU
229 229 BU2609 20250812 ... 3320 3316 BU
230 230 BU2612 20250812 ... 3285 3289 BU
231 231 BU2703 20250812 ... 3296 3292 BU
232 232 BU2706 20250812 ... 3303 3302 BU
233 233 BR2508 20250812 ... 11820 11820 BR
234 234 BR2509 20250812 ... 11765 11740 BR
235 235 BR2510 20250812 ... 11765 11725 BR
236 236 BR2511 20250812 ... 11785 11735 BR
237 237 BR2512 20250812 ... 11830 11775 BR
238 238 BR2601 20250812 ... 11870 11800 BR
239 239 BR2602 20250812 ... 11895 11660 BR
240 240 BR2603 20250812 ... 11910 11810 BR
241 241 BR2604 20250812 ... 11930 11805 BR
242 242 BR2605 20250812 ... 11960 11895 BR
243 243 BR2606 20250812 ... 12020 11965 BR
244 244 BR2607 20250812 ... 12090 12035 BR
245 245 RU2508 20250812 ... 14730 14710 RU
246 246 RU2509 20250812 ... 14780 14715 RU
247 247 RU2510 20250812 ... 14805 14745 RU
248 248 RU2511 20250812 ... 14810 14760 RU
249 249 RU2601 20250812 ... 15780 15720 RU
250 250 RU2603 20250812 ... 15855 15810 RU
251 251 RU2604 20250812 ... 15890 15825 RU
252 252 RU2605 20250812 ... 15875 15810 RU
253 253 RU2606 20250812 ... 15920 15860 RU
254 254 RU2607 20250812 ... 16010 15880 RU
255 255 NR2508 20250812 ... 12480 12440 NR
256 256 NR2509 20250812 ... 12560 12520 NR
257 257 NR2510 20250812 ... 12620 12575 NR
258 258 NR2511 20250812 ... 12655 12620 NR
259 259 NR2512 20250812 ... 12690 12660 NR
260 260 NR2601 20250812 ... 12755 12705 NR
261 261 NR2602 20250812 ... 12755 12720 NR
262 262 NR2603 20250812 ... 12775 12745 NR
263 263 NR2604 20250812 ... 12860 12780 NR
264 264 NR2605 20250812 ... 12835 12765 NR
265 265 NR2606 20250812 ... 12895 12840 NR
266 266 NR2607 20250812 ... 12820 12755 NR
267 267 SP2508 20250812 ... 5174 5140 SP
268 268 SP2509 20250812 ... 5204 5192 SP
269 269 SP2510 20250812 ... 5234 5212 SP
270 270 SP2511 20250812 ... 5254 5226 SP
271 271 SP2512 20250812 ... 5262 5232 SP
272 272 SP2601 20250812 ... 5480 5460 SP
273 273 SP2602 20250812 ... 5442 5420 SP
274 274 SP2603 20250812 ... 5458 5440 SP
275 275 SP2604 20250812 ... 5458 5428 SP
276 276 SP2605 20250812 ... 5458 5436 SP
277 277 SP2606 20250812 ... 5456 5458 SP
278 278 SP2607 20250812 ... 5446 5434 SP
279 279 EC2508 20250812 ... 2080.6 2080.1 EC
280 280 EC2510 20250812 ... 1411.7 1438.9 EC
281 281 EC2512 20250812 ... 1720.5 1772.4 EC
282 282 EC2602 20250812 ... 1516.8 1536.5 EC
283 283 EC2604 20250812 ... 1340.4 1362.4 EC
284 284 EC2606 20250812 ... 1487.1 1499 EC
285 286 SC_TAS2509 20250812 ... SC_TAS
286 287 SC_TAS2510 20250812 ... SC_TAS
287 288 SC_TAS2511 20250812 ... SC_TAS
288 289 SC_TAS2512 20250812 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:21:38,236 - future_1d - INFO - ak.get_shfe_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 a2509 20250812 4080.00 ... 4078.00 4098.00 A
1 a2511 20250812 4067.00 ... 4033.00 4063.00 A
2 a2601 20250812 4055.00 ... 4028.00 4055.00 A
3 a2603 20250812 4048.00 ... 4027.00 4050.00 A
4 a2605 20250812 4088.00 ... 4068.00 4088.00 A
5 a2607 20250812 4080.00 ... 4071.00 4085.00 A
6 b2508 20250812 0.00 ... 3610.00 3610.00 B
7 b2509 20250812 3728.00 ... 3727.00 3726.00 B
8 b2510 20250812 3761.00 ... 3767.00 3766.00 B
9 b2511 20250812 3800.00 ... 3800.00 3790.00 B
10 b2512 20250812 3809.00 ... 3815.00 3798.00 B
11 b2601 20250812 3795.00 ... 3797.00 3788.00 B
12 b2602 20250812 3773.00 ... 3770.00 3763.00 B
13 b2603 20250812 3682.00 ... 3687.00 3670.00 B
14 b2604 20250812 3579.00 ... 3582.00 3561.00 B
15 b2605 20250812 3495.00 ... 3510.00 3488.00 B
16 b2606 20250812 3496.00 ... 3495.00 3472.00 B
17 b2607 20250812 3484.00 ... 3482.00 3461.00 B
18 bb2509 20250812 145.00 ... 145.30 148.20 BB
19 bb2511 20250812 147.10 ... 147.50 145.95 BB
20 bb2601 20250812 148.85 ... 148.50 147.45 BB
21 bb2603 20250812 0.00 ... 146.65 145.65 BB
22 bb2605 20250812 0.00 ... 140.55 139.60 BB
23 bb2607 20250812 0.00 ... 146.30 145.30 BB
24 bz2603 20250812 6230.00 ... 6264.00 6231.00 BZ
25 bz2604 20250812 6193.00 ... 6206.00 6196.00 BZ
26 bz2605 20250812 6242.00 ... 6242.00 6239.00 BZ
27 bz2606 20250812 6233.00 ... 6233.00 6183.00 BZ
28 bz2607 20250812 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250812 2260.00 ... 2259.00 2259.00 C
30 c2511 20250812 2202.00 ... 2193.00 2201.00 C
31 c2601 20250812 2193.00 ... 2187.00 2187.00 C
32 c2603 20250812 2202.00 ... 2203.00 2199.00 C
33 c2605 20250812 2256.00 ... 2256.00 2253.00 C
34 c2607 20250812 2274.00 ... 2276.00 2270.00 C
35 cs2509 20250812 2645.00 ... 2638.00 2638.00 CS
36 cs2511 20250812 2543.00 ... 2536.00 2542.00 CS
37 cs2601 20250812 2562.00 ... 2558.00 2558.00 CS
38 cs2603 20250812 2558.00 ... 2556.00 2555.00 CS
39 cs2605 20250812 2619.00 ... 2618.00 2615.00 CS
40 cs2607 20250812 2625.00 ... 2624.00 2620.00 CS
41 eb2508 20250812 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250812 7275.00 ... 7314.00 7253.00 EB
43 eb2510 20250812 7302.00 ... 7335.00 7277.00 EB
44 eb2511 20250812 7324.00 ... 7359.00 7301.00 EB
45 eb2512 20250812 7346.00 ... 7377.00 7320.00 EB
46 eb2601 20250812 7361.00 ... 7389.00 7336.00 EB
47 eb2602 20250812 7373.00 ... 7408.00 7352.00 EB
48 eb2603 20250812 7430.00 ... 7437.00 7365.00 EB
49 eb2604 20250812 7439.00 ... 7448.00 7382.00 EB
50 eb2605 20250812 7428.00 ... 7452.00 7399.00 EB
51 eb2606 20250812 7424.00 ... 7445.00 7387.00 EB
52 eb2607 20250812 7390.00 ... 7407.00 7376.00 EB
53 eg2508 20250812 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250812 4412.00 ... 4427.00 4404.00 EG
55 eg2510 20250812 4423.00 ... 4435.00 4414.00 EG
56 eg2511 20250812 4439.00 ... 4454.00 4431.00 EG
57 eg2512 20250812 4469.00 ... 4472.00 4440.00 EG
58 eg2601 20250812 4462.00 ... 4473.00 4444.00 EG
59 eg2602 20250812 4482.00 ... 4482.00 4438.00 EG
60 eg2603 20250812 4485.00 ... 4485.00 4450.00 EG
61 eg2604 20250812 4508.00 ... 4510.00 4478.00 EG
62 eg2605 20250812 4501.00 ... 4524.00 4491.00 EG
63 eg2606 20250812 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250812 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250812 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250812 1254.50 ... 1254.50 1255.00 FB
67 fb2510 20250812 1296.00 ... 1293.00 1293.00 FB
68 fb2511 20250812 1340.00 ... 1288.50 1286.50 FB
69 fb2512 20250812 1284.00 ... 1288.50 1285.00 FB
70 fb2601 20250812 1292.00 ... 1290.50 1290.50 FB
71 fb2602 20250812 1298.00 ... 1294.50 1294.00 FB
72 fb2603 20250812 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250812 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250812 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250812 1357.00 ... 1357.00 1339.50 FB
76 fb2607 20250812 0.00 ... 1302.50 1302.50 FB
77 i2508 20250812 815.00 ... 815.00 820.00 I
78 i2509 20250812 798.00 ... 800.50 794.00 I
79 i2510 20250812 799.00 ... 803.00 795.00 I
80 i2511 20250812 796.50 ... 801.00 792.00 I
81 i2512 20250812 794.50 ... 799.50 789.00 I
82 i2601 20250812 790.00 ... 795.00 782.50 I
83 i2602 20250812 785.00 ... 791.00 777.50 I
84 i2603 20250812 779.50 ... 785.50 774.00 I
85 i2604 20250812 778.00 ... 781.50 769.50 I
86 i2605 20250812 770.00 ... 773.50 761.50 I
87 i2606 20250812 763.50 ... 767.50 755.50 I
88 i2607 20250812 759.50 ... 765.50 752.00 I
89 j2508 20250812 0.00 ... 1598.00 1598.00 J
90 j2509 20250812 1690.00 ... 1703.50 1660.50 J
91 j2510 20250812 1704.50 ... 1727.00 1684.00 J
92 j2511 20250812 1728.50 ... 1758.00 1703.00 J
93 j2512 20250812 1748.00 ... 1771.00 1705.00 J
94 j2601 20250812 1757.00 ... 1787.50 1734.00 J
95 j2602 20250812 1842.00 ... 1842.00 1759.00 J
96 j2603 20250812 0.00 ... 1801.50 1801.00 J
97 j2604 20250812 0.00 ... 1842.00 1818.00 J
98 j2605 20250812 1833.00 ... 1862.50 1818.50 J
99 j2606 20250812 1843.50 ... 1877.50 1837.50 J
100 j2607 20250812 1843.50 ... 1843.50 1843.50 J
101 jd2508 20250812 0.00 ... 2790.00 2788.00 JD
102 jd2509 20250812 3270.00 ... 3305.00 3316.00 JD
103 jd2510 20250812 3181.00 ... 3197.00 3212.00 JD
104 jd2511 20250812 3282.00 ... 3285.00 3299.00 JD
105 jd2512 20250812 3420.00 ... 3434.00 3448.00 JD
106 jd2601 20250812 3535.00 ... 3548.00 3555.00 JD
107 jd2602 20250812 3192.00 ... 3202.00 3186.00 JD
108 jd2603 20250812 3187.00 ... 3204.00 3189.00 JD
109 jd2604 20250812 3350.00 ... 3367.00 3350.00 JD
110 jd2605 20250812 3463.00 ... 3476.00 3461.00 JD
111 jd2606 20250812 3303.00 ... 3308.00 3297.00 JD
112 jd2607 20250812 3520.00 ... 3550.00 3518.00 JD
113 jm2508 20250812 1021.00 ... 1021.00 920.00 JM
114 jm2509 20250812 1099.50 ... 1134.00 1076.50 JM
115 jm2510 20250812 1154.00 ... 1190.00 1131.00 JM
116 jm2511 20250812 1215.00 ... 1240.50 1181.50 JM
117 jm2512 20250812 1239.00 ... 1270.50 1209.50 JM
118 jm2601 20250812 1256.00 ... 1283.50 1227.50 JM
119 jm2602 20250812 1252.00 ... 1308.00 1246.50 JM
120 jm2603 20250812 1282.00 ... 1303.00 1255.00 JM
121 jm2604 20250812 1285.00 ... 1306.50 1257.00 JM
122 jm2605 20250812 1288.00 ... 1312.50 1263.50 JM
123 jm2606 20250812 1291.00 ... 1310.50 1269.50 JM
124 jm2607 20250812 1294.00 ... 1321.50 1279.00 JM
125 l2508 20250812 0.00 ... 7256.00 7256.00 L
126 l2509 20250812 7322.00 ... 7328.00 7302.00 L
127 l2510 20250812 7340.00 ... 7351.00 7322.00 L
128 l2511 20250812 7367.00 ... 7373.00 7345.00 L
129 l2512 20250812 7376.00 ... 7388.00 7355.00 L
130 l2601 20250812 7372.00 ... 7383.00 7353.00 L
131 l2602 20250812 7363.00 ... 7378.00 7346.00 L
132 l2603 20250812 7359.00 ... 7383.00 7335.00 L
133 l2604 20250812 7393.00 ... 7398.00 7360.00 L
134 l2605 20250812 7371.00 ... 7390.00 7353.00 L
135 l2606 20250812 7387.00 ... 7387.00 7347.00 L
136 l2607 20250812 0.00 ... 7373.00 7373.00 L
137 lg2509 20250812 833.00 ... 826.00 835.00 LG
138 lg2511 20250812 847.00 ... 846.00 846.00 LG
139 lg2601 20250812 849.00 ... 851.50 849.50 LG
140 lg2603 20250812 857.50 ... 849.50 842.00 LG
141 lg2605 20250812 851.00 ... 850.50 849.50 LG
142 lg2607 20250812 850.50 ... 849.50 848.00 LG
143 lh2509 20250812 13970.00 ... 13995.00 13955.00 LH
144 lh2511 20250812 14140.00 ... 14235.00 14200.00 LH
145 lh2601 20250812 14375.00 ... 14425.00 14405.00 LH
146 lh2603 20250812 13380.00 ... 13415.00 13415.00 LH
147 lh2605 20250812 13960.00 ... 13970.00 13980.00 LH
148 lh2607 20250812 14440.00 ... 14435.00 14435.00 LH
149 m2508 20250812 3011.00 ... 3012.00 3016.00 M
150 m2509 20250812 3015.00 ... 3017.00 3023.00 M
151 m2511 20250812 3040.00 ... 3051.00 3055.00 M
152 m2512 20250812 3084.00 ... 3092.00 3089.00 M
153 m2601 20250812 3072.00 ... 3074.00 3069.00 M
154 m2603 20250812 2950.00 ... 2963.00 2954.00 M
155 m2605 20250812 2783.00 ... 2790.00 2769.00 M
156 m2607 20250812 2755.00 ... 2767.00 2748.00 M
157 p2508 20250812 0.00 ... 8802.00 8802.00 P
158 p2509 20250812 9246.00 ... 9294.00 9078.00 P
159 p2510 20250812 9222.00 ... 9288.00 9086.00 P
160 p2511 20250812 9218.00 ... 9312.00 9130.00 P
161 p2512 20250812 9244.00 ... 9320.00 9120.00 P
162 p2601 20250812 9254.00 ... 9334.00 9106.00 P
163 p2602 20250812 9218.00 ... 9274.00 9126.00 P
164 p2603 20250812 9180.00 ... 9228.00 9034.00 P
165 p2604 20250812 9074.00 ... 9108.00 8978.00 P
166 p2605 20250812 8998.00 ... 9030.00 8882.00 P
167 p2606 20250812 8910.00 ... 8938.00 8802.00 P
168 p2607 20250812 8800.00 ... 8854.00 8738.00 P
169 pg2508 20250812 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250812 3805.00 ... 3813.00 3788.00 PG
171 pg2510 20250812 4285.00 ... 4287.00 4263.00 PG
172 pg2511 20250812 4226.00 ... 4221.00 4195.00 PG
173 pg2512 20250812 4173.00 ... 4181.00 4153.00 PG
174 pg2601 20250812 4136.00 ... 4137.00 4106.00 PG
175 pg2602 20250812 4069.00 ... 4080.00 4053.00 PG
176 pg2603 20250812 3989.00 ... 3998.00 3976.00 PG
177 pg2604 20250812 4279.00 ... 4280.00 4263.00 PG
178 pg2605 20250812 4185.00 ... 4189.00 4167.00 PG
179 pg2606 20250812 4125.00 ... 4132.00 4123.00 PG
180 pg2607 20250812 4063.00 ... 4081.00 4065.00 PG
181 pp2508 20250812 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250812 7102.00 ... 7098.00 7076.00 PP
183 pp2510 20250812 7088.00 ... 7092.00 7071.00 PP
184 pp2511 20250812 7105.00 ... 7102.00 7085.00 PP
185 pp2512 20250812 7117.00 ... 7116.00 7100.00 PP
186 pp2601 20250812 7123.00 ... 7126.00 7102.00 PP
187 pp2602 20250812 7103.00 ... 7104.00 7084.00 PP
188 pp2603 20250812 7098.00 ... 7101.00 7090.00 PP
189 pp2604 20250812 7104.00 ... 7104.00 7101.00 PP
190 pp2605 20250812 7114.00 ... 7117.00 7102.00 PP
191 pp2606 20250812 7098.00 ... 7102.00 7086.00 PP
192 pp2607 20250812 0.00 ... 7095.00 7093.00 PP
193 rr2508 20250812 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250812 3580.00 ... 3571.00 3575.00 RR
195 rr2510 20250812 3617.00 ... 3612.00 3613.00 RR
196 rr2511 20250812 3618.00 ... 3613.00 3616.00 RR
197 rr2512 20250812 3616.00 ... 3610.00 3611.00 RR
198 rr2601 20250812 3623.00 ... 3620.00 3618.00 RR
199 rr2602 20250812 0.00 ... 3611.00 3611.00 RR
200 rr2603 20250812 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250812 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250812 3617.00 ... 3614.00 3615.00 RR
203 rr2606 20250812 3627.00 ... 3627.00 3627.00 RR
204 rr2607 20250812 0.00 ... 3633.00 3633.00 RR
205 v2508 20250812 4970.00 ... 4980.00 4962.00 V
206 v2509 20250812 5019.00 ... 5035.00 5003.00 V
207 v2510 20250812 5056.00 ... 5075.00 5042.00 V
208 v2511 20250812 5090.00 ... 5105.00 5078.00 V
209 v2512 20250812 5132.00 ... 5140.00 5116.00 V
210 v2601 20250812 5160.00 ... 5181.00 5145.00 V
211 v2602 20250812 5192.00 ... 5232.00 5174.00 V
212 v2603 20250812 5218.00 ... 5270.00 5200.00 V
213 v2604 20250812 5466.00 ... 5493.00 5435.00 V
214 v2605 20250812 5480.00 ... 5504.00 5469.00 V
215 v2606 20250812 5516.00 ... 5534.00 5488.00 V
216 v2607 20250812 5551.00 ... 5571.00 5520.00 V
217 y2508 20250812 9148.00 ... 9148.00 8636.00 Y
218 y2509 20250812 8486.00 ... 8464.00 8410.00 Y
219 y2511 20250812 8480.00 ... 8482.00 8422.00 Y
220 y2512 20250812 8478.00 ... 8476.00 8430.00 Y
221 y2601 20250812 8440.00 ... 8450.00 8400.00 Y
222 y2603 20250812 8344.00 ... 8326.00 8284.00 Y
223 y2605 20250812 8050.00 ... 8038.00 7986.00 Y
224 y2607 20250812 7992.00 ... 8028.00 7960.00 Y
[225 rows x 12 columns]
2025-08-20 11:21:38,562 - future_1d - INFO - ak.get_dce_daily('2025-08-12') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250812 8145.0 8198.0 ... 291104.27 8164.0 8125.0 AP
1 AP511 20250812 7828.0 7902.0 ... 2403.13 7879.0 7850.0 AP
2 AP512 20250812 7915.0 7922.0 ... 261.04 7910.0 7873.0 AP
3 AP601 20250812 7920.0 7994.0 ... 27343.68 7967.0 7957.0 AP
4 AP603 20250812 7802.0 7906.0 ... 141.85 7880.0 7852.0 AP
5 AP604 20250812 7917.0 7950.0 ... 95.11 7926.0 7895.0 AP
6 AP605 20250812 7892.0 8010.0 ... 638.49 7981.0 7962.0 AP
7 CF509 20250812 13695.0 13740.0 ... 656350.85 13715.0 13700.0 CF
8 CF511 20250812 13770.0 13855.0 ... 183711.05 13810.0 13760.0 CF
9 CF601 20250812 13880.0 13990.0 ... 1283189.33 13935.0 13870.0 CF
10 CF603 20250812 13860.0 13940.0 ... 1666.02 13885.0 13820.0 CF
11 CF605 20250812 13820.0 13920.0 ... 62525.84 13875.0 13825.0 CF
12 CF607 20250812 13865.0 13925.0 ... 416.79 13895.0 13830.0 CF
13 CJ509 20250812 10515.0 10515.0 ... 38498.22 10400.0 10490.0 CJ
14 CJ512 20250812 11505.0 11525.0 ... 15244.95 11420.0 11525.0 CJ
15 CJ601 20250812 11640.0 11645.0 ... 1101582.32 11545.0 11655.0 CJ
16 CJ603 20250812 11715.0 11735.0 ... 17394.80 11605.0 11730.0 CJ
17 CJ605 20250812 11835.0 11845.0 ... 194585.72 11740.0 11845.0 CJ
18 CJ607 20250812 12050.0 12050.0 ... 1444.04 11935.0 12015.0 CJ
19 CY508 20250812 0.0 0.0 ... 0.00 20160.0 19955.0 CY
20 CY509 20250812 19915.0 20000.0 ... 5050.78 19965.0 19925.0 CY
21 CY510 20250812 20500.0 20500.0 ... 10.25 20500.0 20015.0 CY
22 CY511 20250812 19810.0 20030.0 ... 77386.98 19920.0 19715.0 CY
23 CY512 20250812 19660.0 19660.0 ... 19.66 19660.0 19650.0 CY
24 CY601 20250812 19850.0 19995.0 ... 2049.40 19895.0 19755.0 CY
25 CY602 20250812 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250812 20320.0 20320.0 ... 10.16 20320.0 20180.0 CY
27 CY604 20250812 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250812 20170.0 20170.0 ... 30.14 20095.0 19955.0 CY
29 CY606 20250812 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250812 0.0 0.0 ... 0.00 20285.0 20280.0 CY
31 FG508 20250812 1050.0 1050.0 ... 104.40 1044.0 1056.0 FG
32 FG509 20250812 1067.0 1092.0 ... 3007612.69 1067.0 1068.0 FG
33 FG510 20250812 1160.0 1196.0 ... 206394.46 1172.0 1163.0 FG
34 FG511 20250812 1158.0 1189.0 ... 279350.69 1164.0 1155.0 FG
35 FG512 20250812 1228.0 1276.0 ... 135596.54 1243.0 1227.0 FG
36 FG601 20250812 1216.0 1270.0 ... 6050472.04 1233.0 1214.0 FG
37 FG602 20250812 1232.0 1318.0 ... 3098.06 1276.0 1266.0 FG
38 FG603 20250812 1271.0 1318.0 ... 3186.21 1287.0 1264.0 FG
39 FG604 20250812 1312.0 1360.0 ... 1729.30 1332.0 1309.0 FG
40 FG605 20250812 1307.0 1357.0 ... 99309.10 1322.0 1303.0 FG
41 FG606 20250812 1337.0 1374.0 ... 2745.81 1345.0 1325.0 FG
42 FG607 20250812 1332.0 1369.0 ... 1729.84 1341.0 1322.0 FG
43 JR509 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250812 0.0 0.0 ... 0.00 2338.0 2337.0 MA
53 MA509 20250812 2393.0 2397.0 ... 655315.68 2386.0 2385.0 MA
54 MA510 20250812 2419.0 2427.0 ... 112728.89 2415.0 2413.0 MA
55 MA511 20250812 2442.0 2448.0 ... 146040.81 2435.0 2434.0 MA
56 MA512 20250812 2473.0 2480.0 ... 42106.69 2469.0 2464.0 MA
57 MA601 20250812 2485.0 2498.0 ... 491117.93 2486.0 2479.0 MA
58 MA602 20250812 2489.0 2496.0 ... 69.71 2490.0 2483.0 MA
59 MA603 20250812 2484.0 2495.0 ... 301.43 2491.0 2479.0 MA
60 MA604 20250812 2468.0 2487.0 ... 17.34 2477.0 2469.0 MA
61 MA605 20250812 2451.0 2462.0 ... 15214.47 2452.0 2443.0 MA
62 MA606 20250812 2461.0 2466.0 ... 4.93 2464.0 2448.0 MA
63 MA607 20250812 2447.0 2458.0 ... 281.97 2452.0 2439.0 MA
64 OI509 20250812 9609.0 9848.0 ... 2633146.82 9708.0 9560.0 OI
65 OI511 20250812 9630.0 9868.0 ... 389541.77 9733.0 9582.0 OI
66 OI601 20250812 9605.0 9850.0 ... 2639172.88 9711.0 9557.0 OI
67 OI603 20250812 9566.0 9790.0 ... 4865.99 9655.0 9511.0 OI
68 OI605 20250812 9472.0 9688.0 ... 28787.92 9570.0 9422.0 OI
69 OI607 20250812 9458.0 9649.0 ... 324.99 9558.0 9430.0 OI
70 PF508 20250812 6300.0 6312.0 ... 204.84 6304.0 6300.0 PF
71 PF509 20250812 6368.0 6382.0 ... 57395.29 6354.0 6346.0 PF
72 PF510 20250812 6426.0 6460.0 ... 417880.06 6428.0 6416.0 PF
73 PF511 20250812 6416.0 6456.0 ... 276878.91 6422.0 6412.0 PF
74 PF512 20250812 6412.0 6456.0 ... 94565.90 6426.0 6414.0 PF
75 PF601 20250812 6428.0 6462.0 ... 10190.85 6434.0 6420.0 PF
76 PF602 20250812 6442.0 6478.0 ... 48.40 6454.0 6454.0 PF
77 PF603 20250812 6442.0 6496.0 ... 35.60 6472.0 6468.0 PF
78 PF604 20250812 6488.0 6502.0 ... 35.73 6496.0 6494.0 PF
79 PF605 20250812 6510.0 6524.0 ... 29.33 6520.0 6512.0 PF
80 PF606 20250812 0.0 0.0 ... 0.00 6528.0 6522.0 PF
81 PF607 20250812 6530.0 6530.0 ... 3.27 6530.0 6560.0 PF
82 PK510 20250812 8086.0 8090.0 ... 115616.53 8078.0 8076.0 PK
83 PK511 20250812 7932.0 7948.0 ... 131027.89 7930.0 7928.0 PK
84 PK512 20250812 7946.0 7960.0 ... 30842.18 7944.0 7936.0 PK
85 PK601 20250812 7952.0 7974.0 ... 12223.75 7956.0 7956.0 PK
86 PK603 20250812 7962.0 7962.0 ... 59.69 7960.0 7968.0 PK
87 PK604 20250812 7948.0 7966.0 ... 51.73 7960.0 7968.0 PK
88 PK605 20250812 7958.0 7968.0 ... 1404.19 7956.0 7964.0 PK
89 PL601 20250812 6517.0 6560.0 ... 18878.95 6513.0 6478.0 PL
90 PL602 20250812 6560.0 6575.0 ... 564.69 6566.0 6515.0 PL
91 PL603 20250812 6510.0 6530.0 ... 417.24 6519.0 6471.0 PL
92 PL604 20250812 0.0 0.0 ... 0.00 6515.0 6490.0 PL
93 PL605 20250812 6403.0 6435.0 ... 128.45 6423.0 6397.0 PL
94 PL606 20250812 0.0 0.0 ... 0.00 6489.0 6488.0 PL
95 PL607 20250812 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250812 5922.0 5922.0 ... 2513.89 5922.0 5922.0 PR
103 PR509 20250812 5902.0 5922.0 ... 29406.76 5902.0 5888.0 PR
104 PR510 20250812 5950.0 5978.0 ... 151460.76 5954.0 5938.0 PR
105 PR511 20250812 5948.0 5984.0 ... 185640.50 5960.0 5940.0 PR
106 PR512 20250812 5946.0 5988.0 ... 63086.15 5966.0 5946.0 PR
107 PR601 20250812 5968.0 5992.0 ... 546.40 5972.0 5952.0 PR
108 PR602 20250812 0.0 0.0 ... 0.00 5998.0 5970.0 PR
109 PR603 20250812 0.0 0.0 ... 0.00 6000.0 5972.0 PR
110 PR604 20250812 0.0 0.0 ... 0.00 5992.0 5980.0 PR
111 PR605 20250812 0.0 0.0 ... 0.00 6010.0 5986.0 PR
112 PR606 20250812 0.0 0.0 ... 0.00 5996.0 5978.0 PR
113 PR607 20250812 0.0 0.0 ... 0.00 6004.0 5986.0 PR
114 PX508 20250812 0.0 0.0 ... 0.00 6792.0 6770.0 PX
115 PX509 20250812 6792.0 6858.0 ... 234305.92 6808.0 6770.0 PX
116 PX510 20250812 6768.0 6830.0 ... 110567.50 6786.0 6760.0 PX
117 PX511 20250812 6752.0 6810.0 ... 280442.09 6764.0 6742.0 PX
118 PX512 20250812 6744.0 6800.0 ... 70607.16 6754.0 6740.0 PX
119 PX601 20250812 6728.0 6778.0 ... 89618.73 6744.0 6716.0 PX
120 PX602 20250812 0.0 0.0 ... 0.00 6738.0 6714.0 PX
121 PX603 20250812 0.0 0.0 ... 0.00 6732.0 6690.0 PX
122 PX604 20250812 0.0 0.0 ... 0.00 6732.0 6706.0 PX
123 PX605 20250812 6720.0 6758.0 ... 114.54 6738.0 6708.0 PX
124 PX606 20250812 6758.0 6758.0 ... 3.38 6758.0 6694.0 PX
125 PX607 20250812 6766.0 6766.0 ... 3.38 6766.0 6720.0 PX
126 RI509 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250812 0.0 0.0 ... 0.00 2654.0 2718.0 RM
133 RM509 20250812 2701.0 2711.0 ... 1767998.94 2662.0 2735.0 RM
134 RM511 20250812 2541.0 2622.0 ... 43485.76 2578.0 2568.0 RM
135 RM601 20250812 2442.0 2566.0 ... 1527735.27 2488.0 2464.0 RM
136 RM603 20250812 2417.0 2509.0 ... 46565.01 2456.0 2428.0 RM
137 RM605 20250812 2397.0 2470.0 ... 154151.60 2435.0 2405.0 RM
138 RM607 20250812 2388.0 2447.0 ... 8797.52 2416.0 2389.0 RM
139 RS508 20250812 0.0 0.0 ... 0.00 4927.0 4974.0 RS
140 RS509 20250812 5010.0 5036.0 ... 20.09 5023.0 5035.0 RS
141 RS511 20250812 5127.0 5127.0 ... 61.19 5099.0 5148.0 RS
142 RS607 20250812 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250812 1235.0 1280.0 ... 99.80 1248.0 1234.0 SA
144 SA509 20250812 1252.0 1312.0 ... 1695268.07 1282.0 1247.0 SA
145 SA510 20250812 1278.0 1340.0 ... 577358.61 1299.0 1276.0 SA
146 SA511 20250812 1286.0 1349.0 ... 735496.58 1311.0 1284.0 SA
147 SA512 20250812 1337.0 1418.0 ... 180043.43 1378.0 1333.0 SA
148 SA601 20250812 1345.0 1429.0 ... 8979866.17 1388.0 1338.0 SA
149 SA602 20250812 1354.0 1444.0 ... 14132.48 1400.0 1349.0 SA
150 SA603 20250812 1360.0 1455.0 ... 16454.63 1408.0 1354.0 SA
151 SA604 20250812 1399.0 1488.0 ... 8955.34 1437.0 1393.0 SA
152 SA605 20250812 1403.0 1501.0 ... 306013.73 1443.0 1399.0 SA
153 SA606 20250812 1409.0 1500.0 ... 4084.44 1441.0 1403.0 SA
154 SA607 20250812 1407.0 1492.0 ... 4786.95 1440.0 1398.0 SA
155 SF508 20250812 0.0 0.0 ... 0.00 5792.0 5792.0 SF
156 SF509 20250812 5850.0 5900.0 ... 580953.87 5854.0 5808.0 SF
157 SF510 20250812 5840.0 5888.0 ... 283999.97 5846.0 5800.0 SF
158 SF511 20250812 6032.0 6076.0 ... 580896.72 6038.0 5998.0 SF
159 SF512 20250812 6042.0 6070.0 ... 43472.11 6030.0 5994.0 SF
160 SF601 20250812 6030.0 6068.0 ... 156936.39 6032.0 5992.0 SF
161 SF602 20250812 6000.0 6022.0 ... 380.33 5990.0 5950.0 SF
162 SF603 20250812 6180.0 6212.0 ... 259.28 6174.0 6130.0 SF
163 SF604 20250812 6192.0 6192.0 ... 18.48 6162.0 6100.0 SF
164 SF605 20250812 6140.0 6188.0 ... 1282.68 6152.0 6100.0 SF
165 SF606 20250812 6088.0 6120.0 ... 88.20 6084.0 6030.0 SF
166 SF607 20250812 6214.0 6258.0 ... 164.71 6216.0 6158.0 SF
167 SH508 20250812 0.0 0.0 ... 0.00 2356.0 2345.0 SH
168 SH509 20250812 2494.0 2517.0 ... 1106149.99 2493.0 2481.0 SH
169 SH510 20250812 2590.0 2630.0 ... 418125.73 2604.0 2576.0 SH
170 SH511 20250812 2600.0 2644.0 ... 541847.63 2617.0 2574.0 SH
171 SH512 20250812 2615.0 2661.0 ... 138951.95 2639.0 2589.0 SH
172 SH601 20250812 2600.0 2645.0 ... 800222.65 2621.0 2570.0 SH
173 SH602 20250812 2618.0 2660.0 ... 634.07 2642.0 2587.0 SH
174 SH603 20250812 2626.0 2684.0 ... 524.44 2649.0 2600.0 SH
175 SH604 20250812 2672.0 2731.0 ... 363.46 2692.0 2654.0 SH
176 SH605 20250812 2677.0 2729.0 ... 7698.33 2704.0 2661.0 SH
177 SH606 20250812 2694.0 2745.0 ... 350.30 2715.0 2679.0 SH
178 SH607 20250812 2684.0 2727.0 ... 65.08 2712.0 2673.0 SH
179 SM508 20250812 6120.0 6120.0 ... 792.07 6116.0 6082.0 SM
180 SM509 20250812 6130.0 6152.0 ... 791499.01 6114.0 6100.0 SM
181 SM510 20250812 6138.0 6166.0 ... 152913.93 6120.0 6110.0 SM
182 SM511 20250812 6224.0 6234.0 ... 213831.85 6192.0 6178.0 SM
183 SM512 20250812 6206.0 6244.0 ... 37887.92 6206.0 6184.0 SM
184 SM601 20250812 6224.0 6248.0 ... 418825.26 6210.0 6192.0 SM
185 SM602 20250812 6196.0 6238.0 ... 279.16 6204.0 6188.0 SM
186 SM603 20250812 6208.0 6260.0 ... 196.03 6224.0 6202.0 SM
187 SM604 20250812 6218.0 6248.0 ... 24.91 6228.0 6210.0 SM
188 SM605 20250812 6256.0 6290.0 ... 5306.91 6254.0 6228.0 SM
189 SM606 20250812 6260.0 6284.0 ... 93.95 6264.0 6224.0 SM
190 SM607 20250812 6240.0 6304.0 ... 94.05 6270.0 6232.0 SM
191 SR509 20250812 5688.0 5711.0 ... 315917.12 5690.0 5680.0 SR
192 SR511 20250812 5600.0 5628.0 ... 109098.34 5608.0 5594.0 SR
193 SR601 20250812 5580.0 5612.0 ... 881478.20 5589.0 5574.0 SR
194 SR603 20250812 5553.0 5584.0 ... 4859.66 5567.0 5548.0 SR
195 SR605 20250812 5535.0 5565.0 ... 30870.22 5545.0 5530.0 SR
196 SR607 20250812 5535.0 5564.0 ... 1957.36 5545.0 5529.0 SR
197 TA508 20250812 4700.0 4710.0 ... 5842.14 4700.0 4690.0 TA
198 TA509 20250812 4724.0 4742.0 ... 866621.23 4718.0 4708.0 TA
199 TA510 20250812 4728.0 4766.0 ... 97869.48 4742.0 4726.0 TA
200 TA511 20250812 4742.0 4772.0 ... 94757.94 4742.0 4734.0 TA
201 TA512 20250812 4746.0 4776.0 ... 56329.63 4744.0 4736.0 TA
202 TA601 20250812 4748.0 4778.0 ... 615082.31 4752.0 4732.0 TA
203 TA602 20250812 4740.0 4774.0 ... 488.09 4762.0 4738.0 TA
204 TA603 20250812 4760.0 4770.0 ... 78.60 4764.0 4742.0 TA
205 TA604 20250812 4760.0 4800.0 ... 21.54 4788.0 4764.0 TA
206 TA605 20250812 4788.0 4820.0 ... 11524.12 4792.0 4772.0 TA
207 TA606 20250812 4818.0 4822.0 ... 12.05 4818.0 4778.0 TA
208 TA607 20250812 4836.0 4836.0 ... 7.25 4834.0 4774.0 TA
209 UR508 20250812 1717.0 1722.0 ... 601.94 1720.0 1705.0 UR
210 UR509 20250812 1722.0 1733.0 ... 315689.22 1726.0 1718.0 UR
211 UR510 20250812 1731.0 1740.0 ... 32650.00 1734.0 1726.0 UR
212 UR511 20250812 1752.0 1759.0 ... 36834.99 1753.0 1751.0 UR
213 UR512 20250812 1750.0 1761.0 ... 990.56 1756.0 1750.0 UR
214 UR601 20250812 1755.0 1765.0 ... 295615.08 1756.0 1748.0 UR
215 UR602 20250812 1752.0 1760.0 ... 245.56 1754.0 1746.0 UR
216 UR603 20250812 1791.0 1794.0 ... 85.86 1789.0 1780.0 UR
217 UR604 20250812 1794.0 1798.0 ... 35.92 1796.0 1783.0 UR
218 UR605 20250812 1793.0 1803.0 ... 8360.65 1795.0 1786.0 UR
219 UR606 20250812 1785.0 1795.0 ... 211.24 1790.0 1778.0 UR
220 UR607 20250812 1796.0 1800.0 ... 338.01 1798.0 1787.0 UR
221 WH509 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-20 11:21:38,574 - future_1d - INFO - ak.get_czce_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 SC2509 20250812 495.4 ... 494.3 492.5 SC
1 SC2510 20250812 492.5 ... 492.6 490.1 SC
2 SC2511 20250812 489 ... 489.7 485.8 SC
3 SC2512 20250812 484.5 ... 485.5 481.5 SC
4 SC2601 20250812 480 ... 482.5 478.6 SC
5 SC2602 20250812 477.8 ... 479.9 477 SC
6 SC2603 20250812 476.9 ... 477.9 474.1 SC
7 SC2604 20250812 476 ... 475.7 471.3 SC
8 SC2605 20250812 472.8 ... 474.2 469.4 SC
9 SC2606 20250812 471.4 ... 473.7 468.6 SC
10 SC2607 20250812 467.9 ... 470.7 464.9 SC
11 SC2608 20250812 468.6 ... 470.5 467.3 SC
12 SC2609 20250812 467.7 ... 467.7 466.8 SC
13 SC2612 20250812 473.9 ... 469.4 462 SC
14 SC2703 20250812 463.6 ... 464.6 460.4 SC
15 SC2706 20250812 464 ... 464 460.4 SC
16 SC2709 20250812 462 ... 462.4 457.7 SC
17 SC2712 20250812 ... 458.5 458.5 SC
18 SC2803 20250812 456.3 ... 456.3 456.7 SC
19 SC2806 20250812 454 ... 453.2 452.3 SC
21 LU2509 20250812 3475 ... 3483 3452 LU
22 LU2510 20250812 3500 ... 3499 3469 LU
23 LU2511 20250812 3477 ... 3487 3469 LU
24 LU2512 20250812 3466 ... 3473 3454 LU
25 LU2601 20250812 3432 ... 3445 3432 LU
26 LU2602 20250812 3408 ... 3413 3404 LU
27 LU2603 20250812 3405 ... 3410 3400 LU
28 LU2604 20250812 3407 ... 3405 3396 LU
29 LU2605 20250812 3399 ... 3405 3405 LU
30 LU2606 20250812 3406 ... 3407 3403 LU
31 LU2607 20250812 3392 ... 3406 3395 LU
32 LU2608 20250812 3404 ... 3405 3387 LU
34 NR2508 20250812 12480 ... 12480 12440 NR
35 NR2509 20250812 12635 ... 12560 12520 NR
36 NR2510 20250812 12630 ... 12620 12575 NR
37 NR2511 20250812 12675 ... 12655 12620 NR
38 NR2512 20250812 12715 ... 12690 12660 NR
39 NR2601 20250812 12770 ... 12755 12705 NR
40 NR2602 20250812 12785 ... 12755 12720 NR
41 NR2603 20250812 12800 ... 12775 12745 NR
42 NR2604 20250812 12810 ... 12860 12780 NR
43 NR2605 20250812 12820 ... 12835 12765 NR
44 NR2606 20250812 12895 ... 12895 12840 NR
45 NR2607 20250812 ... 12820 12755 NR
47 BC2508 20250812 69300 ... 69300 69300 BC
48 BC2509 20250812 69880 ... 70120 70120 BC
49 BC2510 20250812 70070 ... 70220 70170 BC
50 BC2511 20250812 70270 ... 70270 70450 BC
51 BC2512 20250812 70000 ... 69990 70240 BC
52 BC2601 20250812 ... 70020 70020 BC
53 BC2602 20250812 ... 70000 70000 BC
54 BC2603 20250812 ... 70000 70000 BC
55 BC2604 20250812 ... 70000 70000 BC
56 BC2605 20250812 ... 70000 70000 BC
57 BC2606 20250812 ... 69340 69340 BC
58 BC2607 20250812 ... 68740 68740 BC
60 EC2508 20250812 2084 ... 2080.6 2080.1 EC
61 EC2510 20250812 1411 ... 1411.7 1438.9 EC
62 EC2512 20250812 1749.9 ... 1720.5 1772.4 EC
63 EC2602 20250812 1530 ... 1516.8 1536.5 EC
64 EC2604 20250812 1345.8 ... 1340.4 1362.4 EC
65 EC2606 20250812 1480 ... 1487.1 1499 EC
68 SC_TAS2509 20250812 ... SC_TAS
69 SC_TAS2510 20250812 ... SC_TAS
70 SC_TAS2511 20250812 ... SC_TAS
71 SC_TAS2512 20250812 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:21:38,660 - future_1d - INFO - ak.get_ine_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 IC2508 20250812 6372.200 ... 6405.200 6376.200 IC
1 IC2509 20250812 6301.000 ... 6338.800 6309.600 IC
2 IC2512 20250812 6154.600 ... 6182.600 6154.600 IC
3 IC2603 20250812 6012.800 ... 6047.600 6018.800 IC
4 IF2508 20250812 4115.000 ... 4141.200 4123.000 IF
5 IF2509 20250812 4109.600 ... 4128.600 4110.200 IF
6 IF2512 20250812 4076.000 ... 4099.600 4081.200 IF
7 IF2603 20250812 4046.200 ... 4068.000 4048.800 IF
8 IH2508 20250812 2789.200 ... 2808.800 2792.400 IH
9 IH2509 20250812 2790.400 ... 2809.000 2792.600 IH
10 IH2512 20250812 2791.600 ... 2810.000 2793.600 IH
11 IH2603 20250812 2792.000 ... 2809.400 2793.200 IH
12 IM2508 20250812 6926.000 ... 6950.800 6933.000 IM
13 IM2509 20250812 6852.200 ... 6879.800 6862.400 IM
14 IM2512 20250812 6661.200 ... 6689.800 6674.400 IM
15 IM2603 20250812 6484.800 ... 6507.400 6492.800 IM
16 T2509 20250812 108.455 ... 108.410 108.465 T
17 T2512 20250812 108.355 ... 108.290 108.365 T
18 T2603 20250812 108.170 ... 108.080 108.170 T
19 TF2509 20250812 105.720 ... 105.695 105.720 TF
20 TF2512 20250812 105.735 ... 105.720 105.755 TF
21 TF2603 20250812 105.795 ... 105.745 105.785 TF
22 TL2509 20250812 118.460 ... 118.150 118.510 TL
23 TL2512 20250812 118.090 ... 117.740 118.090 TL
24 TL2603 20250812 117.820 ... 117.370 117.790 TL
25 TS2509 20250812 102.360 ... 102.338 102.354 TS
26 TS2512 20250812 102.386 ... 102.374 102.396 TS
27 TS2603 20250812 102.372 ... 102.356 102.372 TS
[28 rows x 12 columns]
2025-08-20 11:21:38,926 - future_1d - INFO - ak.get_cffex_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 PS2508 20250812 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250812 53150.0 ... 52390.0 51425.0 PS
2 PS2510 20250812 53105.0 ... 52405.0 51535.0 PS
3 PS2511 20250812 52800.0 ... 52395.0 51445.0 PS
4 PS2512 20250812 54780.0 ... 54425.0 53435.0 PS
5 PS2601 20250812 54780.0 ... 54445.0 53615.0 PS
6 PS2602 20250812 54795.0 ... 54565.0 54005.0 PS
7 PS2603 20250812 54900.0 ... 54730.0 54190.0 PS
8 PS2604 20250812 54930.0 ... 54775.0 54525.0 PS
9 PS2605 20250812 54860.0 ... 54730.0 54115.0 PS
10 PS2606 20250812 57700.0 ... 57470.0 56955.0 PS
11 PS2607 20250812 57700.0 ... 57605.0 57055.0 PS
13 SI2508 20250812 0.0 ... 8800.0 8860.0 SI
14 SI2509 20250812 9065.0 ... 8880.0 8895.0 SI
15 SI2510 20250812 9045.0 ... 8905.0 8900.0 SI
16 SI2511 20250812 9050.0 ... 8905.0 8940.0 SI
17 SI2512 20250812 9300.0 ... 9270.0 9255.0 SI
18 SI2601 20250812 9430.0 ... 9270.0 9230.0 SI
19 SI2602 20250812 9365.0 ... 9265.0 9210.0 SI
20 SI2603 20250812 9380.0 ... 9295.0 9240.0 SI
21 SI2604 20250812 9370.0 ... 9285.0 9250.0 SI
22 SI2605 20250812 9435.0 ... 9310.0 9265.0 SI
23 SI2606 20250812 9415.0 ... 9310.0 9280.0 SI
24 SI2607 20250812 9400.0 ... 9330.0 9295.0 SI
27 LC2508 20250812 79000.0 ... 82100.0 77680.0 LC
28 LC2509 20250812 89380.0 ... 85760.0 80540.0 LC
29 LC2510 20250812 88480.0 ... 85800.0 80820.0 LC
30 LC2511 20250812 88800.0 ... 85620.0 80900.0 LC
31 LC2512 20250812 84600.0 ... 84900.0 81100.0 LC
32 LC2601 20250812 88000.0 ... 84420.0 80960.0 LC
33 LC2602 20250812 83380.0 ... 83660.0 81360.0 LC
34 LC2603 20250812 89760.0 ... 83220.0 80880.0 LC
35 LC2604 20250812 87960.0 ... 82780.0 80160.0 LC
36 LC2605 20250812 88600.0 ... 82360.0 80280.0 LC
37 LC2606 20250812 82500.0 ... 81760.0 80200.0 LC
38 LC2607 20250812 83160.0 ... 81580.0 80520.0 LC
[36 rows x 12 columns]
2025-08-20 11:21:39,075 - future_1d - INFO - ak.get_gfex_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 PS2508 20250812 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250812 53150.0 ... 52390.0 51425.0 PS
2 PS2510 20250812 53105.0 ... 52405.0 51535.0 PS
3 PS2511 20250812 52800.0 ... 52395.0 51445.0 PS
4 PS2512 20250812 54780.0 ... 54425.0 53435.0 PS
5 PS2601 20250812 54780.0 ... 54445.0 53615.0 PS
6 PS2602 20250812 54795.0 ... 54565.0 54005.0 PS
7 PS2603 20250812 54900.0 ... 54730.0 54190.0 PS
8 PS2604 20250812 54930.0 ... 54775.0 54525.0 PS
9 PS2605 20250812 54860.0 ... 54730.0 54115.0 PS
10 PS2606 20250812 57700.0 ... 57470.0 56955.0 PS
11 PS2607 20250812 57700.0 ... 57605.0 57055.0 PS
13 SI2508 20250812 0.0 ... 8800.0 8860.0 SI
14 SI2509 20250812 9065.0 ... 8880.0 8895.0 SI
15 SI2510 20250812 9045.0 ... 8905.0 8900.0 SI
16 SI2511 20250812 9050.0 ... 8905.0 8940.0 SI
17 SI2512 20250812 9300.0 ... 9270.0 9255.0 SI
18 SI2601 20250812 9430.0 ... 9270.0 9230.0 SI
19 SI2602 20250812 9365.0 ... 9265.0 9210.0 SI
20 SI2603 20250812 9380.0 ... 9295.0 9240.0 SI
21 SI2604 20250812 9370.0 ... 9285.0 9250.0 SI
22 SI2605 20250812 9435.0 ... 9310.0 9265.0 SI
23 SI2606 20250812 9415.0 ... 9310.0 9280.0 SI
24 SI2607 20250812 9400.0 ... 9330.0 9295.0 SI
27 LC2508 20250812 79000.0 ... 82100.0 77680.0 LC
28 LC2509 20250812 89380.0 ... 85760.0 80540.0 LC
29 LC2510 20250812 88480.0 ... 85800.0 80820.0 LC
30 LC2511 20250812 88800.0 ... 85620.0 80900.0 LC
31 LC2512 20250812 84600.0 ... 84900.0 81100.0 LC
32 LC2601 20250812 88000.0 ... 84420.0 80960.0 LC
33 LC2602 20250812 83380.0 ... 83660.0 81360.0 LC
34 LC2603 20250812 89760.0 ... 83220.0 80880.0 LC
35 LC2604 20250812 87960.0 ... 82780.0 80160.0 LC
36 LC2605 20250812 88600.0 ... 82360.0 80280.0 LC
37 LC2606 20250812 82500.0 ... 81760.0 80200.0 LC
38 LC2607 20250812 83160.0 ... 81580.0 80520.0 LC
[36 rows x 12 columns]
2025-08-20 11:21:39,095 - future_1d - INFO - ak.get_gfex_daily('2025-08-12') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250812 ... 78940 78960 CU
1 1 CU2509 20250812 ... 78940 78920 CU
2 2 CU2510 20250812 ... 78970 78930 CU
3 3 CU2511 20250812 ... 78960 78910 CU
4 4 CU2512 20250812 ... 78940 78920 CU
5 5 CU2601 20250812 ... 78920 78890 CU
6 6 CU2602 20250812 ... 78880 78920 CU
7 7 CU2603 20250812 ... 78920 78860 CU
8 8 CU2604 20250812 ... 78920 78900 CU
9 9 CU2605 20250812 ... 78900 78870 CU
10 10 CU2606 20250812 ... 78920 78860 CU
11 11 CU2607 20250812 ... 78950 78790 CU
12 12 BC2508 20250812 ... 69300 69300 BC
13 13 BC2509 20250812 ... 70120 70120 BC
14 14 BC2510 20250812 ... 70220 70170 BC
15 15 BC2511 20250812 ... 70270 70450 BC
16 16 BC2512 20250812 ... 69990 70240 BC
17 17 BC2601 20250812 ... 70020 70020 BC
18 18 BC2602 20250812 ... 70000 70000 BC
19 19 BC2603 20250812 ... 70000 70000 BC
20 20 BC2604 20250812 ... 70000 70000 BC
21 21 BC2605 20250812 ... 70000 70000 BC
22 22 BC2606 20250812 ... 69340 69340 BC
23 23 BC2607 20250812 ... 68740 68740 BC
24 24 AL2508 20250812 ... 20665 20690 AL
25 25 AL2509 20250812 ... 20660 20675 AL
26 26 AL2510 20250812 ... 20645 20655 AL
27 27 AL2511 20250812 ... 20625 20615 AL
28 28 AL2512 20250812 ... 20575 20570 AL
29 29 AL2601 20250812 ... 20560 20550 AL
30 30 AL2602 20250812 ... 20565 20550 AL
31 31 AL2603 20250812 ... 20605 20585 AL
32 32 AL2604 20250812 ... 20615 20600 AL
33 33 AL2605 20250812 ... 20610 20615 AL
34 34 AL2606 20250812 ... 20620 20625 AL
35 35 AL2607 20250812 ... 20650 20630 AL
36 36 ZN2508 20250812 ... 22545 22565 ZN
37 37 ZN2509 20250812 ... 22545 22560 ZN
38 38 ZN2510 20250812 ... 22570 22585 ZN
39 39 ZN2511 20250812 ... 22585 22600 ZN
40 40 ZN2512 20250812 ... 22560 22595 ZN
41 41 ZN2601 20250812 ... 22535 22550 ZN
42 42 ZN2602 20250812 ... 22495 22545 ZN
43 43 ZN2603 20250812 ... 22505 22520 ZN
44 44 ZN2604 20250812 ... 22540 22535 ZN
45 45 ZN2605 20250812 ... 22530 22555 ZN
46 46 ZN2606 20250812 ... 22510 22535 ZN
47 47 ZN2607 20250812 ... 22510 22520 ZN
48 48 PB2508 20250812 ... 16875 16845 PB
49 49 PB2509 20250812 ... 16920 16885 PB
50 50 PB2510 20250812 ... 16930 16895 PB
51 51 PB2511 20250812 ... 16955 16920 PB
52 52 PB2512 20250812 ... 16955 16950 PB
53 53 PB2601 20250812 ... 16990 16975 PB
54 54 PB2602 20250812 ... 17000 17000 PB
55 55 PB2603 20250812 ... 17030 17030 PB
56 56 PB2604 20250812 ... 17030 17000 PB
57 57 PB2605 20250812 ... 17075 16985 PB
58 58 PB2606 20250812 ... 17075 17020 PB
59 59 PB2607 20250812 ... 17060 17060 PB
60 60 NI2508 20250812 ... 121980 121670 NI
61 61 NI2509 20250812 ... 122630 121630 NI
62 62 NI2510 20250812 ... 122780 121840 NI
63 63 NI2511 20250812 ... 123030 122060 NI
64 64 NI2512 20250812 ... 123270 122310 NI
65 65 NI2601 20250812 ... 123480 122550 NI
66 66 NI2602 20250812 ... 123680 123080 NI
67 67 NI2603 20250812 ... 124050 123270 NI
68 68 NI2604 20250812 ... 124260 123570 NI
69 69 NI2605 20250812 ... 124570 123750 NI
70 70 NI2606 20250812 ... 124840 124100 NI
71 71 NI2607 20250812 ... 125050 124380 NI
72 72 SN2508 20250812 ... 268890 267200 SN
73 73 SN2509 20250812 ... 270410 267960 SN
74 74 SN2510 20250812 ... 270600 268200 SN
75 75 SN2511 20250812 ... 270550 268170 SN
76 76 SN2512 20250812 ... 270460 268250 SN
77 77 SN2601 20250812 ... 270640 268540 SN
78 78 SN2602 20250812 ... 270740 268300 SN
79 79 SN2603 20250812 ... 271330 269240 SN
80 80 SN2604 20250812 ... 271490 269640 SN
81 81 SN2605 20250812 ... 271490 269900 SN
82 82 SN2606 20250812 ... 270900 269740 SN
83 83 SN2607 20250812 ... 270450 269050 SN
84 84 AO2508 20250812 ... 3216 3172 AO
85 85 AO2509 20250812 ... 3260 3176 AO
86 86 AO2510 20250812 ... 3269 3182 AO
87 87 AO2511 20250812 ... 3271 3194 AO
88 88 AO2512 20250812 ... 3294 3203 AO
89 89 AO2601 20250812 ... 3311 3211 AO
90 90 AO2602 20250812 ... 3314 3208 AO
91 91 AO2603 20250812 ... 3323 3210 AO
92 92 AO2604 20250812 ... 3323 3218 AO
93 93 AO2605 20250812 ... 3321 3218 AO
94 94 AO2606 20250812 ... 3311 3220 AO
95 95 AO2607 20250812 ... 3318 3211 AO
96 96 AD2511 20250812 ... 20090 20105 AD
97 97 AD2512 20250812 ... 20085 20100 AD
98 98 AD2601 20250812 ... 20070 20045 AD
99 99 AD2602 20250812 ... 19955 19950 AD
100 100 AD2603 20250812 ... 19940 19940 AD
101 101 AD2604 20250812 ... 19920 19925 AD
102 102 AD2605 20250812 ... 19785 19845 AD
103 103 AD2606 20250812 ... 19745 19825 AD
104 104 AD2607 20250812 ... 19830 19830 AD
105 105 AU2508 20250812 ... 775.08 783.02 AU
106 106 AU2509 20250812 ... 775.98 783.54 AU
107 107 AU2510 20250812 ... 777.1 784.8 AU
108 108 AU2512 20250812 ... 779.2 786.54 AU
109 109 AU2602 20250812 ... 781.38 788.76 AU
110 110 AU2604 20250812 ... 783.54 790.9 AU
111 111 AU2606 20250812 ... 785.82 792.56 AU
112 112 AU2608 20250812 ... 787.96 794.88 AU
113 113 AG2508 20250812 ... 9154 9220 AG
114 114 AG2509 20250812 ... 9158 9230 AG
115 115 AG2510 20250812 ... 9169 9244 AG
116 116 AG2511 20250812 ... 9184 9255 AG
117 117 AG2512 20250812 ... 9196 9263 AG
118 118 AG2601 20250812 ... 9206 9277 AG
119 119 AG2602 20250812 ... 9219 9292 AG
120 120 AG2603 20250812 ... 9230 9294 AG
121 121 AG2604 20250812 ... 9244 9313 AG
122 122 AG2605 20250812 ... 9255 9324 AG
123 123 AG2606 20250812 ... 9271 9332 AG
124 124 AG2607 20250812 ... 9283 9343 AG
125 125 RB2508 20250812 ... 3215 3200 RB
126 126 RB2509 20250812 ... 3228 3203 RB
127 127 RB2510 20250812 ... 3252 3227 RB
128 128 RB2511 20250812 ... 3271 3244 RB
129 129 RB2512 20250812 ... 3310 3280 RB
130 130 RB2601 20250812 ... 3328 3295 RB
131 131 RB2602 20250812 ... 3324 3294 RB
132 132 RB2603 20250812 ... 3338 3308 RB
133 133 RB2604 20250812 ... 3348 3323 RB
134 134 RB2605 20250812 ... 3356 3321 RB
135 135 RB2606 20250812 ... 3370 3332 RB
136 136 RB2607 20250812 ... 3368 3340 RB
137 137 WR2508 20250812 ... 3212 3212 WR
138 138 WR2509 20250812 ... 3342 3342 WR
139 139 WR2510 20250812 ... 3473 3447 WR
140 140 WR2511 20250812 ... 3480 3480 WR
141 141 WR2512 20250812 ... 3499 3499 WR
142 142 WR2601 20250812 ... 3496 3436 WR
143 143 WR2602 20250812 ... 3523 3523 WR
144 144 WR2603 20250812 ... 3550 3550 WR
145 145 WR2604 20250812 ... 3550 3550 WR
146 146 WR2605 20250812 ... 3479 3478 WR
147 147 WR2606 20250812 ... 3599 3599 WR
148 148 WR2607 20250812 ... 3648 3634 WR
149 149 HC2508 20250812 ... 3436 3436 HC
150 150 HC2509 20250812 ... 3488 3456 HC
151 151 HC2510 20250812 ... 3474 3436 HC
152 152 HC2511 20250812 ... 3469 3433 HC
153 153 HC2512 20250812 ... 3472 3436 HC
154 154 HC2601 20250812 ... 3470 3435 HC
155 155 HC2602 20250812 ... 3470 3434 HC
156 156 HC2603 20250812 ... 3469 3436 HC
157 157 HC2604 20250812 ... 3477 3441 HC
158 158 HC2605 20250812 ... 3478 3437 HC
159 159 HC2606 20250812 ... 3481 3451 HC
160 160 HC2607 20250812 ... 3479 3445 HC
161 161 SS2508 20250812 ... 13150 13030 SS
162 162 SS2509 20250812 ... 13135 13075 SS
163 163 SS2510 20250812 ... 13215 13150 SS
164 164 SS2511 20250812 ... 13260 13200 SS
165 165 SS2512 20250812 ... 13305 13250 SS
166 166 SS2601 20250812 ... 13365 13295 SS
167 167 SS2602 20250812 ... 13380 13360 SS
168 168 SS2603 20250812 ... 13440 13390 SS
169 169 SS2604 20250812 ... 13485 13415 SS
170 170 SS2605 20250812 ... 13535 13455 SS
171 171 SS2606 20250812 ... 13560 13480 SS
172 172 SS2607 20250812 ... 13595 13545 SS
173 173 SC2509 20250812 ... 494.3 492.5 SC
174 174 SC2510 20250812 ... 492.6 490.1 SC
175 175 SC2511 20250812 ... 489.7 485.8 SC
176 176 SC2512 20250812 ... 485.5 481.5 SC
177 177 SC2601 20250812 ... 482.5 478.6 SC
178 178 SC2602 20250812 ... 479.9 477 SC
179 179 SC2603 20250812 ... 477.9 474.1 SC
180 180 SC2604 20250812 ... 475.7 471.3 SC
181 181 SC2605 20250812 ... 474.2 469.4 SC
182 182 SC2606 20250812 ... 473.7 468.6 SC
183 183 SC2607 20250812 ... 470.7 464.9 SC
184 184 SC2608 20250812 ... 470.5 467.3 SC
185 185 SC2609 20250812 ... 467.7 466.8 SC
186 186 SC2612 20250812 ... 469.4 462 SC
187 187 SC2703 20250812 ... 464.6 460.4 SC
188 188 SC2706 20250812 ... 464 460.4 SC
189 189 SC2709 20250812 ... 462.4 457.7 SC
190 190 SC2712 20250812 ... 458.5 458.5 SC
191 191 SC2803 20250812 ... 456.3 456.7 SC
192 192 SC2806 20250812 ... 453.2 452.3 SC
193 193 LU2509 20250812 ... 3483 3452 LU
194 194 LU2510 20250812 ... 3499 3469 LU
195 195 LU2511 20250812 ... 3487 3469 LU
196 196 LU2512 20250812 ... 3473 3454 LU
197 197 LU2601 20250812 ... 3445 3432 LU
198 198 LU2602 20250812 ... 3413 3404 LU
199 199 LU2603 20250812 ... 3410 3400 LU
200 200 LU2604 20250812 ... 3405 3396 LU
201 201 LU2605 20250812 ... 3405 3405 LU
202 202 LU2606 20250812 ... 3407 3403 LU
203 203 LU2607 20250812 ... 3406 3395 LU
204 204 LU2608 20250812 ... 3405 3387 LU
205 205 FU2509 20250812 ... 2769 2774 FU
206 206 FU2510 20250812 ... 2781 2780 FU
207 207 FU2511 20250812 ... 2788 2787 FU
208 208 FU2512 20250812 ... 2794 2792 FU
209 209 FU2601 20250812 ... 2796 2793 FU
210 210 FU2602 20250812 ... 2788 2781 FU
211 211 FU2603 20250812 ... 2780 2770 FU
212 212 FU2604 20250812 ... 2775 2766 FU
213 213 FU2605 20250812 ... 2764 2758 FU
214 214 FU2606 20250812 ... 2757 2748 FU
215 215 FU2607 20250812 ... 2735 2724 FU
216 216 FU2608 20250812 ... 2722 2710 FU
217 217 BU2508 20250812 ... 3406 3406 BU
218 218 BU2509 20250812 ... 3535 3518 BU
219 219 BU2510 20250812 ... 3504 3486 BU
220 220 BU2511 20250812 ... 3462 3450 BU
221 221 BU2512 20250812 ... 3405 3391 BU
222 222 BU2601 20250812 ... 3370 3363 BU
223 223 BU2602 20250812 ... 3362 3346 BU
224 224 BU2603 20250812 ... 3335 3332 BU
225 225 BU2604 20250812 ... 3341 3334 BU
226 226 BU2605 20250812 ... 3342 3330 BU
227 227 BU2606 20250812 ... 3332 3318 BU
228 228 BU2607 20250812 ... 3335 3338 BU
229 229 BU2609 20250812 ... 3320 3316 BU
230 230 BU2612 20250812 ... 3285 3289 BU
231 231 BU2703 20250812 ... 3296 3292 BU
232 232 BU2706 20250812 ... 3303 3302 BU
233 233 BR2508 20250812 ... 11820 11820 BR
234 234 BR2509 20250812 ... 11765 11740 BR
235 235 BR2510 20250812 ... 11765 11725 BR
236 236 BR2511 20250812 ... 11785 11735 BR
237 237 BR2512 20250812 ... 11830 11775 BR
238 238 BR2601 20250812 ... 11870 11800 BR
239 239 BR2602 20250812 ... 11895 11660 BR
240 240 BR2603 20250812 ... 11910 11810 BR
241 241 BR2604 20250812 ... 11930 11805 BR
242 242 BR2605 20250812 ... 11960 11895 BR
243 243 BR2606 20250812 ... 12020 11965 BR
244 244 BR2607 20250812 ... 12090 12035 BR
245 245 RU2508 20250812 ... 14730 14710 RU
246 246 RU2509 20250812 ... 14780 14715 RU
247 247 RU2510 20250812 ... 14805 14745 RU
248 248 RU2511 20250812 ... 14810 14760 RU
249 249 RU2601 20250812 ... 15780 15720 RU
250 250 RU2603 20250812 ... 15855 15810 RU
251 251 RU2604 20250812 ... 15890 15825 RU
252 252 RU2605 20250812 ... 15875 15810 RU
253 253 RU2606 20250812 ... 15920 15860 RU
254 254 RU2607 20250812 ... 16010 15880 RU
255 255 NR2508 20250812 ... 12480 12440 NR
256 256 NR2509 20250812 ... 12560 12520 NR
257 257 NR2510 20250812 ... 12620 12575 NR
258 258 NR2511 20250812 ... 12655 12620 NR
259 259 NR2512 20250812 ... 12690 12660 NR
260 260 NR2601 20250812 ... 12755 12705 NR
261 261 NR2602 20250812 ... 12755 12720 NR
262 262 NR2603 20250812 ... 12775 12745 NR
263 263 NR2604 20250812 ... 12860 12780 NR
264 264 NR2605 20250812 ... 12835 12765 NR
265 265 NR2606 20250812 ... 12895 12840 NR
266 266 NR2607 20250812 ... 12820 12755 NR
267 267 SP2508 20250812 ... 5174 5140 SP
268 268 SP2509 20250812 ... 5204 5192 SP
269 269 SP2510 20250812 ... 5234 5212 SP
270 270 SP2511 20250812 ... 5254 5226 SP
271 271 SP2512 20250812 ... 5262 5232 SP
272 272 SP2601 20250812 ... 5480 5460 SP
273 273 SP2602 20250812 ... 5442 5420 SP
274 274 SP2603 20250812 ... 5458 5440 SP
275 275 SP2604 20250812 ... 5458 5428 SP
276 276 SP2605 20250812 ... 5458 5436 SP
277 277 SP2606 20250812 ... 5456 5458 SP
278 278 SP2607 20250812 ... 5446 5434 SP
279 279 EC2508 20250812 ... 2080.6 2080.1 EC
280 280 EC2510 20250812 ... 1411.7 1438.9 EC
281 281 EC2512 20250812 ... 1720.5 1772.4 EC
282 282 EC2602 20250812 ... 1516.8 1536.5 EC
283 283 EC2604 20250812 ... 1340.4 1362.4 EC
284 284 EC2606 20250812 ... 1487.1 1499 EC
285 286 SC_TAS2509 20250812 ... SC_TAS
286 287 SC_TAS2510 20250812 ... SC_TAS
287 288 SC_TAS2511 20250812 ... SC_TAS
288 289 SC_TAS2512 20250812 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:21:39,176 - future_1d - INFO - ak.get_shfe_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 a2509 20250812 4080.00 ... 4078.00 4098.00 A
1 a2511 20250812 4067.00 ... 4033.00 4063.00 A
2 a2601 20250812 4055.00 ... 4028.00 4055.00 A
3 a2603 20250812 4048.00 ... 4027.00 4050.00 A
4 a2605 20250812 4088.00 ... 4068.00 4088.00 A
5 a2607 20250812 4080.00 ... 4071.00 4085.00 A
6 b2508 20250812 0.00 ... 3610.00 3610.00 B
7 b2509 20250812 3728.00 ... 3727.00 3726.00 B
8 b2510 20250812 3761.00 ... 3767.00 3766.00 B
9 b2511 20250812 3800.00 ... 3800.00 3790.00 B
10 b2512 20250812 3809.00 ... 3815.00 3798.00 B
11 b2601 20250812 3795.00 ... 3797.00 3788.00 B
12 b2602 20250812 3773.00 ... 3770.00 3763.00 B
13 b2603 20250812 3682.00 ... 3687.00 3670.00 B
14 b2604 20250812 3579.00 ... 3582.00 3561.00 B
15 b2605 20250812 3495.00 ... 3510.00 3488.00 B
16 b2606 20250812 3496.00 ... 3495.00 3472.00 B
17 b2607 20250812 3484.00 ... 3482.00 3461.00 B
18 bb2509 20250812 145.00 ... 145.30 148.20 BB
19 bb2511 20250812 147.10 ... 147.50 145.95 BB
20 bb2601 20250812 148.85 ... 148.50 147.45 BB
21 bb2603 20250812 0.00 ... 146.65 145.65 BB
22 bb2605 20250812 0.00 ... 140.55 139.60 BB
23 bb2607 20250812 0.00 ... 146.30 145.30 BB
24 bz2603 20250812 6230.00 ... 6264.00 6231.00 BZ
25 bz2604 20250812 6193.00 ... 6206.00 6196.00 BZ
26 bz2605 20250812 6242.00 ... 6242.00 6239.00 BZ
27 bz2606 20250812 6233.00 ... 6233.00 6183.00 BZ
28 bz2607 20250812 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250812 2260.00 ... 2259.00 2259.00 C
30 c2511 20250812 2202.00 ... 2193.00 2201.00 C
31 c2601 20250812 2193.00 ... 2187.00 2187.00 C
32 c2603 20250812 2202.00 ... 2203.00 2199.00 C
33 c2605 20250812 2256.00 ... 2256.00 2253.00 C
34 c2607 20250812 2274.00 ... 2276.00 2270.00 C
35 cs2509 20250812 2645.00 ... 2638.00 2638.00 CS
36 cs2511 20250812 2543.00 ... 2536.00 2542.00 CS
37 cs2601 20250812 2562.00 ... 2558.00 2558.00 CS
38 cs2603 20250812 2558.00 ... 2556.00 2555.00 CS
39 cs2605 20250812 2619.00 ... 2618.00 2615.00 CS
40 cs2607 20250812 2625.00 ... 2624.00 2620.00 CS
41 eb2508 20250812 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250812 7275.00 ... 7314.00 7253.00 EB
43 eb2510 20250812 7302.00 ... 7335.00 7277.00 EB
44 eb2511 20250812 7324.00 ... 7359.00 7301.00 EB
45 eb2512 20250812 7346.00 ... 7377.00 7320.00 EB
46 eb2601 20250812 7361.00 ... 7389.00 7336.00 EB
47 eb2602 20250812 7373.00 ... 7408.00 7352.00 EB
48 eb2603 20250812 7430.00 ... 7437.00 7365.00 EB
49 eb2604 20250812 7439.00 ... 7448.00 7382.00 EB
50 eb2605 20250812 7428.00 ... 7452.00 7399.00 EB
51 eb2606 20250812 7424.00 ... 7445.00 7387.00 EB
52 eb2607 20250812 7390.00 ... 7407.00 7376.00 EB
53 eg2508 20250812 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250812 4412.00 ... 4427.00 4404.00 EG
55 eg2510 20250812 4423.00 ... 4435.00 4414.00 EG
56 eg2511 20250812 4439.00 ... 4454.00 4431.00 EG
57 eg2512 20250812 4469.00 ... 4472.00 4440.00 EG
58 eg2601 20250812 4462.00 ... 4473.00 4444.00 EG
59 eg2602 20250812 4482.00 ... 4482.00 4438.00 EG
60 eg2603 20250812 4485.00 ... 4485.00 4450.00 EG
61 eg2604 20250812 4508.00 ... 4510.00 4478.00 EG
62 eg2605 20250812 4501.00 ... 4524.00 4491.00 EG
63 eg2606 20250812 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250812 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250812 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250812 1254.50 ... 1254.50 1255.00 FB
67 fb2510 20250812 1296.00 ... 1293.00 1293.00 FB
68 fb2511 20250812 1340.00 ... 1288.50 1286.50 FB
69 fb2512 20250812 1284.00 ... 1288.50 1285.00 FB
70 fb2601 20250812 1292.00 ... 1290.50 1290.50 FB
71 fb2602 20250812 1298.00 ... 1294.50 1294.00 FB
72 fb2603 20250812 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250812 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250812 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250812 1357.00 ... 1357.00 1339.50 FB
76 fb2607 20250812 0.00 ... 1302.50 1302.50 FB
77 i2508 20250812 815.00 ... 815.00 820.00 I
78 i2509 20250812 798.00 ... 800.50 794.00 I
79 i2510 20250812 799.00 ... 803.00 795.00 I
80 i2511 20250812 796.50 ... 801.00 792.00 I
81 i2512 20250812 794.50 ... 799.50 789.00 I
82 i2601 20250812 790.00 ... 795.00 782.50 I
83 i2602 20250812 785.00 ... 791.00 777.50 I
84 i2603 20250812 779.50 ... 785.50 774.00 I
85 i2604 20250812 778.00 ... 781.50 769.50 I
86 i2605 20250812 770.00 ... 773.50 761.50 I
87 i2606 20250812 763.50 ... 767.50 755.50 I
88 i2607 20250812 759.50 ... 765.50 752.00 I
89 j2508 20250812 0.00 ... 1598.00 1598.00 J
90 j2509 20250812 1690.00 ... 1703.50 1660.50 J
91 j2510 20250812 1704.50 ... 1727.00 1684.00 J
92 j2511 20250812 1728.50 ... 1758.00 1703.00 J
93 j2512 20250812 1748.00 ... 1771.00 1705.00 J
94 j2601 20250812 1757.00 ... 1787.50 1734.00 J
95 j2602 20250812 1842.00 ... 1842.00 1759.00 J
96 j2603 20250812 0.00 ... 1801.50 1801.00 J
97 j2604 20250812 0.00 ... 1842.00 1818.00 J
98 j2605 20250812 1833.00 ... 1862.50 1818.50 J
99 j2606 20250812 1843.50 ... 1877.50 1837.50 J
100 j2607 20250812 1843.50 ... 1843.50 1843.50 J
101 jd2508 20250812 0.00 ... 2790.00 2788.00 JD
102 jd2509 20250812 3270.00 ... 3305.00 3316.00 JD
103 jd2510 20250812 3181.00 ... 3197.00 3212.00 JD
104 jd2511 20250812 3282.00 ... 3285.00 3299.00 JD
105 jd2512 20250812 3420.00 ... 3434.00 3448.00 JD
106 jd2601 20250812 3535.00 ... 3548.00 3555.00 JD
107 jd2602 20250812 3192.00 ... 3202.00 3186.00 JD
108 jd2603 20250812 3187.00 ... 3204.00 3189.00 JD
109 jd2604 20250812 3350.00 ... 3367.00 3350.00 JD
110 jd2605 20250812 3463.00 ... 3476.00 3461.00 JD
111 jd2606 20250812 3303.00 ... 3308.00 3297.00 JD
112 jd2607 20250812 3520.00 ... 3550.00 3518.00 JD
113 jm2508 20250812 1021.00 ... 1021.00 920.00 JM
114 jm2509 20250812 1099.50 ... 1134.00 1076.50 JM
115 jm2510 20250812 1154.00 ... 1190.00 1131.00 JM
116 jm2511 20250812 1215.00 ... 1240.50 1181.50 JM
117 jm2512 20250812 1239.00 ... 1270.50 1209.50 JM
118 jm2601 20250812 1256.00 ... 1283.50 1227.50 JM
119 jm2602 20250812 1252.00 ... 1308.00 1246.50 JM
120 jm2603 20250812 1282.00 ... 1303.00 1255.00 JM
121 jm2604 20250812 1285.00 ... 1306.50 1257.00 JM
122 jm2605 20250812 1288.00 ... 1312.50 1263.50 JM
123 jm2606 20250812 1291.00 ... 1310.50 1269.50 JM
124 jm2607 20250812 1294.00 ... 1321.50 1279.00 JM
125 l2508 20250812 0.00 ... 7256.00 7256.00 L
126 l2509 20250812 7322.00 ... 7328.00 7302.00 L
127 l2510 20250812 7340.00 ... 7351.00 7322.00 L
128 l2511 20250812 7367.00 ... 7373.00 7345.00 L
129 l2512 20250812 7376.00 ... 7388.00 7355.00 L
130 l2601 20250812 7372.00 ... 7383.00 7353.00 L
131 l2602 20250812 7363.00 ... 7378.00 7346.00 L
132 l2603 20250812 7359.00 ... 7383.00 7335.00 L
133 l2604 20250812 7393.00 ... 7398.00 7360.00 L
134 l2605 20250812 7371.00 ... 7390.00 7353.00 L
135 l2606 20250812 7387.00 ... 7387.00 7347.00 L
136 l2607 20250812 0.00 ... 7373.00 7373.00 L
137 lg2509 20250812 833.00 ... 826.00 835.00 LG
138 lg2511 20250812 847.00 ... 846.00 846.00 LG
139 lg2601 20250812 849.00 ... 851.50 849.50 LG
140 lg2603 20250812 857.50 ... 849.50 842.00 LG
141 lg2605 20250812 851.00 ... 850.50 849.50 LG
142 lg2607 20250812 850.50 ... 849.50 848.00 LG
143 lh2509 20250812 13970.00 ... 13995.00 13955.00 LH
144 lh2511 20250812 14140.00 ... 14235.00 14200.00 LH
145 lh2601 20250812 14375.00 ... 14425.00 14405.00 LH
146 lh2603 20250812 13380.00 ... 13415.00 13415.00 LH
147 lh2605 20250812 13960.00 ... 13970.00 13980.00 LH
148 lh2607 20250812 14440.00 ... 14435.00 14435.00 LH
149 m2508 20250812 3011.00 ... 3012.00 3016.00 M
150 m2509 20250812 3015.00 ... 3017.00 3023.00 M
151 m2511 20250812 3040.00 ... 3051.00 3055.00 M
152 m2512 20250812 3084.00 ... 3092.00 3089.00 M
153 m2601 20250812 3072.00 ... 3074.00 3069.00 M
154 m2603 20250812 2950.00 ... 2963.00 2954.00 M
155 m2605 20250812 2783.00 ... 2790.00 2769.00 M
156 m2607 20250812 2755.00 ... 2767.00 2748.00 M
157 p2508 20250812 0.00 ... 8802.00 8802.00 P
158 p2509 20250812 9246.00 ... 9294.00 9078.00 P
159 p2510 20250812 9222.00 ... 9288.00 9086.00 P
160 p2511 20250812 9218.00 ... 9312.00 9130.00 P
161 p2512 20250812 9244.00 ... 9320.00 9120.00 P
162 p2601 20250812 9254.00 ... 9334.00 9106.00 P
163 p2602 20250812 9218.00 ... 9274.00 9126.00 P
164 p2603 20250812 9180.00 ... 9228.00 9034.00 P
165 p2604 20250812 9074.00 ... 9108.00 8978.00 P
166 p2605 20250812 8998.00 ... 9030.00 8882.00 P
167 p2606 20250812 8910.00 ... 8938.00 8802.00 P
168 p2607 20250812 8800.00 ... 8854.00 8738.00 P
169 pg2508 20250812 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250812 3805.00 ... 3813.00 3788.00 PG
171 pg2510 20250812 4285.00 ... 4287.00 4263.00 PG
172 pg2511 20250812 4226.00 ... 4221.00 4195.00 PG
173 pg2512 20250812 4173.00 ... 4181.00 4153.00 PG
174 pg2601 20250812 4136.00 ... 4137.00 4106.00 PG
175 pg2602 20250812 4069.00 ... 4080.00 4053.00 PG
176 pg2603 20250812 3989.00 ... 3998.00 3976.00 PG
177 pg2604 20250812 4279.00 ... 4280.00 4263.00 PG
178 pg2605 20250812 4185.00 ... 4189.00 4167.00 PG
179 pg2606 20250812 4125.00 ... 4132.00 4123.00 PG
180 pg2607 20250812 4063.00 ... 4081.00 4065.00 PG
181 pp2508 20250812 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250812 7102.00 ... 7098.00 7076.00 PP
183 pp2510 20250812 7088.00 ... 7092.00 7071.00 PP
184 pp2511 20250812 7105.00 ... 7102.00 7085.00 PP
185 pp2512 20250812 7117.00 ... 7116.00 7100.00 PP
186 pp2601 20250812 7123.00 ... 7126.00 7102.00 PP
187 pp2602 20250812 7103.00 ... 7104.00 7084.00 PP
188 pp2603 20250812 7098.00 ... 7101.00 7090.00 PP
189 pp2604 20250812 7104.00 ... 7104.00 7101.00 PP
190 pp2605 20250812 7114.00 ... 7117.00 7102.00 PP
191 pp2606 20250812 7098.00 ... 7102.00 7086.00 PP
192 pp2607 20250812 0.00 ... 7095.00 7093.00 PP
193 rr2508 20250812 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250812 3580.00 ... 3571.00 3575.00 RR
195 rr2510 20250812 3617.00 ... 3612.00 3613.00 RR
196 rr2511 20250812 3618.00 ... 3613.00 3616.00 RR
197 rr2512 20250812 3616.00 ... 3610.00 3611.00 RR
198 rr2601 20250812 3623.00 ... 3620.00 3618.00 RR
199 rr2602 20250812 0.00 ... 3611.00 3611.00 RR
200 rr2603 20250812 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250812 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250812 3617.00 ... 3614.00 3615.00 RR
203 rr2606 20250812 3627.00 ... 3627.00 3627.00 RR
204 rr2607 20250812 0.00 ... 3633.00 3633.00 RR
205 v2508 20250812 4970.00 ... 4980.00 4962.00 V
206 v2509 20250812 5019.00 ... 5035.00 5003.00 V
207 v2510 20250812 5056.00 ... 5075.00 5042.00 V
208 v2511 20250812 5090.00 ... 5105.00 5078.00 V
209 v2512 20250812 5132.00 ... 5140.00 5116.00 V
210 v2601 20250812 5160.00 ... 5181.00 5145.00 V
211 v2602 20250812 5192.00 ... 5232.00 5174.00 V
212 v2603 20250812 5218.00 ... 5270.00 5200.00 V
213 v2604 20250812 5466.00 ... 5493.00 5435.00 V
214 v2605 20250812 5480.00 ... 5504.00 5469.00 V
215 v2606 20250812 5516.00 ... 5534.00 5488.00 V
216 v2607 20250812 5551.00 ... 5571.00 5520.00 V
217 y2508 20250812 9148.00 ... 9148.00 8636.00 Y
218 y2509 20250812 8486.00 ... 8464.00 8410.00 Y
219 y2511 20250812 8480.00 ... 8482.00 8422.00 Y
220 y2512 20250812 8478.00 ... 8476.00 8430.00 Y
221 y2601 20250812 8440.00 ... 8450.00 8400.00 Y
222 y2603 20250812 8344.00 ... 8326.00 8284.00 Y
223 y2605 20250812 8050.00 ... 8038.00 7986.00 Y
224 y2607 20250812 7992.00 ... 8028.00 7960.00 Y
[225 rows x 12 columns]
2025-08-20 11:21:39,641 - future_1d - INFO - ak.get_dce_daily('2025-08-12') done
2025-08-20 11:21:40,929 - future_1d - INFO - save future_daily 2025-08-12 completed
2025-08-20 11:21:41,407 - future_1d - INFO - save future_daily 2025-08-12 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250813 6419.200 ... 6503.800 6405.200 IC
1 IC2509 20250813 6351.000 ... 6444.400 6338.800 IC
2 IC2512 20250813 6200.000 ... 6297.200 6182.600 IC
3 IC2603 20250813 6067.600 ... 6170.200 6047.600 IC
4 IF2508 20250813 4155.000 ... 4175.400 4141.200 IF
5 IF2509 20250813 4138.800 ... 4164.600 4128.600 IF
6 IF2512 20250813 4113.000 ... 4137.400 4099.600 IF
7 IF2603 20250813 4080.200 ... 4107.400 4068.000 IF
8 IH2508 20250813 2812.000 ... 2815.000 2808.800 IH
9 IH2509 20250813 2813.000 ... 2816.000 2809.000 IH
10 IH2512 20250813 2820.000 ... 2817.600 2810.000 IH
11 IH2603 20250813 2815.800 ... 2819.400 2809.400 IH
12 IM2508 20250813 6962.200 ... 7060.800 6950.800 IM
13 IM2509 20250813 6900.800 ... 6995.400 6879.800 IM
14 IM2512 20250813 6710.000 ... 6812.800 6689.800 IM
15 IM2603 20250813 6528.000 ... 6637.600 6507.400 IM
16 T2509 20250813 108.355 ... 108.460 108.410 T
17 T2512 20250813 108.220 ... 108.375 108.290 T
18 T2603 20250813 108.005 ... 108.175 108.080 T
19 TF2509 20250813 105.680 ... 105.750 105.695 TF
20 TF2512 20250813 105.695 ... 105.775 105.720 TF
21 TF2603 20250813 105.710 ... 105.800 105.745 TF
22 TL2509 20250813 117.760 ... 118.310 118.150 TL
23 TL2512 20250813 117.340 ... 117.910 117.740 TL
24 TL2603 20250813 116.990 ... 117.560 117.370 TL
25 TS2509 20250813 102.340 ... 102.370 102.338 TS
26 TS2512 20250813 102.378 ... 102.416 102.374 TS
27 TS2603 20250813 102.370 ... 102.386 102.356 TS
[28 rows x 12 columns]
2025-08-20 11:21:47,503 - future_1d - INFO - ak.get_cffex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 SC2509 20250813 491.7 ... 490.5 494.3 SC
1 SC2510 20250813 490 ... 490.2 492.6 SC
2 SC2511 20250813 487.3 ... 487 489.7 SC
3 SC2512 20250813 482.6 ... 483.1 485.5 SC
4 SC2601 20250813 480.6 ... 480.4 482.5 SC
5 SC2602 20250813 477.6 ... 477.7 479.9 SC
6 SC2603 20250813 475.3 ... 475.5 477.9 SC
7 SC2604 20250813 472.6 ... 474.4 475.7 SC
8 SC2605 20250813 471.6 ... 472.2 474.2 SC
9 SC2606 20250813 471.8 ... 472.3 473.7 SC
10 SC2607 20250813 467.6 ... 468.1 470.7 SC
11 SC2608 20250813 466.7 ... 467.7 470.5 SC
12 SC2609 20250813 ... 467.7 467.7 SC
13 SC2612 20250813 458.5 ... 458.5 469.4 SC
14 SC2703 20250813 457.9 ... 457.9 464.6 SC
15 SC2706 20250813 456.9 ... 456.9 464 SC
16 SC2709 20250813 458.3 ... 458.1 462.4 SC
17 SC2712 20250813 ... 458.5 458.5 SC
18 SC2803 20250813 ... 456.3 456.3 SC
19 SC2806 20250813 453.2 ... 450.8 453.2 SC
21 LU2509 20250813 3469 ... 3443 3483 LU
22 LU2510 20250813 3474 ... 3457 3499 LU
23 LU2511 20250813 3471 ... 3451 3487 LU
24 LU2512 20250813 3460 ... 3443 3473 LU
25 LU2601 20250813 3445 ... 3427 3445 LU
26 LU2602 20250813 3401 ... 3404 3413 LU
27 LU2603 20250813 3390 ... 3395 3410 LU
28 LU2604 20250813 3392 ... 3395 3405 LU
29 LU2605 20250813 3400 ... 3398 3405 LU
30 LU2606 20250813 3389 ... 3393 3407 LU
31 LU2607 20250813 3386 ... 3388 3406 LU
32 LU2608 20250813 3387 ... 3387 3405 LU
34 NR2508 20250813 ... 12480 12480 NR
35 NR2509 20250813 12615 ... 12635 12560 NR
36 NR2510 20250813 12665 ... 12705 12620 NR
37 NR2511 20250813 12715 ... 12730 12655 NR
38 NR2512 20250813 12750 ... 12775 12690 NR
39 NR2601 20250813 12790 ... 12820 12755 NR
40 NR2602 20250813 12800 ... 12780 12755 NR
41 NR2603 20250813 12755 ... 12755 12775 NR
42 NR2604 20250813 12935 ... 12845 12860 NR
43 NR2605 20250813 12895 ... 12905 12835 NR
44 NR2606 20250813 12950 ... 12955 12895 NR
45 NR2607 20250813 12970 ... 12970 12820 NR
47 BC2508 20250813 ... 69300 69300 BC
48 BC2509 20250813 70330 ... 70540 70120 BC
49 BC2510 20250813 70580 ... 70620 70220 BC
50 BC2511 20250813 70720 ... 70720 70270 BC
51 BC2512 20250813 70160 ... 70490 69990 BC
52 BC2601 20250813 70250 ... 70250 70020 BC
53 BC2602 20250813 70710 ... 70710 70000 BC
54 BC2603 20250813 ... 70000 70000 BC
55 BC2604 20250813 ... 70000 70000 BC
56 BC2605 20250813 70720 ... 71210 70000 BC
57 BC2606 20250813 ... 69790 69340 BC
58 BC2607 20250813 ... 69120 68740 BC
60 EC2508 20250813 2081.7 ... 2082.7 2080.6 EC
61 EC2510 20250813 1404.2 ... 1361.9 1411.7 EC
62 EC2512 20250813 1728.1 ... 1695.7 1720.5 EC
63 EC2602 20250813 1517.1 ... 1493.8 1516.8 EC
64 EC2604 20250813 1340.4 ... 1328.9 1340.4 EC
65 EC2606 20250813 1483.5 ... 1475 1487.1 EC
68 SC_TAS2509 20250813 ... SC_TAS
69 SC_TAS2510 20250813 ... SC_TAS
70 SC_TAS2511 20250813 ... SC_TAS
71 SC_TAS2512 20250813 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:21:47,624 - future_1d - INFO - ak.get_ine_daily('2025-08-13') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250813 ... 79310 78940 CU
1 1 CU2509 20250813 ... 79340 78940 CU
2 2 CU2510 20250813 ... 79380 78970 CU
3 3 CU2511 20250813 ... 79380 78960 CU
4 4 CU2512 20250813 ... 79400 78940 CU
5 5 CU2601 20250813 ... 79360 78920 CU
6 6 CU2602 20250813 ... 79330 78880 CU
7 7 CU2603 20250813 ... 79270 78920 CU
8 8 CU2604 20250813 ... 79300 78920 CU
9 9 CU2605 20250813 ... 79300 78900 CU
10 10 CU2606 20250813 ... 79370 78920 CU
11 11 CU2607 20250813 ... 79350 78950 CU
12 12 BC2508 20250813 ... 69300 69300 BC
13 13 BC2509 20250813 ... 70540 70120 BC
14 14 BC2510 20250813 ... 70620 70220 BC
15 15 BC2511 20250813 ... 70720 70270 BC
16 16 BC2512 20250813 ... 70490 69990 BC
17 17 BC2601 20250813 ... 70250 70020 BC
18 18 BC2602 20250813 ... 70710 70000 BC
19 19 BC2603 20250813 ... 70000 70000 BC
20 20 BC2604 20250813 ... 70000 70000 BC
21 21 BC2605 20250813 ... 71210 70000 BC
22 22 BC2606 20250813 ... 69790 69340 BC
23 23 BC2607 20250813 ... 69120 68740 BC
24 24 AL2508 20250813 ... 20790 20665 AL
25 25 AL2509 20250813 ... 20795 20660 AL
26 26 AL2510 20250813 ... 20775 20645 AL
27 27 AL2511 20250813 ... 20735 20625 AL
28 28 AL2512 20250813 ... 20695 20575 AL
29 29 AL2601 20250813 ... 20675 20560 AL
30 30 AL2602 20250813 ... 20675 20565 AL
31 31 AL2603 20250813 ... 20695 20605 AL
32 32 AL2604 20250813 ... 20710 20615 AL
33 33 AL2605 20250813 ... 20730 20610 AL
34 34 AL2606 20250813 ... 20725 20620 AL
35 35 AL2607 20250813 ... 20740 20650 AL
36 36 ZN2508 20250813 ... 22605 22545 ZN
37 37 ZN2509 20250813 ... 22670 22545 ZN
38 38 ZN2510 20250813 ... 22685 22570 ZN
39 39 ZN2511 20250813 ... 22685 22585 ZN
40 40 ZN2512 20250813 ... 22660 22560 ZN
41 41 ZN2601 20250813 ... 22645 22535 ZN
42 42 ZN2602 20250813 ... 22630 22495 ZN
43 43 ZN2603 20250813 ... 22620 22505 ZN
44 44 ZN2604 20250813 ... 22655 22540 ZN
45 45 ZN2605 20250813 ... 22645 22530 ZN
46 46 ZN2606 20250813 ... 22605 22510 ZN
47 47 ZN2607 20250813 ... 22635 22510 ZN
48 48 PB2508 20250813 ... 16840 16875 PB
49 49 PB2509 20250813 ... 16925 16920 PB
50 50 PB2510 20250813 ... 16930 16930 PB
51 51 PB2511 20250813 ... 16955 16955 PB
52 52 PB2512 20250813 ... 16985 16955 PB
53 53 PB2601 20250813 ... 17000 16990 PB
54 54 PB2602 20250813 ... 17020 17000 PB
55 55 PB2603 20250813 ... 17030 17030 PB
56 56 PB2604 20250813 ... 17110 17030 PB
57 57 PB2605 20250813 ... 17125 17075 PB
58 58 PB2606 20250813 ... 17170 17075 PB
59 59 PB2607 20250813 ... 17060 17060 PB
60 60 NI2508 20250813 ... 122590 121980 NI
61 61 NI2509 20250813 ... 122750 122630 NI
62 62 NI2510 20250813 ... 122880 122780 NI
63 63 NI2511 20250813 ... 123040 123030 NI
64 64 NI2512 20250813 ... 123330 123270 NI
65 65 NI2601 20250813 ... 123610 123480 NI
66 66 NI2602 20250813 ... 123800 123680 NI
67 67 NI2603 20250813 ... 123890 124050 NI
68 68 NI2604 20250813 ... 124130 124260 NI
69 69 NI2605 20250813 ... 124630 124570 NI
70 70 NI2606 20250813 ... 124810 124840 NI
71 71 NI2607 20250813 ... 124750 125050 NI
72 72 SN2508 20250813 ... 270040 268890 SN
73 73 SN2509 20250813 ... 270150 270410 SN
74 74 SN2510 20250813 ... 270360 270600 SN
75 75 SN2511 20250813 ... 270280 270550 SN
76 76 SN2512 20250813 ... 270120 270460 SN
77 77 SN2601 20250813 ... 270430 270640 SN
78 78 SN2602 20250813 ... 270820 270740 SN
79 79 SN2603 20250813 ... 271370 271330 SN
80 80 SN2604 20250813 ... 271040 271490 SN
81 81 SN2605 20250813 ... 271420 271490 SN
82 82 SN2606 20250813 ... 272020 270900 SN
83 83 SN2607 20250813 ... 270450 270450 SN
84 84 AO2508 20250813 ... 3216 3216 AO
85 85 AO2509 20250813 ... 3271 3260 AO
86 86 AO2510 20250813 ... 3286 3269 AO
87 87 AO2511 20250813 ... 3297 3271 AO
88 88 AO2512 20250813 ... 3316 3294 AO
89 89 AO2601 20250813 ... 3322 3311 AO
90 90 AO2602 20250813 ... 3315 3314 AO
91 91 AO2603 20250813 ... 3312 3323 AO
92 92 AO2604 20250813 ... 3310 3323 AO
93 93 AO2605 20250813 ... 3319 3321 AO
94 94 AO2606 20250813 ... 3300 3311 AO
95 95 AO2607 20250813 ... 3319 3318 AO
96 96 AD2511 20250813 ... 20210 20090 AD
97 97 AD2512 20250813 ... 20190 20085 AD
98 98 AD2601 20250813 ... 20175 20070 AD
99 99 AD2602 20250813 ... 19955 19955 AD
100 100 AD2603 20250813 ... 20140 19940 AD
101 101 AD2604 20250813 ... 19920 19920 AD
102 102 AD2605 20250813 ... 19875 19785 AD
103 103 AD2606 20250813 ... 19745 19745 AD
104 104 AD2607 20250813 ... 19990 19830 AD
105 105 AU2508 20250813 ... 774.48 775.08 AU
106 106 AU2509 20250813 ... 775.24 775.98 AU
107 107 AU2510 20250813 ... 776.26 777.1 AU
108 108 AU2512 20250813 ... 778.42 779.2 AU
109 109 AU2602 20250813 ... 780.66 781.38 AU
110 110 AU2604 20250813 ... 782.76 783.54 AU
111 111 AU2606 20250813 ... 785.34 785.82 AU
112 112 AU2608 20250813 ... 787.56 787.96 AU
113 113 AG2508 20250813 ... 9177 9154 AG
114 114 AG2509 20250813 ... 9203 9158 AG
115 115 AG2510 20250813 ... 9215 9169 AG
116 116 AG2511 20250813 ... 9221 9184 AG
117 117 AG2512 20250813 ... 9245 9196 AG
118 118 AG2601 20250813 ... 9250 9206 AG
119 119 AG2602 20250813 ... 9260 9219 AG
120 120 AG2603 20250813 ... 9267 9230 AG
121 121 AG2604 20250813 ... 9290 9244 AG
122 122 AG2605 20250813 ... 9305 9255 AG
123 123 AG2606 20250813 ... 9323 9271 AG
124 124 AG2607 20250813 ... 9334 9283 AG
125 125 RB2508 20250813 ... 3215 3215 RB
126 126 RB2509 20250813 ... 3219 3228 RB
127 127 RB2510 20250813 ... 3248 3252 RB
128 128 RB2511 20250813 ... 3266 3271 RB
129 129 RB2512 20250813 ... 3302 3310 RB
130 130 RB2601 20250813 ... 3318 3328 RB
131 131 RB2602 20250813 ... 3316 3324 RB
132 132 RB2603 20250813 ... 3327 3338 RB
133 133 RB2604 20250813 ... 3338 3348 RB
134 134 RB2605 20250813 ... 3349 3356 RB
135 135 RB2606 20250813 ... 3357 3370 RB
136 136 RB2607 20250813 ... 3361 3368 RB
137 137 WR2508 20250813 ... 3212 3212 WR
138 138 WR2509 20250813 ... 3342 3342 WR
139 139 WR2510 20250813 ... 3468 3473 WR
140 140 WR2511 20250813 ... 3480 3480 WR
141 141 WR2512 20250813 ... 3499 3499 WR
142 142 WR2601 20250813 ... 3496 3496 WR
143 143 WR2602 20250813 ... 3523 3523 WR
144 144 WR2603 20250813 ... 3531 3550 WR
145 145 WR2604 20250813 ... 3550 3550 WR
146 146 WR2605 20250813 ... 3479 3479 WR
147 147 WR2606 20250813 ... 3533 3599 WR
148 148 WR2607 20250813 ... 3524 3648 WR
149 149 HC2508 20250813 ... 3436 3436 HC
150 150 HC2509 20250813 ... 3483 3488 HC
151 151 HC2510 20250813 ... 3473 3474 HC
152 152 HC2511 20250813 ... 3468 3469 HC
153 153 HC2512 20250813 ... 3467 3472 HC
154 154 HC2601 20250813 ... 3468 3470 HC
155 155 HC2602 20250813 ... 3461 3470 HC
156 156 HC2603 20250813 ... 3468 3469 HC
157 157 HC2604 20250813 ... 3477 3477 HC
158 158 HC2605 20250813 ... 3480 3478 HC
159 159 HC2606 20250813 ... 3486 3481 HC
160 160 HC2607 20250813 ... 3486 3479 HC
161 161 SS2508 20250813 ... 13145 13150 SS
162 162 SS2509 20250813 ... 13100 13135 SS
163 163 SS2510 20250813 ... 13175 13215 SS
164 164 SS2511 20250813 ... 13220 13260 SS
165 165 SS2512 20250813 ... 13270 13305 SS
166 166 SS2601 20250813 ... 13330 13365 SS
167 167 SS2602 20250813 ... 13335 13380 SS
168 168 SS2603 20250813 ... 13390 13440 SS
169 169 SS2604 20250813 ... 13465 13485 SS
170 170 SS2605 20250813 ... 13485 13535 SS
171 171 SS2606 20250813 ... 13500 13560 SS
172 172 SS2607 20250813 ... 13570 13595 SS
173 173 SC2509 20250813 ... 490.5 494.3 SC
174 174 SC2510 20250813 ... 490.2 492.6 SC
175 175 SC2511 20250813 ... 487 489.7 SC
176 176 SC2512 20250813 ... 483.1 485.5 SC
177 177 SC2601 20250813 ... 480.4 482.5 SC
178 178 SC2602 20250813 ... 477.7 479.9 SC
179 179 SC2603 20250813 ... 475.5 477.9 SC
180 180 SC2604 20250813 ... 474.4 475.7 SC
181 181 SC2605 20250813 ... 472.2 474.2 SC
182 182 SC2606 20250813 ... 472.3 473.7 SC
183 183 SC2607 20250813 ... 468.1 470.7 SC
184 184 SC2608 20250813 ... 467.7 470.5 SC
185 185 SC2609 20250813 ... 467.7 467.7 SC
186 186 SC2612 20250813 ... 458.5 469.4 SC
187 187 SC2703 20250813 ... 457.9 464.6 SC
188 188 SC2706 20250813 ... 456.9 464 SC
189 189 SC2709 20250813 ... 458.1 462.4 SC
190 190 SC2712 20250813 ... 458.5 458.5 SC
191 191 SC2803 20250813 ... 456.3 456.3 SC
192 192 SC2806 20250813 ... 450.8 453.2 SC
193 193 LU2509 20250813 ... 3443 3483 LU
194 194 LU2510 20250813 ... 3457 3499 LU
195 195 LU2511 20250813 ... 3451 3487 LU
196 196 LU2512 20250813 ... 3443 3473 LU
197 197 LU2601 20250813 ... 3427 3445 LU
198 198 LU2602 20250813 ... 3404 3413 LU
199 199 LU2603 20250813 ... 3395 3410 LU
200 200 LU2604 20250813 ... 3395 3405 LU
201 201 LU2605 20250813 ... 3398 3405 LU
202 202 LU2606 20250813 ... 3393 3407 LU
203 203 LU2607 20250813 ... 3388 3406 LU
204 204 LU2608 20250813 ... 3387 3405 LU
205 205 FU2509 20250813 ... 2728 2769 FU
206 206 FU2510 20250813 ... 2745 2781 FU
207 207 FU2511 20250813 ... 2756 2788 FU
208 208 FU2512 20250813 ... 2764 2794 FU
209 209 FU2601 20250813 ... 2772 2796 FU
210 210 FU2602 20250813 ... 2766 2788 FU
211 211 FU2603 20250813 ... 2763 2780 FU
212 212 FU2604 20250813 ... 2762 2775 FU
213 213 FU2605 20250813 ... 2753 2764 FU
214 214 FU2606 20250813 ... 2750 2757 FU
215 215 FU2607 20250813 ... 2730 2735 FU
216 216 FU2608 20250813 ... 2720 2722 FU
217 217 BU2508 20250813 ... 3406 3406 BU
218 218 BU2509 20250813 ... 3524 3535 BU
219 219 BU2510 20250813 ... 3491 3504 BU
220 220 BU2511 20250813 ... 3447 3462 BU
221 221 BU2512 20250813 ... 3393 3405 BU
222 222 BU2601 20250813 ... 3361 3370 BU
223 223 BU2602 20250813 ... 3349 3362 BU
224 224 BU2603 20250813 ... 3339 3335 BU
225 225 BU2604 20250813 ... 3341 3341 BU
226 226 BU2605 20250813 ... 3335 3342 BU
227 227 BU2606 20250813 ... 3331 3332 BU
228 228 BU2607 20250813 ... 3335 3335 BU
229 229 BU2609 20250813 ... 3322 3320 BU
230 230 BU2612 20250813 ... 3287 3285 BU
231 231 BU2703 20250813 ... 3297 3296 BU
232 232 BU2706 20250813 ... 3291 3303 BU
233 233 BR2508 20250813 ... 11820 11820 BR
234 234 BR2509 20250813 ... 11860 11765 BR
235 235 BR2510 20250813 ... 11855 11765 BR
236 236 BR2511 20250813 ... 11860 11785 BR
237 237 BR2512 20250813 ... 11925 11830 BR
238 238 BR2601 20250813 ... 11955 11870 BR
239 239 BR2602 20250813 ... 11905 11895 BR
240 240 BR2603 20250813 ... 12050 11910 BR
241 241 BR2604 20250813 ... 12095 11930 BR
242 242 BR2605 20250813 ... 12085 11960 BR
243 243 BR2606 20250813 ... 12120 12020 BR
244 244 BR2607 20250813 ... 12090 12090 BR
245 245 RU2508 20250813 ... 14730 14730 RU
246 246 RU2509 20250813 ... 14850 14780 RU
247 247 RU2510 20250813 ... 14840 14805 RU
248 248 RU2511 20250813 ... 14860 14810 RU
249 249 RU2601 20250813 ... 15865 15780 RU
250 250 RU2603 20250813 ... 15895 15855 RU
251 251 RU2604 20250813 ... 15915 15890 RU
252 252 RU2605 20250813 ... 15940 15875 RU
253 253 RU2606 20250813 ... 15975 15920 RU
254 254 RU2607 20250813 ... 16030 16010 RU
255 255 NR2508 20250813 ... 12480 12480 NR
256 256 NR2509 20250813 ... 12635 12560 NR
257 257 NR2510 20250813 ... 12705 12620 NR
258 258 NR2511 20250813 ... 12730 12655 NR
259 259 NR2512 20250813 ... 12775 12690 NR
260 260 NR2601 20250813 ... 12820 12755 NR
261 261 NR2602 20250813 ... 12780 12755 NR
262 262 NR2603 20250813 ... 12755 12775 NR
263 263 NR2604 20250813 ... 12845 12860 NR
264 264 NR2605 20250813 ... 12905 12835 NR
265 265 NR2606 20250813 ... 12955 12895 NR
266 266 NR2607 20250813 ... 12970 12820 NR
267 267 SP2508 20250813 ... 5174 5174 SP
268 268 SP2509 20250813 ... 5242 5204 SP
269 269 SP2510 20250813 ... 5276 5234 SP
270 270 SP2511 20250813 ... 5294 5254 SP
271 271 SP2512 20250813 ... 5300 5262 SP
272 272 SP2601 20250813 ... 5510 5480 SP
273 273 SP2602 20250813 ... 5478 5442 SP
274 274 SP2603 20250813 ... 5472 5458 SP
275 275 SP2604 20250813 ... 5452 5458 SP
276 276 SP2605 20250813 ... 5462 5458 SP
277 277 SP2606 20250813 ... 5480 5456 SP
278 278 SP2607 20250813 ... 5476 5446 SP
279 279 EC2508 20250813 ... 2082.7 2080.6 EC
280 280 EC2510 20250813 ... 1361.9 1411.7 EC
281 281 EC2512 20250813 ... 1695.7 1720.5 EC
282 282 EC2602 20250813 ... 1493.8 1516.8 EC
283 283 EC2604 20250813 ... 1328.9 1340.4 EC
284 284 EC2606 20250813 ... 1475 1487.1 EC
285 286 SC_TAS2509 20250813 ... SC_TAS
286 287 SC_TAS2510 20250813 ... SC_TAS
287 288 SC_TAS2511 20250813 ... SC_TAS
288 289 SC_TAS2512 20250813 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:21:47,735 - future_1d - INFO - ak.get_shfe_daily('2025-08-13') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250813 8178.0 8249.0 ... 399621.83 8191.0 8164.0 AP
1 AP511 20250813 7879.0 7967.0 ... 3674.81 7920.0 7879.0 AP
2 AP512 20250813 7918.0 7968.0 ... 182.68 7943.0 7910.0 AP
3 AP601 20250813 7978.0 8059.0 ... 50673.21 8013.0 7967.0 AP
4 AP603 20250813 7915.0 7937.0 ... 166.37 7922.0 7880.0 AP
5 AP604 20250813 7946.0 7954.0 ... 55.65 7950.0 7926.0 AP
6 AP605 20250813 8006.0 8025.0 ... 504.00 8000.0 7981.0 AP
7 CF509 20250813 13755.0 13930.0 ... 1434464.06 13830.0 13715.0 CF
8 CF511 20250813 13875.0 14095.0 ... 400771.10 13995.0 13810.0 CF
9 CF601 20250813 14000.0 14235.0 ... 2534992.04 14110.0 13935.0 CF
10 CF603 20250813 13945.0 14185.0 ... 12036.84 14035.0 13885.0 CF
11 CF605 20250813 13930.0 14170.0 ... 136707.24 14065.0 13875.0 CF
12 CF607 20250813 13950.0 14135.0 ... 639.10 14045.0 13895.0 CF
13 CJ509 20250813 10420.0 10580.0 ... 45686.91 10415.0 10400.0 CJ
14 CJ512 20250813 11450.0 11610.0 ... 20813.07 11435.0 11420.0 CJ
15 CJ601 20250813 11570.0 11745.0 ... 1364369.96 11545.0 11545.0 CJ
16 CJ603 20250813 11615.0 11785.0 ... 18000.44 11560.0 11605.0 CJ
17 CJ605 20250813 11750.0 11910.0 ... 209987.95 11710.0 11740.0 CJ
18 CJ607 20250813 11930.0 12055.0 ... 3247.42 11915.0 11935.0 CJ
19 CY508 20250813 0.0 0.0 ... 0.00 20380.0 20160.0 CY
20 CY509 20250813 19995.0 20160.0 ... 3905.65 20080.0 19965.0 CY
21 CY510 20250813 19685.0 19685.0 ... 9.84 19685.0 20500.0 CY
22 CY511 20250813 20020.0 20240.0 ... 103336.22 20135.0 19920.0 CY
23 CY512 20250813 0.0 0.0 ... 0.00 19825.0 19660.0 CY
24 CY601 20250813 19985.0 20200.0 ... 3025.77 20105.0 19895.0 CY
25 CY602 20250813 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250813 20355.0 20370.0 ... 20.36 20365.0 20320.0 CY
27 CY604 20250813 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250813 20490.0 20490.0 ... 132.13 20330.0 20095.0 CY
29 CY606 20250813 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250813 0.0 0.0 ... 0.00 20355.0 20285.0 CY
31 FG508 20250813 1051.0 1060.0 ... 1007.25 1054.0 1044.0 FG
32 FG509 20250813 1072.0 1091.0 ... 2395527.90 1077.0 1067.0 FG
33 FG510 20250813 1178.0 1194.0 ... 134922.70 1180.0 1172.0 FG
34 FG511 20250813 1166.0 1184.0 ... 169113.46 1171.0 1164.0 FG
35 FG512 20250813 1246.0 1265.0 ... 78761.08 1249.0 1243.0 FG
36 FG601 20250813 1239.0 1253.0 ... 5488202.07 1237.0 1233.0 FG
37 FG602 20250813 1292.0 1303.0 ... 1462.67 1290.0 1276.0 FG
38 FG603 20250813 1291.0 1302.0 ... 2518.42 1286.0 1287.0 FG
39 FG604 20250813 1333.0 1346.0 ... 1219.81 1332.0 1332.0 FG
40 FG605 20250813 1327.0 1343.0 ... 71792.50 1328.0 1322.0 FG
41 FG606 20250813 1353.0 1363.0 ... 1522.79 1350.0 1345.0 FG
42 FG607 20250813 1347.0 1357.0 ... 980.10 1343.0 1341.0 FG
43 JR509 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250813 0.0 0.0 ... 0.00 2336.0 2338.0 MA
53 MA509 20250813 2386.0 2392.0 ... 767192.60 2384.0 2386.0 MA
54 MA510 20250813 2421.0 2423.0 ... 108914.63 2416.0 2415.0 MA
55 MA511 20250813 2444.0 2446.0 ... 174506.84 2437.0 2435.0 MA
56 MA512 20250813 2488.0 2491.0 ... 94173.15 2469.0 2469.0 MA
57 MA601 20250813 2496.0 2497.0 ... 647120.62 2488.0 2486.0 MA
58 MA602 20250813 2491.0 2496.0 ... 121.94 2489.0 2490.0 MA
59 MA603 20250813 2496.0 2500.0 ... 146.93 2490.0 2491.0 MA
60 MA604 20250813 2482.0 2489.0 ... 123.99 2480.0 2477.0 MA
61 MA605 20250813 2461.0 2468.0 ... 17342.03 2461.0 2452.0 MA
62 MA606 20250813 2460.0 2472.0 ... 27.15 2468.0 2464.0 MA
63 MA607 20250813 2457.0 2461.0 ... 467.01 2458.0 2452.0 MA
64 OI509 20250813 10242.0 10352.0 ... 3003760.36 10099.0 9708.0 OI
65 OI511 20250813 10279.0 10380.0 ... 601047.74 10132.0 9733.0 OI
66 OI601 20250813 10310.0 10333.0 ... 6491980.50 10104.0 9711.0 OI
67 OI603 20250813 9751.0 10192.0 ... 14433.33 10009.0 9655.0 OI
68 OI605 20250813 10145.0 10145.0 ... 84166.27 9937.0 9570.0 OI
69 OI607 20250813 9700.0 10061.0 ... 889.65 9885.0 9558.0 OI
70 PF508 20250813 0.0 0.0 ... 0.00 6290.0 6304.0 PF
71 PF509 20250813 6332.0 6360.0 ... 62222.95 6346.0 6354.0 PF
72 PF510 20250813 6426.0 6432.0 ... 382852.40 6414.0 6428.0 PF
73 PF511 20250813 6430.0 6432.0 ... 217496.52 6416.0 6422.0 PF
74 PF512 20250813 6422.0 6436.0 ... 82815.11 6420.0 6426.0 PF
75 PF601 20250813 6436.0 6444.0 ... 9410.66 6426.0 6434.0 PF
76 PF602 20250813 6462.0 6462.0 ... 16.12 6448.0 6454.0 PF
77 PF603 20250813 6452.0 6474.0 ... 16.15 6460.0 6472.0 PF
78 PF604 20250813 6514.0 6514.0 ... 22.71 6490.0 6496.0 PF
79 PF605 20250813 6520.0 6536.0 ... 19.55 6518.0 6520.0 PF
80 PF606 20250813 6526.0 6526.0 ... 3.26 6526.0 6528.0 PF
81 PF607 20250813 0.0 0.0 ... 0.00 6530.0 6530.0 PF
82 PK510 20250813 8090.0 8188.0 ... 262217.46 8142.0 8078.0 PK
83 PK511 20250813 7956.0 8020.0 ... 290414.80 7996.0 7930.0 PK
84 PK512 20250813 7970.0 8032.0 ... 58955.86 8002.0 7944.0 PK
85 PK601 20250813 7986.0 8066.0 ... 55588.53 8030.0 7956.0 PK
86 PK603 20250813 7980.0 8046.0 ... 525.43 8022.0 7960.0 PK
87 PK604 20250813 7970.0 8048.0 ... 288.93 8026.0 7960.0 PK
88 PK605 20250813 7968.0 8058.0 ... 6674.12 8032.0 7956.0 PK
89 PL601 20250813 6513.0 6528.0 ... 9799.63 6507.0 6513.0 PL
90 PL602 20250813 6552.0 6567.0 ... 537.99 6561.0 6566.0 PL
91 PL603 20250813 6521.0 6548.0 ... 771.32 6537.0 6519.0 PL
92 PL604 20250813 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250813 6392.0 6418.0 ... 64.09 6409.0 6423.0 PL
94 PL606 20250813 0.0 0.0 ... 0.00 6491.0 6489.0 PL
95 PL607 20250813 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250813 0.0 0.0 ... 0.00 5900.0 5922.0 PR
103 PR509 20250813 5910.0 5912.0 ... 37272.08 5890.0 5902.0 PR
104 PR510 20250813 5956.0 5956.0 ... 194057.94 5938.0 5954.0 PR
105 PR511 20250813 5968.0 5968.0 ... 289242.80 5938.0 5960.0 PR
106 PR512 20250813 5960.0 5970.0 ... 101631.80 5940.0 5966.0 PR
107 PR601 20250813 5958.0 5976.0 ... 1329.68 5950.0 5972.0 PR
108 PR602 20250813 0.0 0.0 ... 0.00 5972.0 5998.0 PR
109 PR603 20250813 0.0 0.0 ... 0.00 5982.0 6000.0 PR
110 PR604 20250813 6006.0 6006.0 ... 9.01 6006.0 5992.0 PR
111 PR605 20250813 6014.0 6014.0 ... 18.01 6004.0 6010.0 PR
112 PR606 20250813 5968.0 5978.0 ... 107.51 5974.0 5996.0 PR
113 PR607 20250813 5974.0 5974.0 ... 107.53 5974.0 6004.0 PR
114 PX508 20250813 0.0 0.0 ... 0.00 6766.0 6792.0 PX
115 PX509 20250813 6818.0 6828.0 ... 163941.74 6798.0 6808.0 PX
116 PX510 20250813 6782.0 6796.0 ... 136133.72 6760.0 6786.0 PX
117 PX511 20250813 6768.0 6774.0 ... 390210.92 6738.0 6764.0 PX
118 PX512 20250813 6746.0 6770.0 ... 69255.59 6738.0 6754.0 PX
119 PX601 20250813 6736.0 6750.0 ... 97718.27 6720.0 6744.0 PX
120 PX602 20250813 0.0 0.0 ... 0.00 6706.0 6738.0 PX
121 PX603 20250813 6710.0 6710.0 ... 6.71 6710.0 6732.0 PX
122 PX604 20250813 6706.0 6706.0 ... 3.35 6706.0 6732.0 PX
123 PX605 20250813 6710.0 6728.0 ... 157.76 6714.0 6738.0 PX
124 PX606 20250813 6716.0 6716.0 ... 3.36 6716.0 6758.0 PX
125 PX607 20250813 6706.0 6706.0 ... 10.06 6706.0 6766.0 PX
126 RI509 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250813 0.0 0.0 ... 0.00 2698.0 2654.0 RM
133 RM509 20250813 2799.0 2823.0 ... 1969885.75 2769.0 2662.0 RM
134 RM511 20250813 2780.0 2785.0 ... 250688.13 2744.0 2578.0 RM
135 RM601 20250813 2688.0 2688.0 ... 880454.54 2687.0 2488.0 RM
136 RM603 20250813 2653.0 2653.0 ... 188959.94 2640.0 2456.0 RM
137 RM605 20250813 2560.0 2582.0 ... 548166.42 2565.0 2435.0 RM
138 RM607 20250813 2550.0 2550.0 ... 28674.71 2522.0 2416.0 RM
139 RS508 20250813 0.0 0.0 ... 0.00 5152.0 4927.0 RS
140 RS509 20250813 5111.0 5465.0 ... 2300.29 5252.0 5023.0 RS
141 RS511 20250813 5210.0 5384.0 ... 256.28 5339.0 5099.0 RS
142 RS607 20250813 0.0 0.0 ... 0.00 5627.0 5596.0 RS
143 SA508 20250813 0.0 0.0 ... 0.00 1258.0 1248.0 SA
144 SA509 20250813 1293.0 1308.0 ... 1342946.08 1293.0 1282.0 SA
145 SA510 20250813 1330.0 1336.0 ... 337096.24 1321.0 1299.0 SA
146 SA511 20250813 1334.0 1345.0 ... 489112.17 1330.0 1311.0 SA
147 SA512 20250813 1395.0 1412.0 ... 160817.87 1396.0 1378.0 SA
148 SA601 20250813 1408.0 1423.0 ... 6998587.77 1405.0 1388.0 SA
149 SA602 20250813 1419.0 1431.0 ... 9404.45 1414.0 1400.0 SA
150 SA603 20250813 1418.0 1434.0 ... 7457.93 1418.0 1408.0 SA
151 SA604 20250813 1455.0 1470.0 ... 2153.98 1455.0 1437.0 SA
152 SA605 20250813 1458.0 1476.0 ... 158111.12 1459.0 1443.0 SA
153 SA606 20250813 1460.0 1477.0 ... 1890.14 1461.0 1441.0 SA
154 SA607 20250813 1460.0 1472.0 ... 3545.79 1458.0 1440.0 SA
155 SF508 20250813 0.0 0.0 ... 0.00 5804.0 5792.0 SF
156 SF509 20250813 5814.0 5948.0 ... 680547.42 5870.0 5854.0 SF
157 SF510 20250813 5810.0 5918.0 ... 211211.19 5854.0 5846.0 SF
158 SF511 20250813 6016.0 6124.0 ... 676300.51 6050.0 6038.0 SF
159 SF512 20250813 6020.0 6114.0 ... 81424.60 6034.0 6030.0 SF
160 SF601 20250813 6018.0 6108.0 ... 175230.40 6040.0 6032.0 SF
161 SF602 20250813 5990.0 6064.0 ... 834.72 6006.0 5990.0 SF
162 SF603 20250813 6216.0 6266.0 ... 841.43 6210.0 6174.0 SF
163 SF604 20250813 6222.0 6246.0 ... 117.63 6192.0 6162.0 SF
164 SF605 20250813 6152.0 6224.0 ... 2116.62 6162.0 6152.0 SF
165 SF606 20250813 6124.0 6162.0 ... 198.44 6106.0 6084.0 SF
166 SF607 20250813 6260.0 6308.0 ... 256.15 6248.0 6216.0 SF
167 SH508 20250813 0.0 0.0 ... 0.00 2351.0 2356.0 SH
168 SH509 20250813 2495.0 2506.0 ... 882277.70 2488.0 2493.0 SH
169 SH510 20250813 2614.0 2632.0 ... 330640.40 2615.0 2604.0 SH
170 SH511 20250813 2621.0 2646.0 ... 422133.46 2625.0 2617.0 SH
171 SH512 20250813 2646.0 2663.0 ... 105820.55 2643.0 2639.0 SH
172 SH601 20250813 2626.0 2649.0 ... 562675.56 2629.0 2621.0 SH
173 SH602 20250813 2655.0 2664.0 ... 572.10 2649.0 2642.0 SH
174 SH603 20250813 2680.0 2680.0 ... 472.25 2668.0 2649.0 SH
175 SH604 20250813 2722.0 2723.0 ... 97.57 2710.0 2692.0 SH
176 SH605 20250813 2719.0 2732.0 ... 5167.19 2717.0 2704.0 SH
177 SH606 20250813 2730.0 2737.0 ... 122.68 2726.0 2715.0 SH
178 SH607 20250813 2718.0 2726.0 ... 57.01 2715.0 2712.0 SH
179 SM508 20250813 6094.0 6112.0 ... 1048.01 6094.0 6116.0 SM
180 SM509 20250813 6102.0 6170.0 ... 958030.94 6116.0 6114.0 SM
181 SM510 20250813 6112.0 6182.0 ... 159309.82 6124.0 6120.0 SM
182 SM511 20250813 6166.0 6250.0 ... 235194.39 6196.0 6192.0 SM
183 SM512 20250813 6206.0 6258.0 ... 44818.73 6202.0 6206.0 SM
184 SM601 20250813 6200.0 6262.0 ... 441085.50 6210.0 6210.0 SM
185 SM602 20250813 6204.0 6256.0 ... 143.03 6220.0 6204.0 SM
186 SM603 20250813 6240.0 6296.0 ... 343.86 6252.0 6224.0 SM
187 SM604 20250813 6246.0 6304.0 ... 187.84 6262.0 6228.0 SM
188 SM605 20250813 6266.0 6298.0 ... 4842.72 6258.0 6254.0 SM
189 SM606 20250813 6256.0 6288.0 ... 97.15 6268.0 6264.0 SM
190 SM607 20250813 6276.0 6322.0 ... 119.49 6290.0 6270.0 SM
191 SR509 20250813 5722.0 5729.0 ... 525344.47 5720.0 5690.0 SR
192 SR511 20250813 5634.0 5678.0 ... 131545.76 5660.0 5608.0 SR
193 SR601 20250813 5620.0 5668.0 ... 1346813.95 5646.0 5589.0 SR
194 SR603 20250813 5592.0 5650.0 ... 6338.96 5620.0 5567.0 SR
195 SR605 20250813 5570.0 5632.0 ... 58840.33 5601.0 5545.0 SR
196 SR607 20250813 5565.0 5620.0 ... 3868.69 5599.0 5545.0 SR
197 TA508 20250813 4700.0 4700.0 ... 4826.64 4700.0 4700.0 TA
198 TA509 20250813 4714.0 4726.0 ... 1000689.10 4706.0 4718.0 TA
199 TA510 20250813 4722.0 4746.0 ... 90436.87 4728.0 4742.0 TA
200 TA511 20250813 4738.0 4750.0 ... 90417.45 4730.0 4742.0 TA
201 TA512 20250813 4746.0 4756.0 ... 45172.92 4736.0 4744.0 TA
202 TA601 20250813 4748.0 4760.0 ... 751838.46 4740.0 4752.0 TA
203 TA602 20250813 4752.0 4762.0 ... 61.74 4750.0 4762.0 TA
204 TA603 20250813 4762.0 4776.0 ... 157.51 4774.0 4764.0 TA
205 TA604 20250813 4766.0 4784.0 ... 31.04 4776.0 4788.0 TA
206 TA605 20250813 4800.0 4800.0 ... 17479.53 4782.0 4792.0 TA
207 TA606 20250813 4808.0 4808.0 ... 7.20 4798.0 4818.0 TA
208 TA607 20250813 4802.0 4802.0 ... 7.19 4796.0 4834.0 TA
209 UR508 20250813 1716.0 1723.0 ... 188.89 1717.0 1720.0 UR
210 UR509 20250813 1725.0 1737.0 ... 313688.53 1728.0 1726.0 UR
211 UR510 20250813 1732.0 1742.0 ... 23145.90 1734.0 1734.0 UR
212 UR511 20250813 1750.0 1763.0 ... 27565.41 1752.0 1753.0 UR
213 UR512 20250813 1757.0 1767.0 ... 569.07 1756.0 1756.0 UR
214 UR601 20250813 1758.0 1772.0 ... 371473.15 1757.0 1756.0 UR
215 UR602 20250813 1755.0 1768.0 ... 655.63 1753.0 1754.0 UR
216 UR603 20250813 1793.0 1796.0 ... 85.86 1789.0 1789.0 UR
217 UR604 20250813 1798.0 1798.0 ... 82.53 1794.0 1796.0 UR
218 UR605 20250813 1796.0 1808.0 ... 7783.89 1796.0 1795.0 UR
219 UR606 20250813 1799.0 1799.0 ... 171.84 1790.0 1790.0 UR
220 UR607 20250813 1800.0 1805.0 ... 305.93 1800.0 1798.0 UR
221 WH509 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-20 11:21:48,077 - future_1d - INFO - ak.get_czce_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 PS2508 20250813 51500.0 ... 51500.0 50505.0 PS
1 PS2509 20250813 52950.0 ... 51895.0 52390.0 PS
2 PS2510 20250813 51900.0 ... 52040.0 52405.0 PS
3 PS2511 20250813 51500.0 ... 52035.0 52395.0 PS
4 PS2512 20250813 54000.0 ... 54280.0 54425.0 PS
5 PS2601 20250813 54210.0 ... 54355.0 54445.0 PS
6 PS2602 20250813 54280.0 ... 54370.0 54565.0 PS
7 PS2603 20250813 54410.0 ... 54620.0 54730.0 PS
8 PS2604 20250813 54535.0 ... 54790.0 54775.0 PS
9 PS2605 20250813 54640.0 ... 54830.0 54730.0 PS
10 PS2606 20250813 57245.0 ... 57430.0 57470.0 PS
11 PS2607 20250813 57305.0 ... 57515.0 57605.0 PS
13 SI2508 20250813 0.0 ... 8575.0 8800.0 SI
14 SI2509 20250813 8710.0 ... 8755.0 8880.0 SI
15 SI2510 20250813 8820.0 ... 8760.0 8905.0 SI
16 SI2511 20250813 8800.0 ... 8775.0 8905.0 SI
17 SI2512 20250813 9300.0 ... 9140.0 9270.0 SI
18 SI2601 20250813 9305.0 ... 9155.0 9270.0 SI
19 SI2602 20250813 9210.0 ... 9150.0 9265.0 SI
20 SI2603 20250813 9195.0 ... 9130.0 9295.0 SI
21 SI2604 20250813 9225.0 ... 9150.0 9285.0 SI
22 SI2605 20250813 9280.0 ... 9200.0 9310.0 SI
23 SI2606 20250813 9260.0 ... 9205.0 9310.0 SI
24 SI2607 20250813 9260.0 ... 9205.0 9330.0 SI
27 LC2508 20250813 82620.0 ... 86940.0 82100.0 LC
28 LC2509 20250813 83960.0 ... 84920.0 85760.0 LC
29 LC2510 20250813 83980.0 ... 85000.0 85800.0 LC
30 LC2511 20250813 83000.0 ... 85060.0 85620.0 LC
31 LC2512 20250813 82500.0 ... 84660.0 84900.0 LC
32 LC2601 20250813 82380.0 ... 84160.0 84420.0 LC
33 LC2602 20250813 79980.0 ... 82920.0 83660.0 LC
34 LC2603 20250813 79780.0 ... 82300.0 83220.0 LC
35 LC2604 20250813 79100.0 ... 81960.0 82780.0 LC
36 LC2605 20250813 79020.0 ... 81720.0 82360.0 LC
37 LC2606 20250813 78500.0 ... 81220.0 81760.0 LC
38 LC2607 20250813 78500.0 ... 81240.0 81580.0 LC
[36 rows x 12 columns]
2025-08-20 11:21:48,383 - future_1d - INFO - ak.get_gfex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 a2509 20250813 4092.00 ... 4124.00 4078.00 A
1 a2511 20250813 4037.00 ... 4087.00 4033.00 A
2 a2601 20250813 4033.00 ... 4085.00 4028.00 A
3 a2603 20250813 4031.00 ... 4071.00 4027.00 A
4 a2605 20250813 4068.00 ... 4116.00 4068.00 A
5 a2607 20250813 4066.00 ... 4107.00 4071.00 A
6 b2508 20250813 3770.00 ... 3735.00 3610.00 B
7 b2509 20250813 3763.00 ... 3811.00 3727.00 B
8 b2510 20250813 3805.00 ... 3842.00 3767.00 B
9 b2511 20250813 3851.00 ... 3893.00 3800.00 B
10 b2512 20250813 3855.00 ... 3894.00 3815.00 B
11 b2601 20250813 3830.00 ... 3879.00 3797.00 B
12 b2602 20250813 3791.00 ... 3842.00 3770.00 B
13 b2603 20250813 3707.00 ... 3751.00 3687.00 B
14 b2604 20250813 3595.00 ... 3646.00 3582.00 B
15 b2605 20250813 3523.00 ... 3561.00 3510.00 B
16 b2606 20250813 3506.00 ... 3536.00 3495.00 B
17 b2607 20250813 3492.00 ... 3518.00 3482.00 B
18 bb2509 20250813 145.35 ... 145.75 145.30 BB
19 bb2511 20250813 146.50 ... 147.10 147.50 BB
20 bb2601 20250813 148.55 ... 148.60 148.50 BB
21 bb2603 20250813 147.30 ... 147.15 146.65 BB
22 bb2605 20250813 0.00 ... 141.00 140.55 BB
23 bb2607 20250813 0.00 ... 146.75 146.30 BB
24 bz2603 20250813 6248.00 ... 6250.00 6264.00 BZ
25 bz2604 20250813 6193.00 ... 6200.00 6206.00 BZ
26 bz2605 20250813 6233.00 ... 6225.00 6242.00 BZ
27 bz2606 20250813 0.00 ... 6233.00 6233.00 BZ
28 bz2607 20250813 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250813 2261.00 ... 2273.00 2259.00 C
30 c2511 20250813 2200.00 ... 2203.00 2193.00 C
31 c2601 20250813 2194.00 ... 2198.00 2187.00 C
32 c2603 20250813 2211.00 ... 2218.00 2203.00 C
33 c2605 20250813 2262.00 ... 2270.00 2256.00 C
34 c2607 20250813 2281.00 ... 2289.00 2276.00 C
35 cs2509 20250813 2645.00 ... 2649.00 2638.00 CS
36 cs2511 20250813 2543.00 ... 2550.00 2536.00 CS
37 cs2601 20250813 2563.00 ... 2578.00 2558.00 CS
38 cs2603 20250813 2562.00 ... 2571.00 2556.00 CS
39 cs2605 20250813 2628.00 ... 2636.00 2618.00 CS
40 cs2607 20250813 2640.00 ... 2641.00 2624.00 CS
41 eb2508 20250813 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250813 7306.00 ... 7299.00 7314.00 EB
43 eb2510 20250813 7331.00 ... 7328.00 7335.00 EB
44 eb2511 20250813 7358.00 ... 7350.00 7359.00 EB
45 eb2512 20250813 7364.00 ... 7369.00 7377.00 EB
46 eb2601 20250813 7385.00 ... 7381.00 7389.00 EB
47 eb2602 20250813 7408.00 ... 7403.00 7408.00 EB
48 eb2603 20250813 7437.00 ... 7432.00 7437.00 EB
49 eb2604 20250813 7437.00 ... 7422.00 7448.00 EB
50 eb2605 20250813 7444.00 ... 7441.00 7452.00 EB
51 eb2606 20250813 7464.00 ... 7464.00 7445.00 EB
52 eb2607 20250813 0.00 ... 7407.00 7407.00 EB
53 eg2508 20250813 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250813 4418.00 ... 4418.00 4427.00 EG
55 eg2510 20250813 4440.00 ... 4433.00 4435.00 EG
56 eg2511 20250813 4454.00 ... 4446.00 4454.00 EG
57 eg2512 20250813 4475.00 ... 4459.00 4472.00 EG
58 eg2601 20250813 4484.00 ... 4466.00 4473.00 EG
59 eg2602 20250813 4461.00 ... 4461.00 4482.00 EG
60 eg2603 20250813 4479.00 ... 4479.00 4485.00 EG
61 eg2604 20250813 0.00 ... 4496.00 4510.00 EG
62 eg2605 20250813 4514.00 ... 4501.00 4524.00 EG
63 eg2606 20250813 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250813 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250813 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250813 1221.00 ... 1254.00 1254.50 FB
67 fb2510 20250813 1299.00 ... 1295.50 1293.00 FB
68 fb2511 20250813 1292.50 ... 1291.50 1288.50 FB
69 fb2512 20250813 1292.50 ... 1290.50 1288.50 FB
70 fb2601 20250813 1293.00 ... 1292.50 1290.50 FB
71 fb2602 20250813 1295.00 ... 1295.00 1294.50 FB
72 fb2603 20250813 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250813 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250813 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250813 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250813 0.00 ... 1302.50 1302.50 FB
77 i2508 20250813 0.00 ... 815.00 815.00 I
78 i2509 20250813 808.00 ... 808.00 800.50 I
79 i2510 20250813 808.50 ... 808.00 803.00 I
80 i2511 20250813 808.00 ... 806.00 801.00 I
81 i2512 20250813 806.00 ... 803.50 799.50 I
82 i2601 20250813 801.00 ... 798.50 795.00 I
83 i2602 20250813 797.50 ... 794.00 791.00 I
84 i2603 20250813 792.50 ... 789.50 785.50 I
85 i2604 20250813 788.50 ... 785.50 781.50 I
86 i2605 20250813 780.00 ... 777.00 773.50 I
87 i2606 20250813 774.50 ... 772.00 767.50 I
88 i2607 20250813 770.00 ... 768.50 765.50 I
89 j2508 20250813 0.00 ... 1598.00 1598.00 J
90 j2509 20250813 1728.50 ... 1708.00 1703.50 J
91 j2510 20250813 1753.50 ... 1724.00 1727.00 J
92 j2511 20250813 1779.00 ... 1744.50 1758.00 J
93 j2512 20250813 1802.00 ... 1759.00 1771.00 J
94 j2601 20250813 1812.00 ... 1784.00 1787.50 J
95 j2602 20250813 0.00 ... 1789.00 1842.00 J
96 j2603 20250813 1802.50 ... 1802.50 1801.50 J
97 j2604 20250813 1880.50 ... 1860.00 1842.00 J
98 j2605 20250813 1903.50 ... 1865.50 1862.50 J
99 j2606 20250813 1904.00 ... 1887.50 1877.50 J
100 j2607 20250813 1903.50 ... 1871.50 1843.50 J
101 jd2508 20250813 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250813 3300.00 ... 3290.00 3305.00 JD
103 jd2510 20250813 3206.00 ... 3200.00 3197.00 JD
104 jd2511 20250813 3300.00 ... 3308.00 3285.00 JD
105 jd2512 20250813 3448.00 ... 3463.00 3434.00 JD
106 jd2601 20250813 3570.00 ... 3582.00 3548.00 JD
107 jd2602 20250813 3225.00 ... 3219.00 3202.00 JD
108 jd2603 20250813 3225.00 ... 3222.00 3204.00 JD
109 jd2604 20250813 3423.00 ... 3387.00 3367.00 JD
110 jd2605 20250813 3500.00 ... 3489.00 3476.00 JD
111 jd2606 20250813 3318.00 ... 3316.00 3308.00 JD
112 jd2607 20250813 3573.00 ... 3560.00 3550.00 JD
113 jm2508 20250813 1021.00 ... 1024.50 1021.00 JM
114 jm2509 20250813 1164.50 ... 1151.50 1134.00 JM
115 jm2510 20250813 1230.00 ... 1199.50 1190.00 JM
116 jm2511 20250813 1268.50 ... 1245.00 1240.50 JM
117 jm2512 20250813 1293.00 ... 1272.50 1270.50 JM
118 jm2601 20250813 1313.00 ... 1295.00 1283.50 JM
119 jm2602 20250813 1324.50 ... 1307.00 1308.00 JM
120 jm2603 20250813 1330.50 ... 1310.50 1303.00 JM
121 jm2604 20250813 1326.50 ... 1311.00 1306.50 JM
122 jm2605 20250813 1340.00 ... 1320.00 1312.50 JM
123 jm2606 20250813 1341.50 ... 1320.50 1310.50 JM
124 jm2607 20250813 1346.50 ... 1327.00 1321.50 JM
125 l2508 20250813 7270.00 ... 7270.00 7256.00 L
126 l2509 20250813 7320.00 ... 7320.00 7328.00 L
127 l2510 20250813 7345.00 ... 7344.00 7351.00 L
128 l2511 20250813 7372.00 ... 7368.00 7373.00 L
129 l2512 20250813 7383.00 ... 7382.00 7388.00 L
130 l2601 20250813 7390.00 ... 7386.00 7383.00 L
131 l2602 20250813 7372.00 ... 7382.00 7378.00 L
132 l2603 20250813 0.00 ... 7383.00 7383.00 L
133 l2604 20250813 7391.00 ... 7394.00 7398.00 L
134 l2605 20250813 7390.00 ... 7390.00 7390.00 L
135 l2606 20250813 7388.00 ... 7388.00 7387.00 L
136 l2607 20250813 0.00 ... 7377.00 7373.00 L
137 lg2509 20250813 821.50 ... 815.50 826.00 LG
138 lg2511 20250813 842.00 ... 836.50 846.00 LG
139 lg2601 20250813 848.00 ... 846.00 851.50 LG
140 lg2603 20250813 849.00 ... 846.00 849.50 LG
141 lg2605 20250813 846.00 ... 848.50 850.50 LG
142 lg2607 20250813 843.00 ... 847.50 849.50 LG
143 lh2509 20250813 13900.00 ... 13920.00 13995.00 LH
144 lh2511 20250813 14205.00 ... 14115.00 14235.00 LH
145 lh2601 20250813 14395.00 ... 14360.00 14425.00 LH
146 lh2603 20250813 13470.00 ... 13400.00 13415.00 LH
147 lh2605 20250813 13970.00 ... 13970.00 13970.00 LH
148 lh2607 20250813 14435.00 ... 14360.00 14435.00 LH
149 m2508 20250813 3123.00 ... 3125.00 3012.00 M
150 m2509 20250813 3055.00 ... 3094.00 3017.00 M
151 m2511 20250813 3102.00 ... 3125.00 3051.00 M
152 m2512 20250813 3126.00 ... 3162.00 3092.00 M
153 m2601 20250813 3110.00 ... 3145.00 3074.00 M
154 m2603 20250813 2996.00 ... 3024.00 2963.00 M
155 m2605 20250813 2804.00 ... 2837.00 2790.00 M
156 m2607 20250813 2781.00 ... 2800.00 2767.00 M
157 p2508 20250813 0.00 ... 8802.00 8802.00 P
158 p2509 20250813 9342.00 ... 9396.00 9294.00 P
159 p2510 20250813 9404.00 ... 9392.00 9288.00 P
160 p2511 20250813 9582.00 ... 9444.00 9312.00 P
161 p2512 20250813 9316.00 ... 9456.00 9320.00 P
162 p2601 20250813 9376.00 ... 9466.00 9334.00 P
163 p2602 20250813 9330.00 ... 9442.00 9274.00 P
164 p2603 20250813 9246.00 ... 9358.00 9228.00 P
165 p2604 20250813 9278.00 ... 9250.00 9108.00 P
166 p2605 20250813 9098.00 ... 9146.00 9030.00 P
167 p2606 20250813 9008.00 ... 9048.00 8938.00 P
168 p2607 20250813 8884.00 ... 8928.00 8854.00 P
169 pg2508 20250813 3888.00 ... 3888.00 3885.00 PG
170 pg2509 20250813 3820.00 ... 3822.00 3813.00 PG
171 pg2510 20250813 4287.00 ... 4296.00 4287.00 PG
172 pg2511 20250813 4224.00 ... 4226.00 4221.00 PG
173 pg2512 20250813 4188.00 ... 4186.00 4181.00 PG
174 pg2601 20250813 4140.00 ... 4145.00 4137.00 PG
175 pg2602 20250813 4086.00 ... 4085.00 4080.00 PG
176 pg2603 20250813 4000.00 ... 4002.00 3998.00 PG
177 pg2604 20250813 4299.00 ... 4297.00 4280.00 PG
178 pg2605 20250813 4199.00 ... 4197.00 4189.00 PG
179 pg2606 20250813 4140.00 ... 4141.00 4132.00 PG
180 pg2607 20250813 0.00 ... 4087.00 4081.00 PG
181 pp2508 20250813 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250813 7085.00 ... 7088.00 7098.00 PP
183 pp2510 20250813 7090.00 ... 7085.00 7092.00 PP
184 pp2511 20250813 7099.00 ... 7095.00 7102.00 PP
185 pp2512 20250813 7114.00 ... 7109.00 7116.00 PP
186 pp2601 20250813 7128.00 ... 7116.00 7126.00 PP
187 pp2602 20250813 7093.00 ... 7102.00 7104.00 PP
188 pp2603 20250813 7095.00 ... 7086.00 7101.00 PP
189 pp2604 20250813 7114.00 ... 7080.00 7104.00 PP
190 pp2605 20250813 7104.00 ... 7102.00 7117.00 PP
191 pp2606 20250813 7084.00 ... 7080.00 7102.00 PP
192 pp2607 20250813 7097.00 ... 7085.00 7095.00 PP
193 rr2508 20250813 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250813 3572.00 ... 3575.00 3571.00 RR
195 rr2510 20250813 3613.00 ... 3612.00 3612.00 RR
196 rr2511 20250813 3614.00 ... 3614.00 3613.00 RR
197 rr2512 20250813 3607.00 ... 3614.00 3610.00 RR
198 rr2601 20250813 3625.00 ... 3623.00 3620.00 RR
199 rr2602 20250813 3615.00 ... 3612.00 3611.00 RR
200 rr2603 20250813 3615.00 ... 3614.00 3612.00 RR
201 rr2604 20250813 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250813 3623.00 ... 3620.00 3614.00 RR
203 rr2606 20250813 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250813 0.00 ... 3633.00 3633.00 RR
205 v2508 20250813 4993.00 ... 5002.00 4980.00 V
206 v2509 20250813 5047.00 ... 5036.00 5035.00 V
207 v2510 20250813 5064.00 ... 5076.00 5075.00 V
208 v2511 20250813 5116.00 ... 5112.00 5105.00 V
209 v2512 20250813 5153.00 ... 5153.00 5140.00 V
210 v2601 20250813 5179.00 ... 5179.00 5181.00 V
211 v2602 20250813 5217.00 ... 5217.00 5232.00 V
212 v2603 20250813 5255.00 ... 5254.00 5270.00 V
213 v2604 20250813 5471.00 ... 5488.00 5493.00 V
214 v2605 20250813 5513.00 ... 5504.00 5504.00 V
215 v2606 20250813 5525.00 ... 5528.00 5534.00 V
216 v2607 20250813 5566.00 ... 5558.00 5571.00 V
217 y2508 20250813 9386.00 ... 9386.00 9148.00 Y
218 y2509 20250813 8450.00 ... 8582.00 8464.00 Y
219 y2511 20250813 8518.00 ... 8600.00 8482.00 Y
220 y2512 20250813 8696.00 ... 8600.00 8476.00 Y
221 y2601 20250813 8440.00 ... 8560.00 8450.00 Y
222 y2603 20250813 8320.00 ... 8404.00 8326.00 Y
223 y2605 20250813 8038.00 ... 8106.00 8038.00 Y
224 y2607 20250813 8034.00 ... 8090.00 8028.00 Y
[225 rows x 12 columns]
2025-08-20 11:21:48,858 - future_1d - INFO - ak.get_dce_daily('2025-08-13') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250813 8178.0 8249.0 ... 399621.83 8191.0 8164.0 AP
1 AP511 20250813 7879.0 7967.0 ... 3674.81 7920.0 7879.0 AP
2 AP512 20250813 7918.0 7968.0 ... 182.68 7943.0 7910.0 AP
3 AP601 20250813 7978.0 8059.0 ... 50673.21 8013.0 7967.0 AP
4 AP603 20250813 7915.0 7937.0 ... 166.37 7922.0 7880.0 AP
5 AP604 20250813 7946.0 7954.0 ... 55.65 7950.0 7926.0 AP
6 AP605 20250813 8006.0 8025.0 ... 504.00 8000.0 7981.0 AP
7 CF509 20250813 13755.0 13930.0 ... 1434464.06 13830.0 13715.0 CF
8 CF511 20250813 13875.0 14095.0 ... 400771.10 13995.0 13810.0 CF
9 CF601 20250813 14000.0 14235.0 ... 2534992.04 14110.0 13935.0 CF
10 CF603 20250813 13945.0 14185.0 ... 12036.84 14035.0 13885.0 CF
11 CF605 20250813 13930.0 14170.0 ... 136707.24 14065.0 13875.0 CF
12 CF607 20250813 13950.0 14135.0 ... 639.10 14045.0 13895.0 CF
13 CJ509 20250813 10420.0 10580.0 ... 45686.91 10415.0 10400.0 CJ
14 CJ512 20250813 11450.0 11610.0 ... 20813.07 11435.0 11420.0 CJ
15 CJ601 20250813 11570.0 11745.0 ... 1364369.96 11545.0 11545.0 CJ
16 CJ603 20250813 11615.0 11785.0 ... 18000.44 11560.0 11605.0 CJ
17 CJ605 20250813 11750.0 11910.0 ... 209987.95 11710.0 11740.0 CJ
18 CJ607 20250813 11930.0 12055.0 ... 3247.42 11915.0 11935.0 CJ
19 CY508 20250813 0.0 0.0 ... 0.00 20380.0 20160.0 CY
20 CY509 20250813 19995.0 20160.0 ... 3905.65 20080.0 19965.0 CY
21 CY510 20250813 19685.0 19685.0 ... 9.84 19685.0 20500.0 CY
22 CY511 20250813 20020.0 20240.0 ... 103336.22 20135.0 19920.0 CY
23 CY512 20250813 0.0 0.0 ... 0.00 19825.0 19660.0 CY
24 CY601 20250813 19985.0 20200.0 ... 3025.77 20105.0 19895.0 CY
25 CY602 20250813 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250813 20355.0 20370.0 ... 20.36 20365.0 20320.0 CY
27 CY604 20250813 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250813 20490.0 20490.0 ... 132.13 20330.0 20095.0 CY
29 CY606 20250813 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250813 0.0 0.0 ... 0.00 20355.0 20285.0 CY
31 FG508 20250813 1051.0 1060.0 ... 1007.25 1054.0 1044.0 FG
32 FG509 20250813 1072.0 1091.0 ... 2395527.90 1077.0 1067.0 FG
33 FG510 20250813 1178.0 1194.0 ... 134922.70 1180.0 1172.0 FG
34 FG511 20250813 1166.0 1184.0 ... 169113.46 1171.0 1164.0 FG
35 FG512 20250813 1246.0 1265.0 ... 78761.08 1249.0 1243.0 FG
36 FG601 20250813 1239.0 1253.0 ... 5488202.07 1237.0 1233.0 FG
37 FG602 20250813 1292.0 1303.0 ... 1462.67 1290.0 1276.0 FG
38 FG603 20250813 1291.0 1302.0 ... 2518.42 1286.0 1287.0 FG
39 FG604 20250813 1333.0 1346.0 ... 1219.81 1332.0 1332.0 FG
40 FG605 20250813 1327.0 1343.0 ... 71792.50 1328.0 1322.0 FG
41 FG606 20250813 1353.0 1363.0 ... 1522.79 1350.0 1345.0 FG
42 FG607 20250813 1347.0 1357.0 ... 980.10 1343.0 1341.0 FG
43 JR509 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250813 0.0 0.0 ... 0.00 2336.0 2338.0 MA
53 MA509 20250813 2386.0 2392.0 ... 767192.60 2384.0 2386.0 MA
54 MA510 20250813 2421.0 2423.0 ... 108914.63 2416.0 2415.0 MA
55 MA511 20250813 2444.0 2446.0 ... 174506.84 2437.0 2435.0 MA
56 MA512 20250813 2488.0 2491.0 ... 94173.15 2469.0 2469.0 MA
57 MA601 20250813 2496.0 2497.0 ... 647120.62 2488.0 2486.0 MA
58 MA602 20250813 2491.0 2496.0 ... 121.94 2489.0 2490.0 MA
59 MA603 20250813 2496.0 2500.0 ... 146.93 2490.0 2491.0 MA
60 MA604 20250813 2482.0 2489.0 ... 123.99 2480.0 2477.0 MA
61 MA605 20250813 2461.0 2468.0 ... 17342.03 2461.0 2452.0 MA
62 MA606 20250813 2460.0 2472.0 ... 27.15 2468.0 2464.0 MA
63 MA607 20250813 2457.0 2461.0 ... 467.01 2458.0 2452.0 MA
64 OI509 20250813 10242.0 10352.0 ... 3003760.36 10099.0 9708.0 OI
65 OI511 20250813 10279.0 10380.0 ... 601047.74 10132.0 9733.0 OI
66 OI601 20250813 10310.0 10333.0 ... 6491980.50 10104.0 9711.0 OI
67 OI603 20250813 9751.0 10192.0 ... 14433.33 10009.0 9655.0 OI
68 OI605 20250813 10145.0 10145.0 ... 84166.27 9937.0 9570.0 OI
69 OI607 20250813 9700.0 10061.0 ... 889.65 9885.0 9558.0 OI
70 PF508 20250813 0.0 0.0 ... 0.00 6290.0 6304.0 PF
71 PF509 20250813 6332.0 6360.0 ... 62222.95 6346.0 6354.0 PF
72 PF510 20250813 6426.0 6432.0 ... 382852.40 6414.0 6428.0 PF
73 PF511 20250813 6430.0 6432.0 ... 217496.52 6416.0 6422.0 PF
74 PF512 20250813 6422.0 6436.0 ... 82815.11 6420.0 6426.0 PF
75 PF601 20250813 6436.0 6444.0 ... 9410.66 6426.0 6434.0 PF
76 PF602 20250813 6462.0 6462.0 ... 16.12 6448.0 6454.0 PF
77 PF603 20250813 6452.0 6474.0 ... 16.15 6460.0 6472.0 PF
78 PF604 20250813 6514.0 6514.0 ... 22.71 6490.0 6496.0 PF
79 PF605 20250813 6520.0 6536.0 ... 19.55 6518.0 6520.0 PF
80 PF606 20250813 6526.0 6526.0 ... 3.26 6526.0 6528.0 PF
81 PF607 20250813 0.0 0.0 ... 0.00 6530.0 6530.0 PF
82 PK510 20250813 8090.0 8188.0 ... 262217.46 8142.0 8078.0 PK
83 PK511 20250813 7956.0 8020.0 ... 290414.80 7996.0 7930.0 PK
84 PK512 20250813 7970.0 8032.0 ... 58955.86 8002.0 7944.0 PK
85 PK601 20250813 7986.0 8066.0 ... 55588.53 8030.0 7956.0 PK
86 PK603 20250813 7980.0 8046.0 ... 525.43 8022.0 7960.0 PK
87 PK604 20250813 7970.0 8048.0 ... 288.93 8026.0 7960.0 PK
88 PK605 20250813 7968.0 8058.0 ... 6674.12 8032.0 7956.0 PK
89 PL601 20250813 6513.0 6528.0 ... 9799.63 6507.0 6513.0 PL
90 PL602 20250813 6552.0 6567.0 ... 537.99 6561.0 6566.0 PL
91 PL603 20250813 6521.0 6548.0 ... 771.32 6537.0 6519.0 PL
92 PL604 20250813 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250813 6392.0 6418.0 ... 64.09 6409.0 6423.0 PL
94 PL606 20250813 0.0 0.0 ... 0.00 6491.0 6489.0 PL
95 PL607 20250813 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250813 0.0 0.0 ... 0.00 5900.0 5922.0 PR
103 PR509 20250813 5910.0 5912.0 ... 37272.08 5890.0 5902.0 PR
104 PR510 20250813 5956.0 5956.0 ... 194057.94 5938.0 5954.0 PR
105 PR511 20250813 5968.0 5968.0 ... 289242.80 5938.0 5960.0 PR
106 PR512 20250813 5960.0 5970.0 ... 101631.80 5940.0 5966.0 PR
107 PR601 20250813 5958.0 5976.0 ... 1329.68 5950.0 5972.0 PR
108 PR602 20250813 0.0 0.0 ... 0.00 5972.0 5998.0 PR
109 PR603 20250813 0.0 0.0 ... 0.00 5982.0 6000.0 PR
110 PR604 20250813 6006.0 6006.0 ... 9.01 6006.0 5992.0 PR
111 PR605 20250813 6014.0 6014.0 ... 18.01 6004.0 6010.0 PR
112 PR606 20250813 5968.0 5978.0 ... 107.51 5974.0 5996.0 PR
113 PR607 20250813 5974.0 5974.0 ... 107.53 5974.0 6004.0 PR
114 PX508 20250813 0.0 0.0 ... 0.00 6766.0 6792.0 PX
115 PX509 20250813 6818.0 6828.0 ... 163941.74 6798.0 6808.0 PX
116 PX510 20250813 6782.0 6796.0 ... 136133.72 6760.0 6786.0 PX
117 PX511 20250813 6768.0 6774.0 ... 390210.92 6738.0 6764.0 PX
118 PX512 20250813 6746.0 6770.0 ... 69255.59 6738.0 6754.0 PX
119 PX601 20250813 6736.0 6750.0 ... 97718.27 6720.0 6744.0 PX
120 PX602 20250813 0.0 0.0 ... 0.00 6706.0 6738.0 PX
121 PX603 20250813 6710.0 6710.0 ... 6.71 6710.0 6732.0 PX
122 PX604 20250813 6706.0 6706.0 ... 3.35 6706.0 6732.0 PX
123 PX605 20250813 6710.0 6728.0 ... 157.76 6714.0 6738.0 PX
124 PX606 20250813 6716.0 6716.0 ... 3.36 6716.0 6758.0 PX
125 PX607 20250813 6706.0 6706.0 ... 10.06 6706.0 6766.0 PX
126 RI509 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250813 0.0 0.0 ... 0.00 2698.0 2654.0 RM
133 RM509 20250813 2799.0 2823.0 ... 1969885.75 2769.0 2662.0 RM
134 RM511 20250813 2780.0 2785.0 ... 250688.13 2744.0 2578.0 RM
135 RM601 20250813 2688.0 2688.0 ... 880454.54 2687.0 2488.0 RM
136 RM603 20250813 2653.0 2653.0 ... 188959.94 2640.0 2456.0 RM
137 RM605 20250813 2560.0 2582.0 ... 548166.42 2565.0 2435.0 RM
138 RM607 20250813 2550.0 2550.0 ... 28674.71 2522.0 2416.0 RM
139 RS508 20250813 0.0 0.0 ... 0.00 5152.0 4927.0 RS
140 RS509 20250813 5111.0 5465.0 ... 2300.29 5252.0 5023.0 RS
141 RS511 20250813 5210.0 5384.0 ... 256.28 5339.0 5099.0 RS
142 RS607 20250813 0.0 0.0 ... 0.00 5627.0 5596.0 RS
143 SA508 20250813 0.0 0.0 ... 0.00 1258.0 1248.0 SA
144 SA509 20250813 1293.0 1308.0 ... 1342946.08 1293.0 1282.0 SA
145 SA510 20250813 1330.0 1336.0 ... 337096.24 1321.0 1299.0 SA
146 SA511 20250813 1334.0 1345.0 ... 489112.17 1330.0 1311.0 SA
147 SA512 20250813 1395.0 1412.0 ... 160817.87 1396.0 1378.0 SA
148 SA601 20250813 1408.0 1423.0 ... 6998587.77 1405.0 1388.0 SA
149 SA602 20250813 1419.0 1431.0 ... 9404.45 1414.0 1400.0 SA
150 SA603 20250813 1418.0 1434.0 ... 7457.93 1418.0 1408.0 SA
151 SA604 20250813 1455.0 1470.0 ... 2153.98 1455.0 1437.0 SA
152 SA605 20250813 1458.0 1476.0 ... 158111.12 1459.0 1443.0 SA
153 SA606 20250813 1460.0 1477.0 ... 1890.14 1461.0 1441.0 SA
154 SA607 20250813 1460.0 1472.0 ... 3545.79 1458.0 1440.0 SA
155 SF508 20250813 0.0 0.0 ... 0.00 5804.0 5792.0 SF
156 SF509 20250813 5814.0 5948.0 ... 680547.42 5870.0 5854.0 SF
157 SF510 20250813 5810.0 5918.0 ... 211211.19 5854.0 5846.0 SF
158 SF511 20250813 6016.0 6124.0 ... 676300.51 6050.0 6038.0 SF
159 SF512 20250813 6020.0 6114.0 ... 81424.60 6034.0 6030.0 SF
160 SF601 20250813 6018.0 6108.0 ... 175230.40 6040.0 6032.0 SF
161 SF602 20250813 5990.0 6064.0 ... 834.72 6006.0 5990.0 SF
162 SF603 20250813 6216.0 6266.0 ... 841.43 6210.0 6174.0 SF
163 SF604 20250813 6222.0 6246.0 ... 117.63 6192.0 6162.0 SF
164 SF605 20250813 6152.0 6224.0 ... 2116.62 6162.0 6152.0 SF
165 SF606 20250813 6124.0 6162.0 ... 198.44 6106.0 6084.0 SF
166 SF607 20250813 6260.0 6308.0 ... 256.15 6248.0 6216.0 SF
167 SH508 20250813 0.0 0.0 ... 0.00 2351.0 2356.0 SH
168 SH509 20250813 2495.0 2506.0 ... 882277.70 2488.0 2493.0 SH
169 SH510 20250813 2614.0 2632.0 ... 330640.40 2615.0 2604.0 SH
170 SH511 20250813 2621.0 2646.0 ... 422133.46 2625.0 2617.0 SH
171 SH512 20250813 2646.0 2663.0 ... 105820.55 2643.0 2639.0 SH
172 SH601 20250813 2626.0 2649.0 ... 562675.56 2629.0 2621.0 SH
173 SH602 20250813 2655.0 2664.0 ... 572.10 2649.0 2642.0 SH
174 SH603 20250813 2680.0 2680.0 ... 472.25 2668.0 2649.0 SH
175 SH604 20250813 2722.0 2723.0 ... 97.57 2710.0 2692.0 SH
176 SH605 20250813 2719.0 2732.0 ... 5167.19 2717.0 2704.0 SH
177 SH606 20250813 2730.0 2737.0 ... 122.68 2726.0 2715.0 SH
178 SH607 20250813 2718.0 2726.0 ... 57.01 2715.0 2712.0 SH
179 SM508 20250813 6094.0 6112.0 ... 1048.01 6094.0 6116.0 SM
180 SM509 20250813 6102.0 6170.0 ... 958030.94 6116.0 6114.0 SM
181 SM510 20250813 6112.0 6182.0 ... 159309.82 6124.0 6120.0 SM
182 SM511 20250813 6166.0 6250.0 ... 235194.39 6196.0 6192.0 SM
183 SM512 20250813 6206.0 6258.0 ... 44818.73 6202.0 6206.0 SM
184 SM601 20250813 6200.0 6262.0 ... 441085.50 6210.0 6210.0 SM
185 SM602 20250813 6204.0 6256.0 ... 143.03 6220.0 6204.0 SM
186 SM603 20250813 6240.0 6296.0 ... 343.86 6252.0 6224.0 SM
187 SM604 20250813 6246.0 6304.0 ... 187.84 6262.0 6228.0 SM
188 SM605 20250813 6266.0 6298.0 ... 4842.72 6258.0 6254.0 SM
189 SM606 20250813 6256.0 6288.0 ... 97.15 6268.0 6264.0 SM
190 SM607 20250813 6276.0 6322.0 ... 119.49 6290.0 6270.0 SM
191 SR509 20250813 5722.0 5729.0 ... 525344.47 5720.0 5690.0 SR
192 SR511 20250813 5634.0 5678.0 ... 131545.76 5660.0 5608.0 SR
193 SR601 20250813 5620.0 5668.0 ... 1346813.95 5646.0 5589.0 SR
194 SR603 20250813 5592.0 5650.0 ... 6338.96 5620.0 5567.0 SR
195 SR605 20250813 5570.0 5632.0 ... 58840.33 5601.0 5545.0 SR
196 SR607 20250813 5565.0 5620.0 ... 3868.69 5599.0 5545.0 SR
197 TA508 20250813 4700.0 4700.0 ... 4826.64 4700.0 4700.0 TA
198 TA509 20250813 4714.0 4726.0 ... 1000689.10 4706.0 4718.0 TA
199 TA510 20250813 4722.0 4746.0 ... 90436.87 4728.0 4742.0 TA
200 TA511 20250813 4738.0 4750.0 ... 90417.45 4730.0 4742.0 TA
201 TA512 20250813 4746.0 4756.0 ... 45172.92 4736.0 4744.0 TA
202 TA601 20250813 4748.0 4760.0 ... 751838.46 4740.0 4752.0 TA
203 TA602 20250813 4752.0 4762.0 ... 61.74 4750.0 4762.0 TA
204 TA603 20250813 4762.0 4776.0 ... 157.51 4774.0 4764.0 TA
205 TA604 20250813 4766.0 4784.0 ... 31.04 4776.0 4788.0 TA
206 TA605 20250813 4800.0 4800.0 ... 17479.53 4782.0 4792.0 TA
207 TA606 20250813 4808.0 4808.0 ... 7.20 4798.0 4818.0 TA
208 TA607 20250813 4802.0 4802.0 ... 7.19 4796.0 4834.0 TA
209 UR508 20250813 1716.0 1723.0 ... 188.89 1717.0 1720.0 UR
210 UR509 20250813 1725.0 1737.0 ... 313688.53 1728.0 1726.0 UR
211 UR510 20250813 1732.0 1742.0 ... 23145.90 1734.0 1734.0 UR
212 UR511 20250813 1750.0 1763.0 ... 27565.41 1752.0 1753.0 UR
213 UR512 20250813 1757.0 1767.0 ... 569.07 1756.0 1756.0 UR
214 UR601 20250813 1758.0 1772.0 ... 371473.15 1757.0 1756.0 UR
215 UR602 20250813 1755.0 1768.0 ... 655.63 1753.0 1754.0 UR
216 UR603 20250813 1793.0 1796.0 ... 85.86 1789.0 1789.0 UR
217 UR604 20250813 1798.0 1798.0 ... 82.53 1794.0 1796.0 UR
218 UR605 20250813 1796.0 1808.0 ... 7783.89 1796.0 1795.0 UR
219 UR606 20250813 1799.0 1799.0 ... 171.84 1790.0 1790.0 UR
220 UR607 20250813 1800.0 1805.0 ... 305.93 1800.0 1798.0 UR
221 WH509 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-20 11:21:50,615 - future_1d - INFO - ak.get_czce_daily('2025-08-13') done
2025-08-20 11:21:50,640 - future_1d - INFO - save future_daily 2025-08-13 completed
symbol date open ... settle pre_settle variety
0 a2509 20250813 4092.00 ... 4124.00 4078.00 A
1 a2511 20250813 4037.00 ... 4087.00 4033.00 A
2 a2601 20250813 4033.00 ... 4085.00 4028.00 A
3 a2603 20250813 4031.00 ... 4071.00 4027.00 A
4 a2605 20250813 4068.00 ... 4116.00 4068.00 A
5 a2607 20250813 4066.00 ... 4107.00 4071.00 A
6 b2508 20250813 3770.00 ... 3735.00 3610.00 B
7 b2509 20250813 3763.00 ... 3811.00 3727.00 B
8 b2510 20250813 3805.00 ... 3842.00 3767.00 B
9 b2511 20250813 3851.00 ... 3893.00 3800.00 B
10 b2512 20250813 3855.00 ... 3894.00 3815.00 B
11 b2601 20250813 3830.00 ... 3879.00 3797.00 B
12 b2602 20250813 3791.00 ... 3842.00 3770.00 B
13 b2603 20250813 3707.00 ... 3751.00 3687.00 B
14 b2604 20250813 3595.00 ... 3646.00 3582.00 B
15 b2605 20250813 3523.00 ... 3561.00 3510.00 B
16 b2606 20250813 3506.00 ... 3536.00 3495.00 B
17 b2607 20250813 3492.00 ... 3518.00 3482.00 B
18 bb2509 20250813 145.35 ... 145.75 145.30 BB
19 bb2511 20250813 146.50 ... 147.10 147.50 BB
20 bb2601 20250813 148.55 ... 148.60 148.50 BB
21 bb2603 20250813 147.30 ... 147.15 146.65 BB
22 bb2605 20250813 0.00 ... 141.00 140.55 BB
23 bb2607 20250813 0.00 ... 146.75 146.30 BB
24 bz2603 20250813 6248.00 ... 6250.00 6264.00 BZ
25 bz2604 20250813 6193.00 ... 6200.00 6206.00 BZ
26 bz2605 20250813 6233.00 ... 6225.00 6242.00 BZ
27 bz2606 20250813 0.00 ... 6233.00 6233.00 BZ
28 bz2607 20250813 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250813 2261.00 ... 2273.00 2259.00 C
30 c2511 20250813 2200.00 ... 2203.00 2193.00 C
31 c2601 20250813 2194.00 ... 2198.00 2187.00 C
32 c2603 20250813 2211.00 ... 2218.00 2203.00 C
33 c2605 20250813 2262.00 ... 2270.00 2256.00 C
34 c2607 20250813 2281.00 ... 2289.00 2276.00 C
35 cs2509 20250813 2645.00 ... 2649.00 2638.00 CS
36 cs2511 20250813 2543.00 ... 2550.00 2536.00 CS
37 cs2601 20250813 2563.00 ... 2578.00 2558.00 CS
38 cs2603 20250813 2562.00 ... 2571.00 2556.00 CS
39 cs2605 20250813 2628.00 ... 2636.00 2618.00 CS
40 cs2607 20250813 2640.00 ... 2641.00 2624.00 CS
41 eb2508 20250813 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250813 7306.00 ... 7299.00 7314.00 EB
43 eb2510 20250813 7331.00 ... 7328.00 7335.00 EB
44 eb2511 20250813 7358.00 ... 7350.00 7359.00 EB
45 eb2512 20250813 7364.00 ... 7369.00 7377.00 EB
46 eb2601 20250813 7385.00 ... 7381.00 7389.00 EB
47 eb2602 20250813 7408.00 ... 7403.00 7408.00 EB
48 eb2603 20250813 7437.00 ... 7432.00 7437.00 EB
49 eb2604 20250813 7437.00 ... 7422.00 7448.00 EB
50 eb2605 20250813 7444.00 ... 7441.00 7452.00 EB
51 eb2606 20250813 7464.00 ... 7464.00 7445.00 EB
52 eb2607 20250813 0.00 ... 7407.00 7407.00 EB
53 eg2508 20250813 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250813 4418.00 ... 4418.00 4427.00 EG
55 eg2510 20250813 4440.00 ... 4433.00 4435.00 EG
56 eg2511 20250813 4454.00 ... 4446.00 4454.00 EG
57 eg2512 20250813 4475.00 ... 4459.00 4472.00 EG
58 eg2601 20250813 4484.00 ... 4466.00 4473.00 EG
59 eg2602 20250813 4461.00 ... 4461.00 4482.00 EG
60 eg2603 20250813 4479.00 ... 4479.00 4485.00 EG
61 eg2604 20250813 0.00 ... 4496.00 4510.00 EG
62 eg2605 20250813 4514.00 ... 4501.00 4524.00 EG
63 eg2606 20250813 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250813 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250813 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250813 1221.00 ... 1254.00 1254.50 FB
67 fb2510 20250813 1299.00 ... 1295.50 1293.00 FB
68 fb2511 20250813 1292.50 ... 1291.50 1288.50 FB
69 fb2512 20250813 1292.50 ... 1290.50 1288.50 FB
70 fb2601 20250813 1293.00 ... 1292.50 1290.50 FB
71 fb2602 20250813 1295.00 ... 1295.00 1294.50 FB
72 fb2603 20250813 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250813 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250813 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250813 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250813 0.00 ... 1302.50 1302.50 FB
77 i2508 20250813 0.00 ... 815.00 815.00 I
78 i2509 20250813 808.00 ... 808.00 800.50 I
79 i2510 20250813 808.50 ... 808.00 803.00 I
80 i2511 20250813 808.00 ... 806.00 801.00 I
81 i2512 20250813 806.00 ... 803.50 799.50 I
82 i2601 20250813 801.00 ... 798.50 795.00 I
83 i2602 20250813 797.50 ... 794.00 791.00 I
84 i2603 20250813 792.50 ... 789.50 785.50 I
85 i2604 20250813 788.50 ... 785.50 781.50 I
86 i2605 20250813 780.00 ... 777.00 773.50 I
87 i2606 20250813 774.50 ... 772.00 767.50 I
88 i2607 20250813 770.00 ... 768.50 765.50 I
89 j2508 20250813 0.00 ... 1598.00 1598.00 J
90 j2509 20250813 1728.50 ... 1708.00 1703.50 J
91 j2510 20250813 1753.50 ... 1724.00 1727.00 J
92 j2511 20250813 1779.00 ... 1744.50 1758.00 J
93 j2512 20250813 1802.00 ... 1759.00 1771.00 J
94 j2601 20250813 1812.00 ... 1784.00 1787.50 J
95 j2602 20250813 0.00 ... 1789.00 1842.00 J
96 j2603 20250813 1802.50 ... 1802.50 1801.50 J
97 j2604 20250813 1880.50 ... 1860.00 1842.00 J
98 j2605 20250813 1903.50 ... 1865.50 1862.50 J
99 j2606 20250813 1904.00 ... 1887.50 1877.50 J
100 j2607 20250813 1903.50 ... 1871.50 1843.50 J
101 jd2508 20250813 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250813 3300.00 ... 3290.00 3305.00 JD
103 jd2510 20250813 3206.00 ... 3200.00 3197.00 JD
104 jd2511 20250813 3300.00 ... 3308.00 3285.00 JD
105 jd2512 20250813 3448.00 ... 3463.00 3434.00 JD
106 jd2601 20250813 3570.00 ... 3582.00 3548.00 JD
107 jd2602 20250813 3225.00 ... 3219.00 3202.00 JD
108 jd2603 20250813 3225.00 ... 3222.00 3204.00 JD
109 jd2604 20250813 3423.00 ... 3387.00 3367.00 JD
110 jd2605 20250813 3500.00 ... 3489.00 3476.00 JD
111 jd2606 20250813 3318.00 ... 3316.00 3308.00 JD
112 jd2607 20250813 3573.00 ... 3560.00 3550.00 JD
113 jm2508 20250813 1021.00 ... 1024.50 1021.00 JM
114 jm2509 20250813 1164.50 ... 1151.50 1134.00 JM
115 jm2510 20250813 1230.00 ... 1199.50 1190.00 JM
116 jm2511 20250813 1268.50 ... 1245.00 1240.50 JM
117 jm2512 20250813 1293.00 ... 1272.50 1270.50 JM
118 jm2601 20250813 1313.00 ... 1295.00 1283.50 JM
119 jm2602 20250813 1324.50 ... 1307.00 1308.00 JM
120 jm2603 20250813 1330.50 ... 1310.50 1303.00 JM
121 jm2604 20250813 1326.50 ... 1311.00 1306.50 JM
122 jm2605 20250813 1340.00 ... 1320.00 1312.50 JM
123 jm2606 20250813 1341.50 ... 1320.50 1310.50 JM
124 jm2607 20250813 1346.50 ... 1327.00 1321.50 JM
125 l2508 20250813 7270.00 ... 7270.00 7256.00 L
126 l2509 20250813 7320.00 ... 7320.00 7328.00 L
127 l2510 20250813 7345.00 ... 7344.00 7351.00 L
128 l2511 20250813 7372.00 ... 7368.00 7373.00 L
129 l2512 20250813 7383.00 ... 7382.00 7388.00 L
130 l2601 20250813 7390.00 ... 7386.00 7383.00 L
131 l2602 20250813 7372.00 ... 7382.00 7378.00 L
132 l2603 20250813 0.00 ... 7383.00 7383.00 L
133 l2604 20250813 7391.00 ... 7394.00 7398.00 L
134 l2605 20250813 7390.00 ... 7390.00 7390.00 L
135 l2606 20250813 7388.00 ... 7388.00 7387.00 L
136 l2607 20250813 0.00 ... 7377.00 7373.00 L
137 lg2509 20250813 821.50 ... 815.50 826.00 LG
138 lg2511 20250813 842.00 ... 836.50 846.00 LG
139 lg2601 20250813 848.00 ... 846.00 851.50 LG
140 lg2603 20250813 849.00 ... 846.00 849.50 LG
141 lg2605 20250813 846.00 ... 848.50 850.50 LG
142 lg2607 20250813 843.00 ... 847.50 849.50 LG
143 lh2509 20250813 13900.00 ... 13920.00 13995.00 LH
144 lh2511 20250813 14205.00 ... 14115.00 14235.00 LH
145 lh2601 20250813 14395.00 ... 14360.00 14425.00 LH
146 lh2603 20250813 13470.00 ... 13400.00 13415.00 LH
147 lh2605 20250813 13970.00 ... 13970.00 13970.00 LH
148 lh2607 20250813 14435.00 ... 14360.00 14435.00 LH
149 m2508 20250813 3123.00 ... 3125.00 3012.00 M
150 m2509 20250813 3055.00 ... 3094.00 3017.00 M
151 m2511 20250813 3102.00 ... 3125.00 3051.00 M
152 m2512 20250813 3126.00 ... 3162.00 3092.00 M
153 m2601 20250813 3110.00 ... 3145.00 3074.00 M
154 m2603 20250813 2996.00 ... 3024.00 2963.00 M
155 m2605 20250813 2804.00 ... 2837.00 2790.00 M
156 m2607 20250813 2781.00 ... 2800.00 2767.00 M
157 p2508 20250813 0.00 ... 8802.00 8802.00 P
158 p2509 20250813 9342.00 ... 9396.00 9294.00 P
159 p2510 20250813 9404.00 ... 9392.00 9288.00 P
160 p2511 20250813 9582.00 ... 9444.00 9312.00 P
161 p2512 20250813 9316.00 ... 9456.00 9320.00 P
162 p2601 20250813 9376.00 ... 9466.00 9334.00 P
163 p2602 20250813 9330.00 ... 9442.00 9274.00 P
164 p2603 20250813 9246.00 ... 9358.00 9228.00 P
165 p2604 20250813 9278.00 ... 9250.00 9108.00 P
166 p2605 20250813 9098.00 ... 9146.00 9030.00 P
167 p2606 20250813 9008.00 ... 9048.00 8938.00 P
168 p2607 20250813 8884.00 ... 8928.00 8854.00 P
169 pg2508 20250813 3888.00 ... 3888.00 3885.00 PG
170 pg2509 20250813 3820.00 ... 3822.00 3813.00 PG
171 pg2510 20250813 4287.00 ... 4296.00 4287.00 PG
172 pg2511 20250813 4224.00 ... 4226.00 4221.00 PG
173 pg2512 20250813 4188.00 ... 4186.00 4181.00 PG
174 pg2601 20250813 4140.00 ... 4145.00 4137.00 PG
175 pg2602 20250813 4086.00 ... 4085.00 4080.00 PG
176 pg2603 20250813 4000.00 ... 4002.00 3998.00 PG
177 pg2604 20250813 4299.00 ... 4297.00 4280.00 PG
178 pg2605 20250813 4199.00 ... 4197.00 4189.00 PG
179 pg2606 20250813 4140.00 ... 4141.00 4132.00 PG
180 pg2607 20250813 0.00 ... 4087.00 4081.00 PG
181 pp2508 20250813 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250813 7085.00 ... 7088.00 7098.00 PP
183 pp2510 20250813 7090.00 ... 7085.00 7092.00 PP
184 pp2511 20250813 7099.00 ... 7095.00 7102.00 PP
185 pp2512 20250813 7114.00 ... 7109.00 7116.00 PP
186 pp2601 20250813 7128.00 ... 7116.00 7126.00 PP
187 pp2602 20250813 7093.00 ... 7102.00 7104.00 PP
188 pp2603 20250813 7095.00 ... 7086.00 7101.00 PP
189 pp2604 20250813 7114.00 ... 7080.00 7104.00 PP
190 pp2605 20250813 7104.00 ... 7102.00 7117.00 PP
191 pp2606 20250813 7084.00 ... 7080.00 7102.00 PP
192 pp2607 20250813 7097.00 ... 7085.00 7095.00 PP
193 rr2508 20250813 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250813 3572.00 ... 3575.00 3571.00 RR
195 rr2510 20250813 3613.00 ... 3612.00 3612.00 RR
196 rr2511 20250813 3614.00 ... 3614.00 3613.00 RR
197 rr2512 20250813 3607.00 ... 3614.00 3610.00 RR
198 rr2601 20250813 3625.00 ... 3623.00 3620.00 RR
199 rr2602 20250813 3615.00 ... 3612.00 3611.00 RR
200 rr2603 20250813 3615.00 ... 3614.00 3612.00 RR
201 rr2604 20250813 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250813 3623.00 ... 3620.00 3614.00 RR
203 rr2606 20250813 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250813 0.00 ... 3633.00 3633.00 RR
205 v2508 20250813 4993.00 ... 5002.00 4980.00 V
206 v2509 20250813 5047.00 ... 5036.00 5035.00 V
207 v2510 20250813 5064.00 ... 5076.00 5075.00 V
208 v2511 20250813 5116.00 ... 5112.00 5105.00 V
209 v2512 20250813 5153.00 ... 5153.00 5140.00 V
210 v2601 20250813 5179.00 ... 5179.00 5181.00 V
211 v2602 20250813 5217.00 ... 5217.00 5232.00 V
212 v2603 20250813 5255.00 ... 5254.00 5270.00 V
213 v2604 20250813 5471.00 ... 5488.00 5493.00 V
214 v2605 20250813 5513.00 ... 5504.00 5504.00 V
215 v2606 20250813 5525.00 ... 5528.00 5534.00 V
216 v2607 20250813 5566.00 ... 5558.00 5571.00 V
217 y2508 20250813 9386.00 ... 9386.00 9148.00 Y
218 y2509 20250813 8450.00 ... 8582.00 8464.00 Y
219 y2511 20250813 8518.00 ... 8600.00 8482.00 Y
220 y2512 20250813 8696.00 ... 8600.00 8476.00 Y
221 y2601 20250813 8440.00 ... 8560.00 8450.00 Y
222 y2603 20250813 8320.00 ... 8404.00 8326.00 Y
223 y2605 20250813 8038.00 ... 8106.00 8038.00 Y
224 y2607 20250813 8034.00 ... 8090.00 8028.00 Y
[225 rows x 12 columns]
2025-08-20 11:21:51,065 - future_1d - INFO - ak.get_dce_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 SC2509 20250813 491.7 ... 490.5 494.3 SC
1 SC2510 20250813 490 ... 490.2 492.6 SC
2 SC2511 20250813 487.3 ... 487 489.7 SC
3 SC2512 20250813 482.6 ... 483.1 485.5 SC
4 SC2601 20250813 480.6 ... 480.4 482.5 SC
5 SC2602 20250813 477.6 ... 477.7 479.9 SC
6 SC2603 20250813 475.3 ... 475.5 477.9 SC
7 SC2604 20250813 472.6 ... 474.4 475.7 SC
8 SC2605 20250813 471.6 ... 472.2 474.2 SC
9 SC2606 20250813 471.8 ... 472.3 473.7 SC
10 SC2607 20250813 467.6 ... 468.1 470.7 SC
11 SC2608 20250813 466.7 ... 467.7 470.5 SC
12 SC2609 20250813 ... 467.7 467.7 SC
13 SC2612 20250813 458.5 ... 458.5 469.4 SC
14 SC2703 20250813 457.9 ... 457.9 464.6 SC
15 SC2706 20250813 456.9 ... 456.9 464 SC
16 SC2709 20250813 458.3 ... 458.1 462.4 SC
17 SC2712 20250813 ... 458.5 458.5 SC
18 SC2803 20250813 ... 456.3 456.3 SC
19 SC2806 20250813 453.2 ... 450.8 453.2 SC
21 LU2509 20250813 3469 ... 3443 3483 LU
22 LU2510 20250813 3474 ... 3457 3499 LU
23 LU2511 20250813 3471 ... 3451 3487 LU
24 LU2512 20250813 3460 ... 3443 3473 LU
25 LU2601 20250813 3445 ... 3427 3445 LU
26 LU2602 20250813 3401 ... 3404 3413 LU
27 LU2603 20250813 3390 ... 3395 3410 LU
28 LU2604 20250813 3392 ... 3395 3405 LU
29 LU2605 20250813 3400 ... 3398 3405 LU
30 LU2606 20250813 3389 ... 3393 3407 LU
31 LU2607 20250813 3386 ... 3388 3406 LU
32 LU2608 20250813 3387 ... 3387 3405 LU
34 NR2508 20250813 ... 12480 12480 NR
35 NR2509 20250813 12615 ... 12635 12560 NR
36 NR2510 20250813 12665 ... 12705 12620 NR
37 NR2511 20250813 12715 ... 12730 12655 NR
38 NR2512 20250813 12750 ... 12775 12690 NR
39 NR2601 20250813 12790 ... 12820 12755 NR
40 NR2602 20250813 12800 ... 12780 12755 NR
41 NR2603 20250813 12755 ... 12755 12775 NR
42 NR2604 20250813 12935 ... 12845 12860 NR
43 NR2605 20250813 12895 ... 12905 12835 NR
44 NR2606 20250813 12950 ... 12955 12895 NR
45 NR2607 20250813 12970 ... 12970 12820 NR
47 BC2508 20250813 ... 69300 69300 BC
48 BC2509 20250813 70330 ... 70540 70120 BC
49 BC2510 20250813 70580 ... 70620 70220 BC
50 BC2511 20250813 70720 ... 70720 70270 BC
51 BC2512 20250813 70160 ... 70490 69990 BC
52 BC2601 20250813 70250 ... 70250 70020 BC
53 BC2602 20250813 70710 ... 70710 70000 BC
54 BC2603 20250813 ... 70000 70000 BC
55 BC2604 20250813 ... 70000 70000 BC
56 BC2605 20250813 70720 ... 71210 70000 BC
57 BC2606 20250813 ... 69790 69340 BC
58 BC2607 20250813 ... 69120 68740 BC
60 EC2508 20250813 2081.7 ... 2082.7 2080.6 EC
61 EC2510 20250813 1404.2 ... 1361.9 1411.7 EC
62 EC2512 20250813 1728.1 ... 1695.7 1720.5 EC
63 EC2602 20250813 1517.1 ... 1493.8 1516.8 EC
64 EC2604 20250813 1340.4 ... 1328.9 1340.4 EC
65 EC2606 20250813 1483.5 ... 1475 1487.1 EC
68 SC_TAS2509 20250813 ... SC_TAS
69 SC_TAS2510 20250813 ... SC_TAS
70 SC_TAS2511 20250813 ... SC_TAS
71 SC_TAS2512 20250813 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:21:51,164 - future_1d - INFO - ak.get_ine_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 IC2508 20250813 6419.200 ... 6503.800 6405.200 IC
1 IC2509 20250813 6351.000 ... 6444.400 6338.800 IC
2 IC2512 20250813 6200.000 ... 6297.200 6182.600 IC
3 IC2603 20250813 6067.600 ... 6170.200 6047.600 IC
4 IF2508 20250813 4155.000 ... 4175.400 4141.200 IF
5 IF2509 20250813 4138.800 ... 4164.600 4128.600 IF
6 IF2512 20250813 4113.000 ... 4137.400 4099.600 IF
7 IF2603 20250813 4080.200 ... 4107.400 4068.000 IF
8 IH2508 20250813 2812.000 ... 2815.000 2808.800 IH
9 IH2509 20250813 2813.000 ... 2816.000 2809.000 IH
10 IH2512 20250813 2820.000 ... 2817.600 2810.000 IH
11 IH2603 20250813 2815.800 ... 2819.400 2809.400 IH
12 IM2508 20250813 6962.200 ... 7060.800 6950.800 IM
13 IM2509 20250813 6900.800 ... 6995.400 6879.800 IM
14 IM2512 20250813 6710.000 ... 6812.800 6689.800 IM
15 IM2603 20250813 6528.000 ... 6637.600 6507.400 IM
16 T2509 20250813 108.355 ... 108.460 108.410 T
17 T2512 20250813 108.220 ... 108.375 108.290 T
18 T2603 20250813 108.005 ... 108.175 108.080 T
19 TF2509 20250813 105.680 ... 105.750 105.695 TF
20 TF2512 20250813 105.695 ... 105.775 105.720 TF
21 TF2603 20250813 105.710 ... 105.800 105.745 TF
22 TL2509 20250813 117.760 ... 118.310 118.150 TL
23 TL2512 20250813 117.340 ... 117.910 117.740 TL
24 TL2603 20250813 116.990 ... 117.560 117.370 TL
25 TS2509 20250813 102.340 ... 102.370 102.338 TS
26 TS2512 20250813 102.378 ... 102.416 102.374 TS
27 TS2603 20250813 102.370 ... 102.386 102.356 TS
[28 rows x 12 columns]
2025-08-20 11:21:51,383 - future_1d - INFO - ak.get_cffex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 PS2508 20250813 51500.0 ... 51500.0 50505.0 PS
1 PS2509 20250813 52950.0 ... 51895.0 52390.0 PS
2 PS2510 20250813 51900.0 ... 52040.0 52405.0 PS
3 PS2511 20250813 51500.0 ... 52035.0 52395.0 PS
4 PS2512 20250813 54000.0 ... 54280.0 54425.0 PS
5 PS2601 20250813 54210.0 ... 54355.0 54445.0 PS
6 PS2602 20250813 54280.0 ... 54370.0 54565.0 PS
7 PS2603 20250813 54410.0 ... 54620.0 54730.0 PS
8 PS2604 20250813 54535.0 ... 54790.0 54775.0 PS
9 PS2605 20250813 54640.0 ... 54830.0 54730.0 PS
10 PS2606 20250813 57245.0 ... 57430.0 57470.0 PS
11 PS2607 20250813 57305.0 ... 57515.0 57605.0 PS
13 SI2508 20250813 0.0 ... 8575.0 8800.0 SI
14 SI2509 20250813 8710.0 ... 8755.0 8880.0 SI
15 SI2510 20250813 8820.0 ... 8760.0 8905.0 SI
16 SI2511 20250813 8800.0 ... 8775.0 8905.0 SI
17 SI2512 20250813 9300.0 ... 9140.0 9270.0 SI
18 SI2601 20250813 9305.0 ... 9155.0 9270.0 SI
19 SI2602 20250813 9210.0 ... 9150.0 9265.0 SI
20 SI2603 20250813 9195.0 ... 9130.0 9295.0 SI
21 SI2604 20250813 9225.0 ... 9150.0 9285.0 SI
22 SI2605 20250813 9280.0 ... 9200.0 9310.0 SI
23 SI2606 20250813 9260.0 ... 9205.0 9310.0 SI
24 SI2607 20250813 9260.0 ... 9205.0 9330.0 SI
27 LC2508 20250813 82620.0 ... 86940.0 82100.0 LC
28 LC2509 20250813 83960.0 ... 84920.0 85760.0 LC
29 LC2510 20250813 83980.0 ... 85000.0 85800.0 LC
30 LC2511 20250813 83000.0 ... 85060.0 85620.0 LC
31 LC2512 20250813 82500.0 ... 84660.0 84900.0 LC
32 LC2601 20250813 82380.0 ... 84160.0 84420.0 LC
33 LC2602 20250813 79980.0 ... 82920.0 83660.0 LC
34 LC2603 20250813 79780.0 ... 82300.0 83220.0 LC
35 LC2604 20250813 79100.0 ... 81960.0 82780.0 LC
36 LC2605 20250813 79020.0 ... 81720.0 82360.0 LC
37 LC2606 20250813 78500.0 ... 81220.0 81760.0 LC
38 LC2607 20250813 78500.0 ... 81240.0 81580.0 LC
[36 rows x 12 columns]
2025-08-20 11:21:51,595 - future_1d - INFO - ak.get_gfex_daily('2025-08-13') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250813 ... 79310 78940 CU
1 1 CU2509 20250813 ... 79340 78940 CU
2 2 CU2510 20250813 ... 79380 78970 CU
3 3 CU2511 20250813 ... 79380 78960 CU
4 4 CU2512 20250813 ... 79400 78940 CU
5 5 CU2601 20250813 ... 79360 78920 CU
6 6 CU2602 20250813 ... 79330 78880 CU
7 7 CU2603 20250813 ... 79270 78920 CU
8 8 CU2604 20250813 ... 79300 78920 CU
9 9 CU2605 20250813 ... 79300 78900 CU
10 10 CU2606 20250813 ... 79370 78920 CU
11 11 CU2607 20250813 ... 79350 78950 CU
12 12 BC2508 20250813 ... 69300 69300 BC
13 13 BC2509 20250813 ... 70540 70120 BC
14 14 BC2510 20250813 ... 70620 70220 BC
15 15 BC2511 20250813 ... 70720 70270 BC
16 16 BC2512 20250813 ... 70490 69990 BC
17 17 BC2601 20250813 ... 70250 70020 BC
18 18 BC2602 20250813 ... 70710 70000 BC
19 19 BC2603 20250813 ... 70000 70000 BC
20 20 BC2604 20250813 ... 70000 70000 BC
21 21 BC2605 20250813 ... 71210 70000 BC
22 22 BC2606 20250813 ... 69790 69340 BC
23 23 BC2607 20250813 ... 69120 68740 BC
24 24 AL2508 20250813 ... 20790 20665 AL
25 25 AL2509 20250813 ... 20795 20660 AL
26 26 AL2510 20250813 ... 20775 20645 AL
27 27 AL2511 20250813 ... 20735 20625 AL
28 28 AL2512 20250813 ... 20695 20575 AL
29 29 AL2601 20250813 ... 20675 20560 AL
30 30 AL2602 20250813 ... 20675 20565 AL
31 31 AL2603 20250813 ... 20695 20605 AL
32 32 AL2604 20250813 ... 20710 20615 AL
33 33 AL2605 20250813 ... 20730 20610 AL
34 34 AL2606 20250813 ... 20725 20620 AL
35 35 AL2607 20250813 ... 20740 20650 AL
36 36 ZN2508 20250813 ... 22605 22545 ZN
37 37 ZN2509 20250813 ... 22670 22545 ZN
38 38 ZN2510 20250813 ... 22685 22570 ZN
39 39 ZN2511 20250813 ... 22685 22585 ZN
40 40 ZN2512 20250813 ... 22660 22560 ZN
41 41 ZN2601 20250813 ... 22645 22535 ZN
42 42 ZN2602 20250813 ... 22630 22495 ZN
43 43 ZN2603 20250813 ... 22620 22505 ZN
44 44 ZN2604 20250813 ... 22655 22540 ZN
45 45 ZN2605 20250813 ... 22645 22530 ZN
46 46 ZN2606 20250813 ... 22605 22510 ZN
47 47 ZN2607 20250813 ... 22635 22510 ZN
48 48 PB2508 20250813 ... 16840 16875 PB
49 49 PB2509 20250813 ... 16925 16920 PB
50 50 PB2510 20250813 ... 16930 16930 PB
51 51 PB2511 20250813 ... 16955 16955 PB
52 52 PB2512 20250813 ... 16985 16955 PB
53 53 PB2601 20250813 ... 17000 16990 PB
54 54 PB2602 20250813 ... 17020 17000 PB
55 55 PB2603 20250813 ... 17030 17030 PB
56 56 PB2604 20250813 ... 17110 17030 PB
57 57 PB2605 20250813 ... 17125 17075 PB
58 58 PB2606 20250813 ... 17170 17075 PB
59 59 PB2607 20250813 ... 17060 17060 PB
60 60 NI2508 20250813 ... 122590 121980 NI
61 61 NI2509 20250813 ... 122750 122630 NI
62 62 NI2510 20250813 ... 122880 122780 NI
63 63 NI2511 20250813 ... 123040 123030 NI
64 64 NI2512 20250813 ... 123330 123270 NI
65 65 NI2601 20250813 ... 123610 123480 NI
66 66 NI2602 20250813 ... 123800 123680 NI
67 67 NI2603 20250813 ... 123890 124050 NI
68 68 NI2604 20250813 ... 124130 124260 NI
69 69 NI2605 20250813 ... 124630 124570 NI
70 70 NI2606 20250813 ... 124810 124840 NI
71 71 NI2607 20250813 ... 124750 125050 NI
72 72 SN2508 20250813 ... 270040 268890 SN
73 73 SN2509 20250813 ... 270150 270410 SN
74 74 SN2510 20250813 ... 270360 270600 SN
75 75 SN2511 20250813 ... 270280 270550 SN
76 76 SN2512 20250813 ... 270120 270460 SN
77 77 SN2601 20250813 ... 270430 270640 SN
78 78 SN2602 20250813 ... 270820 270740 SN
79 79 SN2603 20250813 ... 271370 271330 SN
80 80 SN2604 20250813 ... 271040 271490 SN
81 81 SN2605 20250813 ... 271420 271490 SN
82 82 SN2606 20250813 ... 272020 270900 SN
83 83 SN2607 20250813 ... 270450 270450 SN
84 84 AO2508 20250813 ... 3216 3216 AO
85 85 AO2509 20250813 ... 3271 3260 AO
86 86 AO2510 20250813 ... 3286 3269 AO
87 87 AO2511 20250813 ... 3297 3271 AO
88 88 AO2512 20250813 ... 3316 3294 AO
89 89 AO2601 20250813 ... 3322 3311 AO
90 90 AO2602 20250813 ... 3315 3314 AO
91 91 AO2603 20250813 ... 3312 3323 AO
92 92 AO2604 20250813 ... 3310 3323 AO
93 93 AO2605 20250813 ... 3319 3321 AO
94 94 AO2606 20250813 ... 3300 3311 AO
95 95 AO2607 20250813 ... 3319 3318 AO
96 96 AD2511 20250813 ... 20210 20090 AD
97 97 AD2512 20250813 ... 20190 20085 AD
98 98 AD2601 20250813 ... 20175 20070 AD
99 99 AD2602 20250813 ... 19955 19955 AD
100 100 AD2603 20250813 ... 20140 19940 AD
101 101 AD2604 20250813 ... 19920 19920 AD
102 102 AD2605 20250813 ... 19875 19785 AD
103 103 AD2606 20250813 ... 19745 19745 AD
104 104 AD2607 20250813 ... 19990 19830 AD
105 105 AU2508 20250813 ... 774.48 775.08 AU
106 106 AU2509 20250813 ... 775.24 775.98 AU
107 107 AU2510 20250813 ... 776.26 777.1 AU
108 108 AU2512 20250813 ... 778.42 779.2 AU
109 109 AU2602 20250813 ... 780.66 781.38 AU
110 110 AU2604 20250813 ... 782.76 783.54 AU
111 111 AU2606 20250813 ... 785.34 785.82 AU
112 112 AU2608 20250813 ... 787.56 787.96 AU
113 113 AG2508 20250813 ... 9177 9154 AG
114 114 AG2509 20250813 ... 9203 9158 AG
115 115 AG2510 20250813 ... 9215 9169 AG
116 116 AG2511 20250813 ... 9221 9184 AG
117 117 AG2512 20250813 ... 9245 9196 AG
118 118 AG2601 20250813 ... 9250 9206 AG
119 119 AG2602 20250813 ... 9260 9219 AG
120 120 AG2603 20250813 ... 9267 9230 AG
121 121 AG2604 20250813 ... 9290 9244 AG
122 122 AG2605 20250813 ... 9305 9255 AG
123 123 AG2606 20250813 ... 9323 9271 AG
124 124 AG2607 20250813 ... 9334 9283 AG
125 125 RB2508 20250813 ... 3215 3215 RB
126 126 RB2509 20250813 ... 3219 3228 RB
127 127 RB2510 20250813 ... 3248 3252 RB
128 128 RB2511 20250813 ... 3266 3271 RB
129 129 RB2512 20250813 ... 3302 3310 RB
130 130 RB2601 20250813 ... 3318 3328 RB
131 131 RB2602 20250813 ... 3316 3324 RB
132 132 RB2603 20250813 ... 3327 3338 RB
133 133 RB2604 20250813 ... 3338 3348 RB
134 134 RB2605 20250813 ... 3349 3356 RB
135 135 RB2606 20250813 ... 3357 3370 RB
136 136 RB2607 20250813 ... 3361 3368 RB
137 137 WR2508 20250813 ... 3212 3212 WR
138 138 WR2509 20250813 ... 3342 3342 WR
139 139 WR2510 20250813 ... 3468 3473 WR
140 140 WR2511 20250813 ... 3480 3480 WR
141 141 WR2512 20250813 ... 3499 3499 WR
142 142 WR2601 20250813 ... 3496 3496 WR
143 143 WR2602 20250813 ... 3523 3523 WR
144 144 WR2603 20250813 ... 3531 3550 WR
145 145 WR2604 20250813 ... 3550 3550 WR
146 146 WR2605 20250813 ... 3479 3479 WR
147 147 WR2606 20250813 ... 3533 3599 WR
148 148 WR2607 20250813 ... 3524 3648 WR
149 149 HC2508 20250813 ... 3436 3436 HC
150 150 HC2509 20250813 ... 3483 3488 HC
151 151 HC2510 20250813 ... 3473 3474 HC
152 152 HC2511 20250813 ... 3468 3469 HC
153 153 HC2512 20250813 ... 3467 3472 HC
154 154 HC2601 20250813 ... 3468 3470 HC
155 155 HC2602 20250813 ... 3461 3470 HC
156 156 HC2603 20250813 ... 3468 3469 HC
157 157 HC2604 20250813 ... 3477 3477 HC
158 158 HC2605 20250813 ... 3480 3478 HC
159 159 HC2606 20250813 ... 3486 3481 HC
160 160 HC2607 20250813 ... 3486 3479 HC
161 161 SS2508 20250813 ... 13145 13150 SS
162 162 SS2509 20250813 ... 13100 13135 SS
163 163 SS2510 20250813 ... 13175 13215 SS
164 164 SS2511 20250813 ... 13220 13260 SS
165 165 SS2512 20250813 ... 13270 13305 SS
166 166 SS2601 20250813 ... 13330 13365 SS
167 167 SS2602 20250813 ... 13335 13380 SS
168 168 SS2603 20250813 ... 13390 13440 SS
169 169 SS2604 20250813 ... 13465 13485 SS
170 170 SS2605 20250813 ... 13485 13535 SS
171 171 SS2606 20250813 ... 13500 13560 SS
172 172 SS2607 20250813 ... 13570 13595 SS
173 173 SC2509 20250813 ... 490.5 494.3 SC
174 174 SC2510 20250813 ... 490.2 492.6 SC
175 175 SC2511 20250813 ... 487 489.7 SC
176 176 SC2512 20250813 ... 483.1 485.5 SC
177 177 SC2601 20250813 ... 480.4 482.5 SC
178 178 SC2602 20250813 ... 477.7 479.9 SC
179 179 SC2603 20250813 ... 475.5 477.9 SC
180 180 SC2604 20250813 ... 474.4 475.7 SC
181 181 SC2605 20250813 ... 472.2 474.2 SC
182 182 SC2606 20250813 ... 472.3 473.7 SC
183 183 SC2607 20250813 ... 468.1 470.7 SC
184 184 SC2608 20250813 ... 467.7 470.5 SC
185 185 SC2609 20250813 ... 467.7 467.7 SC
186 186 SC2612 20250813 ... 458.5 469.4 SC
187 187 SC2703 20250813 ... 457.9 464.6 SC
188 188 SC2706 20250813 ... 456.9 464 SC
189 189 SC2709 20250813 ... 458.1 462.4 SC
190 190 SC2712 20250813 ... 458.5 458.5 SC
191 191 SC2803 20250813 ... 456.3 456.3 SC
192 192 SC2806 20250813 ... 450.8 453.2 SC
193 193 LU2509 20250813 ... 3443 3483 LU
194 194 LU2510 20250813 ... 3457 3499 LU
195 195 LU2511 20250813 ... 3451 3487 LU
196 196 LU2512 20250813 ... 3443 3473 LU
197 197 LU2601 20250813 ... 3427 3445 LU
198 198 LU2602 20250813 ... 3404 3413 LU
199 199 LU2603 20250813 ... 3395 3410 LU
200 200 LU2604 20250813 ... 3395 3405 LU
201 201 LU2605 20250813 ... 3398 3405 LU
202 202 LU2606 20250813 ... 3393 3407 LU
203 203 LU2607 20250813 ... 3388 3406 LU
204 204 LU2608 20250813 ... 3387 3405 LU
205 205 FU2509 20250813 ... 2728 2769 FU
206 206 FU2510 20250813 ... 2745 2781 FU
207 207 FU2511 20250813 ... 2756 2788 FU
208 208 FU2512 20250813 ... 2764 2794 FU
209 209 FU2601 20250813 ... 2772 2796 FU
210 210 FU2602 20250813 ... 2766 2788 FU
211 211 FU2603 20250813 ... 2763 2780 FU
212 212 FU2604 20250813 ... 2762 2775 FU
213 213 FU2605 20250813 ... 2753 2764 FU
214 214 FU2606 20250813 ... 2750 2757 FU
215 215 FU2607 20250813 ... 2730 2735 FU
216 216 FU2608 20250813 ... 2720 2722 FU
217 217 BU2508 20250813 ... 3406 3406 BU
218 218 BU2509 20250813 ... 3524 3535 BU
219 219 BU2510 20250813 ... 3491 3504 BU
220 220 BU2511 20250813 ... 3447 3462 BU
221 221 BU2512 20250813 ... 3393 3405 BU
222 222 BU2601 20250813 ... 3361 3370 BU
223 223 BU2602 20250813 ... 3349 3362 BU
224 224 BU2603 20250813 ... 3339 3335 BU
225 225 BU2604 20250813 ... 3341 3341 BU
226 226 BU2605 20250813 ... 3335 3342 BU
227 227 BU2606 20250813 ... 3331 3332 BU
228 228 BU2607 20250813 ... 3335 3335 BU
229 229 BU2609 20250813 ... 3322 3320 BU
230 230 BU2612 20250813 ... 3287 3285 BU
231 231 BU2703 20250813 ... 3297 3296 BU
232 232 BU2706 20250813 ... 3291 3303 BU
233 233 BR2508 20250813 ... 11820 11820 BR
234 234 BR2509 20250813 ... 11860 11765 BR
235 235 BR2510 20250813 ... 11855 11765 BR
236 236 BR2511 20250813 ... 11860 11785 BR
237 237 BR2512 20250813 ... 11925 11830 BR
238 238 BR2601 20250813 ... 11955 11870 BR
239 239 BR2602 20250813 ... 11905 11895 BR
240 240 BR2603 20250813 ... 12050 11910 BR
241 241 BR2604 20250813 ... 12095 11930 BR
242 242 BR2605 20250813 ... 12085 11960 BR
243 243 BR2606 20250813 ... 12120 12020 BR
244 244 BR2607 20250813 ... 12090 12090 BR
245 245 RU2508 20250813 ... 14730 14730 RU
246 246 RU2509 20250813 ... 14850 14780 RU
247 247 RU2510 20250813 ... 14840 14805 RU
248 248 RU2511 20250813 ... 14860 14810 RU
249 249 RU2601 20250813 ... 15865 15780 RU
250 250 RU2603 20250813 ... 15895 15855 RU
251 251 RU2604 20250813 ... 15915 15890 RU
252 252 RU2605 20250813 ... 15940 15875 RU
253 253 RU2606 20250813 ... 15975 15920 RU
254 254 RU2607 20250813 ... 16030 16010 RU
255 255 NR2508 20250813 ... 12480 12480 NR
256 256 NR2509 20250813 ... 12635 12560 NR
257 257 NR2510 20250813 ... 12705 12620 NR
258 258 NR2511 20250813 ... 12730 12655 NR
259 259 NR2512 20250813 ... 12775 12690 NR
260 260 NR2601 20250813 ... 12820 12755 NR
261 261 NR2602 20250813 ... 12780 12755 NR
262 262 NR2603 20250813 ... 12755 12775 NR
263 263 NR2604 20250813 ... 12845 12860 NR
264 264 NR2605 20250813 ... 12905 12835 NR
265 265 NR2606 20250813 ... 12955 12895 NR
266 266 NR2607 20250813 ... 12970 12820 NR
267 267 SP2508 20250813 ... 5174 5174 SP
268 268 SP2509 20250813 ... 5242 5204 SP
269 269 SP2510 20250813 ... 5276 5234 SP
270 270 SP2511 20250813 ... 5294 5254 SP
271 271 SP2512 20250813 ... 5300 5262 SP
272 272 SP2601 20250813 ... 5510 5480 SP
273 273 SP2602 20250813 ... 5478 5442 SP
274 274 SP2603 20250813 ... 5472 5458 SP
275 275 SP2604 20250813 ... 5452 5458 SP
276 276 SP2605 20250813 ... 5462 5458 SP
277 277 SP2606 20250813 ... 5480 5456 SP
278 278 SP2607 20250813 ... 5476 5446 SP
279 279 EC2508 20250813 ... 2082.7 2080.6 EC
280 280 EC2510 20250813 ... 1361.9 1411.7 EC
281 281 EC2512 20250813 ... 1695.7 1720.5 EC
282 282 EC2602 20250813 ... 1493.8 1516.8 EC
283 283 EC2604 20250813 ... 1328.9 1340.4 EC
284 284 EC2606 20250813 ... 1475 1487.1 EC
285 286 SC_TAS2509 20250813 ... SC_TAS
286 287 SC_TAS2510 20250813 ... SC_TAS
287 288 SC_TAS2511 20250813 ... SC_TAS
288 289 SC_TAS2512 20250813 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:21:51,687 - future_1d - INFO - ak.get_shfe_daily('2025-08-13') done
2025-08-20 11:21:53,473 - future_1d - INFO - save future_daily 2025-08-13 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250814 6522.000 ... 6451.000 6503.800 IC
1 IC2509 20250814 6466.000 ... 6396.200 6444.400 IC
2 IC2512 20250814 6317.400 ... 6258.200 6297.200 IC
3 IC2603 20250814 6186.200 ... 6135.200 6170.200 IC
4 IF2508 20250814 4184.000 ... 4184.600 4175.400 IF
5 IF2509 20250814 4179.600 ... 4176.000 4164.600 IF
6 IF2512 20250814 4148.200 ... 4149.600 4137.400 IF
7 IF2603 20250814 4122.000 ... 4122.800 4107.400 IF
8 IH2508 20250814 2823.000 ... 2836.200 2815.000 IH
9 IH2509 20250814 2823.000 ... 2836.800 2816.000 IH
10 IH2512 20250814 2824.200 ... 2837.800 2817.600 IH
11 IH2603 20250814 2828.000 ... 2836.200 2819.400 IH
12 IM2508 20250814 7072.000 ... 7004.000 7060.800 IM
13 IM2509 20250814 7015.000 ... 6936.200 6995.400 IM
14 IM2512 20250814 6826.200 ... 6762.200 6812.800 IM
15 IM2603 20250814 6672.000 ... 6591.000 6637.600 IM
16 T2509 20250814 108.405 ... 108.345 108.460 T
17 T2512 20250814 108.350 ... 108.230 108.375 T
18 T2603 20250814 108.120 ... 108.030 108.175 T
19 TF2509 20250814 105.740 ... 105.685 105.750 TF
20 TF2512 20250814 105.735 ... 105.685 105.775 TF
21 TF2603 20250814 105.755 ... 105.705 105.800 TF
22 TL2509 20250814 118.130 ... 117.820 118.310 TL
23 TL2512 20250814 117.790 ... 117.410 117.910 TL
24 TL2603 20250814 117.400 ... 117.100 117.560 TL
25 TS2509 20250814 102.368 ... 102.350 102.370 TS
26 TS2512 20250814 102.406 ... 102.388 102.416 TS
27 TS2603 20250814 102.382 ... 102.362 102.386 TS
[28 rows x 12 columns]
2025-08-20 11:21:54,840 - future_1d - INFO - ak.get_cffex_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 SC2509 20250814 490.2 ... 483.6 490.5 SC
1 SC2510 20250814 490.6 ... 485.9 490.2 SC
2 SC2511 20250814 487.3 ... 483.4 487 SC
3 SC2512 20250814 483.8 ... 480.2 483.1 SC
4 SC2601 20250814 482 ... 478.5 480.4 SC
5 SC2602 20250814 478 ... 477.2 477.7 SC
6 SC2603 20250814 476.5 ... 475.5 475.5 SC
7 SC2604 20250814 474.9 ... 474.5 474.4 SC
8 SC2605 20250814 473 ... 473 472.2 SC
9 SC2606 20250814 472.9 ... 473.1 472.3 SC
10 SC2607 20250814 470.3 ... 470.6 468.1 SC
11 SC2608 20250814 470 ... 469.4 467.7 SC
12 SC2609 20250814 467 ... 467.5 467.7 SC
13 SC2612 20250814 ... 464 458.5 SC
14 SC2703 20250814 460.8 ... 464.2 457.9 SC
15 SC2706 20250814 ... 457 456.9 SC
16 SC2709 20250814 457 ... 458 458.1 SC
17 SC2712 20250814 ... 458.5 458.5 SC
18 SC2803 20250814 ... 456.3 456.3 SC
19 SC2806 20250814 451.1 ... 450.5 450.8 SC
21 LU2509 20250814 3442 ... 3436 3443 LU
22 LU2510 20250814 3465 ... 3451 3457 LU
23 LU2511 20250814 3453 ... 3447 3451 LU
24 LU2512 20250814 3445 ... 3437 3443 LU
25 LU2601 20250814 3432 ... 3425 3427 LU
26 LU2602 20250814 3405 ... 3407 3404 LU
27 LU2603 20250814 3409 ... 3400 3395 LU
28 LU2604 20250814 3402 ... 3394 3395 LU
29 LU2605 20250814 3395 ... 3395 3398 LU
30 LU2606 20250814 3390 ... 3390 3393 LU
31 LU2607 20250814 3400 ... 3397 3388 LU
32 LU2608 20250814 3379 ... 3377 3387 LU
34 NR2508 20250814 12545 ... 12485 12480 NR
35 NR2509 20250814 12505 ... 12555 12635 NR
36 NR2510 20250814 12570 ... 12620 12705 NR
37 NR2511 20250814 12605 ... 12650 12730 NR
38 NR2512 20250814 12655 ... 12675 12775 NR
39 NR2601 20250814 12720 ... 12740 12820 NR
40 NR2602 20250814 12665 ... 12765 12780 NR
41 NR2603 20250814 12820 ... 12800 12755 NR
42 NR2604 20250814 12855 ... 12840 12845 NR
43 NR2605 20250814 12800 ... 12850 12905 NR
44 NR2606 20250814 ... 12760 12955 NR
45 NR2607 20250814 ... 12830 12970 NR
47 BC2508 20250814 69300 ... 69300 69300 BC
48 BC2509 20250814 70380 ... 70290 70540 BC
49 BC2510 20250814 70550 ... 70390 70620 BC
50 BC2511 20250814 ... 70620 70720 BC
51 BC2512 20250814 70000 ... 70000 70490 BC
52 BC2601 20250814 ... 70250 70250 BC
53 BC2602 20250814 ... 70710 70710 BC
54 BC2603 20250814 70120 ... 70230 70000 BC
55 BC2604 20250814 70260 ... 70350 70000 BC
56 BC2605 20250814 ... 70920 71210 BC
57 BC2606 20250814 ... 69790 69790 BC
58 BC2607 20250814 ... 69370 69120 BC
60 EC2508 20250814 2068.1 ... 2081.8 2082.7 EC
61 EC2510 20250814 1346.9 ... 1358.7 1361.9 EC
62 EC2512 20250814 1705.2 ... 1725.5 1695.7 EC
63 EC2602 20250814 1478.2 ... 1520.8 1493.8 EC
64 EC2604 20250814 1320 ... 1341.3 1328.9 EC
65 EC2606 20250814 1465 ... 1487.4 1475 EC
68 SC_TAS2509 20250814 ... SC_TAS
69 SC_TAS2510 20250814 ... SC_TAS
70 SC_TAS2511 20250814 ... SC_TAS
71 SC_TAS2512 20250814 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:21:54,913 - future_1d - INFO - ak.get_ine_daily('2025-08-14') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250814 ... 79130 79310 CU
1 1 CU2509 20250814 ... 79120 79340 CU
2 2 CU2510 20250814 ... 79120 79380 CU
3 3 CU2511 20250814 ... 79130 79380 CU
4 4 CU2512 20250814 ... 79090 79400 CU
5 5 CU2601 20250814 ... 79100 79360 CU
6 6 CU2602 20250814 ... 79150 79330 CU
7 7 CU2603 20250814 ... 79090 79270 CU
8 8 CU2604 20250814 ... 79160 79300 CU
9 9 CU2605 20250814 ... 79180 79300 CU
10 10 CU2606 20250814 ... 79140 79370 CU
11 11 CU2607 20250814 ... 79170 79350 CU
12 12 BC2508 20250814 ... 69300 69300 BC
13 13 BC2509 20250814 ... 70290 70540 BC
14 14 BC2510 20250814 ... 70390 70620 BC
15 15 BC2511 20250814 ... 70620 70720 BC
16 16 BC2512 20250814 ... 70000 70490 BC
17 17 BC2601 20250814 ... 70250 70250 BC
18 18 BC2602 20250814 ... 70710 70710 BC
19 19 BC2603 20250814 ... 70230 70000 BC
20 20 BC2604 20250814 ... 70350 70000 BC
21 21 BC2605 20250814 ... 70920 71210 BC
22 22 BC2606 20250814 ... 69790 69790 BC
23 23 BC2607 20250814 ... 69370 69120 BC
24 24 AL2508 20250814 ... 20685 20790 AL
25 25 AL2509 20250814 ... 20705 20795 AL
26 26 AL2510 20250814 ... 20685 20775 AL
27 27 AL2511 20250814 ... 20645 20735 AL
28 28 AL2512 20250814 ... 20605 20695 AL
29 29 AL2601 20250814 ... 20580 20675 AL
30 30 AL2602 20250814 ... 20590 20675 AL
31 31 AL2603 20250814 ... 20610 20695 AL
32 32 AL2604 20250814 ... 20615 20710 AL
33 33 AL2605 20250814 ... 20620 20730 AL
34 34 AL2606 20250814 ... 20620 20725 AL
35 35 AL2607 20250814 ... 20620 20740 AL
36 36 ZN2508 20250814 ... 22495 22605 ZN
37 37 ZN2509 20250814 ... 22540 22670 ZN
38 38 ZN2510 20250814 ... 22555 22685 ZN
39 39 ZN2511 20250814 ... 22555 22685 ZN
40 40 ZN2512 20250814 ... 22540 22660 ZN
41 41 ZN2601 20250814 ... 22500 22645 ZN
42 42 ZN2602 20250814 ... 22510 22630 ZN
43 43 ZN2603 20250814 ... 22525 22620 ZN
44 44 ZN2604 20250814 ... 22490 22655 ZN
45 45 ZN2605 20250814 ... 22490 22645 ZN
46 46 ZN2606 20250814 ... 22495 22605 ZN
47 47 ZN2607 20250814 ... 22500 22635 ZN
48 48 PB2508 20250814 ... 16740 16840 PB
49 49 PB2509 20250814 ... 16815 16925 PB
50 50 PB2510 20250814 ... 16825 16930 PB
51 51 PB2511 20250814 ... 16840 16955 PB
52 52 PB2512 20250814 ... 16865 16985 PB
53 53 PB2601 20250814 ... 16905 17000 PB
54 54 PB2602 20250814 ... 17020 17020 PB
55 55 PB2603 20250814 ... 16930 17030 PB
56 56 PB2604 20250814 ... 17110 17110 PB
57 57 PB2605 20250814 ... 17035 17125 PB
58 58 PB2606 20250814 ... 17170 17170 PB
59 59 PB2607 20250814 ... 17060 17060 PB
60 60 NI2508 20250814 ... 122270 122590 NI
61 61 NI2509 20250814 ... 122070 122750 NI
62 62 NI2510 20250814 ... 122150 122880 NI
63 63 NI2511 20250814 ... 122340 123040 NI
64 64 NI2512 20250814 ... 122510 123330 NI
65 65 NI2601 20250814 ... 122760 123610 NI
66 66 NI2602 20250814 ... 122750 123800 NI
67 67 NI2603 20250814 ... 122350 123890 NI
68 68 NI2604 20250814 ... 123470 124130 NI
69 69 NI2605 20250814 ... 123220 124630 NI
70 70 NI2606 20250814 ... 123560 124810 NI
71 71 NI2607 20250814 ... 124130 124750 NI
72 72 SN2508 20250814 ... 268020 270040 SN
73 73 SN2509 20250814 ... 268590 270150 SN
74 74 SN2510 20250814 ... 268790 270360 SN
75 75 SN2511 20250814 ... 268730 270280 SN
76 76 SN2512 20250814 ... 268770 270120 SN
77 77 SN2601 20250814 ... 269010 270430 SN
78 78 SN2602 20250814 ... 268040 270820 SN
79 79 SN2603 20250814 ... 268220 271370 SN
80 80 SN2604 20250814 ... 269100 271040 SN
81 81 SN2605 20250814 ... 269530 271420 SN
82 82 SN2606 20250814 ... 269850 272020 SN
83 83 SN2607 20250814 ... 270500 270450 SN
84 84 AO2508 20250814 ... 3212 3216 AO
85 85 AO2509 20250814 ... 3210 3271 AO
86 86 AO2510 20250814 ... 3214 3286 AO
87 87 AO2511 20250814 ... 3225 3297 AO
88 88 AO2512 20250814 ... 3234 3316 AO
89 89 AO2601 20250814 ... 3248 3322 AO
90 90 AO2602 20250814 ... 3246 3315 AO
91 91 AO2603 20250814 ... 3240 3312 AO
92 92 AO2604 20250814 ... 3244 3310 AO
93 93 AO2605 20250814 ... 3248 3319 AO
94 94 AO2606 20250814 ... 3241 3300 AO
95 95 AO2607 20250814 ... 3250 3319 AO
96 96 AD2511 20250814 ... 20130 20210 AD
97 97 AD2512 20250814 ... 20120 20190 AD
98 98 AD2601 20250814 ... 20135 20175 AD
99 99 AD2602 20250814 ... 20015 19955 AD
100 100 AD2603 20250814 ... 20130 20140 AD
101 101 AD2604 20250814 ... 19920 19920 AD
102 102 AD2605 20250814 ... 19860 19875 AD
103 103 AD2606 20250814 ... 19765 19745 AD
104 104 AD2607 20250814 ... 19990 19990 AD
105 105 AU2508 20250814 ... 776.46 774.48 AU
106 106 AU2509 20250814 ... 777.58 775.24 AU
107 107 AU2510 20250814 ... 778.8 776.26 AU
108 108 AU2512 20250814 ... 780.94 778.42 AU
109 109 AU2602 20250814 ... 783.14 780.66 AU
110 110 AU2604 20250814 ... 785.2 782.76 AU
111 111 AU2606 20250814 ... 787.52 785.34 AU
112 112 AU2608 20250814 ... 789.74 787.56 AU
113 113 AG2508 20250814 ... 9295 9177 AG
114 114 AG2509 20250814 ... 9308 9203 AG
115 115 AG2510 20250814 ... 9319 9215 AG
116 116 AG2511 20250814 ... 9328 9221 AG
117 117 AG2512 20250814 ... 9341 9245 AG
118 118 AG2601 20250814 ... 9352 9250 AG
119 119 AG2602 20250814 ... 9363 9260 AG
120 120 AG2603 20250814 ... 9381 9267 AG
121 121 AG2604 20250814 ... 9391 9290 AG
122 122 AG2605 20250814 ... 9400 9305 AG
123 123 AG2606 20250814 ... 9413 9323 AG
124 124 AG2607 20250814 ... 9423 9334 AG
125 125 RB2508 20250814 ... 3190 3215 RB
126 126 RB2509 20250814 ... 3176 3219 RB
127 127 RB2510 20250814 ... 3201 3248 RB
128 128 RB2511 20250814 ... 3223 3266 RB
129 129 RB2512 20250814 ... 3265 3302 RB
130 130 RB2601 20250814 ... 3278 3318 RB
131 131 RB2602 20250814 ... 3280 3316 RB
132 132 RB2603 20250814 ... 3293 3327 RB
133 133 RB2604 20250814 ... 3305 3338 RB
134 134 RB2605 20250814 ... 3315 3349 RB
135 135 RB2606 20250814 ... 3323 3357 RB
136 136 RB2607 20250814 ... 3331 3361 RB
137 137 WR2508 20250814 ... 3212 3212 WR
138 138 WR2509 20250814 ... 3342 3342 WR
139 139 WR2510 20250814 ... 3432 3468 WR
140 140 WR2511 20250814 ... 3480 3480 WR
141 141 WR2512 20250814 ... 3499 3499 WR
142 142 WR2601 20250814 ... 3459 3496 WR
143 143 WR2602 20250814 ... 3523 3523 WR
144 144 WR2603 20250814 ... 3527 3531 WR
145 145 WR2604 20250814 ... 3550 3550 WR
146 146 WR2605 20250814 ... 3455 3479 WR
147 147 WR2606 20250814 ... 3533 3533 WR
148 148 WR2607 20250814 ... 3524 3524 WR
149 149 HC2508 20250814 ... 3436 3436 HC
150 150 HC2509 20250814 ... 3448 3483 HC
151 151 HC2510 20250814 ... 3432 3473 HC
152 152 HC2511 20250814 ... 3432 3468 HC
153 153 HC2512 20250814 ... 3434 3467 HC
154 154 HC2601 20250814 ... 3430 3468 HC
155 155 HC2602 20250814 ... 3429 3461 HC
156 156 HC2603 20250814 ... 3433 3468 HC
157 157 HC2604 20250814 ... 3434 3477 HC
158 158 HC2605 20250814 ... 3440 3480 HC
159 159 HC2606 20250814 ... 3453 3486 HC
160 160 HC2607 20250814 ... 3435 3486 HC
161 161 SS2508 20250814 ... 13065 13145 SS
162 162 SS2509 20250814 ... 13005 13100 SS
163 163 SS2510 20250814 ... 13080 13175 SS
164 164 SS2511 20250814 ... 13130 13220 SS
165 165 SS2512 20250814 ... 13190 13270 SS
166 166 SS2601 20250814 ... 13260 13330 SS
167 167 SS2602 20250814 ... 13250 13335 SS
168 168 SS2603 20250814 ... 13335 13390 SS
169 169 SS2604 20250814 ... 13375 13465 SS
170 170 SS2605 20250814 ... 13425 13485 SS
171 171 SS2606 20250814 ... 13455 13500 SS
172 172 SS2607 20250814 ... 13490 13570 SS
173 173 SC2509 20250814 ... 483.6 490.5 SC
174 174 SC2510 20250814 ... 485.9 490.2 SC
175 175 SC2511 20250814 ... 483.4 487 SC
176 176 SC2512 20250814 ... 480.2 483.1 SC
177 177 SC2601 20250814 ... 478.5 480.4 SC
178 178 SC2602 20250814 ... 477.2 477.7 SC
179 179 SC2603 20250814 ... 475.5 475.5 SC
180 180 SC2604 20250814 ... 474.5 474.4 SC
181 181 SC2605 20250814 ... 473 472.2 SC
182 182 SC2606 20250814 ... 473.1 472.3 SC
183 183 SC2607 20250814 ... 470.6 468.1 SC
184 184 SC2608 20250814 ... 469.4 467.7 SC
185 185 SC2609 20250814 ... 467.5 467.7 SC
186 186 SC2612 20250814 ... 464 458.5 SC
187 187 SC2703 20250814 ... 464.2 457.9 SC
188 188 SC2706 20250814 ... 457 456.9 SC
189 189 SC2709 20250814 ... 458 458.1 SC
190 190 SC2712 20250814 ... 458.5 458.5 SC
191 191 SC2803 20250814 ... 456.3 456.3 SC
192 192 SC2806 20250814 ... 450.5 450.8 SC
193 193 LU2509 20250814 ... 3436 3443 LU
194 194 LU2510 20250814 ... 3451 3457 LU
195 195 LU2511 20250814 ... 3447 3451 LU
196 196 LU2512 20250814 ... 3437 3443 LU
197 197 LU2601 20250814 ... 3425 3427 LU
198 198 LU2602 20250814 ... 3407 3404 LU
199 199 LU2603 20250814 ... 3400 3395 LU
200 200 LU2604 20250814 ... 3394 3395 LU
201 201 LU2605 20250814 ... 3395 3398 LU
202 202 LU2606 20250814 ... 3390 3393 LU
203 203 LU2607 20250814 ... 3397 3388 LU
204 204 LU2608 20250814 ... 3377 3387 LU
205 205 FU2509 20250814 ... 2708 2728 FU
206 206 FU2510 20250814 ... 2725 2745 FU
207 207 FU2511 20250814 ... 2737 2756 FU
208 208 FU2512 20250814 ... 2747 2764 FU
209 209 FU2601 20250814 ... 2757 2772 FU
210 210 FU2602 20250814 ... 2752 2766 FU
211 211 FU2603 20250814 ... 2750 2763 FU
212 212 FU2604 20250814 ... 2747 2762 FU
213 213 FU2605 20250814 ... 2736 2753 FU
214 214 FU2606 20250814 ... 2733 2750 FU
215 215 FU2607 20250814 ... 2713 2730 FU
216 216 FU2608 20250814 ... 2701 2720 FU
217 217 BU2508 20250814 ... 3406 3406 BU
218 218 BU2509 20250814 ... 3515 3524 BU
219 219 BU2510 20250814 ... 3478 3491 BU
220 220 BU2511 20250814 ... 3436 3447 BU
221 221 BU2512 20250814 ... 3387 3393 BU
222 222 BU2601 20250814 ... 3353 3361 BU
223 223 BU2602 20250814 ... 3346 3349 BU
224 224 BU2603 20250814 ... 3340 3339 BU
225 225 BU2604 20250814 ... 3334 3341 BU
226 226 BU2605 20250814 ... 3334 3335 BU
227 227 BU2606 20250814 ... 3334 3331 BU
228 228 BU2607 20250814 ... 3331 3335 BU
229 229 BU2609 20250814 ... 3333 3322 BU
230 230 BU2612 20250814 ... 3322 3287 BU
231 231 BU2703 20250814 ... 3303 3297 BU
232 232 BU2706 20250814 ... 3312 3291 BU
233 233 BR2508 20250814 ... 11880 11820 BR
234 234 BR2509 20250814 ... 11775 11860 BR
235 235 BR2510 20250814 ... 11780 11855 BR
236 236 BR2511 20250814 ... 11790 11860 BR
237 237 BR2512 20250814 ... 11805 11925 BR
238 238 BR2601 20250814 ... 11850 11955 BR
239 239 BR2602 20250814 ... 11875 11905 BR
240 240 BR2603 20250814 ... 11955 12050 BR
241 241 BR2604 20250814 ... 12005 12095 BR
242 242 BR2605 20250814 ... 11970 12085 BR
243 243 BR2606 20250814 ... 11970 12120 BR
244 244 BR2607 20250814 ... 12040 12090 BR
245 245 RU2508 20250814 ... 14850 14730 RU
246 246 RU2509 20250814 ... 14765 14850 RU
247 247 RU2510 20250814 ... 14770 14840 RU
248 248 RU2511 20250814 ... 14790 14860 RU
249 249 RU2601 20250814 ... 15795 15865 RU
250 250 RU2603 20250814 ... 15780 15895 RU
251 251 RU2604 20250814 ... 15800 15915 RU
252 252 RU2605 20250814 ... 15855 15940 RU
253 253 RU2606 20250814 ... 15890 15975 RU
254 254 RU2607 20250814 ... 15950 16030 RU
255 255 NR2508 20250814 ... 12485 12480 NR
256 256 NR2509 20250814 ... 12555 12635 NR
257 257 NR2510 20250814 ... 12620 12705 NR
258 258 NR2511 20250814 ... 12650 12730 NR
259 259 NR2512 20250814 ... 12675 12775 NR
260 260 NR2601 20250814 ... 12740 12820 NR
261 261 NR2602 20250814 ... 12765 12780 NR
262 262 NR2603 20250814 ... 12800 12755 NR
263 263 NR2604 20250814 ... 12840 12845 NR
264 264 NR2605 20250814 ... 12850 12905 NR
265 265 NR2606 20250814 ... 12760 12955 NR
266 266 NR2607 20250814 ... 12830 12970 NR
267 267 SP2508 20250814 ... 5224 5174 SP
268 268 SP2509 20250814 ... 5248 5242 SP
269 269 SP2510 20250814 ... 5268 5276 SP
270 270 SP2511 20250814 ... 5302 5294 SP
271 271 SP2512 20250814 ... 5302 5300 SP
272 272 SP2601 20250814 ... 5518 5510 SP
273 273 SP2602 20250814 ... 5480 5478 SP
274 274 SP2603 20250814 ... 5484 5472 SP
275 275 SP2604 20250814 ... 5464 5452 SP
276 276 SP2605 20250814 ... 5480 5462 SP
277 277 SP2606 20250814 ... 5472 5480 SP
278 278 SP2607 20250814 ... 5476 5476 SP
279 279 EC2508 20250814 ... 2081.8 2082.7 EC
280 280 EC2510 20250814 ... 1358.7 1361.9 EC
281 281 EC2512 20250814 ... 1725.5 1695.7 EC
282 282 EC2602 20250814 ... 1520.8 1493.8 EC
283 283 EC2604 20250814 ... 1341.3 1328.9 EC
284 284 EC2606 20250814 ... 1487.4 1475 EC
285 285 SC_TAS2509 20250814 ... SC_TAS
286 286 SC_TAS2510 20250814 ... SC_TAS
287 287 SC_TAS2511 20250814 ... SC_TAS
288 288 SC_TAS2512 20250814 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:21:55,016 - future_1d - INFO - ak.get_shfe_daily('2025-08-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250814 8155.0 8188.0 ... 371703.65 8123.0 8191.0 AP
1 AP511 20250814 7893.0 7914.0 ... 2465.89 7878.0 7920.0 AP
2 AP512 20250814 7942.0 7942.0 ... 181.96 7911.0 7943.0 AP
3 AP601 20250814 7999.0 8005.0 ... 38934.51 7967.0 8013.0 AP
4 AP603 20250814 7880.0 7898.0 ... 110.25 7875.0 7922.0 AP
5 AP604 20250814 7902.0 7903.0 ... 23.71 7902.0 7950.0 AP
6 AP605 20250814 7948.0 7990.0 ... 271.05 7972.0 8000.0 AP
7 CF509 20250814 13830.0 13885.0 ... 469918.10 13825.0 13830.0 CF
8 CF511 20250814 14005.0 14095.0 ... 210257.03 14030.0 13995.0 CF
9 CF601 20250814 14110.0 14165.0 ... 1687697.64 14105.0 14110.0 CF
10 CF603 20250814 14060.0 14115.0 ... 4884.83 14055.0 14035.0 CF
11 CF605 20250814 14090.0 14130.0 ... 121912.68 14070.0 14065.0 CF
12 CF607 20250814 14050.0 14105.0 ... 372.89 14070.0 14045.0 CF
13 CJ509 20250814 10325.0 10405.0 ... 23255.41 10345.0 10415.0 CJ
14 CJ512 20250814 11315.0 11430.0 ... 7575.06 11365.0 11435.0 CJ
15 CJ601 20250814 11400.0 11530.0 ... 779808.49 11460.0 11545.0 CJ
16 CJ603 20250814 11445.0 11545.0 ... 9825.87 11480.0 11560.0 CJ
17 CJ605 20250814 11565.0 11660.0 ... 121318.04 11595.0 11710.0 CJ
18 CJ607 20250814 11765.0 11830.0 ... 1335.55 11765.0 11915.0 CJ
19 CY508 20250814 0.0 0.0 ... 0.00 20435.0 20380.0 CY
20 CY509 20250814 20080.0 20170.0 ... 3688.41 20100.0 20080.0 CY
21 CY510 20250814 0.0 0.0 ... 0.00 19705.0 19685.0 CY
22 CY511 20250814 20170.0 20280.0 ... 84011.16 20190.0 20135.0 CY
23 CY512 20250814 0.0 0.0 ... 0.00 19855.0 19825.0 CY
24 CY601 20250814 20105.0 20225.0 ... 1390.85 20155.0 20105.0 CY
25 CY602 20250814 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250814 0.0 0.0 ... 0.00 20365.0 20365.0 CY
27 CY604 20250814 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250814 0.0 0.0 ... 0.00 20365.0 20330.0 CY
29 CY606 20250814 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250814 0.0 0.0 ... 0.00 20410.0 20355.0 CY
31 FG508 20250814 0.0 0.0 ... 1280.30 1050.0 1054.0 FG
32 FG509 20250814 1052.0 1068.0 ... 951036.06 1056.0 1077.0 FG
33 FG510 20250814 1156.0 1173.0 ... 122611.10 1159.0 1180.0 FG
34 FG511 20250814 1148.0 1165.0 ... 157883.42 1151.0 1171.0 FG
35 FG512 20250814 1224.0 1242.0 ... 77038.50 1228.0 1249.0 FG
36 FG601 20250814 1205.0 1230.0 ... 4367920.49 1215.0 1237.0 FG
37 FG602 20250814 1265.0 1283.0 ... 1507.63 1269.0 1290.0 FG
38 FG603 20250814 1258.0 1281.0 ... 2638.28 1270.0 1286.0 FG
39 FG604 20250814 1308.0 1327.0 ... 879.94 1313.0 1332.0 FG
40 FG605 20250814 1300.0 1324.0 ... 59517.63 1310.0 1328.0 FG
41 FG606 20250814 1328.0 1347.0 ... 859.87 1335.0 1350.0 FG
42 FG607 20250814 1324.0 1343.0 ... 830.14 1330.0 1343.0 FG
43 JR509 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250814 0.0 0.0 ... 447.95 2309.0 2336.0 MA
53 MA509 20250814 2374.0 2388.0 ... 671870.70 2365.0 2384.0 MA
54 MA510 20250814 2402.0 2419.0 ... 95829.61 2392.0 2416.0 MA
55 MA511 20250814 2425.0 2437.0 ... 149114.18 2410.0 2437.0 MA
56 MA512 20250814 2457.0 2467.0 ... 66624.83 2444.0 2469.0 MA
57 MA601 20250814 2476.0 2484.0 ... 1051573.05 2459.0 2488.0 MA
58 MA602 20250814 2489.0 2491.0 ... 728.09 2485.0 2489.0 MA
59 MA603 20250814 2490.0 2494.0 ... 733.52 2487.0 2490.0 MA
60 MA604 20250814 2484.0 2484.0 ... 53.89 2449.0 2480.0 MA
61 MA605 20250814 2456.0 2463.0 ... 36902.07 2437.0 2461.0 MA
62 MA606 20250814 2460.0 2460.0 ... 21.96 2440.0 2468.0 MA
63 MA607 20250814 2450.0 2450.0 ... 114.47 2436.0 2458.0 MA
64 OI509 20250814 10060.0 10070.0 ... 1120581.12 9935.0 10099.0 OI
65 OI511 20250814 10101.0 10106.0 ... 404875.90 9954.0 10132.0 OI
66 OI601 20250814 10050.0 10064.0 ... 4962441.63 9924.0 10104.0 OI
67 OI603 20250814 9948.0 10023.0 ... 11568.99 9788.0 10009.0 OI
68 OI605 20250814 9827.0 9835.0 ... 53778.62 9728.0 9937.0 OI
69 OI607 20250814 9770.0 9770.0 ... 242.74 9709.0 9885.0 OI
70 PF508 20250814 6270.0 6270.0 ... 250.13 6254.0 6290.0 PF
71 PF509 20250814 6352.0 6352.0 ... 43136.75 6302.0 6346.0 PF
72 PF510 20250814 6420.0 6420.0 ... 461296.29 6372.0 6414.0 PF
73 PF511 20250814 6422.0 6422.0 ... 261419.17 6368.0 6416.0 PF
74 PF512 20250814 6424.0 6424.0 ... 93490.58 6366.0 6420.0 PF
75 PF601 20250814 6424.0 6424.0 ... 14242.81 6378.0 6426.0 PF
76 PF602 20250814 6420.0 6420.0 ... 70.40 6400.0 6448.0 PF
77 PF603 20250814 6426.0 6448.0 ... 61.00 6422.0 6460.0 PF
78 PF604 20250814 6478.0 6478.0 ... 54.74 6440.0 6490.0 PF
79 PF605 20250814 6500.0 6500.0 ... 45.20 6458.0 6518.0 PF
80 PF606 20250814 6482.0 6482.0 ... 6.47 6470.0 6526.0 PF
81 PF607 20250814 6506.0 6506.0 ... 9.73 6486.0 6530.0 PF
82 PK510 20250814 8130.0 8130.0 ... 194088.49 8088.0 8142.0 PK
83 PK511 20250814 7990.0 7996.0 ... 327323.77 7932.0 7996.0 PK
84 PK512 20250814 8000.0 8006.0 ... 91797.69 7948.0 8002.0 PK
85 PK601 20250814 8016.0 8028.0 ... 41976.56 7974.0 8030.0 PK
86 PK603 20250814 8018.0 8024.0 ... 459.78 7996.0 8022.0 PK
87 PK604 20250814 8024.0 8036.0 ... 263.71 7992.0 8026.0 PK
88 PK605 20250814 8024.0 8060.0 ... 7917.20 8010.0 8032.0 PK
89 PL601 20250814 6520.0 6526.0 ... 11905.47 6492.0 6507.0 PL
90 PL602 20250814 6545.0 6545.0 ... 482.74 6524.0 6561.0 PL
91 PL603 20250814 6498.0 6498.0 ... 13.00 6498.0 6537.0 PL
92 PL604 20250814 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250814 6402.0 6403.0 ... 25.61 6403.0 6409.0 PL
94 PL606 20250814 0.0 0.0 ... 0.00 6491.0 6491.0 PL
95 PL607 20250814 6500.0 6500.0 ... 13.00 6500.0 6477.0 PL
96 PM509 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250814 5860.0 5860.0 ... 703.20 5860.0 5900.0 PR
103 PR509 20250814 5896.0 5896.0 ... 36448.30 5838.0 5890.0 PR
104 PR510 20250814 5936.0 5936.0 ... 300667.49 5886.0 5938.0 PR
105 PR511 20250814 5928.0 5930.0 ... 453226.11 5880.0 5938.0 PR
106 PR512 20250814 5926.0 5934.0 ... 150027.94 5878.0 5940.0 PR
107 PR601 20250814 5934.0 5938.0 ... 4087.77 5900.0 5950.0 PR
108 PR602 20250814 5936.0 5936.0 ... 26.70 5934.0 5972.0 PR
109 PR603 20250814 5942.0 5944.0 ... 26.74 5942.0 5982.0 PR
110 PR604 20250814 5942.0 5942.0 ... 8.91 5942.0 6006.0 PR
111 PR605 20250814 5962.0 5962.0 ... 53.49 5944.0 6004.0 PR
112 PR606 20250814 5962.0 5962.0 ... 8.94 5962.0 5974.0 PR
113 PR607 20250814 5968.0 5968.0 ... 17.90 5966.0 5974.0 PR
114 PX508 20250814 0.0 0.0 ... 0.00 6680.0 6766.0 PX
115 PX509 20250814 6796.0 6796.0 ... 117703.17 6734.0 6798.0 PX
116 PX510 20250814 6756.0 6758.0 ... 182112.42 6684.0 6760.0 PX
117 PX511 20250814 6724.0 6736.0 ... 532921.94 6652.0 6738.0 PX
118 PX512 20250814 6732.0 6732.0 ... 73593.98 6660.0 6738.0 PX
119 PX601 20250814 6698.0 6718.0 ... 136767.32 6652.0 6720.0 PX
120 PX602 20250814 6684.0 6684.0 ... 3.34 6684.0 6706.0 PX
121 PX603 20250814 0.0 0.0 ... 0.00 6632.0 6710.0 PX
122 PX604 20250814 6672.0 6672.0 ... 3.34 6672.0 6706.0 PX
123 PX605 20250814 6680.0 6680.0 ... 302.70 6654.0 6714.0 PX
124 PX606 20250814 6650.0 6650.0 ... 19.91 6638.0 6716.0 PX
125 PX607 20250814 6678.0 6678.0 ... 29.96 6658.0 6706.0 PX
126 RI509 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250814 0.0 0.0 ... 21.50 2687.0 2698.0 RM
133 RM509 20250814 2720.0 2720.0 ... 1111646.83 2689.0 2769.0 RM
134 RM511 20250814 2700.0 2701.0 ... 173837.03 2650.0 2744.0 RM
135 RM601 20250814 2702.0 2708.0 ... 2459461.66 2638.0 2687.0 RM
136 RM603 20250814 2659.0 2659.0 ... 92244.92 2588.0 2640.0 RM
137 RM605 20250814 2573.0 2573.0 ... 308938.12 2534.0 2565.0 RM
138 RM607 20250814 2530.0 2530.0 ... 15359.77 2497.0 2522.0 RM
139 RS508 20250814 0.0 0.0 ... 0.00 4984.0 5152.0 RS
140 RS509 20250814 5150.0 5150.0 ... 528.47 5081.0 5252.0 RS
141 RS511 20250814 5325.0 5339.0 ... 26.64 5328.0 5339.0 RS
142 RS607 20250814 0.0 0.0 ... 0.00 5627.0 5627.0 RS
143 SA508 20250814 1275.0 1276.0 ... 1442.29 1274.0 1258.0 SA
144 SA509 20250814 1270.0 1298.0 ... 768808.57 1282.0 1293.0 SA
145 SA510 20250814 1303.0 1328.0 ... 505043.67 1313.0 1321.0 SA
146 SA511 20250814 1309.0 1338.0 ... 608812.87 1322.0 1330.0 SA
147 SA512 20250814 1363.0 1395.0 ... 138015.68 1378.0 1396.0 SA
148 SA601 20250814 1370.0 1405.0 ... 6602645.42 1387.0 1405.0 SA
149 SA602 20250814 1385.0 1414.0 ... 5359.91 1397.0 1414.0 SA
150 SA603 20250814 1390.0 1418.0 ... 5156.78 1401.0 1418.0 SA
151 SA604 20250814 1427.0 1454.0 ... 2079.36 1438.0 1455.0 SA
152 SA605 20250814 1431.0 1460.0 ... 149781.15 1443.0 1459.0 SA
153 SA606 20250814 1435.0 1464.0 ... 1461.81 1444.0 1461.0 SA
154 SA607 20250814 1426.0 1460.0 ... 1802.99 1442.0 1458.0 SA
155 SF508 20250814 5782.0 5782.0 ... 661.02 5748.0 5804.0 SF
156 SF509 20250814 5800.0 5830.0 ... 268356.31 5776.0 5870.0 SF
157 SF510 20250814 5778.0 5810.0 ... 212909.11 5756.0 5854.0 SF
158 SF511 20250814 6000.0 6000.0 ... 679952.56 5954.0 6050.0 SF
159 SF512 20250814 5980.0 6000.0 ... 38951.39 5964.0 6034.0 SF
160 SF601 20250814 5980.0 5994.0 ... 138395.14 5944.0 6040.0 SF
161 SF602 20250814 5954.0 5954.0 ... 619.16 5898.0 6006.0 SF
162 SF603 20250814 6132.0 6156.0 ... 628.82 6106.0 6210.0 SF
163 SF604 20250814 6108.0 6130.0 ... 57.90 6096.0 6192.0 SF
164 SF605 20250814 6110.0 6118.0 ... 1819.09 6074.0 6162.0 SF
165 SF606 20250814 6066.0 6078.0 ... 205.25 6038.0 6106.0 SF
166 SF607 20250814 6202.0 6214.0 ... 123.64 6182.0 6248.0 SF
167 SH508 20250814 0.0 0.0 ... 0.00 2404.0 2351.0 SH
168 SH509 20250814 2491.0 2576.0 ... 2451963.34 2544.0 2488.0 SH
169 SH510 20250814 2620.0 2685.0 ... 591668.36 2662.0 2615.0 SH
170 SH511 20250814 2624.0 2686.0 ... 740104.46 2661.0 2625.0 SH
171 SH512 20250814 2634.0 2692.0 ... 186175.40 2670.0 2643.0 SH
172 SH601 20250814 2608.0 2668.0 ... 1265763.45 2647.0 2629.0 SH
173 SH602 20250814 2651.0 2681.0 ... 1246.02 2662.0 2649.0 SH
174 SH603 20250814 2665.0 2692.0 ... 1285.07 2677.0 2668.0 SH
175 SH604 20250814 2722.0 2740.0 ... 522.99 2724.0 2710.0 SH
176 SH605 20250814 2706.0 2743.0 ... 8981.06 2726.0 2717.0 SH
177 SH606 20250814 2742.0 2754.0 ... 485.15 2741.0 2726.0 SH
178 SH607 20250814 2722.0 2739.0 ... 89.98 2727.0 2715.0 SH
179 SM508 20250814 6020.0 6030.0 ... 30.12 6024.0 6094.0 SM
180 SM509 20250814 6074.0 6106.0 ... 538465.97 6068.0 6116.0 SM
181 SM510 20250814 6088.0 6114.0 ... 139556.06 6076.0 6124.0 SM
182 SM511 20250814 6142.0 6184.0 ... 190840.89 6148.0 6196.0 SM
183 SM512 20250814 6162.0 6192.0 ... 43432.08 6150.0 6202.0 SM
184 SM601 20250814 6162.0 6200.0 ... 347614.62 6158.0 6210.0 SM
185 SM602 20250814 6168.0 6190.0 ... 148.02 6168.0 6220.0 SM
186 SM603 20250814 6198.0 6206.0 ... 389.28 6180.0 6252.0 SM
187 SM604 20250814 6218.0 6224.0 ... 133.40 6206.0 6262.0 SM
188 SM605 20250814 6220.0 6240.0 ... 5845.99 6200.0 6258.0 SM
189 SM606 20250814 6230.0 6236.0 ... 62.12 6212.0 6268.0 SM
190 SM607 20250814 6248.0 6248.0 ... 102.71 6226.0 6290.0 SM
191 SR509 20250814 5728.0 5728.0 ... 161140.36 5719.0 5720.0 SR
192 SR511 20250814 5674.0 5677.0 ... 110307.12 5667.0 5660.0 SR
193 SR601 20250814 5660.0 5672.0 ... 996404.34 5660.0 5646.0 SR
194 SR603 20250814 5625.0 5645.0 ... 4396.51 5637.0 5620.0 SR
195 SR605 20250814 5613.0 5626.0 ... 67177.67 5617.0 5601.0 SR
196 SR607 20250814 5606.0 5619.0 ... 1525.82 5610.0 5599.0 SR
197 TA508 20250814 4694.0 4694.0 ... 3766.94 4694.0 4700.0 TA
198 TA509 20250814 4692.0 4704.0 ... 802875.59 4664.0 4706.0 TA
199 TA510 20250814 4702.0 4722.0 ... 157189.41 4682.0 4728.0 TA
200 TA511 20250814 4720.0 4724.0 ... 154732.82 4682.0 4730.0 TA
201 TA512 20250814 4720.0 4730.0 ... 45986.87 4686.0 4736.0 TA
202 TA601 20250814 4730.0 4730.0 ... 1237060.50 4688.0 4740.0 TA
203 TA602 20250814 4720.0 4724.0 ... 110.38 4698.0 4750.0 TA
204 TA603 20250814 4740.0 4740.0 ... 225.79 4704.0 4774.0 TA
205 TA604 20250814 4726.0 4726.0 ... 25.90 4708.0 4776.0 TA
206 TA605 20250814 4776.0 4776.0 ... 28173.92 4736.0 4782.0 TA
207 TA606 20250814 4746.0 4746.0 ... 21.30 4734.0 4798.0 TA
208 TA607 20250814 4778.0 4778.0 ... 23.77 4754.0 4796.0 TA
209 UR508 20250814 1721.0 1721.0 ... 113.51 1720.0 1717.0 UR
210 UR509 20250814 1728.0 1733.0 ... 168911.74 1723.0 1728.0 UR
211 UR510 20250814 1730.0 1736.0 ... 22741.81 1725.0 1734.0 UR
212 UR511 20250814 1738.0 1746.0 ... 29604.47 1736.0 1752.0 UR
213 UR512 20250814 1744.0 1748.0 ... 617.83 1735.0 1756.0 UR
214 UR601 20250814 1741.0 1752.0 ... 500803.19 1737.0 1757.0 UR
215 UR602 20250814 1742.0 1750.0 ... 1012.02 1733.0 1753.0 UR
216 UR603 20250814 1782.0 1786.0 ... 173.82 1774.0 1789.0 UR
217 UR604 20250814 1783.0 1788.0 ... 53.33 1778.0 1794.0 UR
218 UR605 20250814 1784.0 1795.0 ... 16182.75 1781.0 1796.0 UR
219 UR606 20250814 1780.0 1788.0 ... 276.75 1774.0 1790.0 UR
220 UR607 20250814 1799.0 1799.0 ... 189.30 1786.0 1800.0 UR
221 WH509 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-20 11:21:55,331 - future_1d - INFO - ak.get_czce_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 PS2508 20250814 0.0 ... 49770.0 51500.0 PS
1 PS2509 20250814 50800.0 ... 50465.0 51895.0 PS
2 PS2510 20250814 51500.0 ... 50615.0 52040.0 PS
3 PS2511 20250814 51385.0 ... 50470.0 52035.0 PS
4 PS2512 20250814 53500.0 ... 52860.0 54280.0 PS
5 PS2601 20250814 53600.0 ... 52990.0 54355.0 PS
6 PS2602 20250814 53900.0 ... 53230.0 54370.0 PS
7 PS2603 20250814 52250.0 ... 53240.0 54620.0 PS
8 PS2604 20250814 54240.0 ... 53375.0 54790.0 PS
9 PS2605 20250814 54000.0 ... 53435.0 54830.0 PS
10 PS2606 20250814 56800.0 ... 56410.0 57430.0 PS
11 PS2607 20250814 57050.0 ... 56660.0 57515.0 PS
13 SI2508 20250814 0.0 ... 8635.0 8575.0 SI
14 SI2509 20250814 8615.0 ... 8665.0 8755.0 SI
15 SI2510 20250814 8565.0 ... 8680.0 8760.0 SI
16 SI2511 20250814 8605.0 ... 8695.0 8775.0 SI
17 SI2512 20250814 8965.0 ... 9050.0 9140.0 SI
18 SI2601 20250814 8950.0 ... 9045.0 9155.0 SI
19 SI2602 20250814 8990.0 ... 9030.0 9150.0 SI
20 SI2603 20250814 8965.0 ... 9040.0 9130.0 SI
21 SI2604 20250814 9115.0 ... 9075.0 9150.0 SI
22 SI2605 20250814 9060.0 ... 9085.0 9200.0 SI
23 SI2606 20250814 9055.0 ... 9100.0 9205.0 SI
24 SI2607 20250814 9125.0 ... 9115.0 9205.0 SI
27 LC2508 20250814 0.0 ... 73480.0 86940.0 LC
28 LC2509 20250814 84920.0 ... 84920.0 84920.0 LC
29 LC2510 20250814 85000.0 ... 85100.0 85000.0 LC
30 LC2511 20250814 85500.0 ... 85000.0 85060.0 LC
31 LC2512 20250814 85980.0 ... 84600.0 84660.0 LC
32 LC2601 20250814 83300.0 ... 84260.0 84160.0 LC
33 LC2602 20250814 83980.0 ... 83740.0 82920.0 LC
34 LC2603 20250814 82300.0 ... 83140.0 82300.0 LC
35 LC2604 20250814 82960.0 ... 82980.0 81960.0 LC
36 LC2605 20250814 82460.0 ... 82980.0 81720.0 LC
37 LC2606 20250814 81980.0 ... 82240.0 81220.0 LC
38 LC2607 20250814 80800.0 ... 82360.0 81240.0 LC
[36 rows x 12 columns]
2025-08-20 11:21:55,656 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 a2509 20250814 4144.00 ... 4130.00 4124.00 A
1 a2511 20250814 4102.00 ... 4071.00 4087.00 A
2 a2601 20250814 4105.00 ... 4073.00 4085.00 A
3 a2603 20250814 4099.00 ... 4069.00 4071.00 A
4 a2605 20250814 4138.00 ... 4109.00 4116.00 A
5 a2607 20250814 4132.00 ... 4106.00 4107.00 A
6 b2508 20250814 0.00 ... 3650.00 3735.00 B
7 b2509 20250814 3834.00 ... 3822.00 3811.00 B
8 b2510 20250814 3869.00 ... 3867.00 3842.00 B
9 b2511 20250814 3923.00 ... 3903.00 3893.00 B
10 b2512 20250814 3916.00 ... 3908.00 3894.00 B
11 b2601 20250814 3891.00 ... 3884.00 3879.00 B
12 b2602 20250814 3864.00 ... 3858.00 3842.00 B
13 b2603 20250814 3775.00 ... 3770.00 3751.00 B
14 b2604 20250814 3649.00 ... 3651.00 3646.00 B
15 b2605 20250814 3579.00 ... 3570.00 3561.00 B
16 b2606 20250814 3540.00 ... 3544.00 3536.00 B
17 b2607 20250814 3523.00 ... 3525.00 3518.00 B
18 bb2509 20250814 0.00 ... 145.75 145.75 BB
19 bb2511 20250814 146.65 ... 147.05 147.10 BB
20 bb2601 20250814 147.85 ... 148.55 148.60 BB
21 bb2603 20250814 145.65 ... 146.35 147.15 BB
22 bb2605 20250814 0.00 ... 140.25 141.00 BB
23 bb2607 20250814 0.00 ... 146.00 146.75 BB
24 bz2603 20250814 6250.00 ... 6210.00 6250.00 BZ
25 bz2604 20250814 6195.00 ... 6194.00 6200.00 BZ
26 bz2605 20250814 6223.00 ... 6227.00 6225.00 BZ
27 bz2606 20250814 6207.00 ... 6178.00 6233.00 BZ
28 bz2607 20250814 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250814 2281.00 ... 2283.00 2273.00 C
30 c2511 20250814 2212.00 ... 2207.00 2203.00 C
31 c2601 20250814 2206.00 ... 2196.00 2198.00 C
32 c2603 20250814 2225.00 ... 2216.00 2218.00 C
33 c2605 20250814 2273.00 ... 2269.00 2270.00 C
34 c2607 20250814 2291.00 ... 2286.00 2289.00 C
35 cs2509 20250814 2647.00 ... 2645.00 2649.00 CS
36 cs2511 20250814 2551.00 ... 2547.00 2550.00 CS
37 cs2601 20250814 2589.00 ... 2575.00 2578.00 CS
38 cs2603 20250814 2582.00 ... 2573.00 2571.00 CS
39 cs2605 20250814 2641.00 ... 2628.00 2636.00 CS
40 cs2607 20250814 2649.00 ... 2635.00 2641.00 CS
41 eb2508 20250814 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250814 7310.00 ... 7278.00 7299.00 EB
43 eb2510 20250814 7325.00 ... 7297.00 7328.00 EB
44 eb2511 20250814 7336.00 ... 7318.00 7350.00 EB
45 eb2512 20250814 7360.00 ... 7339.00 7369.00 EB
46 eb2601 20250814 7381.00 ... 7351.00 7381.00 EB
47 eb2602 20250814 7402.00 ... 7370.00 7403.00 EB
48 eb2603 20250814 7410.00 ... 7370.00 7432.00 EB
49 eb2604 20250814 7433.00 ... 7407.00 7422.00 EB
50 eb2605 20250814 7428.00 ... 7415.00 7441.00 EB
51 eb2606 20250814 7432.00 ... 7417.00 7464.00 EB
52 eb2607 20250814 0.00 ... 7384.00 7407.00 EB
53 eg2508 20250814 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250814 4406.00 ... 4387.00 4418.00 EG
55 eg2510 20250814 4422.00 ... 4406.00 4433.00 EG
56 eg2511 20250814 4436.00 ... 4420.00 4446.00 EG
57 eg2512 20250814 4440.00 ... 4417.00 4459.00 EG
58 eg2601 20250814 4450.00 ... 4436.00 4466.00 EG
59 eg2602 20250814 4425.00 ... 4423.00 4461.00 EG
60 eg2603 20250814 4432.00 ... 4428.00 4479.00 EG
61 eg2604 20250814 4457.00 ... 4453.00 4496.00 EG
62 eg2605 20250814 4490.00 ... 4484.00 4501.00 EG
63 eg2606 20250814 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250814 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250814 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250814 1262.50 ... 1262.50 1254.00 FB
67 fb2510 20250814 1290.00 ... 1293.00 1295.50 FB
68 fb2511 20250814 1290.00 ... 1290.00 1291.50 FB
69 fb2512 20250814 1289.00 ... 1290.50 1290.50 FB
70 fb2601 20250814 1290.50 ... 1291.00 1292.50 FB
71 fb2602 20250814 1295.50 ... 1294.50 1295.00 FB
72 fb2603 20250814 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250814 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250814 1311.00 ... 1311.00 1337.50 FB
75 fb2606 20250814 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250814 0.00 ... 1302.50 1302.50 FB
77 i2508 20250814 0.00 ... 808.50 815.00 I
78 i2509 20250814 805.00 ... 797.00 808.00 I
79 i2510 20250814 803.50 ... 797.50 808.00 I
80 i2511 20250814 800.50 ... 795.50 806.00 I
81 i2512 20250814 798.00 ... 792.00 803.50 I
82 i2601 20250814 792.00 ... 784.50 798.50 I
83 i2602 20250814 789.00 ... 781.50 794.00 I
84 i2603 20250814 784.50 ... 774.50 789.50 I
85 i2604 20250814 780.50 ... 773.50 785.50 I
86 i2605 20250814 772.50 ... 760.50 777.00 I
87 i2606 20250814 768.00 ... 757.50 772.00 I
88 i2607 20250814 765.00 ... 751.50 768.50 I
89 j2508 20250814 0.00 ... 1598.00 1598.00 J
90 j2509 20250814 1654.50 ... 1650.00 1708.00 J
91 j2510 20250814 1671.50 ... 1673.00 1724.00 J
92 j2511 20250814 1692.00 ... 1689.50 1744.50 J
93 j2512 20250814 1713.00 ... 1705.00 1759.00 J
94 j2601 20250814 1738.00 ... 1721.00 1784.00 J
95 j2602 20250814 0.00 ... 1760.00 1789.00 J
96 j2603 20250814 1782.00 ... 1782.00 1802.50 J
97 j2604 20250814 1801.50 ... 1787.00 1860.00 J
98 j2605 20250814 1836.50 ... 1813.00 1865.50 J
99 j2606 20250814 1829.00 ... 1824.50 1887.50 J
100 j2607 20250814 1839.50 ... 1826.00 1871.50 J
101 jd2508 20250814 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250814 3288.00 ... 3211.00 3290.00 JD
103 jd2510 20250814 3178.00 ... 3177.00 3200.00 JD
104 jd2511 20250814 3295.00 ... 3299.00 3308.00 JD
105 jd2512 20250814 3463.00 ... 3457.00 3463.00 JD
106 jd2601 20250814 3584.00 ... 3573.00 3582.00 JD
107 jd2602 20250814 3207.00 ... 3213.00 3219.00 JD
108 jd2603 20250814 3216.00 ... 3216.00 3222.00 JD
109 jd2604 20250814 3386.00 ... 3381.00 3387.00 JD
110 jd2605 20250814 3490.00 ... 3485.00 3489.00 JD
111 jd2606 20250814 3317.00 ... 3316.00 3316.00 JD
112 jd2607 20250814 3558.00 ... 3558.00 3560.00 JD
113 jm2508 20250814 1106.00 ... 905.00 1024.50 JM
114 jm2509 20250814 1089.00 ... 1087.50 1151.50 JM
115 jm2510 20250814 1122.00 ... 1121.50 1199.50 JM
116 jm2511 20250814 1175.00 ... 1168.50 1245.00 JM
117 jm2512 20250814 1215.00 ... 1201.00 1272.50 JM
118 jm2601 20250814 1212.50 ... 1226.00 1295.00 JM
119 jm2602 20250814 1255.50 ... 1237.00 1307.00 JM
120 jm2603 20250814 1252.00 ... 1248.50 1310.50 JM
121 jm2604 20250814 1257.50 ... 1253.50 1311.00 JM
122 jm2605 20250814 1248.00 ... 1259.50 1320.00 JM
123 jm2606 20250814 1257.00 ... 1267.50 1320.50 JM
124 jm2607 20250814 1265.00 ... 1269.00 1327.00 JM
125 l2508 20250814 0.00 ... 7279.00 7270.00 L
126 l2509 20250814 7318.00 ... 7300.00 7320.00 L
127 l2510 20250814 7334.00 ... 7324.00 7344.00 L
128 l2511 20250814 7359.00 ... 7350.00 7368.00 L
129 l2512 20250814 7372.00 ... 7357.00 7382.00 L
130 l2601 20250814 7374.00 ... 7360.00 7386.00 L
131 l2602 20250814 7371.00 ... 7353.00 7382.00 L
132 l2603 20250814 7353.00 ... 7350.00 7383.00 L
133 l2604 20250814 7380.00 ... 7380.00 7394.00 L
134 l2605 20250814 7384.00 ... 7358.00 7390.00 L
135 l2606 20250814 7374.00 ... 7351.00 7388.00 L
136 l2607 20250814 7383.00 ... 7383.00 7377.00 L
137 lg2509 20250814 812.50 ... 810.00 815.50 LG
138 lg2511 20250814 832.00 ... 828.00 836.50 LG
139 lg2601 20250814 845.50 ... 841.00 846.00 LG
140 lg2603 20250814 843.50 ... 845.00 846.00 LG
141 lg2605 20250814 847.00 ... 845.50 848.50 LG
142 lg2607 20250814 846.00 ... 844.50 847.50 LG
143 lh2509 20250814 13950.00 ... 13905.00 13920.00 LH
144 lh2511 20250814 14060.00 ... 13970.00 14115.00 LH
145 lh2601 20250814 14300.00 ... 14210.00 14360.00 LH
146 lh2603 20250814 13400.00 ... 13335.00 13400.00 LH
147 lh2605 20250814 13995.00 ... 13930.00 13970.00 LH
148 lh2607 20250814 14430.00 ... 14345.00 14360.00 LH
149 m2508 20250814 3123.00 ... 3011.00 3125.00 M
150 m2509 20250814 3118.00 ... 3108.00 3094.00 M
151 m2511 20250814 3148.00 ... 3142.00 3125.00 M
152 m2512 20250814 3189.00 ... 3186.00 3162.00 M
153 m2601 20250814 3170.00 ... 3164.00 3145.00 M
154 m2603 20250814 3044.00 ... 3042.00 3024.00 M
155 m2605 20250814 2855.00 ... 2851.00 2837.00 M
156 m2607 20250814 2800.00 ... 2809.00 2800.00 M
157 p2508 20250814 0.00 ... 8890.00 8802.00 P
158 p2509 20250814 9394.00 ... 9380.00 9396.00 P
159 p2510 20250814 9402.00 ... 9372.00 9392.00 P
160 p2511 20250814 9452.00 ... 9418.00 9444.00 P
161 p2512 20250814 9468.00 ... 9426.00 9456.00 P
162 p2601 20250814 9480.00 ... 9450.00 9466.00 P
163 p2602 20250814 9446.00 ... 9384.00 9442.00 P
164 p2603 20250814 9352.00 ... 9314.00 9358.00 P
165 p2604 20250814 9238.00 ... 9206.00 9250.00 P
166 p2605 20250814 9186.00 ... 9132.00 9146.00 P
167 p2606 20250814 9064.00 ... 9040.00 9048.00 P
168 p2607 20250814 8980.00 ... 8928.00 8928.00 P
169 pg2508 20250814 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250814 3832.00 ... 3832.00 3822.00 PG
171 pg2510 20250814 4308.00 ... 4292.00 4296.00 PG
172 pg2511 20250814 4234.00 ... 4216.00 4226.00 PG
173 pg2512 20250814 4200.00 ... 4173.00 4186.00 PG
174 pg2601 20250814 4156.00 ... 4130.00 4145.00 PG
175 pg2602 20250814 4093.00 ... 4077.00 4085.00 PG
176 pg2603 20250814 4002.00 ... 3994.00 4002.00 PG
177 pg2604 20250814 4297.00 ... 4283.00 4297.00 PG
178 pg2605 20250814 4188.00 ... 4194.00 4197.00 PG
179 pg2606 20250814 4133.00 ... 4136.00 4141.00 PG
180 pg2607 20250814 4087.00 ... 4082.00 4087.00 PG
181 pp2508 20250814 0.00 ... 7049.00 7021.00 PP
182 pp2509 20250814 7090.00 ... 7071.00 7088.00 PP
183 pp2510 20250814 7077.00 ... 7068.00 7085.00 PP
184 pp2511 20250814 7083.00 ... 7076.00 7095.00 PP
185 pp2512 20250814 7103.00 ... 7092.00 7109.00 PP
186 pp2601 20250814 7100.00 ... 7094.00 7116.00 PP
187 pp2602 20250814 7092.00 ... 7082.00 7102.00 PP
188 pp2603 20250814 7077.00 ... 7073.00 7086.00 PP
189 pp2604 20250814 7090.00 ... 7087.00 7080.00 PP
190 pp2605 20250814 7096.00 ... 7092.00 7102.00 PP
191 pp2606 20250814 7078.00 ... 7068.00 7080.00 PP
192 pp2607 20250814 7095.00 ... 7085.00 7085.00 PP
193 rr2508 20250814 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250814 3574.00 ... 3576.00 3575.00 RR
195 rr2510 20250814 3608.00 ... 3612.00 3612.00 RR
196 rr2511 20250814 3612.00 ... 3613.00 3614.00 RR
197 rr2512 20250814 3612.00 ... 3613.00 3614.00 RR
198 rr2601 20250814 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250814 3606.00 ... 3607.00 3612.00 RR
200 rr2603 20250814 3609.00 ... 3612.00 3614.00 RR
201 rr2604 20250814 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250814 0.00 ... 3620.00 3620.00 RR
203 rr2606 20250814 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250814 0.00 ... 3625.00 3633.00 RR
205 v2508 20250814 4919.00 ... 4973.00 5002.00 V
206 v2509 20250814 5010.00 ... 4986.00 5036.00 V
207 v2510 20250814 5058.00 ... 5029.00 5076.00 V
208 v2511 20250814 5103.00 ... 5061.00 5112.00 V
209 v2512 20250814 5134.00 ... 5101.00 5153.00 V
210 v2601 20250814 5155.00 ... 5135.00 5179.00 V
211 v2602 20250814 5196.00 ... 5178.00 5217.00 V
212 v2603 20250814 5224.00 ... 5203.00 5254.00 V
213 v2604 20250814 5453.00 ... 5441.00 5488.00 V
214 v2605 20250814 5489.00 ... 5463.00 5504.00 V
215 v2606 20250814 5498.00 ... 5481.00 5528.00 V
216 v2607 20250814 5540.00 ... 5517.00 5558.00 V
217 y2508 20250814 0.00 ... 8350.00 9386.00 Y
218 y2509 20250814 8580.00 ... 8568.00 8582.00 Y
219 y2511 20250814 8612.00 ... 8578.00 8600.00 Y
220 y2512 20250814 8614.00 ... 8572.00 8600.00 Y
221 y2601 20250814 8596.00 ... 8550.00 8560.00 Y
222 y2603 20250814 8414.00 ... 8414.00 8404.00 Y
223 y2605 20250814 8120.00 ... 8104.00 8106.00 Y
224 y2607 20250814 8086.00 ... 8064.00 8090.00 Y
[225 rows x 12 columns]
2025-08-20 11:21:56,203 - future_1d - INFO - ak.get_dce_daily('2025-08-14') done
2025-08-20 11:21:57,955 - future_1d - INFO - save future_daily 2025-08-14 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250814 8155.0 8188.0 ... 371703.65 8123.0 8191.0 AP
1 AP511 20250814 7893.0 7914.0 ... 2465.89 7878.0 7920.0 AP
2 AP512 20250814 7942.0 7942.0 ... 181.96 7911.0 7943.0 AP
3 AP601 20250814 7999.0 8005.0 ... 38934.51 7967.0 8013.0 AP
4 AP603 20250814 7880.0 7898.0 ... 110.25 7875.0 7922.0 AP
5 AP604 20250814 7902.0 7903.0 ... 23.71 7902.0 7950.0 AP
6 AP605 20250814 7948.0 7990.0 ... 271.05 7972.0 8000.0 AP
7 CF509 20250814 13830.0 13885.0 ... 469918.10 13825.0 13830.0 CF
8 CF511 20250814 14005.0 14095.0 ... 210257.03 14030.0 13995.0 CF
9 CF601 20250814 14110.0 14165.0 ... 1687697.64 14105.0 14110.0 CF
10 CF603 20250814 14060.0 14115.0 ... 4884.83 14055.0 14035.0 CF
11 CF605 20250814 14090.0 14130.0 ... 121912.68 14070.0 14065.0 CF
12 CF607 20250814 14050.0 14105.0 ... 372.89 14070.0 14045.0 CF
13 CJ509 20250814 10325.0 10405.0 ... 23255.41 10345.0 10415.0 CJ
14 CJ512 20250814 11315.0 11430.0 ... 7575.06 11365.0 11435.0 CJ
15 CJ601 20250814 11400.0 11530.0 ... 779808.49 11460.0 11545.0 CJ
16 CJ603 20250814 11445.0 11545.0 ... 9825.87 11480.0 11560.0 CJ
17 CJ605 20250814 11565.0 11660.0 ... 121318.04 11595.0 11710.0 CJ
18 CJ607 20250814 11765.0 11830.0 ... 1335.55 11765.0 11915.0 CJ
19 CY508 20250814 0.0 0.0 ... 0.00 20435.0 20380.0 CY
20 CY509 20250814 20080.0 20170.0 ... 3688.41 20100.0 20080.0 CY
21 CY510 20250814 0.0 0.0 ... 0.00 19705.0 19685.0 CY
22 CY511 20250814 20170.0 20280.0 ... 84011.16 20190.0 20135.0 CY
23 CY512 20250814 0.0 0.0 ... 0.00 19855.0 19825.0 CY
24 CY601 20250814 20105.0 20225.0 ... 1390.85 20155.0 20105.0 CY
25 CY602 20250814 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250814 0.0 0.0 ... 0.00 20365.0 20365.0 CY
27 CY604 20250814 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250814 0.0 0.0 ... 0.00 20365.0 20330.0 CY
29 CY606 20250814 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250814 0.0 0.0 ... 0.00 20410.0 20355.0 CY
31 FG508 20250814 0.0 0.0 ... 1280.30 1050.0 1054.0 FG
32 FG509 20250814 1052.0 1068.0 ... 951036.06 1056.0 1077.0 FG
33 FG510 20250814 1156.0 1173.0 ... 122611.10 1159.0 1180.0 FG
34 FG511 20250814 1148.0 1165.0 ... 157883.42 1151.0 1171.0 FG
35 FG512 20250814 1224.0 1242.0 ... 77038.50 1228.0 1249.0 FG
36 FG601 20250814 1205.0 1230.0 ... 4367920.49 1215.0 1237.0 FG
37 FG602 20250814 1265.0 1283.0 ... 1507.63 1269.0 1290.0 FG
38 FG603 20250814 1258.0 1281.0 ... 2638.28 1270.0 1286.0 FG
39 FG604 20250814 1308.0 1327.0 ... 879.94 1313.0 1332.0 FG
40 FG605 20250814 1300.0 1324.0 ... 59517.63 1310.0 1328.0 FG
41 FG606 20250814 1328.0 1347.0 ... 859.87 1335.0 1350.0 FG
42 FG607 20250814 1324.0 1343.0 ... 830.14 1330.0 1343.0 FG
43 JR509 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250814 0.0 0.0 ... 447.95 2309.0 2336.0 MA
53 MA509 20250814 2374.0 2388.0 ... 671870.70 2365.0 2384.0 MA
54 MA510 20250814 2402.0 2419.0 ... 95829.61 2392.0 2416.0 MA
55 MA511 20250814 2425.0 2437.0 ... 149114.18 2410.0 2437.0 MA
56 MA512 20250814 2457.0 2467.0 ... 66624.83 2444.0 2469.0 MA
57 MA601 20250814 2476.0 2484.0 ... 1051573.05 2459.0 2488.0 MA
58 MA602 20250814 2489.0 2491.0 ... 728.09 2485.0 2489.0 MA
59 MA603 20250814 2490.0 2494.0 ... 733.52 2487.0 2490.0 MA
60 MA604 20250814 2484.0 2484.0 ... 53.89 2449.0 2480.0 MA
61 MA605 20250814 2456.0 2463.0 ... 36902.07 2437.0 2461.0 MA
62 MA606 20250814 2460.0 2460.0 ... 21.96 2440.0 2468.0 MA
63 MA607 20250814 2450.0 2450.0 ... 114.47 2436.0 2458.0 MA
64 OI509 20250814 10060.0 10070.0 ... 1120581.12 9935.0 10099.0 OI
65 OI511 20250814 10101.0 10106.0 ... 404875.90 9954.0 10132.0 OI
66 OI601 20250814 10050.0 10064.0 ... 4962441.63 9924.0 10104.0 OI
67 OI603 20250814 9948.0 10023.0 ... 11568.99 9788.0 10009.0 OI
68 OI605 20250814 9827.0 9835.0 ... 53778.62 9728.0 9937.0 OI
69 OI607 20250814 9770.0 9770.0 ... 242.74 9709.0 9885.0 OI
70 PF508 20250814 6270.0 6270.0 ... 250.13 6254.0 6290.0 PF
71 PF509 20250814 6352.0 6352.0 ... 43136.75 6302.0 6346.0 PF
72 PF510 20250814 6420.0 6420.0 ... 461296.29 6372.0 6414.0 PF
73 PF511 20250814 6422.0 6422.0 ... 261419.17 6368.0 6416.0 PF
74 PF512 20250814 6424.0 6424.0 ... 93490.58 6366.0 6420.0 PF
75 PF601 20250814 6424.0 6424.0 ... 14242.81 6378.0 6426.0 PF
76 PF602 20250814 6420.0 6420.0 ... 70.40 6400.0 6448.0 PF
77 PF603 20250814 6426.0 6448.0 ... 61.00 6422.0 6460.0 PF
78 PF604 20250814 6478.0 6478.0 ... 54.74 6440.0 6490.0 PF
79 PF605 20250814 6500.0 6500.0 ... 45.20 6458.0 6518.0 PF
80 PF606 20250814 6482.0 6482.0 ... 6.47 6470.0 6526.0 PF
81 PF607 20250814 6506.0 6506.0 ... 9.73 6486.0 6530.0 PF
82 PK510 20250814 8130.0 8130.0 ... 194088.49 8088.0 8142.0 PK
83 PK511 20250814 7990.0 7996.0 ... 327323.77 7932.0 7996.0 PK
84 PK512 20250814 8000.0 8006.0 ... 91797.69 7948.0 8002.0 PK
85 PK601 20250814 8016.0 8028.0 ... 41976.56 7974.0 8030.0 PK
86 PK603 20250814 8018.0 8024.0 ... 459.78 7996.0 8022.0 PK
87 PK604 20250814 8024.0 8036.0 ... 263.71 7992.0 8026.0 PK
88 PK605 20250814 8024.0 8060.0 ... 7917.20 8010.0 8032.0 PK
89 PL601 20250814 6520.0 6526.0 ... 11905.47 6492.0 6507.0 PL
90 PL602 20250814 6545.0 6545.0 ... 482.74 6524.0 6561.0 PL
91 PL603 20250814 6498.0 6498.0 ... 13.00 6498.0 6537.0 PL
92 PL604 20250814 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250814 6402.0 6403.0 ... 25.61 6403.0 6409.0 PL
94 PL606 20250814 0.0 0.0 ... 0.00 6491.0 6491.0 PL
95 PL607 20250814 6500.0 6500.0 ... 13.00 6500.0 6477.0 PL
96 PM509 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250814 5860.0 5860.0 ... 703.20 5860.0 5900.0 PR
103 PR509 20250814 5896.0 5896.0 ... 36448.30 5838.0 5890.0 PR
104 PR510 20250814 5936.0 5936.0 ... 300667.49 5886.0 5938.0 PR
105 PR511 20250814 5928.0 5930.0 ... 453226.11 5880.0 5938.0 PR
106 PR512 20250814 5926.0 5934.0 ... 150027.94 5878.0 5940.0 PR
107 PR601 20250814 5934.0 5938.0 ... 4087.77 5900.0 5950.0 PR
108 PR602 20250814 5936.0 5936.0 ... 26.70 5934.0 5972.0 PR
109 PR603 20250814 5942.0 5944.0 ... 26.74 5942.0 5982.0 PR
110 PR604 20250814 5942.0 5942.0 ... 8.91 5942.0 6006.0 PR
111 PR605 20250814 5962.0 5962.0 ... 53.49 5944.0 6004.0 PR
112 PR606 20250814 5962.0 5962.0 ... 8.94 5962.0 5974.0 PR
113 PR607 20250814 5968.0 5968.0 ... 17.90 5966.0 5974.0 PR
114 PX508 20250814 0.0 0.0 ... 0.00 6680.0 6766.0 PX
115 PX509 20250814 6796.0 6796.0 ... 117703.17 6734.0 6798.0 PX
116 PX510 20250814 6756.0 6758.0 ... 182112.42 6684.0 6760.0 PX
117 PX511 20250814 6724.0 6736.0 ... 532921.94 6652.0 6738.0 PX
118 PX512 20250814 6732.0 6732.0 ... 73593.98 6660.0 6738.0 PX
119 PX601 20250814 6698.0 6718.0 ... 136767.32 6652.0 6720.0 PX
120 PX602 20250814 6684.0 6684.0 ... 3.34 6684.0 6706.0 PX
121 PX603 20250814 0.0 0.0 ... 0.00 6632.0 6710.0 PX
122 PX604 20250814 6672.0 6672.0 ... 3.34 6672.0 6706.0 PX
123 PX605 20250814 6680.0 6680.0 ... 302.70 6654.0 6714.0 PX
124 PX606 20250814 6650.0 6650.0 ... 19.91 6638.0 6716.0 PX
125 PX607 20250814 6678.0 6678.0 ... 29.96 6658.0 6706.0 PX
126 RI509 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250814 0.0 0.0 ... 21.50 2687.0 2698.0 RM
133 RM509 20250814 2720.0 2720.0 ... 1111646.83 2689.0 2769.0 RM
134 RM511 20250814 2700.0 2701.0 ... 173837.03 2650.0 2744.0 RM
135 RM601 20250814 2702.0 2708.0 ... 2459461.66 2638.0 2687.0 RM
136 RM603 20250814 2659.0 2659.0 ... 92244.92 2588.0 2640.0 RM
137 RM605 20250814 2573.0 2573.0 ... 308938.12 2534.0 2565.0 RM
138 RM607 20250814 2530.0 2530.0 ... 15359.77 2497.0 2522.0 RM
139 RS508 20250814 0.0 0.0 ... 0.00 4984.0 5152.0 RS
140 RS509 20250814 5150.0 5150.0 ... 528.47 5081.0 5252.0 RS
141 RS511 20250814 5325.0 5339.0 ... 26.64 5328.0 5339.0 RS
142 RS607 20250814 0.0 0.0 ... 0.00 5627.0 5627.0 RS
143 SA508 20250814 1275.0 1276.0 ... 1442.29 1274.0 1258.0 SA
144 SA509 20250814 1270.0 1298.0 ... 768808.57 1282.0 1293.0 SA
145 SA510 20250814 1303.0 1328.0 ... 505043.67 1313.0 1321.0 SA
146 SA511 20250814 1309.0 1338.0 ... 608812.87 1322.0 1330.0 SA
147 SA512 20250814 1363.0 1395.0 ... 138015.68 1378.0 1396.0 SA
148 SA601 20250814 1370.0 1405.0 ... 6602645.42 1387.0 1405.0 SA
149 SA602 20250814 1385.0 1414.0 ... 5359.91 1397.0 1414.0 SA
150 SA603 20250814 1390.0 1418.0 ... 5156.78 1401.0 1418.0 SA
151 SA604 20250814 1427.0 1454.0 ... 2079.36 1438.0 1455.0 SA
152 SA605 20250814 1431.0 1460.0 ... 149781.15 1443.0 1459.0 SA
153 SA606 20250814 1435.0 1464.0 ... 1461.81 1444.0 1461.0 SA
154 SA607 20250814 1426.0 1460.0 ... 1802.99 1442.0 1458.0 SA
155 SF508 20250814 5782.0 5782.0 ... 661.02 5748.0 5804.0 SF
156 SF509 20250814 5800.0 5830.0 ... 268356.31 5776.0 5870.0 SF
157 SF510 20250814 5778.0 5810.0 ... 212909.11 5756.0 5854.0 SF
158 SF511 20250814 6000.0 6000.0 ... 679952.56 5954.0 6050.0 SF
159 SF512 20250814 5980.0 6000.0 ... 38951.39 5964.0 6034.0 SF
160 SF601 20250814 5980.0 5994.0 ... 138395.14 5944.0 6040.0 SF
161 SF602 20250814 5954.0 5954.0 ... 619.16 5898.0 6006.0 SF
162 SF603 20250814 6132.0 6156.0 ... 628.82 6106.0 6210.0 SF
163 SF604 20250814 6108.0 6130.0 ... 57.90 6096.0 6192.0 SF
164 SF605 20250814 6110.0 6118.0 ... 1819.09 6074.0 6162.0 SF
165 SF606 20250814 6066.0 6078.0 ... 205.25 6038.0 6106.0 SF
166 SF607 20250814 6202.0 6214.0 ... 123.64 6182.0 6248.0 SF
167 SH508 20250814 0.0 0.0 ... 0.00 2404.0 2351.0 SH
168 SH509 20250814 2491.0 2576.0 ... 2451963.34 2544.0 2488.0 SH
169 SH510 20250814 2620.0 2685.0 ... 591668.36 2662.0 2615.0 SH
170 SH511 20250814 2624.0 2686.0 ... 740104.46 2661.0 2625.0 SH
171 SH512 20250814 2634.0 2692.0 ... 186175.40 2670.0 2643.0 SH
172 SH601 20250814 2608.0 2668.0 ... 1265763.45 2647.0 2629.0 SH
173 SH602 20250814 2651.0 2681.0 ... 1246.02 2662.0 2649.0 SH
174 SH603 20250814 2665.0 2692.0 ... 1285.07 2677.0 2668.0 SH
175 SH604 20250814 2722.0 2740.0 ... 522.99 2724.0 2710.0 SH
176 SH605 20250814 2706.0 2743.0 ... 8981.06 2726.0 2717.0 SH
177 SH606 20250814 2742.0 2754.0 ... 485.15 2741.0 2726.0 SH
178 SH607 20250814 2722.0 2739.0 ... 89.98 2727.0 2715.0 SH
179 SM508 20250814 6020.0 6030.0 ... 30.12 6024.0 6094.0 SM
180 SM509 20250814 6074.0 6106.0 ... 538465.97 6068.0 6116.0 SM
181 SM510 20250814 6088.0 6114.0 ... 139556.06 6076.0 6124.0 SM
182 SM511 20250814 6142.0 6184.0 ... 190840.89 6148.0 6196.0 SM
183 SM512 20250814 6162.0 6192.0 ... 43432.08 6150.0 6202.0 SM
184 SM601 20250814 6162.0 6200.0 ... 347614.62 6158.0 6210.0 SM
185 SM602 20250814 6168.0 6190.0 ... 148.02 6168.0 6220.0 SM
186 SM603 20250814 6198.0 6206.0 ... 389.28 6180.0 6252.0 SM
187 SM604 20250814 6218.0 6224.0 ... 133.40 6206.0 6262.0 SM
188 SM605 20250814 6220.0 6240.0 ... 5845.99 6200.0 6258.0 SM
189 SM606 20250814 6230.0 6236.0 ... 62.12 6212.0 6268.0 SM
190 SM607 20250814 6248.0 6248.0 ... 102.71 6226.0 6290.0 SM
191 SR509 20250814 5728.0 5728.0 ... 161140.36 5719.0 5720.0 SR
192 SR511 20250814 5674.0 5677.0 ... 110307.12 5667.0 5660.0 SR
193 SR601 20250814 5660.0 5672.0 ... 996404.34 5660.0 5646.0 SR
194 SR603 20250814 5625.0 5645.0 ... 4396.51 5637.0 5620.0 SR
195 SR605 20250814 5613.0 5626.0 ... 67177.67 5617.0 5601.0 SR
196 SR607 20250814 5606.0 5619.0 ... 1525.82 5610.0 5599.0 SR
197 TA508 20250814 4694.0 4694.0 ... 3766.94 4694.0 4700.0 TA
198 TA509 20250814 4692.0 4704.0 ... 802875.59 4664.0 4706.0 TA
199 TA510 20250814 4702.0 4722.0 ... 157189.41 4682.0 4728.0 TA
200 TA511 20250814 4720.0 4724.0 ... 154732.82 4682.0 4730.0 TA
201 TA512 20250814 4720.0 4730.0 ... 45986.87 4686.0 4736.0 TA
202 TA601 20250814 4730.0 4730.0 ... 1237060.50 4688.0 4740.0 TA
203 TA602 20250814 4720.0 4724.0 ... 110.38 4698.0 4750.0 TA
204 TA603 20250814 4740.0 4740.0 ... 225.79 4704.0 4774.0 TA
205 TA604 20250814 4726.0 4726.0 ... 25.90 4708.0 4776.0 TA
206 TA605 20250814 4776.0 4776.0 ... 28173.92 4736.0 4782.0 TA
207 TA606 20250814 4746.0 4746.0 ... 21.30 4734.0 4798.0 TA
208 TA607 20250814 4778.0 4778.0 ... 23.77 4754.0 4796.0 TA
209 UR508 20250814 1721.0 1721.0 ... 113.51 1720.0 1717.0 UR
210 UR509 20250814 1728.0 1733.0 ... 168911.74 1723.0 1728.0 UR
211 UR510 20250814 1730.0 1736.0 ... 22741.81 1725.0 1734.0 UR
212 UR511 20250814 1738.0 1746.0 ... 29604.47 1736.0 1752.0 UR
213 UR512 20250814 1744.0 1748.0 ... 617.83 1735.0 1756.0 UR
214 UR601 20250814 1741.0 1752.0 ... 500803.19 1737.0 1757.0 UR
215 UR602 20250814 1742.0 1750.0 ... 1012.02 1733.0 1753.0 UR
216 UR603 20250814 1782.0 1786.0 ... 173.82 1774.0 1789.0 UR
217 UR604 20250814 1783.0 1788.0 ... 53.33 1778.0 1794.0 UR
218 UR605 20250814 1784.0 1795.0 ... 16182.75 1781.0 1796.0 UR
219 UR606 20250814 1780.0 1788.0 ... 276.75 1774.0 1790.0 UR
220 UR607 20250814 1799.0 1799.0 ... 189.30 1786.0 1800.0 UR
221 WH509 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-20 11:22:02,691 - future_1d - INFO - ak.get_czce_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 a2509 20250814 4144.00 ... 4130.00 4124.00 A
1 a2511 20250814 4102.00 ... 4071.00 4087.00 A
2 a2601 20250814 4105.00 ... 4073.00 4085.00 A
3 a2603 20250814 4099.00 ... 4069.00 4071.00 A
4 a2605 20250814 4138.00 ... 4109.00 4116.00 A
5 a2607 20250814 4132.00 ... 4106.00 4107.00 A
6 b2508 20250814 0.00 ... 3650.00 3735.00 B
7 b2509 20250814 3834.00 ... 3822.00 3811.00 B
8 b2510 20250814 3869.00 ... 3867.00 3842.00 B
9 b2511 20250814 3923.00 ... 3903.00 3893.00 B
10 b2512 20250814 3916.00 ... 3908.00 3894.00 B
11 b2601 20250814 3891.00 ... 3884.00 3879.00 B
12 b2602 20250814 3864.00 ... 3858.00 3842.00 B
13 b2603 20250814 3775.00 ... 3770.00 3751.00 B
14 b2604 20250814 3649.00 ... 3651.00 3646.00 B
15 b2605 20250814 3579.00 ... 3570.00 3561.00 B
16 b2606 20250814 3540.00 ... 3544.00 3536.00 B
17 b2607 20250814 3523.00 ... 3525.00 3518.00 B
18 bb2509 20250814 0.00 ... 145.75 145.75 BB
19 bb2511 20250814 146.65 ... 147.05 147.10 BB
20 bb2601 20250814 147.85 ... 148.55 148.60 BB
21 bb2603 20250814 145.65 ... 146.35 147.15 BB
22 bb2605 20250814 0.00 ... 140.25 141.00 BB
23 bb2607 20250814 0.00 ... 146.00 146.75 BB
24 bz2603 20250814 6250.00 ... 6210.00 6250.00 BZ
25 bz2604 20250814 6195.00 ... 6194.00 6200.00 BZ
26 bz2605 20250814 6223.00 ... 6227.00 6225.00 BZ
27 bz2606 20250814 6207.00 ... 6178.00 6233.00 BZ
28 bz2607 20250814 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250814 2281.00 ... 2283.00 2273.00 C
30 c2511 20250814 2212.00 ... 2207.00 2203.00 C
31 c2601 20250814 2206.00 ... 2196.00 2198.00 C
32 c2603 20250814 2225.00 ... 2216.00 2218.00 C
33 c2605 20250814 2273.00 ... 2269.00 2270.00 C
34 c2607 20250814 2291.00 ... 2286.00 2289.00 C
35 cs2509 20250814 2647.00 ... 2645.00 2649.00 CS
36 cs2511 20250814 2551.00 ... 2547.00 2550.00 CS
37 cs2601 20250814 2589.00 ... 2575.00 2578.00 CS
38 cs2603 20250814 2582.00 ... 2573.00 2571.00 CS
39 cs2605 20250814 2641.00 ... 2628.00 2636.00 CS
40 cs2607 20250814 2649.00 ... 2635.00 2641.00 CS
41 eb2508 20250814 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250814 7310.00 ... 7278.00 7299.00 EB
43 eb2510 20250814 7325.00 ... 7297.00 7328.00 EB
44 eb2511 20250814 7336.00 ... 7318.00 7350.00 EB
45 eb2512 20250814 7360.00 ... 7339.00 7369.00 EB
46 eb2601 20250814 7381.00 ... 7351.00 7381.00 EB
47 eb2602 20250814 7402.00 ... 7370.00 7403.00 EB
48 eb2603 20250814 7410.00 ... 7370.00 7432.00 EB
49 eb2604 20250814 7433.00 ... 7407.00 7422.00 EB
50 eb2605 20250814 7428.00 ... 7415.00 7441.00 EB
51 eb2606 20250814 7432.00 ... 7417.00 7464.00 EB
52 eb2607 20250814 0.00 ... 7384.00 7407.00 EB
53 eg2508 20250814 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250814 4406.00 ... 4387.00 4418.00 EG
55 eg2510 20250814 4422.00 ... 4406.00 4433.00 EG
56 eg2511 20250814 4436.00 ... 4420.00 4446.00 EG
57 eg2512 20250814 4440.00 ... 4417.00 4459.00 EG
58 eg2601 20250814 4450.00 ... 4436.00 4466.00 EG
59 eg2602 20250814 4425.00 ... 4423.00 4461.00 EG
60 eg2603 20250814 4432.00 ... 4428.00 4479.00 EG
61 eg2604 20250814 4457.00 ... 4453.00 4496.00 EG
62 eg2605 20250814 4490.00 ... 4484.00 4501.00 EG
63 eg2606 20250814 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250814 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250814 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250814 1262.50 ... 1262.50 1254.00 FB
67 fb2510 20250814 1290.00 ... 1293.00 1295.50 FB
68 fb2511 20250814 1290.00 ... 1290.00 1291.50 FB
69 fb2512 20250814 1289.00 ... 1290.50 1290.50 FB
70 fb2601 20250814 1290.50 ... 1291.00 1292.50 FB
71 fb2602 20250814 1295.50 ... 1294.50 1295.00 FB
72 fb2603 20250814 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250814 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250814 1311.00 ... 1311.00 1337.50 FB
75 fb2606 20250814 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250814 0.00 ... 1302.50 1302.50 FB
77 i2508 20250814 0.00 ... 808.50 815.00 I
78 i2509 20250814 805.00 ... 797.00 808.00 I
79 i2510 20250814 803.50 ... 797.50 808.00 I
80 i2511 20250814 800.50 ... 795.50 806.00 I
81 i2512 20250814 798.00 ... 792.00 803.50 I
82 i2601 20250814 792.00 ... 784.50 798.50 I
83 i2602 20250814 789.00 ... 781.50 794.00 I
84 i2603 20250814 784.50 ... 774.50 789.50 I
85 i2604 20250814 780.50 ... 773.50 785.50 I
86 i2605 20250814 772.50 ... 760.50 777.00 I
87 i2606 20250814 768.00 ... 757.50 772.00 I
88 i2607 20250814 765.00 ... 751.50 768.50 I
89 j2508 20250814 0.00 ... 1598.00 1598.00 J
90 j2509 20250814 1654.50 ... 1650.00 1708.00 J
91 j2510 20250814 1671.50 ... 1673.00 1724.00 J
92 j2511 20250814 1692.00 ... 1689.50 1744.50 J
93 j2512 20250814 1713.00 ... 1705.00 1759.00 J
94 j2601 20250814 1738.00 ... 1721.00 1784.00 J
95 j2602 20250814 0.00 ... 1760.00 1789.00 J
96 j2603 20250814 1782.00 ... 1782.00 1802.50 J
97 j2604 20250814 1801.50 ... 1787.00 1860.00 J
98 j2605 20250814 1836.50 ... 1813.00 1865.50 J
99 j2606 20250814 1829.00 ... 1824.50 1887.50 J
100 j2607 20250814 1839.50 ... 1826.00 1871.50 J
101 jd2508 20250814 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250814 3288.00 ... 3211.00 3290.00 JD
103 jd2510 20250814 3178.00 ... 3177.00 3200.00 JD
104 jd2511 20250814 3295.00 ... 3299.00 3308.00 JD
105 jd2512 20250814 3463.00 ... 3457.00 3463.00 JD
106 jd2601 20250814 3584.00 ... 3573.00 3582.00 JD
107 jd2602 20250814 3207.00 ... 3213.00 3219.00 JD
108 jd2603 20250814 3216.00 ... 3216.00 3222.00 JD
109 jd2604 20250814 3386.00 ... 3381.00 3387.00 JD
110 jd2605 20250814 3490.00 ... 3485.00 3489.00 JD
111 jd2606 20250814 3317.00 ... 3316.00 3316.00 JD
112 jd2607 20250814 3558.00 ... 3558.00 3560.00 JD
113 jm2508 20250814 1106.00 ... 905.00 1024.50 JM
114 jm2509 20250814 1089.00 ... 1087.50 1151.50 JM
115 jm2510 20250814 1122.00 ... 1121.50 1199.50 JM
116 jm2511 20250814 1175.00 ... 1168.50 1245.00 JM
117 jm2512 20250814 1215.00 ... 1201.00 1272.50 JM
118 jm2601 20250814 1212.50 ... 1226.00 1295.00 JM
119 jm2602 20250814 1255.50 ... 1237.00 1307.00 JM
120 jm2603 20250814 1252.00 ... 1248.50 1310.50 JM
121 jm2604 20250814 1257.50 ... 1253.50 1311.00 JM
122 jm2605 20250814 1248.00 ... 1259.50 1320.00 JM
123 jm2606 20250814 1257.00 ... 1267.50 1320.50 JM
124 jm2607 20250814 1265.00 ... 1269.00 1327.00 JM
125 l2508 20250814 0.00 ... 7279.00 7270.00 L
126 l2509 20250814 7318.00 ... 7300.00 7320.00 L
127 l2510 20250814 7334.00 ... 7324.00 7344.00 L
128 l2511 20250814 7359.00 ... 7350.00 7368.00 L
129 l2512 20250814 7372.00 ... 7357.00 7382.00 L
130 l2601 20250814 7374.00 ... 7360.00 7386.00 L
131 l2602 20250814 7371.00 ... 7353.00 7382.00 L
132 l2603 20250814 7353.00 ... 7350.00 7383.00 L
133 l2604 20250814 7380.00 ... 7380.00 7394.00 L
134 l2605 20250814 7384.00 ... 7358.00 7390.00 L
135 l2606 20250814 7374.00 ... 7351.00 7388.00 L
136 l2607 20250814 7383.00 ... 7383.00 7377.00 L
137 lg2509 20250814 812.50 ... 810.00 815.50 LG
138 lg2511 20250814 832.00 ... 828.00 836.50 LG
139 lg2601 20250814 845.50 ... 841.00 846.00 LG
140 lg2603 20250814 843.50 ... 845.00 846.00 LG
141 lg2605 20250814 847.00 ... 845.50 848.50 LG
142 lg2607 20250814 846.00 ... 844.50 847.50 LG
143 lh2509 20250814 13950.00 ... 13905.00 13920.00 LH
144 lh2511 20250814 14060.00 ... 13970.00 14115.00 LH
145 lh2601 20250814 14300.00 ... 14210.00 14360.00 LH
146 lh2603 20250814 13400.00 ... 13335.00 13400.00 LH
147 lh2605 20250814 13995.00 ... 13930.00 13970.00 LH
148 lh2607 20250814 14430.00 ... 14345.00 14360.00 LH
149 m2508 20250814 3123.00 ... 3011.00 3125.00 M
150 m2509 20250814 3118.00 ... 3108.00 3094.00 M
151 m2511 20250814 3148.00 ... 3142.00 3125.00 M
152 m2512 20250814 3189.00 ... 3186.00 3162.00 M
153 m2601 20250814 3170.00 ... 3164.00 3145.00 M
154 m2603 20250814 3044.00 ... 3042.00 3024.00 M
155 m2605 20250814 2855.00 ... 2851.00 2837.00 M
156 m2607 20250814 2800.00 ... 2809.00 2800.00 M
157 p2508 20250814 0.00 ... 8890.00 8802.00 P
158 p2509 20250814 9394.00 ... 9380.00 9396.00 P
159 p2510 20250814 9402.00 ... 9372.00 9392.00 P
160 p2511 20250814 9452.00 ... 9418.00 9444.00 P
161 p2512 20250814 9468.00 ... 9426.00 9456.00 P
162 p2601 20250814 9480.00 ... 9450.00 9466.00 P
163 p2602 20250814 9446.00 ... 9384.00 9442.00 P
164 p2603 20250814 9352.00 ... 9314.00 9358.00 P
165 p2604 20250814 9238.00 ... 9206.00 9250.00 P
166 p2605 20250814 9186.00 ... 9132.00 9146.00 P
167 p2606 20250814 9064.00 ... 9040.00 9048.00 P
168 p2607 20250814 8980.00 ... 8928.00 8928.00 P
169 pg2508 20250814 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250814 3832.00 ... 3832.00 3822.00 PG
171 pg2510 20250814 4308.00 ... 4292.00 4296.00 PG
172 pg2511 20250814 4234.00 ... 4216.00 4226.00 PG
173 pg2512 20250814 4200.00 ... 4173.00 4186.00 PG
174 pg2601 20250814 4156.00 ... 4130.00 4145.00 PG
175 pg2602 20250814 4093.00 ... 4077.00 4085.00 PG
176 pg2603 20250814 4002.00 ... 3994.00 4002.00 PG
177 pg2604 20250814 4297.00 ... 4283.00 4297.00 PG
178 pg2605 20250814 4188.00 ... 4194.00 4197.00 PG
179 pg2606 20250814 4133.00 ... 4136.00 4141.00 PG
180 pg2607 20250814 4087.00 ... 4082.00 4087.00 PG
181 pp2508 20250814 0.00 ... 7049.00 7021.00 PP
182 pp2509 20250814 7090.00 ... 7071.00 7088.00 PP
183 pp2510 20250814 7077.00 ... 7068.00 7085.00 PP
184 pp2511 20250814 7083.00 ... 7076.00 7095.00 PP
185 pp2512 20250814 7103.00 ... 7092.00 7109.00 PP
186 pp2601 20250814 7100.00 ... 7094.00 7116.00 PP
187 pp2602 20250814 7092.00 ... 7082.00 7102.00 PP
188 pp2603 20250814 7077.00 ... 7073.00 7086.00 PP
189 pp2604 20250814 7090.00 ... 7087.00 7080.00 PP
190 pp2605 20250814 7096.00 ... 7092.00 7102.00 PP
191 pp2606 20250814 7078.00 ... 7068.00 7080.00 PP
192 pp2607 20250814 7095.00 ... 7085.00 7085.00 PP
193 rr2508 20250814 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250814 3574.00 ... 3576.00 3575.00 RR
195 rr2510 20250814 3608.00 ... 3612.00 3612.00 RR
196 rr2511 20250814 3612.00 ... 3613.00 3614.00 RR
197 rr2512 20250814 3612.00 ... 3613.00 3614.00 RR
198 rr2601 20250814 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250814 3606.00 ... 3607.00 3612.00 RR
200 rr2603 20250814 3609.00 ... 3612.00 3614.00 RR
201 rr2604 20250814 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250814 0.00 ... 3620.00 3620.00 RR
203 rr2606 20250814 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250814 0.00 ... 3625.00 3633.00 RR
205 v2508 20250814 4919.00 ... 4973.00 5002.00 V
206 v2509 20250814 5010.00 ... 4986.00 5036.00 V
207 v2510 20250814 5058.00 ... 5029.00 5076.00 V
208 v2511 20250814 5103.00 ... 5061.00 5112.00 V
209 v2512 20250814 5134.00 ... 5101.00 5153.00 V
210 v2601 20250814 5155.00 ... 5135.00 5179.00 V
211 v2602 20250814 5196.00 ... 5178.00 5217.00 V
212 v2603 20250814 5224.00 ... 5203.00 5254.00 V
213 v2604 20250814 5453.00 ... 5441.00 5488.00 V
214 v2605 20250814 5489.00 ... 5463.00 5504.00 V
215 v2606 20250814 5498.00 ... 5481.00 5528.00 V
216 v2607 20250814 5540.00 ... 5517.00 5558.00 V
217 y2508 20250814 0.00 ... 8350.00 9386.00 Y
218 y2509 20250814 8580.00 ... 8568.00 8582.00 Y
219 y2511 20250814 8612.00 ... 8578.00 8600.00 Y
220 y2512 20250814 8614.00 ... 8572.00 8600.00 Y
221 y2601 20250814 8596.00 ... 8550.00 8560.00 Y
222 y2603 20250814 8414.00 ... 8414.00 8404.00 Y
223 y2605 20250814 8120.00 ... 8104.00 8106.00 Y
224 y2607 20250814 8086.00 ... 8064.00 8090.00 Y
[225 rows x 12 columns]
2025-08-20 11:22:03,200 - future_1d - INFO - ak.get_dce_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 SC2509 20250814 490.2 ... 483.6 490.5 SC
1 SC2510 20250814 490.6 ... 485.9 490.2 SC
2 SC2511 20250814 487.3 ... 483.4 487 SC
3 SC2512 20250814 483.8 ... 480.2 483.1 SC
4 SC2601 20250814 482 ... 478.5 480.4 SC
5 SC2602 20250814 478 ... 477.2 477.7 SC
6 SC2603 20250814 476.5 ... 475.5 475.5 SC
7 SC2604 20250814 474.9 ... 474.5 474.4 SC
8 SC2605 20250814 473 ... 473 472.2 SC
9 SC2606 20250814 472.9 ... 473.1 472.3 SC
10 SC2607 20250814 470.3 ... 470.6 468.1 SC
11 SC2608 20250814 470 ... 469.4 467.7 SC
12 SC2609 20250814 467 ... 467.5 467.7 SC
13 SC2612 20250814 ... 464 458.5 SC
14 SC2703 20250814 460.8 ... 464.2 457.9 SC
15 SC2706 20250814 ... 457 456.9 SC
16 SC2709 20250814 457 ... 458 458.1 SC
17 SC2712 20250814 ... 458.5 458.5 SC
18 SC2803 20250814 ... 456.3 456.3 SC
19 SC2806 20250814 451.1 ... 450.5 450.8 SC
21 LU2509 20250814 3442 ... 3436 3443 LU
22 LU2510 20250814 3465 ... 3451 3457 LU
23 LU2511 20250814 3453 ... 3447 3451 LU
24 LU2512 20250814 3445 ... 3437 3443 LU
25 LU2601 20250814 3432 ... 3425 3427 LU
26 LU2602 20250814 3405 ... 3407 3404 LU
27 LU2603 20250814 3409 ... 3400 3395 LU
28 LU2604 20250814 3402 ... 3394 3395 LU
29 LU2605 20250814 3395 ... 3395 3398 LU
30 LU2606 20250814 3390 ... 3390 3393 LU
31 LU2607 20250814 3400 ... 3397 3388 LU
32 LU2608 20250814 3379 ... 3377 3387 LU
34 NR2508 20250814 12545 ... 12485 12480 NR
35 NR2509 20250814 12505 ... 12555 12635 NR
36 NR2510 20250814 12570 ... 12620 12705 NR
37 NR2511 20250814 12605 ... 12650 12730 NR
38 NR2512 20250814 12655 ... 12675 12775 NR
39 NR2601 20250814 12720 ... 12740 12820 NR
40 NR2602 20250814 12665 ... 12765 12780 NR
41 NR2603 20250814 12820 ... 12800 12755 NR
42 NR2604 20250814 12855 ... 12840 12845 NR
43 NR2605 20250814 12800 ... 12850 12905 NR
44 NR2606 20250814 ... 12760 12955 NR
45 NR2607 20250814 ... 12830 12970 NR
47 BC2508 20250814 69300 ... 69300 69300 BC
48 BC2509 20250814 70380 ... 70290 70540 BC
49 BC2510 20250814 70550 ... 70390 70620 BC
50 BC2511 20250814 ... 70620 70720 BC
51 BC2512 20250814 70000 ... 70000 70490 BC
52 BC2601 20250814 ... 70250 70250 BC
53 BC2602 20250814 ... 70710 70710 BC
54 BC2603 20250814 70120 ... 70230 70000 BC
55 BC2604 20250814 70260 ... 70350 70000 BC
56 BC2605 20250814 ... 70920 71210 BC
57 BC2606 20250814 ... 69790 69790 BC
58 BC2607 20250814 ... 69370 69120 BC
60 EC2508 20250814 2068.1 ... 2081.8 2082.7 EC
61 EC2510 20250814 1346.9 ... 1358.7 1361.9 EC
62 EC2512 20250814 1705.2 ... 1725.5 1695.7 EC
63 EC2602 20250814 1478.2 ... 1520.8 1493.8 EC
64 EC2604 20250814 1320 ... 1341.3 1328.9 EC
65 EC2606 20250814 1465 ... 1487.4 1475 EC
68 SC_TAS2509 20250814 ... SC_TAS
69 SC_TAS2510 20250814 ... SC_TAS
70 SC_TAS2511 20250814 ... SC_TAS
71 SC_TAS2512 20250814 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:22:03,266 - future_1d - INFO - ak.get_ine_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 IC2508 20250814 6522.000 ... 6451.000 6503.800 IC
1 IC2509 20250814 6466.000 ... 6396.200 6444.400 IC
2 IC2512 20250814 6317.400 ... 6258.200 6297.200 IC
3 IC2603 20250814 6186.200 ... 6135.200 6170.200 IC
4 IF2508 20250814 4184.000 ... 4184.600 4175.400 IF
5 IF2509 20250814 4179.600 ... 4176.000 4164.600 IF
6 IF2512 20250814 4148.200 ... 4149.600 4137.400 IF
7 IF2603 20250814 4122.000 ... 4122.800 4107.400 IF
8 IH2508 20250814 2823.000 ... 2836.200 2815.000 IH
9 IH2509 20250814 2823.000 ... 2836.800 2816.000 IH
10 IH2512 20250814 2824.200 ... 2837.800 2817.600 IH
11 IH2603 20250814 2828.000 ... 2836.200 2819.400 IH
12 IM2508 20250814 7072.000 ... 7004.000 7060.800 IM
13 IM2509 20250814 7015.000 ... 6936.200 6995.400 IM
14 IM2512 20250814 6826.200 ... 6762.200 6812.800 IM
15 IM2603 20250814 6672.000 ... 6591.000 6637.600 IM
16 T2509 20250814 108.405 ... 108.345 108.460 T
17 T2512 20250814 108.350 ... 108.230 108.375 T
18 T2603 20250814 108.120 ... 108.030 108.175 T
19 TF2509 20250814 105.740 ... 105.685 105.750 TF
20 TF2512 20250814 105.735 ... 105.685 105.775 TF
21 TF2603 20250814 105.755 ... 105.705 105.800 TF
22 TL2509 20250814 118.130 ... 117.820 118.310 TL
23 TL2512 20250814 117.790 ... 117.410 117.910 TL
24 TL2603 20250814 117.400 ... 117.100 117.560 TL
25 TS2509 20250814 102.368 ... 102.350 102.370 TS
26 TS2512 20250814 102.406 ... 102.388 102.416 TS
27 TS2603 20250814 102.382 ... 102.362 102.386 TS
[28 rows x 12 columns]
2025-08-20 11:22:03,487 - future_1d - INFO - ak.get_cffex_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 PS2508 20250814 0.0 ... 49770.0 51500.0 PS
1 PS2509 20250814 50800.0 ... 50465.0 51895.0 PS
2 PS2510 20250814 51500.0 ... 50615.0 52040.0 PS
3 PS2511 20250814 51385.0 ... 50470.0 52035.0 PS
4 PS2512 20250814 53500.0 ... 52860.0 54280.0 PS
5 PS2601 20250814 53600.0 ... 52990.0 54355.0 PS
6 PS2602 20250814 53900.0 ... 53230.0 54370.0 PS
7 PS2603 20250814 52250.0 ... 53240.0 54620.0 PS
8 PS2604 20250814 54240.0 ... 53375.0 54790.0 PS
9 PS2605 20250814 54000.0 ... 53435.0 54830.0 PS
10 PS2606 20250814 56800.0 ... 56410.0 57430.0 PS
11 PS2607 20250814 57050.0 ... 56660.0 57515.0 PS
13 SI2508 20250814 0.0 ... 8635.0 8575.0 SI
14 SI2509 20250814 8615.0 ... 8665.0 8755.0 SI
15 SI2510 20250814 8565.0 ... 8680.0 8760.0 SI
16 SI2511 20250814 8605.0 ... 8695.0 8775.0 SI
17 SI2512 20250814 8965.0 ... 9050.0 9140.0 SI
18 SI2601 20250814 8950.0 ... 9045.0 9155.0 SI
19 SI2602 20250814 8990.0 ... 9030.0 9150.0 SI
20 SI2603 20250814 8965.0 ... 9040.0 9130.0 SI
21 SI2604 20250814 9115.0 ... 9075.0 9150.0 SI
22 SI2605 20250814 9060.0 ... 9085.0 9200.0 SI
23 SI2606 20250814 9055.0 ... 9100.0 9205.0 SI
24 SI2607 20250814 9125.0 ... 9115.0 9205.0 SI
27 LC2508 20250814 0.0 ... 73480.0 86940.0 LC
28 LC2509 20250814 84920.0 ... 84920.0 84920.0 LC
29 LC2510 20250814 85000.0 ... 85100.0 85000.0 LC
30 LC2511 20250814 85500.0 ... 85000.0 85060.0 LC
31 LC2512 20250814 85980.0 ... 84600.0 84660.0 LC
32 LC2601 20250814 83300.0 ... 84260.0 84160.0 LC
33 LC2602 20250814 83980.0 ... 83740.0 82920.0 LC
34 LC2603 20250814 82300.0 ... 83140.0 82300.0 LC
35 LC2604 20250814 82960.0 ... 82980.0 81960.0 LC
36 LC2605 20250814 82460.0 ... 82980.0 81720.0 LC
37 LC2606 20250814 81980.0 ... 82240.0 81220.0 LC
38 LC2607 20250814 80800.0 ... 82360.0 81240.0 LC
[36 rows x 12 columns]
2025-08-20 11:22:03,701 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250814 ... 79130 79310 CU
1 1 CU2509 20250814 ... 79120 79340 CU
2 2 CU2510 20250814 ... 79120 79380 CU
3 3 CU2511 20250814 ... 79130 79380 CU
4 4 CU2512 20250814 ... 79090 79400 CU
5 5 CU2601 20250814 ... 79100 79360 CU
6 6 CU2602 20250814 ... 79150 79330 CU
7 7 CU2603 20250814 ... 79090 79270 CU
8 8 CU2604 20250814 ... 79160 79300 CU
9 9 CU2605 20250814 ... 79180 79300 CU
10 10 CU2606 20250814 ... 79140 79370 CU
11 11 CU2607 20250814 ... 79170 79350 CU
12 12 BC2508 20250814 ... 69300 69300 BC
13 13 BC2509 20250814 ... 70290 70540 BC
14 14 BC2510 20250814 ... 70390 70620 BC
15 15 BC2511 20250814 ... 70620 70720 BC
16 16 BC2512 20250814 ... 70000 70490 BC
17 17 BC2601 20250814 ... 70250 70250 BC
18 18 BC2602 20250814 ... 70710 70710 BC
19 19 BC2603 20250814 ... 70230 70000 BC
20 20 BC2604 20250814 ... 70350 70000 BC
21 21 BC2605 20250814 ... 70920 71210 BC
22 22 BC2606 20250814 ... 69790 69790 BC
23 23 BC2607 20250814 ... 69370 69120 BC
24 24 AL2508 20250814 ... 20685 20790 AL
25 25 AL2509 20250814 ... 20705 20795 AL
26 26 AL2510 20250814 ... 20685 20775 AL
27 27 AL2511 20250814 ... 20645 20735 AL
28 28 AL2512 20250814 ... 20605 20695 AL
29 29 AL2601 20250814 ... 20580 20675 AL
30 30 AL2602 20250814 ... 20590 20675 AL
31 31 AL2603 20250814 ... 20610 20695 AL
32 32 AL2604 20250814 ... 20615 20710 AL
33 33 AL2605 20250814 ... 20620 20730 AL
34 34 AL2606 20250814 ... 20620 20725 AL
35 35 AL2607 20250814 ... 20620 20740 AL
36 36 ZN2508 20250814 ... 22495 22605 ZN
37 37 ZN2509 20250814 ... 22540 22670 ZN
38 38 ZN2510 20250814 ... 22555 22685 ZN
39 39 ZN2511 20250814 ... 22555 22685 ZN
40 40 ZN2512 20250814 ... 22540 22660 ZN
41 41 ZN2601 20250814 ... 22500 22645 ZN
42 42 ZN2602 20250814 ... 22510 22630 ZN
43 43 ZN2603 20250814 ... 22525 22620 ZN
44 44 ZN2604 20250814 ... 22490 22655 ZN
45 45 ZN2605 20250814 ... 22490 22645 ZN
46 46 ZN2606 20250814 ... 22495 22605 ZN
47 47 ZN2607 20250814 ... 22500 22635 ZN
48 48 PB2508 20250814 ... 16740 16840 PB
49 49 PB2509 20250814 ... 16815 16925 PB
50 50 PB2510 20250814 ... 16825 16930 PB
51 51 PB2511 20250814 ... 16840 16955 PB
52 52 PB2512 20250814 ... 16865 16985 PB
53 53 PB2601 20250814 ... 16905 17000 PB
54 54 PB2602 20250814 ... 17020 17020 PB
55 55 PB2603 20250814 ... 16930 17030 PB
56 56 PB2604 20250814 ... 17110 17110 PB
57 57 PB2605 20250814 ... 17035 17125 PB
58 58 PB2606 20250814 ... 17170 17170 PB
59 59 PB2607 20250814 ... 17060 17060 PB
60 60 NI2508 20250814 ... 122270 122590 NI
61 61 NI2509 20250814 ... 122070 122750 NI
62 62 NI2510 20250814 ... 122150 122880 NI
63 63 NI2511 20250814 ... 122340 123040 NI
64 64 NI2512 20250814 ... 122510 123330 NI
65 65 NI2601 20250814 ... 122760 123610 NI
66 66 NI2602 20250814 ... 122750 123800 NI
67 67 NI2603 20250814 ... 122350 123890 NI
68 68 NI2604 20250814 ... 123470 124130 NI
69 69 NI2605 20250814 ... 123220 124630 NI
70 70 NI2606 20250814 ... 123560 124810 NI
71 71 NI2607 20250814 ... 124130 124750 NI
72 72 SN2508 20250814 ... 268020 270040 SN
73 73 SN2509 20250814 ... 268590 270150 SN
74 74 SN2510 20250814 ... 268790 270360 SN
75 75 SN2511 20250814 ... 268730 270280 SN
76 76 SN2512 20250814 ... 268770 270120 SN
77 77 SN2601 20250814 ... 269010 270430 SN
78 78 SN2602 20250814 ... 268040 270820 SN
79 79 SN2603 20250814 ... 268220 271370 SN
80 80 SN2604 20250814 ... 269100 271040 SN
81 81 SN2605 20250814 ... 269530 271420 SN
82 82 SN2606 20250814 ... 269850 272020 SN
83 83 SN2607 20250814 ... 270500 270450 SN
84 84 AO2508 20250814 ... 3212 3216 AO
85 85 AO2509 20250814 ... 3210 3271 AO
86 86 AO2510 20250814 ... 3214 3286 AO
87 87 AO2511 20250814 ... 3225 3297 AO
88 88 AO2512 20250814 ... 3234 3316 AO
89 89 AO2601 20250814 ... 3248 3322 AO
90 90 AO2602 20250814 ... 3246 3315 AO
91 91 AO2603 20250814 ... 3240 3312 AO
92 92 AO2604 20250814 ... 3244 3310 AO
93 93 AO2605 20250814 ... 3248 3319 AO
94 94 AO2606 20250814 ... 3241 3300 AO
95 95 AO2607 20250814 ... 3250 3319 AO
96 96 AD2511 20250814 ... 20130 20210 AD
97 97 AD2512 20250814 ... 20120 20190 AD
98 98 AD2601 20250814 ... 20135 20175 AD
99 99 AD2602 20250814 ... 20015 19955 AD
100 100 AD2603 20250814 ... 20130 20140 AD
101 101 AD2604 20250814 ... 19920 19920 AD
102 102 AD2605 20250814 ... 19860 19875 AD
103 103 AD2606 20250814 ... 19765 19745 AD
104 104 AD2607 20250814 ... 19990 19990 AD
105 105 AU2508 20250814 ... 776.46 774.48 AU
106 106 AU2509 20250814 ... 777.58 775.24 AU
107 107 AU2510 20250814 ... 778.8 776.26 AU
108 108 AU2512 20250814 ... 780.94 778.42 AU
109 109 AU2602 20250814 ... 783.14 780.66 AU
110 110 AU2604 20250814 ... 785.2 782.76 AU
111 111 AU2606 20250814 ... 787.52 785.34 AU
112 112 AU2608 20250814 ... 789.74 787.56 AU
113 113 AG2508 20250814 ... 9295 9177 AG
114 114 AG2509 20250814 ... 9308 9203 AG
115 115 AG2510 20250814 ... 9319 9215 AG
116 116 AG2511 20250814 ... 9328 9221 AG
117 117 AG2512 20250814 ... 9341 9245 AG
118 118 AG2601 20250814 ... 9352 9250 AG
119 119 AG2602 20250814 ... 9363 9260 AG
120 120 AG2603 20250814 ... 9381 9267 AG
121 121 AG2604 20250814 ... 9391 9290 AG
122 122 AG2605 20250814 ... 9400 9305 AG
123 123 AG2606 20250814 ... 9413 9323 AG
124 124 AG2607 20250814 ... 9423 9334 AG
125 125 RB2508 20250814 ... 3190 3215 RB
126 126 RB2509 20250814 ... 3176 3219 RB
127 127 RB2510 20250814 ... 3201 3248 RB
128 128 RB2511 20250814 ... 3223 3266 RB
129 129 RB2512 20250814 ... 3265 3302 RB
130 130 RB2601 20250814 ... 3278 3318 RB
131 131 RB2602 20250814 ... 3280 3316 RB
132 132 RB2603 20250814 ... 3293 3327 RB
133 133 RB2604 20250814 ... 3305 3338 RB
134 134 RB2605 20250814 ... 3315 3349 RB
135 135 RB2606 20250814 ... 3323 3357 RB
136 136 RB2607 20250814 ... 3331 3361 RB
137 137 WR2508 20250814 ... 3212 3212 WR
138 138 WR2509 20250814 ... 3342 3342 WR
139 139 WR2510 20250814 ... 3432 3468 WR
140 140 WR2511 20250814 ... 3480 3480 WR
141 141 WR2512 20250814 ... 3499 3499 WR
142 142 WR2601 20250814 ... 3459 3496 WR
143 143 WR2602 20250814 ... 3523 3523 WR
144 144 WR2603 20250814 ... 3527 3531 WR
145 145 WR2604 20250814 ... 3550 3550 WR
146 146 WR2605 20250814 ... 3455 3479 WR
147 147 WR2606 20250814 ... 3533 3533 WR
148 148 WR2607 20250814 ... 3524 3524 WR
149 149 HC2508 20250814 ... 3436 3436 HC
150 150 HC2509 20250814 ... 3448 3483 HC
151 151 HC2510 20250814 ... 3432 3473 HC
152 152 HC2511 20250814 ... 3432 3468 HC
153 153 HC2512 20250814 ... 3434 3467 HC
154 154 HC2601 20250814 ... 3430 3468 HC
155 155 HC2602 20250814 ... 3429 3461 HC
156 156 HC2603 20250814 ... 3433 3468 HC
157 157 HC2604 20250814 ... 3434 3477 HC
158 158 HC2605 20250814 ... 3440 3480 HC
159 159 HC2606 20250814 ... 3453 3486 HC
160 160 HC2607 20250814 ... 3435 3486 HC
161 161 SS2508 20250814 ... 13065 13145 SS
162 162 SS2509 20250814 ... 13005 13100 SS
163 163 SS2510 20250814 ... 13080 13175 SS
164 164 SS2511 20250814 ... 13130 13220 SS
165 165 SS2512 20250814 ... 13190 13270 SS
166 166 SS2601 20250814 ... 13260 13330 SS
167 167 SS2602 20250814 ... 13250 13335 SS
168 168 SS2603 20250814 ... 13335 13390 SS
169 169 SS2604 20250814 ... 13375 13465 SS
170 170 SS2605 20250814 ... 13425 13485 SS
171 171 SS2606 20250814 ... 13455 13500 SS
172 172 SS2607 20250814 ... 13490 13570 SS
173 173 SC2509 20250814 ... 483.6 490.5 SC
174 174 SC2510 20250814 ... 485.9 490.2 SC
175 175 SC2511 20250814 ... 483.4 487 SC
176 176 SC2512 20250814 ... 480.2 483.1 SC
177 177 SC2601 20250814 ... 478.5 480.4 SC
178 178 SC2602 20250814 ... 477.2 477.7 SC
179 179 SC2603 20250814 ... 475.5 475.5 SC
180 180 SC2604 20250814 ... 474.5 474.4 SC
181 181 SC2605 20250814 ... 473 472.2 SC
182 182 SC2606 20250814 ... 473.1 472.3 SC
183 183 SC2607 20250814 ... 470.6 468.1 SC
184 184 SC2608 20250814 ... 469.4 467.7 SC
185 185 SC2609 20250814 ... 467.5 467.7 SC
186 186 SC2612 20250814 ... 464 458.5 SC
187 187 SC2703 20250814 ... 464.2 457.9 SC
188 188 SC2706 20250814 ... 457 456.9 SC
189 189 SC2709 20250814 ... 458 458.1 SC
190 190 SC2712 20250814 ... 458.5 458.5 SC
191 191 SC2803 20250814 ... 456.3 456.3 SC
192 192 SC2806 20250814 ... 450.5 450.8 SC
193 193 LU2509 20250814 ... 3436 3443 LU
194 194 LU2510 20250814 ... 3451 3457 LU
195 195 LU2511 20250814 ... 3447 3451 LU
196 196 LU2512 20250814 ... 3437 3443 LU
197 197 LU2601 20250814 ... 3425 3427 LU
198 198 LU2602 20250814 ... 3407 3404 LU
199 199 LU2603 20250814 ... 3400 3395 LU
200 200 LU2604 20250814 ... 3394 3395 LU
201 201 LU2605 20250814 ... 3395 3398 LU
202 202 LU2606 20250814 ... 3390 3393 LU
203 203 LU2607 20250814 ... 3397 3388 LU
204 204 LU2608 20250814 ... 3377 3387 LU
205 205 FU2509 20250814 ... 2708 2728 FU
206 206 FU2510 20250814 ... 2725 2745 FU
207 207 FU2511 20250814 ... 2737 2756 FU
208 208 FU2512 20250814 ... 2747 2764 FU
209 209 FU2601 20250814 ... 2757 2772 FU
210 210 FU2602 20250814 ... 2752 2766 FU
211 211 FU2603 20250814 ... 2750 2763 FU
212 212 FU2604 20250814 ... 2747 2762 FU
213 213 FU2605 20250814 ... 2736 2753 FU
214 214 FU2606 20250814 ... 2733 2750 FU
215 215 FU2607 20250814 ... 2713 2730 FU
216 216 FU2608 20250814 ... 2701 2720 FU
217 217 BU2508 20250814 ... 3406 3406 BU
218 218 BU2509 20250814 ... 3515 3524 BU
219 219 BU2510 20250814 ... 3478 3491 BU
220 220 BU2511 20250814 ... 3436 3447 BU
221 221 BU2512 20250814 ... 3387 3393 BU
222 222 BU2601 20250814 ... 3353 3361 BU
223 223 BU2602 20250814 ... 3346 3349 BU
224 224 BU2603 20250814 ... 3340 3339 BU
225 225 BU2604 20250814 ... 3334 3341 BU
226 226 BU2605 20250814 ... 3334 3335 BU
227 227 BU2606 20250814 ... 3334 3331 BU
228 228 BU2607 20250814 ... 3331 3335 BU
229 229 BU2609 20250814 ... 3333 3322 BU
230 230 BU2612 20250814 ... 3322 3287 BU
231 231 BU2703 20250814 ... 3303 3297 BU
232 232 BU2706 20250814 ... 3312 3291 BU
233 233 BR2508 20250814 ... 11880 11820 BR
234 234 BR2509 20250814 ... 11775 11860 BR
235 235 BR2510 20250814 ... 11780 11855 BR
236 236 BR2511 20250814 ... 11790 11860 BR
237 237 BR2512 20250814 ... 11805 11925 BR
238 238 BR2601 20250814 ... 11850 11955 BR
239 239 BR2602 20250814 ... 11875 11905 BR
240 240 BR2603 20250814 ... 11955 12050 BR
241 241 BR2604 20250814 ... 12005 12095 BR
242 242 BR2605 20250814 ... 11970 12085 BR
243 243 BR2606 20250814 ... 11970 12120 BR
244 244 BR2607 20250814 ... 12040 12090 BR
245 245 RU2508 20250814 ... 14850 14730 RU
246 246 RU2509 20250814 ... 14765 14850 RU
247 247 RU2510 20250814 ... 14770 14840 RU
248 248 RU2511 20250814 ... 14790 14860 RU
249 249 RU2601 20250814 ... 15795 15865 RU
250 250 RU2603 20250814 ... 15780 15895 RU
251 251 RU2604 20250814 ... 15800 15915 RU
252 252 RU2605 20250814 ... 15855 15940 RU
253 253 RU2606 20250814 ... 15890 15975 RU
254 254 RU2607 20250814 ... 15950 16030 RU
255 255 NR2508 20250814 ... 12485 12480 NR
256 256 NR2509 20250814 ... 12555 12635 NR
257 257 NR2510 20250814 ... 12620 12705 NR
258 258 NR2511 20250814 ... 12650 12730 NR
259 259 NR2512 20250814 ... 12675 12775 NR
260 260 NR2601 20250814 ... 12740 12820 NR
261 261 NR2602 20250814 ... 12765 12780 NR
262 262 NR2603 20250814 ... 12800 12755 NR
263 263 NR2604 20250814 ... 12840 12845 NR
264 264 NR2605 20250814 ... 12850 12905 NR
265 265 NR2606 20250814 ... 12760 12955 NR
266 266 NR2607 20250814 ... 12830 12970 NR
267 267 SP2508 20250814 ... 5224 5174 SP
268 268 SP2509 20250814 ... 5248 5242 SP
269 269 SP2510 20250814 ... 5268 5276 SP
270 270 SP2511 20250814 ... 5302 5294 SP
271 271 SP2512 20250814 ... 5302 5300 SP
272 272 SP2601 20250814 ... 5518 5510 SP
273 273 SP2602 20250814 ... 5480 5478 SP
274 274 SP2603 20250814 ... 5484 5472 SP
275 275 SP2604 20250814 ... 5464 5452 SP
276 276 SP2605 20250814 ... 5480 5462 SP
277 277 SP2606 20250814 ... 5472 5480 SP
278 278 SP2607 20250814 ... 5476 5476 SP
279 279 EC2508 20250814 ... 2081.8 2082.7 EC
280 280 EC2510 20250814 ... 1358.7 1361.9 EC
281 281 EC2512 20250814 ... 1725.5 1695.7 EC
282 282 EC2602 20250814 ... 1520.8 1493.8 EC
283 283 EC2604 20250814 ... 1341.3 1328.9 EC
284 284 EC2606 20250814 ... 1487.4 1475 EC
285 285 SC_TAS2509 20250814 ... SC_TAS
286 286 SC_TAS2510 20250814 ... SC_TAS
287 287 SC_TAS2511 20250814 ... SC_TAS
288 288 SC_TAS2512 20250814 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:22:03,814 - future_1d - INFO - ak.get_shfe_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 IC2508 20250815 6425.000 ... 6560.780 6451.000 IC
1 IC2509 20250815 6365.000 ... 6524.400 6396.200 IC
2 IC2512 20250815 6243.000 ... 6388.200 6258.200 IC
3 IC2603 20250815 6109.800 ... 6267.000 6135.200 IC
4 IF2508 20250815 4162.000 ... 4204.940 4184.600 IF
5 IF2509 20250815 4157.000 ... 4203.200 4176.000 IF
6 IF2512 20250815 4129.800 ... 4181.400 4149.600 IF
7 IF2603 20250815 4103.800 ... 4157.200 4122.800 IF
8 IH2508 20250815 2819.200 ... 2839.480 2836.200 IH
9 IH2509 20250815 2825.200 ... 2846.200 2836.800 IH
10 IH2512 20250815 2827.000 ... 2849.000 2837.800 IH
11 IH2603 20250815 2823.000 ... 2851.000 2836.200 IH
12 IM2508 20250815 6978.000 ... 7104.660 7004.000 IM
13 IM2509 20250815 6929.000 ... 7072.600 6936.200 IM
14 IM2512 20250815 6745.000 ... 6906.800 6762.200 IM
15 IM2603 20250815 6573.400 ... 6738.000 6591.000 IM
16 T2509 20250815 108.375 ... 108.325 108.345 T
17 T2512 20250815 108.300 ... 108.225 108.230 T
18 T2603 20250815 108.085 ... 108.020 108.030 T
19 TF2509 20250815 105.700 ... 105.675 105.685 TF
20 TF2512 20250815 105.700 ... 105.670 105.685 TF
21 TF2603 20250815 105.725 ... 105.665 105.705 TF
22 TL2509 20250815 118.000 ... 117.660 117.820 TL
23 TL2512 20250815 117.560 ... 117.210 117.410 TL
24 TL2603 20250815 117.250 ... 116.880 117.100 TL
25 TS2509 20250815 102.350 ... 102.346 102.350 TS
26 TS2512 20250815 102.394 ... 102.384 102.388 TS
27 TS2603 20250815 102.362 ... 102.368 102.362 TS
[28 rows x 12 columns]
2025-08-20 11:22:04,208 - future_1d - INFO - ak.get_cffex_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 SC2509 20250815 482.6 ... 487 483.6 SC
1 SC2510 20250815 487 ... 488.9 485.9 SC
2 SC2511 20250815 484 ... 486.6 483.4 SC
3 SC2512 20250815 481 ... 483.5 480.2 SC
4 SC2601 20250815 479.5 ... 482.1 478.5 SC
5 SC2602 20250815 478 ... 479.9 477.2 SC
6 SC2603 20250815 476.9 ... 478.2 475.5 SC
7 SC2604 20250815 474.9 ... 476.8 474.5 SC
8 SC2605 20250815 473.9 ... 475.1 473 SC
9 SC2606 20250815 475.7 ... 474.5 473.1 SC
10 SC2607 20250815 471.7 ... 472.9 470.6 SC
11 SC2608 20250815 473.4 ... 473.4 469.4 SC
12 SC2609 20250815 ... 468.2 467.5 SC
13 SC2612 20250815 ... 464 464 SC
14 SC2703 20250815 ... 464.2 464.2 SC
15 SC2706 20250815 ... 458.5 457 SC
16 SC2709 20250815 ... 458 458 SC
17 SC2712 20250815 460 ... 460 458.5 SC
18 SC2803 20250815 ... 456.3 456.3 SC
19 SC2806 20250815 453.9 ... 453.6 450.5 SC
21 LU2509 20250815 3429 ... 3430 3436 LU
22 LU2510 20250815 3452 ... 3448 3451 LU
23 LU2511 20250815 3446 ... 3447 3447 LU
24 LU2512 20250815 3435 ... 3437 3437 LU
25 LU2601 20250815 3421 ... 3427 3425 LU
26 LU2602 20250815 3404 ... 3414 3407 LU
27 LU2603 20250815 3410 ... 3410 3400 LU
28 LU2604 20250815 3411 ... 3407 3394 LU
29 LU2605 20250815 ... 3395 3395 LU
30 LU2606 20250815 3386 ... 3384 3390 LU
31 LU2607 20250815 3394 ... 3390 3397 LU
32 LU2608 20250815 ... 3377 3377 LU
34 NR2508 20250815 ... 12485 12485 NR
35 NR2509 20250815 12410 ... 12530 12555 NR
36 NR2510 20250815 12490 ... 12590 12620 NR
37 NR2511 20250815 12490 ... 12630 12650 NR
38 NR2512 20250815 12585 ... 12700 12675 NR
39 NR2601 20250815 12600 ... 12720 12740 NR
40 NR2602 20250815 12625 ... 12740 12765 NR
41 NR2603 20250815 12680 ... 12770 12800 NR
42 NR2604 20250815 12705 ... 12705 12840 NR
43 NR2605 20250815 12860 ... 12860 12850 NR
44 NR2606 20250815 ... 12760 12760 NR
45 NR2607 20250815 ... 12830 12830 NR
47 BC2508 20250815 ... 69300 69300 BC
48 BC2509 20250815 69900 ... 70070 70290 BC
49 BC2510 20250815 70040 ... 70160 70390 BC
50 BC2511 20250815 ... 70620 70620 BC
51 BC2512 20250815 ... 70000 70000 BC
52 BC2601 20250815 ... 70250 70250 BC
53 BC2602 20250815 ... 70710 70710 BC
54 BC2603 20250815 ... 70230 70230 BC
55 BC2604 20250815 ... 70350 70350 BC
56 BC2605 20250815 ... 70920 70920 BC
57 BC2606 20250815 ... 69790 69790 BC
58 BC2607 20250815 ... 69370 69370 BC
60 EC2508 20250815 2081.7 ... 2081.9 2081.8 EC
61 EC2510 20250815 1350.4 ... 1373 1358.7 EC
62 EC2512 20250815 1709.8 ... 1749.4 1725.5 EC
63 EC2602 20250815 1521.4 ... 1529.6 1520.8 EC
64 EC2604 20250815 1338.8 ... 1334.6 1341.3 EC
65 EC2606 20250815 1490.2 ... 1486.7 1487.4 EC
68 SC_TAS2509 20250815 ... SC_TAS
69 SC_TAS2510 20250815 ... SC_TAS
70 SC_TAS2511 20250815 ... SC_TAS
71 SC_TAS2512 20250815 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:22:04,276 - future_1d - INFO - ak.get_ine_daily('2025-08-15') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250815 ... 78990 79130 CU
1 1 CU2509 20250815 ... 78960 79120 CU
2 2 CU2510 20250815 ... 78950 79120 CU
3 3 CU2511 20250815 ... 78940 79130 CU
4 4 CU2512 20250815 ... 78920 79090 CU
5 5 CU2601 20250815 ... 78930 79100 CU
6 6 CU2602 20250815 ... 78940 79150 CU
7 7 CU2603 20250815 ... 78930 79090 CU
8 8 CU2604 20250815 ... 78940 79160 CU
9 9 CU2605 20250815 ... 78980 79180 CU
10 10 CU2606 20250815 ... 78940 79140 CU
11 11 CU2607 20250815 ... 78900 79170 CU
12 12 BC2508 20250815 ... 69300 69300 BC
13 13 BC2509 20250815 ... 70070 70290 BC
14 14 BC2510 20250815 ... 70160 70390 BC
15 15 BC2511 20250815 ... 70620 70620 BC
16 16 BC2512 20250815 ... 70000 70000 BC
17 17 BC2601 20250815 ... 70250 70250 BC
18 18 BC2602 20250815 ... 70710 70710 BC
19 19 BC2603 20250815 ... 70230 70230 BC
20 20 BC2604 20250815 ... 70350 70350 BC
21 21 BC2605 20250815 ... 70920 70920 BC
22 22 BC2606 20250815 ... 69790 69790 BC
23 23 BC2607 20250815 ... 69370 69370 BC
24 24 AL2508 20250815 ... 20725 20685 AL
25 25 AL2509 20250815 ... 20740 20705 AL
26 26 AL2510 20250815 ... 20725 20685 AL
27 27 AL2511 20250815 ... 20675 20645 AL
28 28 AL2512 20250815 ... 20630 20605 AL
29 29 AL2601 20250815 ... 20605 20580 AL
30 30 AL2602 20250815 ... 20600 20590 AL
31 31 AL2603 20250815 ... 20630 20610 AL
32 32 AL2604 20250815 ... 20640 20615 AL
33 33 AL2605 20250815 ... 20650 20620 AL
34 34 AL2606 20250815 ... 20665 20620 AL
35 35 AL2607 20250815 ... 20650 20620 AL
36 36 ZN2508 20250815 ... 22480 22495 ZN
37 37 ZN2509 20250815 ... 22520 22540 ZN
38 38 ZN2510 20250815 ... 22545 22555 ZN
39 39 ZN2511 20250815 ... 22550 22555 ZN
40 40 ZN2512 20250815 ... 22530 22540 ZN
41 41 ZN2601 20250815 ... 22505 22500 ZN
42 42 ZN2602 20250815 ... 22505 22510 ZN
43 43 ZN2603 20250815 ... 22485 22525 ZN
44 44 ZN2604 20250815 ... 22490 22490 ZN
45 45 ZN2605 20250815 ... 22490 22490 ZN
46 46 ZN2606 20250815 ... 22475 22495 ZN
47 47 ZN2607 20250815 ... 22495 22500 ZN
48 48 PB2508 20250815 ... 16775 16740 PB
49 49 PB2509 20250815 ... 16825 16815 PB
50 50 PB2510 20250815 ... 16830 16825 PB
51 51 PB2511 20250815 ... 16855 16840 PB
52 52 PB2512 20250815 ... 16890 16865 PB
53 53 PB2601 20250815 ... 16900 16905 PB
54 54 PB2602 20250815 ... 17020 17020 PB
55 55 PB2603 20250815 ... 16930 16930 PB
56 56 PB2604 20250815 ... 17110 17110 PB
57 57 PB2605 20250815 ... 17030 17035 PB
58 58 PB2606 20250815 ... 17170 17170 PB
59 59 PB2607 20250815 ... 17060 17060 PB
60 60 NI2508 20250815 ... 120280 122270 NI
61 61 NI2509 20250815 ... 120690 122070 NI
62 62 NI2510 20250815 ... 120800 122150 NI
63 63 NI2511 20250815 ... 120990 122340 NI
64 64 NI2512 20250815 ... 121250 122510 NI
65 65 NI2601 20250815 ... 121530 122760 NI
66 66 NI2602 20250815 ... 121660 122750 NI
67 67 NI2603 20250815 ... 121980 122350 NI
68 68 NI2604 20250815 ... 122120 123470 NI
69 69 NI2605 20250815 ... 122590 123220 NI
70 70 NI2606 20250815 ... 122830 123560 NI
71 71 NI2607 20250815 ... 123050 124130 NI
72 72 SN2508 20250815 ... 265230 268020 SN
73 73 SN2509 20250815 ... 266560 268590 SN
74 74 SN2510 20250815 ... 266760 268790 SN
75 75 SN2511 20250815 ... 266920 268730 SN
76 76 SN2512 20250815 ... 266710 268770 SN
77 77 SN2601 20250815 ... 266830 269010 SN
78 78 SN2602 20250815 ... 267020 268040 SN
79 79 SN2603 20250815 ... 267330 268220 SN
80 80 SN2604 20250815 ... 268250 269100 SN
81 81 SN2605 20250815 ... 268550 269530 SN
82 82 SN2606 20250815 ... 268260 269850 SN
83 83 SN2607 20250815 ... 269500 270500 SN
84 84 AO2508 20250815 ... 3163 3212 AO
85 85 AO2509 20250815 ... 3190 3210 AO
86 86 AO2510 20250815 ... 3181 3214 AO
87 87 AO2511 20250815 ... 3188 3225 AO
88 88 AO2512 20250815 ... 3184 3234 AO
89 89 AO2601 20250815 ... 3207 3248 AO
90 90 AO2602 20250815 ... 3201 3246 AO
91 91 AO2603 20250815 ... 3199 3240 AO
92 92 AO2604 20250815 ... 3208 3244 AO
93 93 AO2605 20250815 ... 3205 3248 AO
94 94 AO2606 20250815 ... 3199 3241 AO
95 95 AO2607 20250815 ... 3209 3250 AO
96 96 AD2511 20250815 ... 20165 20130 AD
97 97 AD2512 20250815 ... 20150 20120 AD
98 98 AD2601 20250815 ... 20110 20135 AD
99 99 AD2602 20250815 ... 20015 20015 AD
100 100 AD2603 20250815 ... 20050 20130 AD
101 101 AD2604 20250815 ... 19920 19920 AD
102 102 AD2605 20250815 ... 19860 19860 AD
103 103 AD2606 20250815 ... 19765 19765 AD
104 104 AD2607 20250815 ... 19925 19990 AD
105 105 AU2508 20250815 ... 776.46 776.46 AU
106 106 AU2509 20250815 ... 774.04 777.58 AU
107 107 AU2510 20250815 ... 775.18 778.8 AU
108 108 AU2512 20250815 ... 777.32 780.94 AU
109 109 AU2602 20250815 ... 779.46 783.14 AU
110 110 AU2604 20250815 ... 781.48 785.2 AU
111 111 AU2606 20250815 ... 783.82 787.52 AU
112 112 AU2608 20250815 ... 786.32 789.74 AU
113 113 AG2508 20250815 ... 9192 9295 AG
114 114 AG2509 20250815 ... 9198 9308 AG
115 115 AG2510 20250815 ... 9208 9319 AG
116 116 AG2511 20250815 ... 9221 9328 AG
117 117 AG2512 20250815 ... 9231 9341 AG
118 118 AG2601 20250815 ... 9244 9352 AG
119 119 AG2602 20250815 ... 9254 9363 AG
120 120 AG2603 20250815 ... 9266 9381 AG
121 121 AG2604 20250815 ... 9282 9391 AG
122 122 AG2605 20250815 ... 9294 9400 AG
123 123 AG2606 20250815 ... 9309 9413 AG
124 124 AG2607 20250815 ... 9319 9423 AG
125 125 RB2508 20250815 ... 3148 3190 RB
126 126 RB2509 20250815 ... 3159 3176 RB
127 127 RB2510 20250815 ... 3183 3201 RB
128 128 RB2511 20250815 ... 3202 3223 RB
129 129 RB2512 20250815 ... 3248 3265 RB
130 130 RB2601 20250815 ... 3262 3278 RB
131 131 RB2602 20250815 ... 3263 3280 RB
132 132 RB2603 20250815 ... 3277 3293 RB
133 133 RB2604 20250815 ... 3291 3305 RB
134 134 RB2605 20250815 ... 3305 3315 RB
135 135 RB2606 20250815 ... 3314 3323 RB
136 136 RB2607 20250815 ... 3321 3331 RB
137 137 WR2508 20250815 ... 3212 3212 WR
138 138 WR2509 20250815 ... 3342 3342 WR
139 139 WR2510 20250815 ... 3419 3432 WR
140 140 WR2511 20250815 ... 3421 3480 WR
141 141 WR2512 20250815 ... 3499 3499 WR
142 142 WR2601 20250815 ... 3459 3459 WR
143 143 WR2602 20250815 ... 3515 3523 WR
144 144 WR2603 20250815 ... 3527 3527 WR
145 145 WR2604 20250815 ... 3509 3550 WR
146 146 WR2605 20250815 ... 3455 3455 WR
147 147 WR2606 20250815 ... 3469 3533 WR
148 148 WR2607 20250815 ... 3524 3524 WR
149 149 HC2508 20250815 ... 3452 3436 HC
150 150 HC2509 20250815 ... 3437 3448 HC
151 151 HC2510 20250815 ... 3426 3432 HC
152 152 HC2511 20250815 ... 3419 3432 HC
153 153 HC2512 20250815 ... 3423 3434 HC
154 154 HC2601 20250815 ... 3421 3430 HC
155 155 HC2602 20250815 ... 3420 3429 HC
156 156 HC2603 20250815 ... 3420 3433 HC
157 157 HC2604 20250815 ... 3425 3434 HC
158 158 HC2605 20250815 ... 3430 3440 HC
159 159 HC2606 20250815 ... 3436 3453 HC
160 160 HC2607 20250815 ... 3433 3435 HC
161 161 SS2508 20250815 ... 12955 13065 SS
162 162 SS2509 20250815 ... 12935 13005 SS
163 163 SS2510 20250815 ... 13015 13080 SS
164 164 SS2511 20250815 ... 13065 13130 SS
165 165 SS2512 20250815 ... 13115 13190 SS
166 166 SS2601 20250815 ... 13175 13260 SS
167 167 SS2602 20250815 ... 13170 13250 SS
168 168 SS2603 20250815 ... 13255 13335 SS
169 169 SS2604 20250815 ... 13345 13375 SS
170 170 SS2605 20250815 ... 13350 13425 SS
171 171 SS2606 20250815 ... 13405 13455 SS
172 172 SS2607 20250815 ... 13455 13490 SS
173 173 SC2509 20250815 ... 487 483.6 SC
174 174 SC2510 20250815 ... 488.9 485.9 SC
175 175 SC2511 20250815 ... 486.6 483.4 SC
176 176 SC2512 20250815 ... 483.5 480.2 SC
177 177 SC2601 20250815 ... 482.1 478.5 SC
178 178 SC2602 20250815 ... 479.9 477.2 SC
179 179 SC2603 20250815 ... 478.2 475.5 SC
180 180 SC2604 20250815 ... 476.8 474.5 SC
181 181 SC2605 20250815 ... 475.1 473 SC
182 182 SC2606 20250815 ... 474.5 473.1 SC
183 183 SC2607 20250815 ... 472.9 470.6 SC
184 184 SC2608 20250815 ... 473.4 469.4 SC
185 185 SC2609 20250815 ... 468.2 467.5 SC
186 186 SC2612 20250815 ... 464 464 SC
187 187 SC2703 20250815 ... 464.2 464.2 SC
188 188 SC2706 20250815 ... 458.5 457 SC
189 189 SC2709 20250815 ... 458 458 SC
190 190 SC2712 20250815 ... 460 458.5 SC
191 191 SC2803 20250815 ... 456.3 456.3 SC
192 192 SC2806 20250815 ... 453.6 450.5 SC
193 193 LU2509 20250815 ... 3430 3436 LU
194 194 LU2510 20250815 ... 3448 3451 LU
195 195 LU2511 20250815 ... 3447 3447 LU
196 196 LU2512 20250815 ... 3437 3437 LU
197 197 LU2601 20250815 ... 3427 3425 LU
198 198 LU2602 20250815 ... 3414 3407 LU
199 199 LU2603 20250815 ... 3410 3400 LU
200 200 LU2604 20250815 ... 3407 3394 LU
201 201 LU2605 20250815 ... 3395 3395 LU
202 202 LU2606 20250815 ... 3384 3390 LU
203 203 LU2607 20250815 ... 3390 3397 LU
204 204 LU2608 20250815 ... 3377 3377 LU
205 205 FU2509 20250815 ... 2705 2708 FU
206 206 FU2510 20250815 ... 2722 2725 FU
207 207 FU2511 20250815 ... 2734 2737 FU
208 208 FU2512 20250815 ... 2745 2747 FU
209 209 FU2601 20250815 ... 2755 2757 FU
210 210 FU2602 20250815 ... 2754 2752 FU
211 211 FU2603 20250815 ... 2753 2750 FU
212 212 FU2604 20250815 ... 2750 2747 FU
213 213 FU2605 20250815 ... 2742 2736 FU
214 214 FU2606 20250815 ... 2738 2733 FU
215 215 FU2607 20250815 ... 2715 2713 FU
216 216 FU2608 20250815 ... 2710 2701 FU
217 217 BU2508 20250815 ... 3406 3406 BU
218 218 BU2509 20250815 ... 3509 3515 BU
219 219 BU2510 20250815 ... 3471 3478 BU
220 220 BU2511 20250815 ... 3429 3436 BU
221 221 BU2512 20250815 ... 3382 3387 BU
222 222 BU2601 20250815 ... 3345 3353 BU
223 223 BU2602 20250815 ... 3340 3346 BU
224 224 BU2603 20250815 ... 3334 3340 BU
225 225 BU2604 20250815 ... 3331 3334 BU
226 226 BU2605 20250815 ... 3332 3334 BU
227 227 BU2606 20250815 ... 3326 3334 BU
228 228 BU2607 20250815 ... 3316 3331 BU
229 229 BU2609 20250815 ... 3323 3333 BU
230 230 BU2612 20250815 ... 3298 3322 BU
231 231 BU2703 20250815 ... 3306 3303 BU
232 232 BU2706 20250815 ... 3314 3312 BU
233 233 BR2508 20250815 ... 11880 11880 BR
234 234 BR2509 20250815 ... 11700 11775 BR
235 235 BR2510 20250815 ... 11710 11780 BR
236 236 BR2511 20250815 ... 11710 11790 BR
237 237 BR2512 20250815 ... 11695 11805 BR
238 238 BR2601 20250815 ... 11730 11850 BR
239 239 BR2602 20250815 ... 11735 11875 BR
240 240 BR2603 20250815 ... 11760 11955 BR
241 241 BR2604 20250815 ... 11825 12005 BR
242 242 BR2605 20250815 ... 11850 11970 BR
243 243 BR2606 20250815 ... 11880 11970 BR
244 244 BR2607 20250815 ... 11925 12040 BR
245 245 RU2508 20250815 ... 14700 14850 RU
246 246 RU2509 20250815 ... 14760 14765 RU
247 247 RU2510 20250815 ... 14750 14770 RU
248 248 RU2511 20250815 ... 14765 14790 RU
249 249 RU2601 20250815 ... 15780 15795 RU
250 250 RU2603 20250815 ... 15795 15780 RU
251 251 RU2604 20250815 ... 15755 15800 RU
252 252 RU2605 20250815 ... 15835 15855 RU
253 253 RU2606 20250815 ... 15995 15890 RU
254 254 RU2607 20250815 ... 16025 15950 RU
255 255 NR2508 20250815 ... 12485 12485 NR
256 256 NR2509 20250815 ... 12530 12555 NR
257 257 NR2510 20250815 ... 12590 12620 NR
258 258 NR2511 20250815 ... 12630 12650 NR
259 259 NR2512 20250815 ... 12700 12675 NR
260 260 NR2601 20250815 ... 12720 12740 NR
261 261 NR2602 20250815 ... 12740 12765 NR
262 262 NR2603 20250815 ... 12770 12800 NR
263 263 NR2604 20250815 ... 12705 12840 NR
264 264 NR2605 20250815 ... 12860 12850 NR
265 265 NR2606 20250815 ... 12760 12760 NR
266 266 NR2607 20250815 ... 12830 12830 NR
267 267 SP2508 20250815 ... 5224 5224 SP
268 268 SP2509 20250815 ... 5232 5248 SP
269 269 SP2510 20250815 ... 5248 5268 SP
270 270 SP2511 20250815 ... 5284 5302 SP
271 271 SP2512 20250815 ... 5276 5302 SP
272 272 SP2601 20250815 ... 5498 5518 SP
273 273 SP2602 20250815 ... 5462 5480 SP
274 274 SP2603 20250815 ... 5462 5484 SP
275 275 SP2604 20250815 ... 5464 5464 SP
276 276 SP2605 20250815 ... 5458 5480 SP
277 277 SP2606 20250815 ... 5458 5472 SP
278 278 SP2607 20250815 ... 5458 5476 SP
279 279 EC2508 20250815 ... 2081.9 2081.8 EC
280 280 EC2510 20250815 ... 1373 1358.7 EC
281 281 EC2512 20250815 ... 1749.4 1725.5 EC
282 282 EC2602 20250815 ... 1529.6 1520.8 EC
283 283 EC2604 20250815 ... 1334.6 1341.3 EC
284 284 EC2606 20250815 ... 1486.7 1487.4 EC
285 285 SC_TAS2509 20250815 ... SC_TAS
286 286 SC_TAS2510 20250815 ... SC_TAS
287 287 SC_TAS2511 20250815 ... SC_TAS
288 288 SC_TAS2512 20250815 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:22:04,387 - future_1d - INFO - ak.get_shfe_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 AP510 20250815 8132.0 ... 8197.0 8123.0 AP
1 AP511 20250815 7871.0 ... 7929.0 7878.0 AP
2 AP512 20250815 7925.0 ... 7963.0 7911.0 AP
3 AP601 20250815 7997.0 ... 8015.0 7967.0 AP
4 AP603 20250815 7920.0 ... 7945.0 7875.0 AP
5 AP604 20250815 7956.0 ... 7954.0 7902.0 AP
6 AP605 20250815 7973.0 ... 8011.0 7972.0 AP
7 CF509 20250815 13885.0 ... 13840.0 13825.0 CF
8 CF511 20250815 14075.0 ... 14035.0 14030.0 CF
9 CF601 20250815 14140.0 ... 14110.0 14105.0 CF
10 CF603 20250815 14115.0 ... 14070.0 14055.0 CF
11 CF605 20250815 14135.0 ... 14080.0 14070.0 CF
12 CF607 20250815 14080.0 ... 14070.0 14070.0 CF
13 CJ509 20250815 10300.0 ... 10330.0 10345.0 CJ
14 CJ512 20250815 11375.0 ... 11380.0 11365.0 CJ
15 CJ601 20250815 11440.0 ... 11475.0 11460.0 CJ
16 CJ603 20250815 11490.0 ... 11500.0 11480.0 CJ
17 CJ605 20250815 11575.0 ... 11595.0 11595.0 CJ
18 CJ607 20250815 11720.0 ... 11755.0 11765.0 CJ
19 CY509 20250815 20125.0 ... 20095.0 20100.0 CY
20 CY510 20250815 0.0 ... 19705.0 19705.0 CY
21 CY511 20250815 20240.0 ... 20200.0 20190.0 CY
22 CY512 20250815 0.0 ... 19855.0 19855.0 CY
23 CY601 20250815 20190.0 ... 20155.0 20155.0 CY
24 CY602 20250815 0.0 ... 20015.0 20015.0 CY
25 CY603 20250815 0.0 ... 20365.0 20365.0 CY
26 CY604 20250815 0.0 ... 20030.0 20030.0 CY
27 CY605 20250815 20355.0 ... 20340.0 20365.0 CY
28 CY606 20250815 0.0 ... 20010.0 20010.0 CY
29 CY607 20250815 0.0 ... 20410.0 20410.0 CY
30 CY608 20250815 0.0 ... 20410.0 20410.0 CY
31 FG509 20250815 1053.0 ... 1054.0 1056.0 FG
32 FG510 20250815 1156.0 ... 1158.0 1159.0 FG
33 FG511 20250815 1148.0 ... 1149.0 1151.0 FG
34 FG512 20250815 1230.0 ... 1229.0 1228.0 FG
35 FG601 20250815 1224.0 ... 1219.0 1215.0 FG
36 FG602 20250815 1279.0 ... 1272.0 1269.0 FG
37 FG603 20250815 1269.0 ... 1273.0 1270.0 FG
38 FG604 20250815 1325.0 ... 1316.0 1313.0 FG
39 FG605 20250815 1318.0 ... 1315.0 1310.0 FG
40 FG606 20250815 1346.0 ... 1340.0 1335.0 FG
41 FG607 20250815 1340.0 ... 1335.0 1330.0 FG
42 FG608 20250815 1354.0 ... 1352.0 1330.0 FG
43 JR509 20250815 0.0 ... 2662.0 2662.0 JR
44 JR511 20250815 0.0 ... 2662.0 2662.0 JR
45 JR601 20250815 0.0 ... 2662.0 2662.0 JR
46 JR603 20250815 0.0 ... 2662.0 2662.0 JR
47 JR605 20250815 0.0 ... 2662.0 2662.0 JR
48 JR607 20250815 0.0 ... 2662.0 2662.0 JR
49 LR509 20250815 0.0 ... 2360.0 2360.0 LR
50 LR511 20250815 0.0 ... 2360.0 2360.0 LR
51 LR601 20250815 0.0 ... 2360.0 2360.0 LR
52 MA509 20250815 2341.0 ... 2338.0 2365.0 MA
53 MA510 20250815 2372.0 ... 2363.0 2392.0 MA
54 MA511 20250815 2391.0 ... 2380.0 2410.0 MA
55 MA512 20250815 2419.0 ... 2414.0 2444.0 MA
56 MA601 20250815 2440.0 ... 2430.0 2459.0 MA
57 MA602 20250815 2444.0 ... 2436.0 2485.0 MA
58 MA603 20250815 2469.0 ... 2438.0 2487.0 MA
59 MA604 20250815 2455.0 ... 2426.0 2449.0 MA
60 MA605 20250815 2413.0 ... 2402.0 2437.0 MA
61 MA606 20250815 2430.0 ... 2420.0 2440.0 MA
62 MA607 20250815 2426.0 ... 2407.0 2436.0 MA
63 MA608 20250815 2437.0 ... 2437.0 2436.0 MA
64 OI509 20250815 9830.0 ... 9812.0 9935.0 OI
65 OI511 20250815 9873.0 ... 9825.0 9954.0 OI
66 OI601 20250815 9820.0 ... 9779.0 9924.0 OI
67 OI603 20250815 9697.0 ... 9681.0 9788.0 OI
68 OI605 20250815 9641.0 ... 9612.0 9728.0 OI
69 OI607 20250815 9639.0 ... 9604.0 9709.0 OI
70 PF509 20250815 6296.0 ... 6316.0 6302.0 PF
71 PF510 20250815 6350.0 ... 6392.0 6372.0 PF
72 PF511 20250815 6354.0 ... 6382.0 6368.0 PF
73 PF512 20250815 6348.0 ... 6384.0 6366.0 PF
74 PF601 20250815 6358.0 ... 6390.0 6378.0 PF
75 PF602 20250815 6410.0 ... 6410.0 6400.0 PF
76 PF603 20250815 6406.0 ... 6418.0 6422.0 PF
77 PF604 20250815 6442.0 ... 6450.0 6440.0 PF
78 PF605 20250815 6472.0 ... 6476.0 6458.0 PF
79 PF606 20250815 6478.0 ... 6474.0 6470.0 PF
80 PF607 20250815 6490.0 ... 6490.0 6486.0 PF
81 PF608 20250815 0.0 ... 6486.0 6486.0 PF
82 PK510 20250815 8044.0 ... 8046.0 8088.0 PK
83 PK511 20250815 7880.0 ... 7840.0 7932.0 PK
84 PK512 20250815 7884.0 ... 7850.0 7948.0 PK
85 PK601 20250815 7938.0 ... 7912.0 7974.0 PK
86 PK603 20250815 7954.0 ... 7936.0 7996.0 PK
87 PK604 20250815 7944.0 ... 7944.0 7992.0 PK
88 PK605 20250815 7960.0 ... 7942.0 8010.0 PK
89 PL601 20250815 6480.0 ... 6493.0 6492.0 PL
90 PL602 20250815 6534.0 ... 6528.0 6524.0 PL
91 PL603 20250815 6512.0 ... 6501.0 6498.0 PL
92 PL604 20250815 6503.0 ... 6503.0 6515.0 PL
93 PL605 20250815 6395.0 ... 6393.0 6403.0 PL
94 PL606 20250815 6480.0 ... 6482.0 6491.0 PL
95 PL607 20250815 0.0 ... 6500.0 6500.0 PL
96 PL608 20250815 0.0 ... 6500.0 6500.0 PL
97 PM509 20250815 0.0 ... 3122.0 3122.0 PM
98 PM511 20250815 0.0 ... 3122.0 3122.0 PM
99 PM601 20250815 0.0 ... 3122.0 3122.0 PM
100 PM603 20250815 0.0 ... 3122.0 3122.0 PM
101 PM605 20250815 0.0 ... 3122.0 3122.0 PM
102 PM607 20250815 0.0 ... 3122.0 3122.0 PM
103 PR509 20250815 5824.0 ... 5846.0 5838.0 PR
104 PR510 20250815 5872.0 ... 5896.0 5886.0 PR
105 PR511 20250815 5866.0 ... 5892.0 5880.0 PR
106 PR512 20250815 5872.0 ... 5904.0 5878.0 PR
107 PR601 20250815 5878.0 ... 5916.0 5900.0 PR
108 PR602 20250815 0.0 ... 5942.0 5934.0 PR
109 PR603 20250815 5958.0 ... 5956.0 5942.0 PR
110 PR604 20250815 5970.0 ... 5970.0 5942.0 PR
111 PR605 20250815 0.0 ... 5946.0 5944.0 PR
112 PR606 20250815 0.0 ... 5956.0 5962.0 PR
113 PR607 20250815 0.0 ... 5964.0 5966.0 PR
114 PR608 20250815 0.0 ... 5966.0 5966.0 PR
115 PX509 20250815 6700.0 ... 6740.0 6734.0 PX
116 PX510 20250815 6662.0 ... 6720.0 6684.0 PX
117 PX511 20250815 6618.0 ... 6682.0 6652.0 PX
118 PX512 20250815 6626.0 ... 6686.0 6660.0 PX
119 PX601 20250815 6614.0 ... 6674.0 6652.0 PX
120 PX602 20250815 6670.0 ... 6670.0 6684.0 PX
121 PX603 20250815 0.0 ... 6672.0 6632.0 PX
122 PX604 20250815 0.0 ... 6672.0 6672.0 PX
123 PX605 20250815 6672.0 ... 6696.0 6654.0 PX
124 PX606 20250815 6678.0 ... 6674.0 6638.0 PX
125 PX607 20250815 6666.0 ... 6668.0 6658.0 PX
126 PX608 20250815 0.0 ... 6680.0 6658.0 PX
127 RI509 20250815 0.0 ... 2479.0 2479.0 RI
128 RI511 20250815 0.0 ... 2479.0 2479.0 RI
129 RI601 20250815 0.0 ... 2479.0 2479.0 RI
130 RI603 20250815 0.0 ... 2479.0 2479.0 RI
131 RI605 20250815 0.0 ... 2479.0 2479.0 RI
132 RI607 20250815 0.0 ... 2479.0 2479.0 RI
133 RM509 20250815 2680.0 ... 2657.0 2689.0 RM
134 RM511 20250815 2633.0 ... 2588.0 2650.0 RM
135 RM601 20250815 2599.0 ... 2563.0 2638.0 RM
136 RM603 20250815 2555.0 ... 2522.0 2588.0 RM
137 RM605 20250815 2521.0 ... 2489.0 2534.0 RM
138 RM607 20250815 2482.0 ... 2460.0 2497.0 RM
139 RM608 20250815 2499.0 ... 2515.0 2497.0 RM
140 RS509 20250815 5041.0 ... 4884.0 5081.0 RS
141 RS511 20250815 5347.0 ... 5321.0 5328.0 RS
142 RS607 20250815 5562.0 ... 5646.0 5627.0 RS
143 RS608 20250815 0.0 ... 5627.0 5627.0 RS
144 SA509 20250815 1299.0 ... 1299.0 1282.0 SA
145 SA510 20250815 1326.0 ... 1329.0 1313.0 SA
146 SA511 20250815 1335.0 ... 1337.0 1322.0 SA
147 SA512 20250815 1395.0 ... 1397.0 1378.0 SA
148 SA601 20250815 1405.0 ... 1408.0 1387.0 SA
149 SA602 20250815 1411.0 ... 1420.0 1397.0 SA
150 SA603 20250815 1412.0 ... 1424.0 1401.0 SA
151 SA604 20250815 1446.0 ... 1456.0 1438.0 SA
152 SA605 20250815 1457.0 ... 1460.0 1443.0 SA
153 SA606 20250815 1466.0 ... 1465.0 1444.0 SA
154 SA607 20250815 1460.0 ... 1460.0 1442.0 SA
155 SA608 20250815 1488.0 ... 1466.0 1442.0 SA
156 SF509 20250815 5758.0 ... 5732.0 5776.0 SF
157 SF510 20250815 5736.0 ... 5706.0 5756.0 SF
158 SF511 20250815 5924.0 ... 5902.0 5954.0 SF
159 SF512 20250815 5936.0 ... 5890.0 5964.0 SF
160 SF601 20250815 5920.0 ... 5888.0 5944.0 SF
161 SF602 20250815 5902.0 ... 5854.0 5898.0 SF
162 SF603 20250815 6072.0 ... 6042.0 6106.0 SF
163 SF604 20250815 6010.0 ... 6012.0 6096.0 SF
164 SF605 20250815 6048.0 ... 6010.0 6074.0 SF
165 SF606 20250815 6048.0 ... 5974.0 6038.0 SF
166 SF607 20250815 6122.0 ... 6100.0 6182.0 SF
167 SF608 20250815 0.0 ... 6152.0 6182.0 SF
168 SH509 20250815 2533.0 ... 2539.0 2544.0 SH
169 SH510 20250815 2651.0 ... 2656.0 2662.0 SH
170 SH511 20250815 2649.0 ... 2665.0 2661.0 SH
171 SH512 20250815 2659.0 ... 2673.0 2670.0 SH
172 SH601 20250815 2631.0 ... 2640.0 2647.0 SH
173 SH602 20250815 2687.0 ... 2659.0 2662.0 SH
174 SH603 20250815 2660.0 ... 2669.0 2677.0 SH
175 SH604 20250815 2712.0 ... 2718.0 2724.0 SH
176 SH605 20250815 2715.0 ... 2723.0 2726.0 SH
177 SH606 20250815 2738.0 ... 2737.0 2741.0 SH
178 SH607 20250815 2729.0 ... 2733.0 2727.0 SH
179 SH608 20250815 0.0 ... 2727.0 2727.0 SH
180 SM509 20250815 6054.0 ... 6010.0 6068.0 SM
181 SM510 20250815 6062.0 ... 6012.0 6076.0 SM
182 SM511 20250815 6134.0 ... 6088.0 6148.0 SM
183 SM512 20250815 6138.0 ... 6096.0 6150.0 SM
184 SM601 20250815 6162.0 ... 6098.0 6158.0 SM
185 SM602 20250815 6074.0 ... 6096.0 6168.0 SM
186 SM603 20250815 6136.0 ... 6104.0 6180.0 SM
187 SM604 20250815 6114.0 ... 6124.0 6206.0 SM
188 SM605 20250815 6184.0 ... 6138.0 6200.0 SM
189 SM606 20250815 6130.0 ... 6130.0 6212.0 SM
190 SM607 20250815 6138.0 ... 6144.0 6226.0 SM
191 SM608 20250815 0.0 ... 6226.0 6226.0 SM
192 SR509 20250815 5704.0 ... 5728.0 5719.0 SR
193 SR511 20250815 5657.0 ... 5652.0 5667.0 SR
194 SR601 20250815 5643.0 ... 5648.0 5660.0 SR
195 SR603 20250815 5622.0 ... 5625.0 5637.0 SR
196 SR605 20250815 5597.0 ... 5609.0 5617.0 SR
197 SR607 20250815 5597.0 ... 5604.0 5610.0 SR
198 TA509 20250815 4650.0 ... 4672.0 4664.0 TA
199 TA510 20250815 4656.0 ... 4698.0 4682.0 TA
200 TA511 20250815 4664.0 ... 4700.0 4682.0 TA
201 TA512 20250815 4674.0 ... 4708.0 4686.0 TA
202 TA601 20250815 4672.0 ... 4708.0 4688.0 TA
203 TA602 20250815 4692.0 ... 4718.0 4698.0 TA
204 TA603 20250815 4708.0 ... 4736.0 4704.0 TA
205 TA604 20250815 4728.0 ... 4740.0 4708.0 TA
206 TA605 20250815 4714.0 ... 4752.0 4736.0 TA
207 TA606 20250815 4720.0 ... 4736.0 4734.0 TA
208 TA607 20250815 4768.0 ... 4776.0 4754.0 TA
209 TA608 20250815 0.0 ... 4754.0 4754.0 TA
210 UR509 20250815 1716.0 ... 1719.0 1723.0 UR
211 UR510 20250815 1716.0 ... 1720.0 1725.0 UR
212 UR511 20250815 1729.0 ... 1736.0 1736.0 UR
213 UR512 20250815 1728.0 ... 1736.0 1735.0 UR
214 UR601 20250815 1726.0 ... 1735.0 1737.0 UR
215 UR602 20250815 1728.0 ... 1735.0 1733.0 UR
216 UR603 20250815 1766.0 ... 1774.0 1774.0 UR
217 UR604 20250815 1769.0 ... 1775.0 1778.0 UR
218 UR605 20250815 1770.0 ... 1778.0 1781.0 UR
219 UR606 20250815 1768.0 ... 1773.0 1774.0 UR
220 UR607 20250815 1784.0 ... 1786.0 1786.0 UR
221 UR608 20250815 1786.0 ... 1786.0 1786.0 UR
222 WH509 20250815 3198.0 ... 3198.0 3198.0 WH
223 WH511 20250815 0.0 ... 3198.0 3198.0 WH
224 WH601 20250815 0.0 ... 3198.0 3198.0 WH
225 WH603 20250815 0.0 ... 3198.0 3198.0 WH
226 WH605 20250815 0.0 ... 3198.0 3198.0 WH
227 WH607 20250815 0.0 ... 3198.0 3198.0 WH
228 ZC509 20250815 0.0 ... 801.4 801.4 ZC
229 ZC510 20250815 0.0 ... 801.4 801.4 ZC
230 ZC511 20250815 0.0 ... 801.4 801.4 ZC
231 ZC512 20250815 0.0 ... 801.4 801.4 ZC
232 ZC601 20250815 0.0 ... 801.4 801.4 ZC
233 ZC602 20250815 0.0 ... 801.4 801.4 ZC
234 ZC603 20250815 0.0 ... 801.4 801.4 ZC
235 ZC604 20250815 0.0 ... 801.4 801.4 ZC
236 ZC605 20250815 0.0 ... 801.4 801.4 ZC
237 ZC606 20250815 0.0 ... 801.4 801.4 ZC
238 ZC607 20250815 0.0 ... 801.4 801.4 ZC
239 ZC608 20250815 0.0 ... 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-20 11:22:04,677 - future_1d - INFO - ak.get_czce_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 PS2509 20250815 50420.0 ... 51435.0 50465.0 PS
1 PS2510 20250815 50400.0 ... 51385.0 50615.0 PS
2 PS2511 20250815 50505.0 ... 51400.0 50470.0 PS
3 PS2512 20250815 53000.0 ... 53605.0 52860.0 PS
4 PS2601 20250815 52990.0 ... 53740.0 52990.0 PS
5 PS2602 20250815 53180.0 ... 53960.0 53230.0 PS
6 PS2603 20250815 53320.0 ... 54100.0 53240.0 PS
7 PS2604 20250815 53520.0 ... 54115.0 53375.0 PS
8 PS2605 20250815 53530.0 ... 54270.0 53435.0 PS
9 PS2606 20250815 56500.0 ... 56980.0 56410.0 PS
10 PS2607 20250815 56645.0 ... 57140.0 56660.0 PS
11 PS2608 20250815 55060.0 ... 57470.0 56660.0 PS
13 SI2509 20250815 8645.0 ... 8610.0 8665.0 SI
14 SI2510 20250815 8680.0 ... 8630.0 8680.0 SI
15 SI2511 20250815 8675.0 ... 8625.0 8695.0 SI
16 SI2512 20250815 9060.0 ... 8995.0 9050.0 SI
17 SI2601 20250815 9075.0 ... 8980.0 9045.0 SI
18 SI2602 20250815 9065.0 ... 8980.0 9030.0 SI
19 SI2603 20250815 8955.0 ... 9040.0 9040.0 SI
20 SI2604 20250815 9020.0 ... 9105.0 9075.0 SI
21 SI2605 20250815 9100.0 ... 9030.0 9085.0 SI
22 SI2606 20250815 9090.0 ... 9055.0 9100.0 SI
23 SI2607 20250815 9140.0 ... 9090.0 9115.0 SI
24 SI2608 20250815 9010.0 ... 8985.0 9115.0 SI
27 LC2509 20250815 85400.0 ... 85160.0 84920.0 LC
28 LC2510 20250815 85280.0 ... 85320.0 85100.0 LC
29 LC2511 20250815 85560.0 ... 85260.0 85000.0 LC
30 LC2512 20250815 85160.0 ... 85100.0 84600.0 LC
31 LC2601 20250815 84440.0 ... 84840.0 84260.0 LC
32 LC2602 20250815 83740.0 ... 84240.0 83740.0 LC
33 LC2603 20250815 84000.0 ... 83800.0 83140.0 LC
34 LC2604 20250815 83320.0 ... 83480.0 82980.0 LC
35 LC2605 20250815 83860.0 ... 83240.0 82980.0 LC
36 LC2606 20250815 83380.0 ... 82880.0 82240.0 LC
37 LC2607 20250815 83000.0 ... 82740.0 82360.0 LC
38 LC2608 20250815 82440.0 ... 83260.0 82360.0 LC
[36 rows x 12 columns]
2025-08-20 11:22:04,987 - future_1d - INFO - ak.get_gfex_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 a2509 20250815 4113.00 ... 4129.00 4130.00 A
1 a2511 20250815 4041.00 ... 4044.00 4071.00 A
2 a2601 20250815 4050.00 ... 4047.00 4073.00 A
3 a2603 20250815 4046.00 ... 4045.00 4069.00 A
4 a2605 20250815 4090.00 ... 4089.00 4109.00 A
5 a2607 20250815 4086.00 ... 4085.00 4106.00 A
6 b2509 20250815 3800.00 ... 3788.00 3822.00 B
7 b2510 20250815 3866.00 ... 3845.00 3867.00 B
8 b2511 20250815 3881.00 ... 3876.00 3903.00 B
9 b2512 20250815 3893.00 ... 3881.00 3908.00 B
10 b2601 20250815 3871.00 ... 3859.00 3884.00 B
11 b2602 20250815 3840.00 ... 3829.00 3858.00 B
12 b2603 20250815 3748.00 ... 3735.00 3770.00 B
13 b2604 20250815 3629.00 ... 3624.00 3651.00 B
14 b2605 20250815 3554.00 ... 3544.00 3570.00 B
15 b2606 20250815 3528.00 ... 3525.00 3544.00 B
16 b2607 20250815 3517.00 ... 3512.00 3525.00 B
17 b2608 20250815 3573.00 ... 3579.00 3525.00 B
18 bb2509 20250815 0.00 ... 145.75 145.75 BB
19 bb2511 20250815 145.70 ... 146.50 147.05 BB
20 bb2601 20250815 149.15 ... 148.60 148.55 BB
21 bb2603 20250815 0.00 ... 146.35 146.35 BB
22 bb2605 20250815 0.00 ... 140.25 140.25 BB
23 bb2607 20250815 0.00 ... 146.00 146.00 BB
24 bz2603 20250815 6185.00 ... 6188.00 6210.00 BZ
25 bz2604 20250815 6146.00 ... 6147.00 6194.00 BZ
26 bz2605 20250815 6170.00 ... 6194.00 6227.00 BZ
27 bz2606 20250815 0.00 ... 6178.00 6178.00 BZ
28 bz2607 20250815 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250815 2283.00 ... 2274.00 2283.00 C
30 c2511 20250815 2197.00 ... 2192.00 2207.00 C
31 c2601 20250815 2190.00 ... 2187.00 2196.00 C
32 c2603 20250815 2209.00 ... 2205.00 2216.00 C
33 c2605 20250815 2263.00 ... 2258.00 2269.00 C
34 c2607 20250815 2283.00 ... 2276.00 2286.00 C
35 cs2509 20250815 2645.00 ... 2630.00 2645.00 CS
36 cs2511 20250815 2543.00 ... 2533.00 2547.00 CS
37 cs2601 20250815 2568.00 ... 2555.00 2575.00 CS
38 cs2603 20250815 2568.00 ... 2553.00 2573.00 CS
39 cs2605 20250815 2630.00 ... 2620.00 2628.00 CS
40 cs2607 20250815 2630.00 ... 2626.00 2635.00 CS
41 eb2508 20250815 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250815 7249.00 ... 7235.00 7278.00 EB
43 eb2510 20250815 7251.00 ... 7259.00 7297.00 EB
44 eb2511 20250815 7279.00 ... 7284.00 7318.00 EB
45 eb2512 20250815 7289.00 ... 7302.00 7339.00 EB
46 eb2601 20250815 7310.00 ... 7320.00 7351.00 EB
47 eb2602 20250815 7333.00 ... 7344.00 7370.00 EB
48 eb2603 20250815 7383.00 ... 7370.00 7370.00 EB
49 eb2604 20250815 7399.00 ... 7391.00 7407.00 EB
50 eb2605 20250815 7398.00 ... 7395.00 7415.00 EB
51 eb2606 20250815 0.00 ... 7417.00 7417.00 EB
52 eb2607 20250815 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250815 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250815 4382.00 ... 4374.00 4387.00 EG
55 eg2510 20250815 4396.00 ... 4393.00 4406.00 EG
56 eg2511 20250815 4406.00 ... 4403.00 4420.00 EG
57 eg2512 20250815 4417.00 ... 4418.00 4417.00 EG
58 eg2601 20250815 4415.00 ... 4420.00 4436.00 EG
59 eg2602 20250815 4428.00 ... 4428.00 4423.00 EG
60 eg2603 20250815 4434.00 ... 4434.00 4428.00 EG
61 eg2604 20250815 4453.00 ... 4453.00 4453.00 EG
62 eg2605 20250815 4462.00 ... 4459.00 4484.00 EG
63 eg2606 20250815 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250815 0.00 ... 4446.00 4446.00 EG
65 fb2509 20250815 1267.50 ... 1267.00 1262.50 FB
66 fb2510 20250815 1294.50 ... 1292.00 1293.00 FB
67 fb2511 20250815 1287.00 ... 1289.00 1290.00 FB
68 fb2512 20250815 1288.50 ... 1288.50 1290.50 FB
69 fb2601 20250815 1289.00 ... 1292.00 1291.00 FB
70 fb2602 20250815 1292.50 ... 1291.50 1294.50 FB
71 fb2603 20250815 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250815 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250815 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250815 1337.00 ... 1337.00 1357.00 FB
75 fb2607 20250815 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250815 0.00 ... 1302.50 1302.50 FB
77 i2509 20250815 794.50 ... 792.50 797.00 I
78 i2510 20250815 791.00 ... 791.00 797.50 I
79 i2511 20250815 787.50 ... 788.00 795.50 I
80 i2512 20250815 783.50 ... 784.00 792.00 I
81 i2601 20250815 778.00 ... 777.00 784.50 I
82 i2602 20250815 772.00 ... 771.50 781.50 I
83 i2603 20250815 767.00 ... 767.50 774.50 I
84 i2604 20250815 761.00 ... 763.00 773.50 I
85 i2605 20250815 754.50 ... 754.50 760.50 I
86 i2606 20250815 749.50 ... 749.50 757.50 I
87 i2607 20250815 747.50 ... 746.50 751.50 I
88 i2608 20250815 743.50 ... 743.00 751.50 I
89 j2509 20250815 1621.00 ... 1649.50 1650.00 J
90 j2510 20250815 1658.50 ... 1673.00 1673.00 J
91 j2511 20250815 1683.00 ... 1695.00 1689.50 J
92 j2512 20250815 1717.00 ... 1711.50 1705.00 J
93 j2601 20250815 1710.00 ... 1729.00 1721.00 J
94 j2602 20250815 0.00 ... 1760.00 1760.00 J
95 j2603 20250815 1782.00 ... 1782.00 1782.00 J
96 j2604 20250815 1810.00 ... 1810.00 1787.00 J
97 j2605 20250815 1791.50 ... 1817.50 1813.00 J
98 j2606 20250815 0.00 ... 1824.50 1824.50 J
99 j2607 20250815 0.00 ... 1826.00 1826.00 J
100 j2608 20250815 0.00 ... 1826.00 1826.00 J
101 jd2508 20250815 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250815 3210.00 ... 3191.00 3211.00 JD
103 jd2510 20250815 3195.00 ... 3193.00 3177.00 JD
104 jd2511 20250815 3320.00 ... 3295.00 3299.00 JD
105 jd2512 20250815 3465.00 ... 3458.00 3457.00 JD
106 jd2601 20250815 3573.00 ... 3571.00 3573.00 JD
107 jd2602 20250815 3210.00 ... 3213.00 3213.00 JD
108 jd2603 20250815 3219.00 ... 3216.00 3216.00 JD
109 jd2604 20250815 3376.00 ... 3378.00 3381.00 JD
110 jd2605 20250815 3488.00 ... 3488.00 3485.00 JD
111 jd2606 20250815 3319.00 ... 3313.00 3316.00 JD
112 jd2607 20250815 3556.00 ... 3553.00 3558.00 JD
113 jm2509 20250815 1065.00 ... 1076.00 1087.50 JM
114 jm2510 20250815 1123.00 ... 1111.50 1121.50 JM
115 jm2511 20250815 1152.50 ... 1160.50 1168.50 JM
116 jm2512 20250815 1188.50 ... 1197.50 1201.00 JM
117 jm2601 20250815 1215.50 ... 1223.50 1226.00 JM
118 jm2602 20250815 1228.00 ... 1242.00 1237.00 JM
119 jm2603 20250815 1247.50 ... 1254.00 1248.50 JM
120 jm2604 20250815 1253.00 ... 1263.50 1253.50 JM
121 jm2605 20250815 1250.50 ... 1271.00 1259.50 JM
122 jm2606 20250815 1261.00 ... 1277.50 1267.50 JM
123 jm2607 20250815 1248.50 ... 1287.00 1269.00 JM
124 jm2608 20250815 1311.00 ... 1284.00 1269.00 JM
125 l2509 20250815 7281.00 ... 7295.00 7300.00 L
126 l2510 20250815 7314.00 ... 7319.00 7324.00 L
127 l2511 20250815 7339.00 ... 7342.00 7350.00 L
128 l2512 20250815 7353.00 ... 7352.00 7357.00 L
129 l2601 20250815 7351.00 ... 7344.00 7360.00 L
130 l2602 20250815 7339.00 ... 7335.00 7353.00 L
131 l2603 20250815 7336.00 ... 7331.00 7350.00 L
132 l2604 20250815 7380.00 ... 7360.00 7380.00 L
133 l2605 20250815 7351.00 ... 7341.00 7358.00 L
134 l2606 20250815 7348.00 ... 7338.00 7351.00 L
135 l2607 20250815 7356.00 ... 7351.00 7383.00 L
136 l2608 20250815 7380.00 ... 7380.00 7383.00 L
137 lg2509 20250815 809.00 ... 811.00 810.00 LG
138 lg2511 20250815 829.00 ... 825.50 828.00 LG
139 lg2601 20250815 839.50 ... 831.00 841.00 LG
140 lg2603 20250815 845.00 ... 836.00 845.00 LG
141 lg2605 20250815 845.00 ... 837.50 845.50 LG
142 lg2607 20250815 840.00 ... 836.50 844.50 LG
143 lh2509 20250815 13850.00 ... 13845.00 13905.00 LH
144 lh2511 20250815 13905.00 ... 13910.00 13970.00 LH
145 lh2601 20250815 14150.00 ... 14155.00 14210.00 LH
146 lh2603 20250815 13295.00 ... 13290.00 13335.00 LH
147 lh2605 20250815 13875.00 ... 13860.00 13930.00 LH
148 lh2607 20250815 14285.00 ... 14255.00 14345.00 LH
149 m2509 20250815 3097.00 ... 3082.00 3108.00 M
150 m2511 20250815 3136.00 ... 3113.00 3142.00 M
151 m2512 20250815 3174.00 ... 3161.00 3186.00 M
152 m2601 20250815 3150.00 ... 3137.00 3164.00 M
153 m2603 20250815 3025.00 ... 3019.00 3042.00 M
154 m2605 20250815 2841.00 ... 2823.00 2851.00 M
155 m2607 20250815 2805.00 ... 2792.00 2809.00 M
156 m2608 20250815 2960.00 ... 2919.00 2809.00 M
157 p2509 20250815 9290.00 ... 9330.00 9380.00 P
158 p2510 20250815 9314.00 ... 9344.00 9372.00 P
159 p2511 20250815 9360.00 ... 9392.00 9418.00 P
160 p2512 20250815 9362.00 ... 9390.00 9426.00 P
161 p2601 20250815 9382.00 ... 9406.00 9450.00 P
162 p2602 20250815 9310.00 ... 9374.00 9384.00 P
163 p2603 20250815 9262.00 ... 9304.00 9314.00 P
164 p2604 20250815 9182.00 ... 9206.00 9206.00 P
165 p2605 20250815 9102.00 ... 9130.00 9132.00 P
166 p2606 20250815 8992.00 ... 9010.00 9040.00 P
167 p2607 20250815 8894.00 ... 8898.00 8928.00 P
168 p2608 20250815 0.00 ... 8928.00 8928.00 P
169 pg2508 20250815 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250815 3859.00 ... 3875.00 3832.00 PG
171 pg2510 20250815 4318.00 ... 4335.00 4292.00 PG
172 pg2511 20250815 4236.00 ... 4255.00 4216.00 PG
173 pg2512 20250815 4187.00 ... 4200.00 4173.00 PG
174 pg2601 20250815 4143.00 ... 4152.00 4130.00 PG
175 pg2602 20250815 4087.00 ... 4096.00 4077.00 PG
176 pg2603 20250815 3998.00 ... 4012.00 3994.00 PG
177 pg2604 20250815 4294.00 ... 4307.00 4283.00 PG
178 pg2605 20250815 4204.00 ... 4210.00 4194.00 PG
179 pg2606 20250815 4146.00 ... 4158.00 4136.00 PG
180 pg2607 20250815 4095.00 ... 4108.00 4082.00 PG
181 pp2509 20250815 7075.00 ... 7062.00 7071.00 PP
182 pp2510 20250815 7064.00 ... 7061.00 7068.00 PP
183 pp2511 20250815 7069.00 ... 7064.00 7076.00 PP
184 pp2512 20250815 7085.00 ... 7081.00 7092.00 PP
185 pp2601 20250815 7084.00 ... 7083.00 7094.00 PP
186 pp2602 20250815 7064.00 ... 7067.00 7082.00 PP
187 pp2603 20250815 7067.00 ... 7059.00 7073.00 PP
188 pp2604 20250815 7064.00 ... 7066.00 7087.00 PP
189 pp2605 20250815 7085.00 ... 7079.00 7092.00 PP
190 pp2606 20250815 7064.00 ... 7055.00 7068.00 PP
191 pp2607 20250815 7077.00 ... 7077.00 7085.00 PP
192 pp2608 20250815 0.00 ... 7085.00 7085.00 PP
193 rr2509 20250815 3572.00 ... 3574.00 3576.00 RR
194 rr2510 20250815 3613.00 ... 3612.00 3612.00 RR
195 rr2511 20250815 3614.00 ... 3611.00 3613.00 RR
196 rr2512 20250815 3611.00 ... 3604.00 3613.00 RR
197 rr2601 20250815 3621.00 ... 3618.00 3620.00 RR
198 rr2602 20250815 3612.00 ... 3606.00 3607.00 RR
199 rr2603 20250815 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250815 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250815 0.00 ... 3619.00 3620.00 RR
202 rr2606 20250815 0.00 ... 3626.00 3627.00 RR
203 rr2607 20250815 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250815 0.00 ... 3625.00 3625.00 RR
205 v2509 20250815 4973.00 ... 4963.00 4986.00 V
206 v2510 20250815 5018.00 ... 5005.00 5029.00 V
207 v2511 20250815 5054.00 ... 5041.00 5061.00 V
208 v2512 20250815 5092.00 ... 5080.00 5101.00 V
209 v2601 20250815 5124.00 ... 5114.00 5135.00 V
210 v2602 20250815 5159.00 ... 5157.00 5178.00 V
211 v2603 20250815 5195.00 ... 5184.00 5203.00 V
212 v2604 20250815 5427.00 ... 5406.00 5441.00 V
213 v2605 20250815 5462.00 ... 5423.00 5463.00 V
214 v2606 20250815 5482.00 ... 5440.00 5481.00 V
215 v2607 20250815 5516.00 ... 5477.00 5517.00 V
216 v2608 20250815 5475.00 ... 5475.00 5517.00 V
217 y2509 20250815 8530.00 ... 8538.00 8568.00 Y
218 y2511 20250815 8532.00 ... 8544.00 8578.00 Y
219 y2512 20250815 8546.00 ... 8546.00 8572.00 Y
220 y2601 20250815 8500.00 ... 8512.00 8550.00 Y
221 y2603 20250815 8382.00 ... 8390.00 8414.00 Y
222 y2605 20250815 8066.00 ... 8072.00 8104.00 Y
223 y2607 20250815 8030.00 ... 8034.00 8064.00 Y
224 y2608 20250815 8088.00 ... 8096.00 8064.00 Y
[225 rows x 12 columns]
2025-08-20 11:22:05,454 - future_1d - INFO - ak.get_dce_daily('2025-08-15') done
2025-08-20 11:22:05,566 - future_1d - INFO - save future_daily 2025-08-14 completed
2025-08-20 11:22:07,207 - future_1d - INFO - save future_daily 2025-08-15 completed
symbol date open ... settle pre_settle variety
0 AP510 20250815 8132.0 ... 8197.0 8123.0 AP
1 AP511 20250815 7871.0 ... 7929.0 7878.0 AP
2 AP512 20250815 7925.0 ... 7963.0 7911.0 AP
3 AP601 20250815 7997.0 ... 8015.0 7967.0 AP
4 AP603 20250815 7920.0 ... 7945.0 7875.0 AP
5 AP604 20250815 7956.0 ... 7954.0 7902.0 AP
6 AP605 20250815 7973.0 ... 8011.0 7972.0 AP
7 CF509 20250815 13885.0 ... 13840.0 13825.0 CF
8 CF511 20250815 14075.0 ... 14035.0 14030.0 CF
9 CF601 20250815 14140.0 ... 14110.0 14105.0 CF
10 CF603 20250815 14115.0 ... 14070.0 14055.0 CF
11 CF605 20250815 14135.0 ... 14080.0 14070.0 CF
12 CF607 20250815 14080.0 ... 14070.0 14070.0 CF
13 CJ509 20250815 10300.0 ... 10330.0 10345.0 CJ
14 CJ512 20250815 11375.0 ... 11380.0 11365.0 CJ
15 CJ601 20250815 11440.0 ... 11475.0 11460.0 CJ
16 CJ603 20250815 11490.0 ... 11500.0 11480.0 CJ
17 CJ605 20250815 11575.0 ... 11595.0 11595.0 CJ
18 CJ607 20250815 11720.0 ... 11755.0 11765.0 CJ
19 CY509 20250815 20125.0 ... 20095.0 20100.0 CY
20 CY510 20250815 0.0 ... 19705.0 19705.0 CY
21 CY511 20250815 20240.0 ... 20200.0 20190.0 CY
22 CY512 20250815 0.0 ... 19855.0 19855.0 CY
23 CY601 20250815 20190.0 ... 20155.0 20155.0 CY
24 CY602 20250815 0.0 ... 20015.0 20015.0 CY
25 CY603 20250815 0.0 ... 20365.0 20365.0 CY
26 CY604 20250815 0.0 ... 20030.0 20030.0 CY
27 CY605 20250815 20355.0 ... 20340.0 20365.0 CY
28 CY606 20250815 0.0 ... 20010.0 20010.0 CY
29 CY607 20250815 0.0 ... 20410.0 20410.0 CY
30 CY608 20250815 0.0 ... 20410.0 20410.0 CY
31 FG509 20250815 1053.0 ... 1054.0 1056.0 FG
32 FG510 20250815 1156.0 ... 1158.0 1159.0 FG
33 FG511 20250815 1148.0 ... 1149.0 1151.0 FG
34 FG512 20250815 1230.0 ... 1229.0 1228.0 FG
35 FG601 20250815 1224.0 ... 1219.0 1215.0 FG
36 FG602 20250815 1279.0 ... 1272.0 1269.0 FG
37 FG603 20250815 1269.0 ... 1273.0 1270.0 FG
38 FG604 20250815 1325.0 ... 1316.0 1313.0 FG
39 FG605 20250815 1318.0 ... 1315.0 1310.0 FG
40 FG606 20250815 1346.0 ... 1340.0 1335.0 FG
41 FG607 20250815 1340.0 ... 1335.0 1330.0 FG
42 FG608 20250815 1354.0 ... 1352.0 1330.0 FG
43 JR509 20250815 0.0 ... 2662.0 2662.0 JR
44 JR511 20250815 0.0 ... 2662.0 2662.0 JR
45 JR601 20250815 0.0 ... 2662.0 2662.0 JR
46 JR603 20250815 0.0 ... 2662.0 2662.0 JR
47 JR605 20250815 0.0 ... 2662.0 2662.0 JR
48 JR607 20250815 0.0 ... 2662.0 2662.0 JR
49 LR509 20250815 0.0 ... 2360.0 2360.0 LR
50 LR511 20250815 0.0 ... 2360.0 2360.0 LR
51 LR601 20250815 0.0 ... 2360.0 2360.0 LR
52 MA509 20250815 2341.0 ... 2338.0 2365.0 MA
53 MA510 20250815 2372.0 ... 2363.0 2392.0 MA
54 MA511 20250815 2391.0 ... 2380.0 2410.0 MA
55 MA512 20250815 2419.0 ... 2414.0 2444.0 MA
56 MA601 20250815 2440.0 ... 2430.0 2459.0 MA
57 MA602 20250815 2444.0 ... 2436.0 2485.0 MA
58 MA603 20250815 2469.0 ... 2438.0 2487.0 MA
59 MA604 20250815 2455.0 ... 2426.0 2449.0 MA
60 MA605 20250815 2413.0 ... 2402.0 2437.0 MA
61 MA606 20250815 2430.0 ... 2420.0 2440.0 MA
62 MA607 20250815 2426.0 ... 2407.0 2436.0 MA
63 MA608 20250815 2437.0 ... 2437.0 2436.0 MA
64 OI509 20250815 9830.0 ... 9812.0 9935.0 OI
65 OI511 20250815 9873.0 ... 9825.0 9954.0 OI
66 OI601 20250815 9820.0 ... 9779.0 9924.0 OI
67 OI603 20250815 9697.0 ... 9681.0 9788.0 OI
68 OI605 20250815 9641.0 ... 9612.0 9728.0 OI
69 OI607 20250815 9639.0 ... 9604.0 9709.0 OI
70 PF509 20250815 6296.0 ... 6316.0 6302.0 PF
71 PF510 20250815 6350.0 ... 6392.0 6372.0 PF
72 PF511 20250815 6354.0 ... 6382.0 6368.0 PF
73 PF512 20250815 6348.0 ... 6384.0 6366.0 PF
74 PF601 20250815 6358.0 ... 6390.0 6378.0 PF
75 PF602 20250815 6410.0 ... 6410.0 6400.0 PF
76 PF603 20250815 6406.0 ... 6418.0 6422.0 PF
77 PF604 20250815 6442.0 ... 6450.0 6440.0 PF
78 PF605 20250815 6472.0 ... 6476.0 6458.0 PF
79 PF606 20250815 6478.0 ... 6474.0 6470.0 PF
80 PF607 20250815 6490.0 ... 6490.0 6486.0 PF
81 PF608 20250815 0.0 ... 6486.0 6486.0 PF
82 PK510 20250815 8044.0 ... 8046.0 8088.0 PK
83 PK511 20250815 7880.0 ... 7840.0 7932.0 PK
84 PK512 20250815 7884.0 ... 7850.0 7948.0 PK
85 PK601 20250815 7938.0 ... 7912.0 7974.0 PK
86 PK603 20250815 7954.0 ... 7936.0 7996.0 PK
87 PK604 20250815 7944.0 ... 7944.0 7992.0 PK
88 PK605 20250815 7960.0 ... 7942.0 8010.0 PK
89 PL601 20250815 6480.0 ... 6493.0 6492.0 PL
90 PL602 20250815 6534.0 ... 6528.0 6524.0 PL
91 PL603 20250815 6512.0 ... 6501.0 6498.0 PL
92 PL604 20250815 6503.0 ... 6503.0 6515.0 PL
93 PL605 20250815 6395.0 ... 6393.0 6403.0 PL
94 PL606 20250815 6480.0 ... 6482.0 6491.0 PL
95 PL607 20250815 0.0 ... 6500.0 6500.0 PL
96 PL608 20250815 0.0 ... 6500.0 6500.0 PL
97 PM509 20250815 0.0 ... 3122.0 3122.0 PM
98 PM511 20250815 0.0 ... 3122.0 3122.0 PM
99 PM601 20250815 0.0 ... 3122.0 3122.0 PM
100 PM603 20250815 0.0 ... 3122.0 3122.0 PM
101 PM605 20250815 0.0 ... 3122.0 3122.0 PM
102 PM607 20250815 0.0 ... 3122.0 3122.0 PM
103 PR509 20250815 5824.0 ... 5846.0 5838.0 PR
104 PR510 20250815 5872.0 ... 5896.0 5886.0 PR
105 PR511 20250815 5866.0 ... 5892.0 5880.0 PR
106 PR512 20250815 5872.0 ... 5904.0 5878.0 PR
107 PR601 20250815 5878.0 ... 5916.0 5900.0 PR
108 PR602 20250815 0.0 ... 5942.0 5934.0 PR
109 PR603 20250815 5958.0 ... 5956.0 5942.0 PR
110 PR604 20250815 5970.0 ... 5970.0 5942.0 PR
111 PR605 20250815 0.0 ... 5946.0 5944.0 PR
112 PR606 20250815 0.0 ... 5956.0 5962.0 PR
113 PR607 20250815 0.0 ... 5964.0 5966.0 PR
114 PR608 20250815 0.0 ... 5966.0 5966.0 PR
115 PX509 20250815 6700.0 ... 6740.0 6734.0 PX
116 PX510 20250815 6662.0 ... 6720.0 6684.0 PX
117 PX511 20250815 6618.0 ... 6682.0 6652.0 PX
118 PX512 20250815 6626.0 ... 6686.0 6660.0 PX
119 PX601 20250815 6614.0 ... 6674.0 6652.0 PX
120 PX602 20250815 6670.0 ... 6670.0 6684.0 PX
121 PX603 20250815 0.0 ... 6672.0 6632.0 PX
122 PX604 20250815 0.0 ... 6672.0 6672.0 PX
123 PX605 20250815 6672.0 ... 6696.0 6654.0 PX
124 PX606 20250815 6678.0 ... 6674.0 6638.0 PX
125 PX607 20250815 6666.0 ... 6668.0 6658.0 PX
126 PX608 20250815 0.0 ... 6680.0 6658.0 PX
127 RI509 20250815 0.0 ... 2479.0 2479.0 RI
128 RI511 20250815 0.0 ... 2479.0 2479.0 RI
129 RI601 20250815 0.0 ... 2479.0 2479.0 RI
130 RI603 20250815 0.0 ... 2479.0 2479.0 RI
131 RI605 20250815 0.0 ... 2479.0 2479.0 RI
132 RI607 20250815 0.0 ... 2479.0 2479.0 RI
133 RM509 20250815 2680.0 ... 2657.0 2689.0 RM
134 RM511 20250815 2633.0 ... 2588.0 2650.0 RM
135 RM601 20250815 2599.0 ... 2563.0 2638.0 RM
136 RM603 20250815 2555.0 ... 2522.0 2588.0 RM
137 RM605 20250815 2521.0 ... 2489.0 2534.0 RM
138 RM607 20250815 2482.0 ... 2460.0 2497.0 RM
139 RM608 20250815 2499.0 ... 2515.0 2497.0 RM
140 RS509 20250815 5041.0 ... 4884.0 5081.0 RS
141 RS511 20250815 5347.0 ... 5321.0 5328.0 RS
142 RS607 20250815 5562.0 ... 5646.0 5627.0 RS
143 RS608 20250815 0.0 ... 5627.0 5627.0 RS
144 SA509 20250815 1299.0 ... 1299.0 1282.0 SA
145 SA510 20250815 1326.0 ... 1329.0 1313.0 SA
146 SA511 20250815 1335.0 ... 1337.0 1322.0 SA
147 SA512 20250815 1395.0 ... 1397.0 1378.0 SA
148 SA601 20250815 1405.0 ... 1408.0 1387.0 SA
149 SA602 20250815 1411.0 ... 1420.0 1397.0 SA
150 SA603 20250815 1412.0 ... 1424.0 1401.0 SA
151 SA604 20250815 1446.0 ... 1456.0 1438.0 SA
152 SA605 20250815 1457.0 ... 1460.0 1443.0 SA
153 SA606 20250815 1466.0 ... 1465.0 1444.0 SA
154 SA607 20250815 1460.0 ... 1460.0 1442.0 SA
155 SA608 20250815 1488.0 ... 1466.0 1442.0 SA
156 SF509 20250815 5758.0 ... 5732.0 5776.0 SF
157 SF510 20250815 5736.0 ... 5706.0 5756.0 SF
158 SF511 20250815 5924.0 ... 5902.0 5954.0 SF
159 SF512 20250815 5936.0 ... 5890.0 5964.0 SF
160 SF601 20250815 5920.0 ... 5888.0 5944.0 SF
161 SF602 20250815 5902.0 ... 5854.0 5898.0 SF
162 SF603 20250815 6072.0 ... 6042.0 6106.0 SF
163 SF604 20250815 6010.0 ... 6012.0 6096.0 SF
164 SF605 20250815 6048.0 ... 6010.0 6074.0 SF
165 SF606 20250815 6048.0 ... 5974.0 6038.0 SF
166 SF607 20250815 6122.0 ... 6100.0 6182.0 SF
167 SF608 20250815 0.0 ... 6152.0 6182.0 SF
168 SH509 20250815 2533.0 ... 2539.0 2544.0 SH
169 SH510 20250815 2651.0 ... 2656.0 2662.0 SH
170 SH511 20250815 2649.0 ... 2665.0 2661.0 SH
171 SH512 20250815 2659.0 ... 2673.0 2670.0 SH
172 SH601 20250815 2631.0 ... 2640.0 2647.0 SH
173 SH602 20250815 2687.0 ... 2659.0 2662.0 SH
174 SH603 20250815 2660.0 ... 2669.0 2677.0 SH
175 SH604 20250815 2712.0 ... 2718.0 2724.0 SH
176 SH605 20250815 2715.0 ... 2723.0 2726.0 SH
177 SH606 20250815 2738.0 ... 2737.0 2741.0 SH
178 SH607 20250815 2729.0 ... 2733.0 2727.0 SH
179 SH608 20250815 0.0 ... 2727.0 2727.0 SH
180 SM509 20250815 6054.0 ... 6010.0 6068.0 SM
181 SM510 20250815 6062.0 ... 6012.0 6076.0 SM
182 SM511 20250815 6134.0 ... 6088.0 6148.0 SM
183 SM512 20250815 6138.0 ... 6096.0 6150.0 SM
184 SM601 20250815 6162.0 ... 6098.0 6158.0 SM
185 SM602 20250815 6074.0 ... 6096.0 6168.0 SM
186 SM603 20250815 6136.0 ... 6104.0 6180.0 SM
187 SM604 20250815 6114.0 ... 6124.0 6206.0 SM
188 SM605 20250815 6184.0 ... 6138.0 6200.0 SM
189 SM606 20250815 6130.0 ... 6130.0 6212.0 SM
190 SM607 20250815 6138.0 ... 6144.0 6226.0 SM
191 SM608 20250815 0.0 ... 6226.0 6226.0 SM
192 SR509 20250815 5704.0 ... 5728.0 5719.0 SR
193 SR511 20250815 5657.0 ... 5652.0 5667.0 SR
194 SR601 20250815 5643.0 ... 5648.0 5660.0 SR
195 SR603 20250815 5622.0 ... 5625.0 5637.0 SR
196 SR605 20250815 5597.0 ... 5609.0 5617.0 SR
197 SR607 20250815 5597.0 ... 5604.0 5610.0 SR
198 TA509 20250815 4650.0 ... 4672.0 4664.0 TA
199 TA510 20250815 4656.0 ... 4698.0 4682.0 TA
200 TA511 20250815 4664.0 ... 4700.0 4682.0 TA
201 TA512 20250815 4674.0 ... 4708.0 4686.0 TA
202 TA601 20250815 4672.0 ... 4708.0 4688.0 TA
203 TA602 20250815 4692.0 ... 4718.0 4698.0 TA
204 TA603 20250815 4708.0 ... 4736.0 4704.0 TA
205 TA604 20250815 4728.0 ... 4740.0 4708.0 TA
206 TA605 20250815 4714.0 ... 4752.0 4736.0 TA
207 TA606 20250815 4720.0 ... 4736.0 4734.0 TA
208 TA607 20250815 4768.0 ... 4776.0 4754.0 TA
209 TA608 20250815 0.0 ... 4754.0 4754.0 TA
210 UR509 20250815 1716.0 ... 1719.0 1723.0 UR
211 UR510 20250815 1716.0 ... 1720.0 1725.0 UR
212 UR511 20250815 1729.0 ... 1736.0 1736.0 UR
213 UR512 20250815 1728.0 ... 1736.0 1735.0 UR
214 UR601 20250815 1726.0 ... 1735.0 1737.0 UR
215 UR602 20250815 1728.0 ... 1735.0 1733.0 UR
216 UR603 20250815 1766.0 ... 1774.0 1774.0 UR
217 UR604 20250815 1769.0 ... 1775.0 1778.0 UR
218 UR605 20250815 1770.0 ... 1778.0 1781.0 UR
219 UR606 20250815 1768.0 ... 1773.0 1774.0 UR
220 UR607 20250815 1784.0 ... 1786.0 1786.0 UR
221 UR608 20250815 1786.0 ... 1786.0 1786.0 UR
222 WH509 20250815 3198.0 ... 3198.0 3198.0 WH
223 WH511 20250815 0.0 ... 3198.0 3198.0 WH
224 WH601 20250815 0.0 ... 3198.0 3198.0 WH
225 WH603 20250815 0.0 ... 3198.0 3198.0 WH
226 WH605 20250815 0.0 ... 3198.0 3198.0 WH
227 WH607 20250815 0.0 ... 3198.0 3198.0 WH
228 ZC509 20250815 0.0 ... 801.4 801.4 ZC
229 ZC510 20250815 0.0 ... 801.4 801.4 ZC
230 ZC511 20250815 0.0 ... 801.4 801.4 ZC
231 ZC512 20250815 0.0 ... 801.4 801.4 ZC
232 ZC601 20250815 0.0 ... 801.4 801.4 ZC
233 ZC602 20250815 0.0 ... 801.4 801.4 ZC
234 ZC603 20250815 0.0 ... 801.4 801.4 ZC
235 ZC604 20250815 0.0 ... 801.4 801.4 ZC
236 ZC605 20250815 0.0 ... 801.4 801.4 ZC
237 ZC606 20250815 0.0 ... 801.4 801.4 ZC
238 ZC607 20250815 0.0 ... 801.4 801.4 ZC
239 ZC608 20250815 0.0 ... 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-20 11:22:12,800 - future_1d - INFO - ak.get_czce_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 a2509 20250815 4113.00 ... 4129.00 4130.00 A
1 a2511 20250815 4041.00 ... 4044.00 4071.00 A
2 a2601 20250815 4050.00 ... 4047.00 4073.00 A
3 a2603 20250815 4046.00 ... 4045.00 4069.00 A
4 a2605 20250815 4090.00 ... 4089.00 4109.00 A
5 a2607 20250815 4086.00 ... 4085.00 4106.00 A
6 b2509 20250815 3800.00 ... 3788.00 3822.00 B
7 b2510 20250815 3866.00 ... 3845.00 3867.00 B
8 b2511 20250815 3881.00 ... 3876.00 3903.00 B
9 b2512 20250815 3893.00 ... 3881.00 3908.00 B
10 b2601 20250815 3871.00 ... 3859.00 3884.00 B
11 b2602 20250815 3840.00 ... 3829.00 3858.00 B
12 b2603 20250815 3748.00 ... 3735.00 3770.00 B
13 b2604 20250815 3629.00 ... 3624.00 3651.00 B
14 b2605 20250815 3554.00 ... 3544.00 3570.00 B
15 b2606 20250815 3528.00 ... 3525.00 3544.00 B
16 b2607 20250815 3517.00 ... 3512.00 3525.00 B
17 b2608 20250815 3573.00 ... 3579.00 3525.00 B
18 bb2509 20250815 0.00 ... 145.75 145.75 BB
19 bb2511 20250815 145.70 ... 146.50 147.05 BB
20 bb2601 20250815 149.15 ... 148.60 148.55 BB
21 bb2603 20250815 0.00 ... 146.35 146.35 BB
22 bb2605 20250815 0.00 ... 140.25 140.25 BB
23 bb2607 20250815 0.00 ... 146.00 146.00 BB
24 bz2603 20250815 6185.00 ... 6188.00 6210.00 BZ
25 bz2604 20250815 6146.00 ... 6147.00 6194.00 BZ
26 bz2605 20250815 6170.00 ... 6194.00 6227.00 BZ
27 bz2606 20250815 0.00 ... 6178.00 6178.00 BZ
28 bz2607 20250815 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250815 2283.00 ... 2274.00 2283.00 C
30 c2511 20250815 2197.00 ... 2192.00 2207.00 C
31 c2601 20250815 2190.00 ... 2187.00 2196.00 C
32 c2603 20250815 2209.00 ... 2205.00 2216.00 C
33 c2605 20250815 2263.00 ... 2258.00 2269.00 C
34 c2607 20250815 2283.00 ... 2276.00 2286.00 C
35 cs2509 20250815 2645.00 ... 2630.00 2645.00 CS
36 cs2511 20250815 2543.00 ... 2533.00 2547.00 CS
37 cs2601 20250815 2568.00 ... 2555.00 2575.00 CS
38 cs2603 20250815 2568.00 ... 2553.00 2573.00 CS
39 cs2605 20250815 2630.00 ... 2620.00 2628.00 CS
40 cs2607 20250815 2630.00 ... 2626.00 2635.00 CS
41 eb2508 20250815 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250815 7249.00 ... 7235.00 7278.00 EB
43 eb2510 20250815 7251.00 ... 7259.00 7297.00 EB
44 eb2511 20250815 7279.00 ... 7284.00 7318.00 EB
45 eb2512 20250815 7289.00 ... 7302.00 7339.00 EB
46 eb2601 20250815 7310.00 ... 7320.00 7351.00 EB
47 eb2602 20250815 7333.00 ... 7344.00 7370.00 EB
48 eb2603 20250815 7383.00 ... 7370.00 7370.00 EB
49 eb2604 20250815 7399.00 ... 7391.00 7407.00 EB
50 eb2605 20250815 7398.00 ... 7395.00 7415.00 EB
51 eb2606 20250815 0.00 ... 7417.00 7417.00 EB
52 eb2607 20250815 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250815 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250815 4382.00 ... 4374.00 4387.00 EG
55 eg2510 20250815 4396.00 ... 4393.00 4406.00 EG
56 eg2511 20250815 4406.00 ... 4403.00 4420.00 EG
57 eg2512 20250815 4417.00 ... 4418.00 4417.00 EG
58 eg2601 20250815 4415.00 ... 4420.00 4436.00 EG
59 eg2602 20250815 4428.00 ... 4428.00 4423.00 EG
60 eg2603 20250815 4434.00 ... 4434.00 4428.00 EG
61 eg2604 20250815 4453.00 ... 4453.00 4453.00 EG
62 eg2605 20250815 4462.00 ... 4459.00 4484.00 EG
63 eg2606 20250815 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250815 0.00 ... 4446.00 4446.00 EG
65 fb2509 20250815 1267.50 ... 1267.00 1262.50 FB
66 fb2510 20250815 1294.50 ... 1292.00 1293.00 FB
67 fb2511 20250815 1287.00 ... 1289.00 1290.00 FB
68 fb2512 20250815 1288.50 ... 1288.50 1290.50 FB
69 fb2601 20250815 1289.00 ... 1292.00 1291.00 FB
70 fb2602 20250815 1292.50 ... 1291.50 1294.50 FB
71 fb2603 20250815 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250815 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250815 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250815 1337.00 ... 1337.00 1357.00 FB
75 fb2607 20250815 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250815 0.00 ... 1302.50 1302.50 FB
77 i2509 20250815 794.50 ... 792.50 797.00 I
78 i2510 20250815 791.00 ... 791.00 797.50 I
79 i2511 20250815 787.50 ... 788.00 795.50 I
80 i2512 20250815 783.50 ... 784.00 792.00 I
81 i2601 20250815 778.00 ... 777.00 784.50 I
82 i2602 20250815 772.00 ... 771.50 781.50 I
83 i2603 20250815 767.00 ... 767.50 774.50 I
84 i2604 20250815 761.00 ... 763.00 773.50 I
85 i2605 20250815 754.50 ... 754.50 760.50 I
86 i2606 20250815 749.50 ... 749.50 757.50 I
87 i2607 20250815 747.50 ... 746.50 751.50 I
88 i2608 20250815 743.50 ... 743.00 751.50 I
89 j2509 20250815 1621.00 ... 1649.50 1650.00 J
90 j2510 20250815 1658.50 ... 1673.00 1673.00 J
91 j2511 20250815 1683.00 ... 1695.00 1689.50 J
92 j2512 20250815 1717.00 ... 1711.50 1705.00 J
93 j2601 20250815 1710.00 ... 1729.00 1721.00 J
94 j2602 20250815 0.00 ... 1760.00 1760.00 J
95 j2603 20250815 1782.00 ... 1782.00 1782.00 J
96 j2604 20250815 1810.00 ... 1810.00 1787.00 J
97 j2605 20250815 1791.50 ... 1817.50 1813.00 J
98 j2606 20250815 0.00 ... 1824.50 1824.50 J
99 j2607 20250815 0.00 ... 1826.00 1826.00 J
100 j2608 20250815 0.00 ... 1826.00 1826.00 J
101 jd2508 20250815 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250815 3210.00 ... 3191.00 3211.00 JD
103 jd2510 20250815 3195.00 ... 3193.00 3177.00 JD
104 jd2511 20250815 3320.00 ... 3295.00 3299.00 JD
105 jd2512 20250815 3465.00 ... 3458.00 3457.00 JD
106 jd2601 20250815 3573.00 ... 3571.00 3573.00 JD
107 jd2602 20250815 3210.00 ... 3213.00 3213.00 JD
108 jd2603 20250815 3219.00 ... 3216.00 3216.00 JD
109 jd2604 20250815 3376.00 ... 3378.00 3381.00 JD
110 jd2605 20250815 3488.00 ... 3488.00 3485.00 JD
111 jd2606 20250815 3319.00 ... 3313.00 3316.00 JD
112 jd2607 20250815 3556.00 ... 3553.00 3558.00 JD
113 jm2509 20250815 1065.00 ... 1076.00 1087.50 JM
114 jm2510 20250815 1123.00 ... 1111.50 1121.50 JM
115 jm2511 20250815 1152.50 ... 1160.50 1168.50 JM
116 jm2512 20250815 1188.50 ... 1197.50 1201.00 JM
117 jm2601 20250815 1215.50 ... 1223.50 1226.00 JM
118 jm2602 20250815 1228.00 ... 1242.00 1237.00 JM
119 jm2603 20250815 1247.50 ... 1254.00 1248.50 JM
120 jm2604 20250815 1253.00 ... 1263.50 1253.50 JM
121 jm2605 20250815 1250.50 ... 1271.00 1259.50 JM
122 jm2606 20250815 1261.00 ... 1277.50 1267.50 JM
123 jm2607 20250815 1248.50 ... 1287.00 1269.00 JM
124 jm2608 20250815 1311.00 ... 1284.00 1269.00 JM
125 l2509 20250815 7281.00 ... 7295.00 7300.00 L
126 l2510 20250815 7314.00 ... 7319.00 7324.00 L
127 l2511 20250815 7339.00 ... 7342.00 7350.00 L
128 l2512 20250815 7353.00 ... 7352.00 7357.00 L
129 l2601 20250815 7351.00 ... 7344.00 7360.00 L
130 l2602 20250815 7339.00 ... 7335.00 7353.00 L
131 l2603 20250815 7336.00 ... 7331.00 7350.00 L
132 l2604 20250815 7380.00 ... 7360.00 7380.00 L
133 l2605 20250815 7351.00 ... 7341.00 7358.00 L
134 l2606 20250815 7348.00 ... 7338.00 7351.00 L
135 l2607 20250815 7356.00 ... 7351.00 7383.00 L
136 l2608 20250815 7380.00 ... 7380.00 7383.00 L
137 lg2509 20250815 809.00 ... 811.00 810.00 LG
138 lg2511 20250815 829.00 ... 825.50 828.00 LG
139 lg2601 20250815 839.50 ... 831.00 841.00 LG
140 lg2603 20250815 845.00 ... 836.00 845.00 LG
141 lg2605 20250815 845.00 ... 837.50 845.50 LG
142 lg2607 20250815 840.00 ... 836.50 844.50 LG
143 lh2509 20250815 13850.00 ... 13845.00 13905.00 LH
144 lh2511 20250815 13905.00 ... 13910.00 13970.00 LH
145 lh2601 20250815 14150.00 ... 14155.00 14210.00 LH
146 lh2603 20250815 13295.00 ... 13290.00 13335.00 LH
147 lh2605 20250815 13875.00 ... 13860.00 13930.00 LH
148 lh2607 20250815 14285.00 ... 14255.00 14345.00 LH
149 m2509 20250815 3097.00 ... 3082.00 3108.00 M
150 m2511 20250815 3136.00 ... 3113.00 3142.00 M
151 m2512 20250815 3174.00 ... 3161.00 3186.00 M
152 m2601 20250815 3150.00 ... 3137.00 3164.00 M
153 m2603 20250815 3025.00 ... 3019.00 3042.00 M
154 m2605 20250815 2841.00 ... 2823.00 2851.00 M
155 m2607 20250815 2805.00 ... 2792.00 2809.00 M
156 m2608 20250815 2960.00 ... 2919.00 2809.00 M
157 p2509 20250815 9290.00 ... 9330.00 9380.00 P
158 p2510 20250815 9314.00 ... 9344.00 9372.00 P
159 p2511 20250815 9360.00 ... 9392.00 9418.00 P
160 p2512 20250815 9362.00 ... 9390.00 9426.00 P
161 p2601 20250815 9382.00 ... 9406.00 9450.00 P
162 p2602 20250815 9310.00 ... 9374.00 9384.00 P
163 p2603 20250815 9262.00 ... 9304.00 9314.00 P
164 p2604 20250815 9182.00 ... 9206.00 9206.00 P
165 p2605 20250815 9102.00 ... 9130.00 9132.00 P
166 p2606 20250815 8992.00 ... 9010.00 9040.00 P
167 p2607 20250815 8894.00 ... 8898.00 8928.00 P
168 p2608 20250815 0.00 ... 8928.00 8928.00 P
169 pg2508 20250815 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250815 3859.00 ... 3875.00 3832.00 PG
171 pg2510 20250815 4318.00 ... 4335.00 4292.00 PG
172 pg2511 20250815 4236.00 ... 4255.00 4216.00 PG
173 pg2512 20250815 4187.00 ... 4200.00 4173.00 PG
174 pg2601 20250815 4143.00 ... 4152.00 4130.00 PG
175 pg2602 20250815 4087.00 ... 4096.00 4077.00 PG
176 pg2603 20250815 3998.00 ... 4012.00 3994.00 PG
177 pg2604 20250815 4294.00 ... 4307.00 4283.00 PG
178 pg2605 20250815 4204.00 ... 4210.00 4194.00 PG
179 pg2606 20250815 4146.00 ... 4158.00 4136.00 PG
180 pg2607 20250815 4095.00 ... 4108.00 4082.00 PG
181 pp2509 20250815 7075.00 ... 7062.00 7071.00 PP
182 pp2510 20250815 7064.00 ... 7061.00 7068.00 PP
183 pp2511 20250815 7069.00 ... 7064.00 7076.00 PP
184 pp2512 20250815 7085.00 ... 7081.00 7092.00 PP
185 pp2601 20250815 7084.00 ... 7083.00 7094.00 PP
186 pp2602 20250815 7064.00 ... 7067.00 7082.00 PP
187 pp2603 20250815 7067.00 ... 7059.00 7073.00 PP
188 pp2604 20250815 7064.00 ... 7066.00 7087.00 PP
189 pp2605 20250815 7085.00 ... 7079.00 7092.00 PP
190 pp2606 20250815 7064.00 ... 7055.00 7068.00 PP
191 pp2607 20250815 7077.00 ... 7077.00 7085.00 PP
192 pp2608 20250815 0.00 ... 7085.00 7085.00 PP
193 rr2509 20250815 3572.00 ... 3574.00 3576.00 RR
194 rr2510 20250815 3613.00 ... 3612.00 3612.00 RR
195 rr2511 20250815 3614.00 ... 3611.00 3613.00 RR
196 rr2512 20250815 3611.00 ... 3604.00 3613.00 RR
197 rr2601 20250815 3621.00 ... 3618.00 3620.00 RR
198 rr2602 20250815 3612.00 ... 3606.00 3607.00 RR
199 rr2603 20250815 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250815 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250815 0.00 ... 3619.00 3620.00 RR
202 rr2606 20250815 0.00 ... 3626.00 3627.00 RR
203 rr2607 20250815 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250815 0.00 ... 3625.00 3625.00 RR
205 v2509 20250815 4973.00 ... 4963.00 4986.00 V
206 v2510 20250815 5018.00 ... 5005.00 5029.00 V
207 v2511 20250815 5054.00 ... 5041.00 5061.00 V
208 v2512 20250815 5092.00 ... 5080.00 5101.00 V
209 v2601 20250815 5124.00 ... 5114.00 5135.00 V
210 v2602 20250815 5159.00 ... 5157.00 5178.00 V
211 v2603 20250815 5195.00 ... 5184.00 5203.00 V
212 v2604 20250815 5427.00 ... 5406.00 5441.00 V
213 v2605 20250815 5462.00 ... 5423.00 5463.00 V
214 v2606 20250815 5482.00 ... 5440.00 5481.00 V
215 v2607 20250815 5516.00 ... 5477.00 5517.00 V
216 v2608 20250815 5475.00 ... 5475.00 5517.00 V
217 y2509 20250815 8530.00 ... 8538.00 8568.00 Y
218 y2511 20250815 8532.00 ... 8544.00 8578.00 Y
219 y2512 20250815 8546.00 ... 8546.00 8572.00 Y
220 y2601 20250815 8500.00 ... 8512.00 8550.00 Y
221 y2603 20250815 8382.00 ... 8390.00 8414.00 Y
222 y2605 20250815 8066.00 ... 8072.00 8104.00 Y
223 y2607 20250815 8030.00 ... 8034.00 8064.00 Y
224 y2608 20250815 8088.00 ... 8096.00 8064.00 Y
[225 rows x 12 columns]
2025-08-20 11:22:13,260 - future_1d - INFO - ak.get_dce_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 SC2509 20250815 482.6 ... 487 483.6 SC
1 SC2510 20250815 487 ... 488.9 485.9 SC
2 SC2511 20250815 484 ... 486.6 483.4 SC
3 SC2512 20250815 481 ... 483.5 480.2 SC
4 SC2601 20250815 479.5 ... 482.1 478.5 SC
5 SC2602 20250815 478 ... 479.9 477.2 SC
6 SC2603 20250815 476.9 ... 478.2 475.5 SC
7 SC2604 20250815 474.9 ... 476.8 474.5 SC
8 SC2605 20250815 473.9 ... 475.1 473 SC
9 SC2606 20250815 475.7 ... 474.5 473.1 SC
10 SC2607 20250815 471.7 ... 472.9 470.6 SC
11 SC2608 20250815 473.4 ... 473.4 469.4 SC
12 SC2609 20250815 ... 468.2 467.5 SC
13 SC2612 20250815 ... 464 464 SC
14 SC2703 20250815 ... 464.2 464.2 SC
15 SC2706 20250815 ... 458.5 457 SC
16 SC2709 20250815 ... 458 458 SC
17 SC2712 20250815 460 ... 460 458.5 SC
18 SC2803 20250815 ... 456.3 456.3 SC
19 SC2806 20250815 453.9 ... 453.6 450.5 SC
21 LU2509 20250815 3429 ... 3430 3436 LU
22 LU2510 20250815 3452 ... 3448 3451 LU
23 LU2511 20250815 3446 ... 3447 3447 LU
24 LU2512 20250815 3435 ... 3437 3437 LU
25 LU2601 20250815 3421 ... 3427 3425 LU
26 LU2602 20250815 3404 ... 3414 3407 LU
27 LU2603 20250815 3410 ... 3410 3400 LU
28 LU2604 20250815 3411 ... 3407 3394 LU
29 LU2605 20250815 ... 3395 3395 LU
30 LU2606 20250815 3386 ... 3384 3390 LU
31 LU2607 20250815 3394 ... 3390 3397 LU
32 LU2608 20250815 ... 3377 3377 LU
34 NR2508 20250815 ... 12485 12485 NR
35 NR2509 20250815 12410 ... 12530 12555 NR
36 NR2510 20250815 12490 ... 12590 12620 NR
37 NR2511 20250815 12490 ... 12630 12650 NR
38 NR2512 20250815 12585 ... 12700 12675 NR
39 NR2601 20250815 12600 ... 12720 12740 NR
40 NR2602 20250815 12625 ... 12740 12765 NR
41 NR2603 20250815 12680 ... 12770 12800 NR
42 NR2604 20250815 12705 ... 12705 12840 NR
43 NR2605 20250815 12860 ... 12860 12850 NR
44 NR2606 20250815 ... 12760 12760 NR
45 NR2607 20250815 ... 12830 12830 NR
47 BC2508 20250815 ... 69300 69300 BC
48 BC2509 20250815 69900 ... 70070 70290 BC
49 BC2510 20250815 70040 ... 70160 70390 BC
50 BC2511 20250815 ... 70620 70620 BC
51 BC2512 20250815 ... 70000 70000 BC
52 BC2601 20250815 ... 70250 70250 BC
53 BC2602 20250815 ... 70710 70710 BC
54 BC2603 20250815 ... 70230 70230 BC
55 BC2604 20250815 ... 70350 70350 BC
56 BC2605 20250815 ... 70920 70920 BC
57 BC2606 20250815 ... 69790 69790 BC
58 BC2607 20250815 ... 69370 69370 BC
60 EC2508 20250815 2081.7 ... 2081.9 2081.8 EC
61 EC2510 20250815 1350.4 ... 1373 1358.7 EC
62 EC2512 20250815 1709.8 ... 1749.4 1725.5 EC
63 EC2602 20250815 1521.4 ... 1529.6 1520.8 EC
64 EC2604 20250815 1338.8 ... 1334.6 1341.3 EC
65 EC2606 20250815 1490.2 ... 1486.7 1487.4 EC
68 SC_TAS2509 20250815 ... SC_TAS
69 SC_TAS2510 20250815 ... SC_TAS
70 SC_TAS2511 20250815 ... SC_TAS
71 SC_TAS2512 20250815 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:22:13,340 - future_1d - INFO - ak.get_ine_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 IC2508 20250815 6425.000 ... 6560.780 6451.000 IC
1 IC2509 20250815 6365.000 ... 6524.400 6396.200 IC
2 IC2512 20250815 6243.000 ... 6388.200 6258.200 IC
3 IC2603 20250815 6109.800 ... 6267.000 6135.200 IC
4 IF2508 20250815 4162.000 ... 4204.940 4184.600 IF
5 IF2509 20250815 4157.000 ... 4203.200 4176.000 IF
6 IF2512 20250815 4129.800 ... 4181.400 4149.600 IF
7 IF2603 20250815 4103.800 ... 4157.200 4122.800 IF
8 IH2508 20250815 2819.200 ... 2839.480 2836.200 IH
9 IH2509 20250815 2825.200 ... 2846.200 2836.800 IH
10 IH2512 20250815 2827.000 ... 2849.000 2837.800 IH
11 IH2603 20250815 2823.000 ... 2851.000 2836.200 IH
12 IM2508 20250815 6978.000 ... 7104.660 7004.000 IM
13 IM2509 20250815 6929.000 ... 7072.600 6936.200 IM
14 IM2512 20250815 6745.000 ... 6906.800 6762.200 IM
15 IM2603 20250815 6573.400 ... 6738.000 6591.000 IM
16 T2509 20250815 108.375 ... 108.325 108.345 T
17 T2512 20250815 108.300 ... 108.225 108.230 T
18 T2603 20250815 108.085 ... 108.020 108.030 T
19 TF2509 20250815 105.700 ... 105.675 105.685 TF
20 TF2512 20250815 105.700 ... 105.670 105.685 TF
21 TF2603 20250815 105.725 ... 105.665 105.705 TF
22 TL2509 20250815 118.000 ... 117.660 117.820 TL
23 TL2512 20250815 117.560 ... 117.210 117.410 TL
24 TL2603 20250815 117.250 ... 116.880 117.100 TL
25 TS2509 20250815 102.350 ... 102.346 102.350 TS
26 TS2512 20250815 102.394 ... 102.384 102.388 TS
27 TS2603 20250815 102.362 ... 102.368 102.362 TS
[28 rows x 12 columns]
2025-08-20 11:22:13,563 - future_1d - INFO - ak.get_cffex_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 PS2509 20250815 50420.0 ... 51435.0 50465.0 PS
1 PS2510 20250815 50400.0 ... 51385.0 50615.0 PS
2 PS2511 20250815 50505.0 ... 51400.0 50470.0 PS
3 PS2512 20250815 53000.0 ... 53605.0 52860.0 PS
4 PS2601 20250815 52990.0 ... 53740.0 52990.0 PS
5 PS2602 20250815 53180.0 ... 53960.0 53230.0 PS
6 PS2603 20250815 53320.0 ... 54100.0 53240.0 PS
7 PS2604 20250815 53520.0 ... 54115.0 53375.0 PS
8 PS2605 20250815 53530.0 ... 54270.0 53435.0 PS
9 PS2606 20250815 56500.0 ... 56980.0 56410.0 PS
10 PS2607 20250815 56645.0 ... 57140.0 56660.0 PS
11 PS2608 20250815 55060.0 ... 57470.0 56660.0 PS
13 SI2509 20250815 8645.0 ... 8610.0 8665.0 SI
14 SI2510 20250815 8680.0 ... 8630.0 8680.0 SI
15 SI2511 20250815 8675.0 ... 8625.0 8695.0 SI
16 SI2512 20250815 9060.0 ... 8995.0 9050.0 SI
17 SI2601 20250815 9075.0 ... 8980.0 9045.0 SI
18 SI2602 20250815 9065.0 ... 8980.0 9030.0 SI
19 SI2603 20250815 8955.0 ... 9040.0 9040.0 SI
20 SI2604 20250815 9020.0 ... 9105.0 9075.0 SI
21 SI2605 20250815 9100.0 ... 9030.0 9085.0 SI
22 SI2606 20250815 9090.0 ... 9055.0 9100.0 SI
23 SI2607 20250815 9140.0 ... 9090.0 9115.0 SI
24 SI2608 20250815 9010.0 ... 8985.0 9115.0 SI
27 LC2509 20250815 85400.0 ... 85160.0 84920.0 LC
28 LC2510 20250815 85280.0 ... 85320.0 85100.0 LC
29 LC2511 20250815 85560.0 ... 85260.0 85000.0 LC
30 LC2512 20250815 85160.0 ... 85100.0 84600.0 LC
31 LC2601 20250815 84440.0 ... 84840.0 84260.0 LC
32 LC2602 20250815 83740.0 ... 84240.0 83740.0 LC
33 LC2603 20250815 84000.0 ... 83800.0 83140.0 LC
34 LC2604 20250815 83320.0 ... 83480.0 82980.0 LC
35 LC2605 20250815 83860.0 ... 83240.0 82980.0 LC
36 LC2606 20250815 83380.0 ... 82880.0 82240.0 LC
37 LC2607 20250815 83000.0 ... 82740.0 82360.0 LC
38 LC2608 20250815 82440.0 ... 83260.0 82360.0 LC
[36 rows x 12 columns]
2025-08-20 11:22:13,733 - future_1d - INFO - ak.get_gfex_daily('2025-08-15') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250815 ... 78990 79130 CU
1 1 CU2509 20250815 ... 78960 79120 CU
2 2 CU2510 20250815 ... 78950 79120 CU
3 3 CU2511 20250815 ... 78940 79130 CU
4 4 CU2512 20250815 ... 78920 79090 CU
5 5 CU2601 20250815 ... 78930 79100 CU
6 6 CU2602 20250815 ... 78940 79150 CU
7 7 CU2603 20250815 ... 78930 79090 CU
8 8 CU2604 20250815 ... 78940 79160 CU
9 9 CU2605 20250815 ... 78980 79180 CU
10 10 CU2606 20250815 ... 78940 79140 CU
11 11 CU2607 20250815 ... 78900 79170 CU
12 12 BC2508 20250815 ... 69300 69300 BC
13 13 BC2509 20250815 ... 70070 70290 BC
14 14 BC2510 20250815 ... 70160 70390 BC
15 15 BC2511 20250815 ... 70620 70620 BC
16 16 BC2512 20250815 ... 70000 70000 BC
17 17 BC2601 20250815 ... 70250 70250 BC
18 18 BC2602 20250815 ... 70710 70710 BC
19 19 BC2603 20250815 ... 70230 70230 BC
20 20 BC2604 20250815 ... 70350 70350 BC
21 21 BC2605 20250815 ... 70920 70920 BC
22 22 BC2606 20250815 ... 69790 69790 BC
23 23 BC2607 20250815 ... 69370 69370 BC
24 24 AL2508 20250815 ... 20725 20685 AL
25 25 AL2509 20250815 ... 20740 20705 AL
26 26 AL2510 20250815 ... 20725 20685 AL
27 27 AL2511 20250815 ... 20675 20645 AL
28 28 AL2512 20250815 ... 20630 20605 AL
29 29 AL2601 20250815 ... 20605 20580 AL
30 30 AL2602 20250815 ... 20600 20590 AL
31 31 AL2603 20250815 ... 20630 20610 AL
32 32 AL2604 20250815 ... 20640 20615 AL
33 33 AL2605 20250815 ... 20650 20620 AL
34 34 AL2606 20250815 ... 20665 20620 AL
35 35 AL2607 20250815 ... 20650 20620 AL
36 36 ZN2508 20250815 ... 22480 22495 ZN
37 37 ZN2509 20250815 ... 22520 22540 ZN
38 38 ZN2510 20250815 ... 22545 22555 ZN
39 39 ZN2511 20250815 ... 22550 22555 ZN
40 40 ZN2512 20250815 ... 22530 22540 ZN
41 41 ZN2601 20250815 ... 22505 22500 ZN
42 42 ZN2602 20250815 ... 22505 22510 ZN
43 43 ZN2603 20250815 ... 22485 22525 ZN
44 44 ZN2604 20250815 ... 22490 22490 ZN
45 45 ZN2605 20250815 ... 22490 22490 ZN
46 46 ZN2606 20250815 ... 22475 22495 ZN
47 47 ZN2607 20250815 ... 22495 22500 ZN
48 48 PB2508 20250815 ... 16775 16740 PB
49 49 PB2509 20250815 ... 16825 16815 PB
50 50 PB2510 20250815 ... 16830 16825 PB
51 51 PB2511 20250815 ... 16855 16840 PB
52 52 PB2512 20250815 ... 16890 16865 PB
53 53 PB2601 20250815 ... 16900 16905 PB
54 54 PB2602 20250815 ... 17020 17020 PB
55 55 PB2603 20250815 ... 16930 16930 PB
56 56 PB2604 20250815 ... 17110 17110 PB
57 57 PB2605 20250815 ... 17030 17035 PB
58 58 PB2606 20250815 ... 17170 17170 PB
59 59 PB2607 20250815 ... 17060 17060 PB
60 60 NI2508 20250815 ... 120280 122270 NI
61 61 NI2509 20250815 ... 120690 122070 NI
62 62 NI2510 20250815 ... 120800 122150 NI
63 63 NI2511 20250815 ... 120990 122340 NI
64 64 NI2512 20250815 ... 121250 122510 NI
65 65 NI2601 20250815 ... 121530 122760 NI
66 66 NI2602 20250815 ... 121660 122750 NI
67 67 NI2603 20250815 ... 121980 122350 NI
68 68 NI2604 20250815 ... 122120 123470 NI
69 69 NI2605 20250815 ... 122590 123220 NI
70 70 NI2606 20250815 ... 122830 123560 NI
71 71 NI2607 20250815 ... 123050 124130 NI
72 72 SN2508 20250815 ... 265230 268020 SN
73 73 SN2509 20250815 ... 266560 268590 SN
74 74 SN2510 20250815 ... 266760 268790 SN
75 75 SN2511 20250815 ... 266920 268730 SN
76 76 SN2512 20250815 ... 266710 268770 SN
77 77 SN2601 20250815 ... 266830 269010 SN
78 78 SN2602 20250815 ... 267020 268040 SN
79 79 SN2603 20250815 ... 267330 268220 SN
80 80 SN2604 20250815 ... 268250 269100 SN
81 81 SN2605 20250815 ... 268550 269530 SN
82 82 SN2606 20250815 ... 268260 269850 SN
83 83 SN2607 20250815 ... 269500 270500 SN
84 84 AO2508 20250815 ... 3163 3212 AO
85 85 AO2509 20250815 ... 3190 3210 AO
86 86 AO2510 20250815 ... 3181 3214 AO
87 87 AO2511 20250815 ... 3188 3225 AO
88 88 AO2512 20250815 ... 3184 3234 AO
89 89 AO2601 20250815 ... 3207 3248 AO
90 90 AO2602 20250815 ... 3201 3246 AO
91 91 AO2603 20250815 ... 3199 3240 AO
92 92 AO2604 20250815 ... 3208 3244 AO
93 93 AO2605 20250815 ... 3205 3248 AO
94 94 AO2606 20250815 ... 3199 3241 AO
95 95 AO2607 20250815 ... 3209 3250 AO
96 96 AD2511 20250815 ... 20165 20130 AD
97 97 AD2512 20250815 ... 20150 20120 AD
98 98 AD2601 20250815 ... 20110 20135 AD
99 99 AD2602 20250815 ... 20015 20015 AD
100 100 AD2603 20250815 ... 20050 20130 AD
101 101 AD2604 20250815 ... 19920 19920 AD
102 102 AD2605 20250815 ... 19860 19860 AD
103 103 AD2606 20250815 ... 19765 19765 AD
104 104 AD2607 20250815 ... 19925 19990 AD
105 105 AU2508 20250815 ... 776.46 776.46 AU
106 106 AU2509 20250815 ... 774.04 777.58 AU
107 107 AU2510 20250815 ... 775.18 778.8 AU
108 108 AU2512 20250815 ... 777.32 780.94 AU
109 109 AU2602 20250815 ... 779.46 783.14 AU
110 110 AU2604 20250815 ... 781.48 785.2 AU
111 111 AU2606 20250815 ... 783.82 787.52 AU
112 112 AU2608 20250815 ... 786.32 789.74 AU
113 113 AG2508 20250815 ... 9192 9295 AG
114 114 AG2509 20250815 ... 9198 9308 AG
115 115 AG2510 20250815 ... 9208 9319 AG
116 116 AG2511 20250815 ... 9221 9328 AG
117 117 AG2512 20250815 ... 9231 9341 AG
118 118 AG2601 20250815 ... 9244 9352 AG
119 119 AG2602 20250815 ... 9254 9363 AG
120 120 AG2603 20250815 ... 9266 9381 AG
121 121 AG2604 20250815 ... 9282 9391 AG
122 122 AG2605 20250815 ... 9294 9400 AG
123 123 AG2606 20250815 ... 9309 9413 AG
124 124 AG2607 20250815 ... 9319 9423 AG
125 125 RB2508 20250815 ... 3148 3190 RB
126 126 RB2509 20250815 ... 3159 3176 RB
127 127 RB2510 20250815 ... 3183 3201 RB
128 128 RB2511 20250815 ... 3202 3223 RB
129 129 RB2512 20250815 ... 3248 3265 RB
130 130 RB2601 20250815 ... 3262 3278 RB
131 131 RB2602 20250815 ... 3263 3280 RB
132 132 RB2603 20250815 ... 3277 3293 RB
133 133 RB2604 20250815 ... 3291 3305 RB
134 134 RB2605 20250815 ... 3305 3315 RB
135 135 RB2606 20250815 ... 3314 3323 RB
136 136 RB2607 20250815 ... 3321 3331 RB
137 137 WR2508 20250815 ... 3212 3212 WR
138 138 WR2509 20250815 ... 3342 3342 WR
139 139 WR2510 20250815 ... 3419 3432 WR
140 140 WR2511 20250815 ... 3421 3480 WR
141 141 WR2512 20250815 ... 3499 3499 WR
142 142 WR2601 20250815 ... 3459 3459 WR
143 143 WR2602 20250815 ... 3515 3523 WR
144 144 WR2603 20250815 ... 3527 3527 WR
145 145 WR2604 20250815 ... 3509 3550 WR
146 146 WR2605 20250815 ... 3455 3455 WR
147 147 WR2606 20250815 ... 3469 3533 WR
148 148 WR2607 20250815 ... 3524 3524 WR
149 149 HC2508 20250815 ... 3452 3436 HC
150 150 HC2509 20250815 ... 3437 3448 HC
151 151 HC2510 20250815 ... 3426 3432 HC
152 152 HC2511 20250815 ... 3419 3432 HC
153 153 HC2512 20250815 ... 3423 3434 HC
154 154 HC2601 20250815 ... 3421 3430 HC
155 155 HC2602 20250815 ... 3420 3429 HC
156 156 HC2603 20250815 ... 3420 3433 HC
157 157 HC2604 20250815 ... 3425 3434 HC
158 158 HC2605 20250815 ... 3430 3440 HC
159 159 HC2606 20250815 ... 3436 3453 HC
160 160 HC2607 20250815 ... 3433 3435 HC
161 161 SS2508 20250815 ... 12955 13065 SS
162 162 SS2509 20250815 ... 12935 13005 SS
163 163 SS2510 20250815 ... 13015 13080 SS
164 164 SS2511 20250815 ... 13065 13130 SS
165 165 SS2512 20250815 ... 13115 13190 SS
166 166 SS2601 20250815 ... 13175 13260 SS
167 167 SS2602 20250815 ... 13170 13250 SS
168 168 SS2603 20250815 ... 13255 13335 SS
169 169 SS2604 20250815 ... 13345 13375 SS
170 170 SS2605 20250815 ... 13350 13425 SS
171 171 SS2606 20250815 ... 13405 13455 SS
172 172 SS2607 20250815 ... 13455 13490 SS
173 173 SC2509 20250815 ... 487 483.6 SC
174 174 SC2510 20250815 ... 488.9 485.9 SC
175 175 SC2511 20250815 ... 486.6 483.4 SC
176 176 SC2512 20250815 ... 483.5 480.2 SC
177 177 SC2601 20250815 ... 482.1 478.5 SC
178 178 SC2602 20250815 ... 479.9 477.2 SC
179 179 SC2603 20250815 ... 478.2 475.5 SC
180 180 SC2604 20250815 ... 476.8 474.5 SC
181 181 SC2605 20250815 ... 475.1 473 SC
182 182 SC2606 20250815 ... 474.5 473.1 SC
183 183 SC2607 20250815 ... 472.9 470.6 SC
184 184 SC2608 20250815 ... 473.4 469.4 SC
185 185 SC2609 20250815 ... 468.2 467.5 SC
186 186 SC2612 20250815 ... 464 464 SC
187 187 SC2703 20250815 ... 464.2 464.2 SC
188 188 SC2706 20250815 ... 458.5 457 SC
189 189 SC2709 20250815 ... 458 458 SC
190 190 SC2712 20250815 ... 460 458.5 SC
191 191 SC2803 20250815 ... 456.3 456.3 SC
192 192 SC2806 20250815 ... 453.6 450.5 SC
193 193 LU2509 20250815 ... 3430 3436 LU
194 194 LU2510 20250815 ... 3448 3451 LU
195 195 LU2511 20250815 ... 3447 3447 LU
196 196 LU2512 20250815 ... 3437 3437 LU
197 197 LU2601 20250815 ... 3427 3425 LU
198 198 LU2602 20250815 ... 3414 3407 LU
199 199 LU2603 20250815 ... 3410 3400 LU
200 200 LU2604 20250815 ... 3407 3394 LU
201 201 LU2605 20250815 ... 3395 3395 LU
202 202 LU2606 20250815 ... 3384 3390 LU
203 203 LU2607 20250815 ... 3390 3397 LU
204 204 LU2608 20250815 ... 3377 3377 LU
205 205 FU2509 20250815 ... 2705 2708 FU
206 206 FU2510 20250815 ... 2722 2725 FU
207 207 FU2511 20250815 ... 2734 2737 FU
208 208 FU2512 20250815 ... 2745 2747 FU
209 209 FU2601 20250815 ... 2755 2757 FU
210 210 FU2602 20250815 ... 2754 2752 FU
211 211 FU2603 20250815 ... 2753 2750 FU
212 212 FU2604 20250815 ... 2750 2747 FU
213 213 FU2605 20250815 ... 2742 2736 FU
214 214 FU2606 20250815 ... 2738 2733 FU
215 215 FU2607 20250815 ... 2715 2713 FU
216 216 FU2608 20250815 ... 2710 2701 FU
217 217 BU2508 20250815 ... 3406 3406 BU
218 218 BU2509 20250815 ... 3509 3515 BU
219 219 BU2510 20250815 ... 3471 3478 BU
220 220 BU2511 20250815 ... 3429 3436 BU
221 221 BU2512 20250815 ... 3382 3387 BU
222 222 BU2601 20250815 ... 3345 3353 BU
223 223 BU2602 20250815 ... 3340 3346 BU
224 224 BU2603 20250815 ... 3334 3340 BU
225 225 BU2604 20250815 ... 3331 3334 BU
226 226 BU2605 20250815 ... 3332 3334 BU
227 227 BU2606 20250815 ... 3326 3334 BU
228 228 BU2607 20250815 ... 3316 3331 BU
229 229 BU2609 20250815 ... 3323 3333 BU
230 230 BU2612 20250815 ... 3298 3322 BU
231 231 BU2703 20250815 ... 3306 3303 BU
232 232 BU2706 20250815 ... 3314 3312 BU
233 233 BR2508 20250815 ... 11880 11880 BR
234 234 BR2509 20250815 ... 11700 11775 BR
235 235 BR2510 20250815 ... 11710 11780 BR
236 236 BR2511 20250815 ... 11710 11790 BR
237 237 BR2512 20250815 ... 11695 11805 BR
238 238 BR2601 20250815 ... 11730 11850 BR
239 239 BR2602 20250815 ... 11735 11875 BR
240 240 BR2603 20250815 ... 11760 11955 BR
241 241 BR2604 20250815 ... 11825 12005 BR
242 242 BR2605 20250815 ... 11850 11970 BR
243 243 BR2606 20250815 ... 11880 11970 BR
244 244 BR2607 20250815 ... 11925 12040 BR
245 245 RU2508 20250815 ... 14700 14850 RU
246 246 RU2509 20250815 ... 14760 14765 RU
247 247 RU2510 20250815 ... 14750 14770 RU
248 248 RU2511 20250815 ... 14765 14790 RU
249 249 RU2601 20250815 ... 15780 15795 RU
250 250 RU2603 20250815 ... 15795 15780 RU
251 251 RU2604 20250815 ... 15755 15800 RU
252 252 RU2605 20250815 ... 15835 15855 RU
253 253 RU2606 20250815 ... 15995 15890 RU
254 254 RU2607 20250815 ... 16025 15950 RU
255 255 NR2508 20250815 ... 12485 12485 NR
256 256 NR2509 20250815 ... 12530 12555 NR
257 257 NR2510 20250815 ... 12590 12620 NR
258 258 NR2511 20250815 ... 12630 12650 NR
259 259 NR2512 20250815 ... 12700 12675 NR
260 260 NR2601 20250815 ... 12720 12740 NR
261 261 NR2602 20250815 ... 12740 12765 NR
262 262 NR2603 20250815 ... 12770 12800 NR
263 263 NR2604 20250815 ... 12705 12840 NR
264 264 NR2605 20250815 ... 12860 12850 NR
265 265 NR2606 20250815 ... 12760 12760 NR
266 266 NR2607 20250815 ... 12830 12830 NR
267 267 SP2508 20250815 ... 5224 5224 SP
268 268 SP2509 20250815 ... 5232 5248 SP
269 269 SP2510 20250815 ... 5248 5268 SP
270 270 SP2511 20250815 ... 5284 5302 SP
271 271 SP2512 20250815 ... 5276 5302 SP
272 272 SP2601 20250815 ... 5498 5518 SP
273 273 SP2602 20250815 ... 5462 5480 SP
274 274 SP2603 20250815 ... 5462 5484 SP
275 275 SP2604 20250815 ... 5464 5464 SP
276 276 SP2605 20250815 ... 5458 5480 SP
277 277 SP2606 20250815 ... 5458 5472 SP
278 278 SP2607 20250815 ... 5458 5476 SP
279 279 EC2508 20250815 ... 2081.9 2081.8 EC
280 280 EC2510 20250815 ... 1373 1358.7 EC
281 281 EC2512 20250815 ... 1749.4 1725.5 EC
282 282 EC2602 20250815 ... 1529.6 1520.8 EC
283 283 EC2604 20250815 ... 1334.6 1341.3 EC
284 284 EC2606 20250815 ... 1486.7 1487.4 EC
285 285 SC_TAS2509 20250815 ... SC_TAS
286 286 SC_TAS2510 20250815 ... SC_TAS
287 287 SC_TAS2511 20250815 ... SC_TAS
288 288 SC_TAS2512 20250815 ... SC_TAS
[289 rows x 13 columns]
2025-08-20 11:22:13,855 - future_1d - INFO - ak.get_shfe_daily('2025-08-15') done
symbol date open ... settle pre_settle variety
0 IC2509 20250818 6552.000 ... 6608.400 6524.400 IC
1 IC2510 20250818 6524.400 ... 6568.600 6524.400 IC
2 IC2512 20250818 6425.000 ... 6488.800 6388.200 IC
3 IC2603 20250818 6300.000 ... 6367.800 6267.000 IC
4 IF2509 20250818 4220.000 ... 4237.400 4203.200 IF
5 IF2510 20250818 4233.000 ... 4233.800 4203.200 IF
6 IF2512 20250818 4207.000 ... 4220.200 4181.400 IF
7 IF2603 20250818 4205.000 ... 4201.400 4157.200 IF
8 IH2509 20250818 2848.000 ... 2849.200 2846.200 IH
9 IH2510 20250818 2852.600 ... 2849.000 2846.200 IH
10 IH2512 20250818 2853.800 ... 2853.200 2849.000 IH
11 IH2603 20250818 2857.200 ... 2854.200 2851.000 IH
12 IM2509 20250818 7124.000 ... 7179.800 7072.600 IM
13 IM2510 20250818 7078.400 ... 7138.200 7072.600 IM
14 IM2512 20250818 6950.000 ... 7025.800 6906.800 IM
15 IM2603 20250818 6805.000 ... 6874.400 6738.000 IM
16 T2509 20250818 108.120 ... 108.020 108.325 T
17 T2512 20250818 108.090 ... 107.890 108.225 T
18 T2603 20250818 107.890 ... 107.655 108.020 T
19 TF2509 20250818 105.530 ... 105.465 105.675 TF
20 TF2512 20250818 105.580 ... 105.410 105.670 TF
21 TF2603 20250818 105.565 ... 105.385 105.665 TF
22 TL2509 20250818 116.930 ... 116.270 117.660 TL
23 TL2512 20250818 116.410 ... 115.760 117.210 TL
24 TL2603 20250818 116.250 ... 115.460 116.880 TL
25 TS2509 20250818 102.320 ... 102.302 102.346 TS
26 TS2512 20250818 102.360 ... 102.334 102.384 TS
27 TS2603 20250818 102.324 ... 102.318 102.368 TS
[28 rows x 12 columns]
2025-08-20 11:22:15,497 - future_1d - INFO - ak.get_cffex_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 SC2509 20250818 485.4 ... 483 487 SC
1 SC2510 20250818 486.4 ... 485.2 488.9 SC
2 SC2511 20250818 485 ... 482.3 486.6 SC
3 SC2512 20250818 481.4 ... 479.9 483.5 SC
4 SC2601 20250818 480 ... 478.5 482.1 SC
5 SC2602 20250818 478.5 ... 477.1 479.9 SC
6 SC2603 20250818 476 ... 476 478.2 SC
7 SC2604 20250818 475.4 ... 475.1 476.8 SC
8 SC2605 20250818 474 ... 473.1 475.1 SC
9 SC2606 20250818 474.7 ... 472.8 474.5 SC
10 SC2607 20250818 470.8 ... 470.7 472.9 SC
11 SC2608 20250818 469.8 ... 470.8 473.4 SC
12 SC2609 20250818 ... 468.2 468.2 SC
13 SC2612 20250818 462 ... 462 464 SC
14 SC2703 20250818 ... 464.2 464.2 SC
15 SC2706 20250818 ... 458.5 458.5 SC
16 SC2709 20250818 ... 458 458 SC
17 SC2712 20250818 ... 459 460 SC
18 SC2803 20250818 ... 456 456.3 SC
19 SC2806 20250818 452.2 ... 451.9 453.6 SC
21 LU2509 20250818 3412 ... 3444 3430 LU
22 LU2510 20250818 3436 ... 3459 3448 LU
23 LU2511 20250818 3429 ... 3451 3447 LU
24 LU2512 20250818 3422 ... 3437 3437 LU
25 LU2601 20250818 3412 ... 3422 3427 LU
26 LU2602 20250818 3413 ... 3411 3414 LU
27 LU2603 20250818 3405 ... 3403 3410 LU
28 LU2604 20250818 3412 ... 3395 3407 LU
29 LU2605 20250818 3390 ... 3389 3395 LU
30 LU2606 20250818 3396 ... 3383 3384 LU
31 LU2607 20250818 3390 ... 3390 3390 LU
32 LU2608 20250818 3389 ... 3389 3377 LU
34 NR2509 20250818 12680 ... 12590 12530 NR
35 NR2510 20250818 12710 ... 12660 12590 NR
36 NR2511 20250818 12740 ... 12695 12630 NR
37 NR2512 20250818 12755 ... 12730 12700 NR
38 NR2601 20250818 12875 ... 12775 12720 NR
39 NR2602 20250818 12735 ... 12740 12740 NR
40 NR2603 20250818 12745 ... 12745 12770 NR
41 NR2604 20250818 ... 12745 12705 NR
42 NR2605 20250818 12850 ... 12815 12860 NR
43 NR2606 20250818 ... 12760 12760 NR
44 NR2607 20250818 12900 ... 12900 12830 NR
45 NR2608 20250818 ... 12830 12830 NR
47 BC2509 20250818 70070 ... 70180 70070 BC
48 BC2510 20250818 70220 ... 70250 70160 BC
49 BC2511 20250818 ... 70620 70620 BC
50 BC2512 20250818 70300 ... 70300 70000 BC
51 BC2601 20250818 ... 70250 70250 BC
52 BC2602 20250818 ... 70710 70710 BC
53 BC2603 20250818 71120 ... 71120 70230 BC
54 BC2604 20250818 ... 70350 70350 BC
55 BC2605 20250818 ... 70750 70920 BC
56 BC2606 20250818 ... 69790 69790 BC
57 BC2607 20250818 ... 69370 69370 BC
58 BC2608 20250818 ... 69370 69370 BC
60 EC2508 20250818 2080 ... 2085.9 2081.9 EC
61 EC2510 20250818 1370.8 ... 1381.4 1373 EC
62 EC2512 20250818 1743 ... 1782.3 1749.4 EC
63 EC2602 20250818 1530.4 ... 1539 1529.6 EC
64 EC2604 20250818 1341 ... 1339.8 1334.6 EC
65 EC2606 20250818 1498.8 ... 1496.5 1486.7 EC
68 SC_TAS2509 20250818 ... SC_TAS
69 SC_TAS2510 20250818 ... SC_TAS
70 SC_TAS2511 20250818 ... SC_TAS
71 SC_TAS2512 20250818 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:22:15,559 - future_1d - INFO - ak.get_ine_daily('2025-08-18') done
2025-08-20 11:22:15,607 - future_1d - INFO - save future_daily 2025-08-15 completed
index symbol date ... settle pre_settle variety
0 0 CU2509 20250818 ... 79020 78960 CU
1 1 CU2510 20250818 ... 79020 78950 CU
2 2 CU2511 20250818 ... 79000 78940 CU
3 3 CU2512 20250818 ... 78960 78920 CU
4 4 CU2601 20250818 ... 78970 78930 CU
5 5 CU2602 20250818 ... 78930 78940 CU
6 6 CU2603 20250818 ... 78940 78930 CU
7 7 CU2604 20250818 ... 78960 78940 CU
8 8 CU2605 20250818 ... 78980 78980 CU
9 9 CU2606 20250818 ... 78990 78940 CU
10 10 CU2607 20250818 ... 79000 78900 CU
11 11 CU2608 20250818 ... 78930 78900 CU
12 12 BC2509 20250818 ... 70180 70070 BC
13 13 BC2510 20250818 ... 70250 70160 BC
14 14 BC2511 20250818 ... 70620 70620 BC
15 15 BC2512 20250818 ... 70300 70000 BC
16 16 BC2601 20250818 ... 70250 70250 BC
17 17 BC2602 20250818 ... 70710 70710 BC
18 18 BC2603 20250818 ... 71120 70230 BC
19 19 BC2604 20250818 ... 70350 70350 BC
20 20 BC2605 20250818 ... 70750 70920 BC
21 21 BC2606 20250818 ... 69790 69790 BC
22 22 BC2607 20250818 ... 69370 69370 BC
23 23 BC2608 20250818 ... 69370 69370 BC
24 24 AL2509 20250818 ... 20610 20740 AL
25 25 AL2510 20250818 ... 20585 20725 AL
26 26 AL2511 20250818 ... 20540 20675 AL
27 27 AL2512 20250818 ... 20510 20630 AL
28 28 AL2601 20250818 ... 20485 20605 AL
29 29 AL2602 20250818 ... 20475 20600 AL
30 30 AL2603 20250818 ... 20495 20630 AL
31 31 AL2604 20250818 ... 20530 20640 AL
32 32 AL2605 20250818 ... 20560 20650 AL
33 33 AL2606 20250818 ... 20555 20665 AL
34 34 AL2607 20250818 ... 20600 20650 AL
35 35 AL2608 20250818 ... 20570 20650 AL
36 36 ZN2509 20250818 ... 22375 22520 ZN
37 37 ZN2510 20250818 ... 22395 22545 ZN
38 38 ZN2511 20250818 ... 22400 22550 ZN
39 39 ZN2512 20250818 ... 22390 22530 ZN
40 40 ZN2601 20250818 ... 22380 22505 ZN
41 41 ZN2602 20250818 ... 22380 22505 ZN
42 42 ZN2603 20250818 ... 22420 22485 ZN
43 43 ZN2604 20250818 ... 22360 22490 ZN
44 44 ZN2605 20250818 ... 22395 22490 ZN
45 45 ZN2606 20250818 ... 22365 22475 ZN
46 46 ZN2607 20250818 ... 22360 22495 ZN
47 47 ZN2608 20250818 ... 22355 22495 ZN
48 48 PB2509 20250818 ... 16790 16825 PB
49 49 PB2510 20250818 ... 16805 16830 PB
50 50 PB2511 20250818 ... 16830 16855 PB
51 51 PB2512 20250818 ... 16865 16890 PB
52 52 PB2601 20250818 ... 16870 16900 PB
53 53 PB2602 20250818 ... 16875 17020 PB
54 54 PB2603 20250818 ... 16930 16930 PB
55 55 PB2604 20250818 ... 16960 17110 PB
56 56 PB2605 20250818 ... 16980 17030 PB
57 57 PB2606 20250818 ... 16985 17170 PB
58 58 PB2607 20250818 ... 17060 17060 PB
59 59 PB2608 20250818 ... 17015 17060 PB
60 60 NI2509 20250818 ... 120780 120690 NI
61 61 NI2510 20250818 ... 120850 120800 NI
62 62 NI2511 20250818 ... 120980 120990 NI
63 63 NI2512 20250818 ... 121230 121250 NI
64 64 NI2601 20250818 ... 121610 121530 NI
65 65 NI2602 20250818 ... 121950 121660 NI
66 66 NI2603 20250818 ... 122260 121980 NI
67 67 NI2604 20250818 ... 122660 122120 NI
68 68 NI2605 20250818 ... 122770 122590 NI
69 69 NI2606 20250818 ... 123070 122830 NI
70 70 NI2607 20250818 ... 123370 123050 NI
71 71 NI2608 20250818 ... 123650 123050 NI
72 72 SN2509 20250818 ... 266860 266560 SN
73 73 SN2510 20250818 ... 267150 266760 SN
74 74 SN2511 20250818 ... 267260 266920 SN
75 75 SN2512 20250818 ... 267220 266710 SN
76 76 SN2601 20250818 ... 267430 266830 SN
77 77 SN2602 20250818 ... 267480 267020 SN
78 78 SN2603 20250818 ... 267990 267330 SN
79 79 SN2604 20250818 ... 268640 268250 SN
80 80 SN2605 20250818 ... 268430 268550 SN
81 81 SN2606 20250818 ... 269000 268260 SN
82 82 SN2607 20250818 ... 269320 269500 SN
83 83 SN2608 20250818 ... 269500 269500 SN
84 84 AO2509 20250818 ... 3174 3190 AO
85 85 AO2510 20250818 ... 3173 3181 AO
86 86 AO2511 20250818 ... 3176 3188 AO
87 87 AO2512 20250818 ... 3183 3184 AO
88 88 AO2601 20250818 ... 3199 3207 AO
89 89 AO2602 20250818 ... 3189 3201 AO
90 90 AO2603 20250818 ... 3190 3199 AO
91 91 AO2604 20250818 ... 3201 3208 AO
92 92 AO2605 20250818 ... 3197 3205 AO
93 93 AO2606 20250818 ... 3203 3199 AO
94 94 AO2607 20250818 ... 3208 3209 AO
95 95 AO2608 20250818 ... 3175 3209 AO
96 96 AD2511 20250818 ... 20060 20165 AD
97 97 AD2512 20250818 ... 20040 20150 AD
98 98 AD2601 20250818 ... 19990 20110 AD
99 99 AD2602 20250818 ... 19915 20015 AD
100 100 AD2603 20250818 ... 20050 20050 AD
101 101 AD2604 20250818 ... 19865 19920 AD
102 102 AD2605 20250818 ... 19860 19860 AD
103 103 AD2606 20250818 ... 19720 19765 AD
104 104 AD2607 20250818 ... 19925 19925 AD
105 105 AD2608 20250818 ... 19925 19925 AD
106 106 AU2509 20250818 ... 774.94 774.04 AU
107 107 AU2510 20250818 ... 776.06 775.18 AU
108 108 AU2511 20250818 ... 777.88 775.18 AU
109 109 AU2512 20250818 ... 778.48 777.32 AU
110 110 AU2602 20250818 ... 780.44 779.46 AU
111 111 AU2604 20250818 ... 782.52 781.48 AU
112 112 AU2606 20250818 ... 785 783.82 AU
113 113 AU2608 20250818 ... 787.2 786.32 AU
114 114 AG2509 20250818 ... 9203 9198 AG
115 115 AG2510 20250818 ... 9210 9208 AG
116 116 AG2511 20250818 ... 9220 9221 AG
117 117 AG2512 20250818 ... 9232 9231 AG
118 118 AG2601 20250818 ... 9243 9244 AG
119 119 AG2602 20250818 ... 9256 9254 AG
120 120 AG2603 20250818 ... 9275 9266 AG
121 121 AG2604 20250818 ... 9282 9282 AG
122 122 AG2605 20250818 ... 9294 9294 AG
123 123 AG2606 20250818 ... 9306 9309 AG
124 124 AG2607 20250818 ... 9320 9319 AG
125 125 AG2608 20250818 ... 9350 9319 AG
126 126 RB2509 20250818 ... 3143 3159 RB
127 127 RB2510 20250818 ... 3173 3183 RB
128 128 RB2511 20250818 ... 3190 3202 RB
129 129 RB2512 20250818 ... 3235 3248 RB
130 130 RB2601 20250818 ... 3249 3262 RB
131 131 RB2602 20250818 ... 3243 3263 RB
132 132 RB2603 20250818 ... 3266 3277 RB
133 133 RB2604 20250818 ... 3283 3291 RB
134 134 RB2605 20250818 ... 3295 3305 RB
135 135 RB2606 20250818 ... 3317 3314 RB
136 136 RB2607 20250818 ... 3310 3321 RB
137 137 RB2608 20250818 ... 3322 3321 RB
138 138 WR2509 20250818 ... 3342 3342 WR
139 139 WR2510 20250818 ... 3392 3419 WR
140 140 WR2511 20250818 ... 3421 3421 WR
141 141 WR2512 20250818 ... 3471 3499 WR
142 142 WR2601 20250818 ... 3372 3459 WR
143 143 WR2602 20250818 ... 3426 3515 WR
144 144 WR2603 20250818 ... 3438 3527 WR
145 145 WR2604 20250818 ... 3460 3509 WR
146 146 WR2605 20250818 ... 3455 3455 WR
147 147 WR2606 20250818 ... 3446 3469 WR
148 148 WR2607 20250818 ... 3524 3524 WR
149 149 WR2608 20250818 ... 3524 3524 WR
150 150 HC2509 20250818 ... 3441 3437 HC
151 151 HC2510 20250818 ... 3429 3426 HC
152 152 HC2511 20250818 ... 3425 3419 HC
153 153 HC2512 20250818 ... 3435 3423 HC
154 154 HC2601 20250818 ... 3423 3421 HC
155 155 HC2602 20250818 ... 3422 3420 HC
156 156 HC2603 20250818 ... 3423 3420 HC
157 157 HC2604 20250818 ... 3429 3425 HC
158 158 HC2605 20250818 ... 3430 3430 HC
159 159 HC2606 20250818 ... 3452 3436 HC
160 160 HC2607 20250818 ... 3446 3433 HC
161 161 HC2608 20250818 ... 3448 3433 HC
162 162 SS2509 20250818 ... 12950 12935 SS
163 163 SS2510 20250818 ... 13025 13015 SS
164 164 SS2511 20250818 ... 13085 13065 SS
165 165 SS2512 20250818 ... 13130 13115 SS
166 166 SS2601 20250818 ... 13205 13175 SS
167 167 SS2602 20250818 ... 13195 13170 SS
168 168 SS2603 20250818 ... 13255 13255 SS
169 169 SS2604 20250818 ... 13345 13345 SS
170 170 SS2605 20250818 ... 13385 13350 SS
171 171 SS2606 20250818 ... 13460 13405 SS
172 172 SS2607 20250818 ... 13495 13455 SS
173 173 SS2608 20250818 ... 13510 13455 SS
174 174 SC2509 20250818 ... 483 487 SC
175 175 SC2510 20250818 ... 485.2 488.9 SC
176 176 SC2511 20250818 ... 482.3 486.6 SC
177 177 SC2512 20250818 ... 479.9 483.5 SC
178 178 SC2601 20250818 ... 478.5 482.1 SC
179 179 SC2602 20250818 ... 477.1 479.9 SC
180 180 SC2603 20250818 ... 476 478.2 SC
181 181 SC2604 20250818 ... 475.1 476.8 SC
182 182 SC2605 20250818 ... 473.1 475.1 SC
183 183 SC2606 20250818 ... 472.8 474.5 SC
184 184 SC2607 20250818 ... 470.7 472.9 SC
185 185 SC2608 20250818 ... 470.8 473.4 SC
186 186 SC2609 20250818 ... 468.2 468.2 SC
187 187 SC2612 20250818 ... 462 464 SC
188 188 SC2703 20250818 ... 464.2 464.2 SC
189 189 SC2706 20250818 ... 458.5 458.5 SC
190 190 SC2709 20250818 ... 458 458 SC
191 191 SC2712 20250818 ... 459 460 SC
192 192 SC2803 20250818 ... 456 456.3 SC
193 193 SC2806 20250818 ... 451.9 453.6 SC
194 194 LU2509 20250818 ... 3444 3430 LU
195 195 LU2510 20250818 ... 3459 3448 LU
196 196 LU2511 20250818 ... 3451 3447 LU
197 197 LU2512 20250818 ... 3437 3437 LU
198 198 LU2601 20250818 ... 3422 3427 LU
199 199 LU2602 20250818 ... 3411 3414 LU
200 200 LU2603 20250818 ... 3403 3410 LU
201 201 LU2604 20250818 ... 3395 3407 LU
202 202 LU2605 20250818 ... 3389 3395 LU
203 203 LU2606 20250818 ... 3383 3384 LU
204 204 LU2607 20250818 ... 3390 3390 LU
205 205 LU2608 20250818 ... 3389 3377 LU
206 206 FU2509 20250818 ... 2700 2705 FU
207 207 FU2510 20250818 ... 2722 2722 FU
208 208 FU2511 20250818 ... 2724 2734 FU
209 209 FU2512 20250818 ... 2727 2745 FU
210 210 FU2601 20250818 ... 2731 2755 FU
211 211 FU2602 20250818 ... 2730 2754 FU
212 212 FU2603 20250818 ... 2732 2753 FU
213 213 FU2604 20250818 ... 2733 2750 FU
214 214 FU2605 20250818 ... 2727 2742 FU
215 215 FU2606 20250818 ... 2726 2738 FU
216 216 FU2607 20250818 ... 2707 2715 FU
217 217 FU2608 20250818 ... 2703 2710 FU
218 218 BU2509 20250818 ... 3504 3509 BU
219 219 BU2510 20250818 ... 3474 3471 BU
220 220 BU2511 20250818 ... 3428 3429 BU
221 221 BU2512 20250818 ... 3375 3382 BU
222 222 BU2601 20250818 ... 3338 3345 BU
223 223 BU2602 20250818 ... 3331 3340 BU
224 224 BU2603 20250818 ... 3328 3334 BU
225 225 BU2604 20250818 ... 3320 3331 BU
226 226 BU2605 20250818 ... 3319 3332 BU
227 227 BU2606 20250818 ... 3322 3326 BU
228 228 BU2607 20250818 ... 3309 3316 BU
229 229 BU2608 20250818 ... 3316 3316 BU
230 230 BU2609 20250818 ... 3312 3323 BU
231 231 BU2612 20250818 ... 3290 3298 BU
232 232 BU2703 20250818 ... 3296 3306 BU
233 233 BU2706 20250818 ... 3307 3314 BU
234 234 BR2509 20250818 ... 11800 11700 BR
235 235 BR2510 20250818 ... 11810 11710 BR
236 236 BR2511 20250818 ... 11810 11710 BR
237 237 BR2512 20250818 ... 11830 11695 BR
238 238 BR2601 20250818 ... 11835 11730 BR
239 239 BR2602 20250818 ... 11750 11735 BR
240 240 BR2603 20250818 ... 11785 11760 BR
241 241 BR2604 20250818 ... 11880 11825 BR
242 242 BR2605 20250818 ... 11880 11850 BR
243 243 BR2606 20250818 ... 11915 11880 BR
244 244 BR2607 20250818 ... 11950 11925 BR
245 245 BR2608 20250818 ... 11925 11925 BR
246 246 RU2509 20250818 ... 14795 14760 RU
247 247 RU2510 20250818 ... 14805 14750 RU
248 248 RU2511 20250818 ... 14815 14765 RU
249 249 RU2601 20250818 ... 15825 15780 RU
250 250 RU2603 20250818 ... 15850 15795 RU
251 251 RU2604 20250818 ... 15850 15755 RU
252 252 RU2605 20250818 ... 15910 15835 RU
253 253 RU2606 20250818 ... 15975 15995 RU
254 254 RU2607 20250818 ... 15985 16025 RU
255 255 RU2608 20250818 ... 16025 16025 RU
256 256 NR2509 20250818 ... 12590 12530 NR
257 257 NR2510 20250818 ... 12660 12590 NR
258 258 NR2511 20250818 ... 12695 12630 NR
259 259 NR2512 20250818 ... 12730 12700 NR
260 260 NR2601 20250818 ... 12775 12720 NR
261 261 NR2602 20250818 ... 12740 12740 NR
262 262 NR2603 20250818 ... 12745 12770 NR
263 263 NR2604 20250818 ... 12745 12705 NR
264 264 NR2605 20250818 ... 12815 12860 NR
265 265 NR2606 20250818 ... 12760 12760 NR
266 266 NR2607 20250818 ... 12900 12830 NR
267 267 NR2608 20250818 ... 12830 12830 NR
268 268 SP2509 20250818 ... 5226 5232 SP
269 269 SP2510 20250818 ... 5260 5248 SP
270 270 SP2511 20250818 ... 5276 5284 SP
271 271 SP2512 20250818 ... 5270 5276 SP
272 272 SP2601 20250818 ... 5496 5498 SP
273 273 SP2602 20250818 ... 5462 5462 SP
274 274 SP2603 20250818 ... 5460 5462 SP
275 275 SP2604 20250818 ... 5462 5464 SP
276 276 SP2605 20250818 ... 5466 5458 SP
277 277 SP2606 20250818 ... 5474 5458 SP
278 278 SP2607 20250818 ... 5458 5458 SP
279 279 SP2608 20250818 ... 5484 5458 SP
280 280 EC2508 20250818 ... 2085.9 2081.9 EC
281 281 EC2510 20250818 ... 1381.4 1373 EC
282 282 EC2512 20250818 ... 1782.3 1749.4 EC
283 283 EC2602 20250818 ... 1539 1529.6 EC
284 284 EC2604 20250818 ... 1339.8 1334.6 EC
285 285 EC2606 20250818 ... 1496.5 1486.7 EC
286 286 SC_TAS2509 20250818 ... SC_TAS
287 287 SC_TAS2510 20250818 ... SC_TAS
288 288 SC_TAS2511 20250818 ... SC_TAS
289 289 SC_TAS2512 20250818 ... SC_TAS
[290 rows x 13 columns]
2025-08-20 11:22:15,664 - future_1d - INFO - ak.get_shfe_daily('2025-08-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250818 8185.0 8246.0 ... 391192.16 8155.0 8197.0 AP
1 AP511 20250818 7892.0 7970.0 ... 2077.77 7900.0 7929.0 AP
2 AP512 20250818 7934.0 8019.0 ... 366.15 7960.0 7963.0 AP
3 AP601 20250818 8014.0 8115.0 ... 67014.66 8038.0 8015.0 AP
4 AP603 20250818 7904.0 8000.0 ... 135.25 7956.0 7945.0 AP
5 AP604 20250818 7936.0 8004.0 ... 55.82 7974.0 7954.0 AP
6 AP605 20250818 7984.0 8075.0 ... 553.92 8028.0 8011.0 AP
7 CF509 20250818 13840.0 13865.0 ... 322776.83 13835.0 13840.0 CF
8 CF511 20250818 14045.0 14065.0 ... 146483.52 14030.0 14035.0 CF
9 CF601 20250818 14120.0 14160.0 ... 1171362.89 14115.0 14110.0 CF
10 CF603 20250818 14085.0 14100.0 ... 1083.60 14075.0 14070.0 CF
11 CF605 20250818 14090.0 14115.0 ... 51113.53 14075.0 14080.0 CF
12 CF607 20250818 14040.0 14115.0 ... 577.38 14080.0 14070.0 CF
13 CJ509 20250818 10455.0 10585.0 ... 23505.45 10495.0 10330.0 CJ
14 CJ512 20250818 11485.0 11550.0 ... 13293.80 11435.0 11380.0 CJ
15 CJ601 20250818 11575.0 11650.0 ... 938898.22 11545.0 11475.0 CJ
16 CJ603 20250818 11580.0 11700.0 ... 13152.41 11595.0 11500.0 CJ
17 CJ605 20250818 11675.0 11820.0 ... 131782.74 11715.0 11595.0 CJ
18 CJ607 20250818 11835.0 11965.0 ... 938.50 11880.0 11755.0 CJ
19 CY509 20250818 20085.0 20145.0 ... 1557.46 20095.0 20095.0 CY
20 CY510 20250818 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250818 20185.0 20200.0 ... 92319.76 20165.0 20200.0 CY
22 CY512 20250818 0.0 0.0 ... 0.00 19855.0 19855.0 CY
23 CY601 20250818 20120.0 20200.0 ... 3233.09 20145.0 20155.0 CY
24 CY602 20250818 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250818 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250818 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250818 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250818 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250818 1050.0 1062.0 ... 881869.34 1044.0 1054.0 FG
32 FG510 20250818 1152.0 1174.0 ... 143107.45 1156.0 1158.0 FG
33 FG511 20250818 1146.0 1164.0 ... 181404.48 1143.0 1149.0 FG
34 FG512 20250818 1223.0 1247.0 ... 101597.72 1226.0 1229.0 FG
35 FG601 20250818 1213.0 1238.0 ... 5636610.49 1218.0 1219.0 FG
36 FG602 20250818 1261.0 1290.0 ... 1577.29 1270.0 1272.0 FG
37 FG603 20250818 1270.0 1290.0 ... 2009.65 1272.0 1273.0 FG
38 FG604 20250818 1313.0 1335.0 ... 761.43 1317.0 1316.0 FG
39 FG605 20250818 1313.0 1334.0 ... 72724.57 1316.0 1315.0 FG
40 FG606 20250818 1341.0 1355.0 ... 1116.28 1338.0 1340.0 FG
41 FG607 20250818 1329.0 1350.0 ... 1220.18 1335.0 1335.0 FG
42 FG608 20250818 1352.0 1368.0 ... 278.51 1352.0 1352.0 FG
43 JR509 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250818 2324.0 2324.0 ... 264555.73 2306.0 2338.0 MA
53 MA510 20250818 2349.0 2352.0 ... 81937.62 2334.0 2363.0 MA
54 MA511 20250818 2364.0 2369.0 ... 131049.02 2350.0 2380.0 MA
55 MA512 20250818 2399.0 2400.0 ... 71576.26 2383.0 2414.0 MA
56 MA601 20250818 2415.0 2420.0 ... 1051859.40 2400.0 2430.0 MA
57 MA602 20250818 2424.0 2424.0 ... 142.25 2411.0 2436.0 MA
58 MA603 20250818 2449.0 2449.0 ... 156.98 2415.0 2438.0 MA
59 MA604 20250818 2410.0 2435.0 ... 43.38 2410.0 2426.0 MA
60 MA605 20250818 2390.0 2393.0 ... 35911.80 2379.0 2402.0 MA
61 MA606 20250818 2398.0 2403.0 ... 55.03 2393.0 2420.0 MA
62 MA607 20250818 2396.0 2396.0 ... 81.17 2387.0 2407.0 MA
63 MA608 20250818 2425.0 2425.0 ... 19.19 2398.0 2437.0 MA
64 OI509 20250818 9830.0 9964.0 ... 444880.65 9887.0 9812.0 OI
65 OI511 20250818 9839.0 9962.0 ... 329065.89 9890.0 9825.0 OI
66 OI601 20250818 9783.0 9933.0 ... 3733921.48 9847.0 9779.0 OI
67 OI603 20250818 9702.0 9853.0 ... 4560.14 9765.0 9681.0 OI
68 OI605 20250818 9605.0 9786.0 ... 111443.31 9704.0 9612.0 OI
69 OI607 20250818 9618.0 9756.0 ... 309.91 9685.0 9604.0 OI
70 PF509 20250818 6322.0 6380.0 ... 29673.67 6332.0 6316.0 PF
71 PF510 20250818 6390.0 6482.0 ... 490053.15 6414.0 6392.0 PF
72 PF511 20250818 6350.0 6450.0 ... 202215.14 6392.0 6382.0 PF
73 PF512 20250818 6364.0 6438.0 ... 80569.04 6388.0 6384.0 PF
74 PF601 20250818 6376.0 6440.0 ... 24226.34 6400.0 6390.0 PF
75 PF602 20250818 6386.0 6446.0 ... 16.04 6416.0 6410.0 PF
76 PF603 20250818 6416.0 6432.0 ... 19.29 6430.0 6418.0 PF
77 PF604 20250818 6446.0 6460.0 ... 19.37 6458.0 6450.0 PF
78 PF605 20250818 6478.0 6492.0 ... 6.49 6486.0 6476.0 PF
79 PF606 20250818 0.0 0.0 ... 0.00 6474.0 6474.0 PF
80 PF607 20250818 0.0 0.0 ... 0.00 6490.0 6490.0 PF
81 PF608 20250818 0.0 0.0 ... 0.00 6486.0 6486.0 PF
82 PK510 20250818 8072.0 8084.0 ... 79742.80 8062.0 8046.0 PK
83 PK511 20250818 7840.0 7846.0 ... 211333.72 7822.0 7840.0 PK
84 PK512 20250818 7868.0 7890.0 ... 38477.90 7848.0 7850.0 PK
85 PK601 20250818 7916.0 7950.0 ... 20906.36 7914.0 7912.0 PK
86 PK603 20250818 7878.0 7940.0 ... 237.75 7926.0 7936.0 PK
87 PK604 20250818 7938.0 7938.0 ... 87.07 7916.0 7944.0 PK
88 PK605 20250818 7948.0 7948.0 ... 4087.56 7922.0 7942.0 PK
89 PL601 20250818 6506.0 6529.0 ... 17705.76 6467.0 6493.0 PL
90 PL602 20250818 6525.0 6525.0 ... 169.07 6503.0 6528.0 PL
91 PL603 20250818 6492.0 6492.0 ... 77.71 6476.0 6501.0 PL
92 PL604 20250818 0.0 0.0 ... 0.00 6502.0 6503.0 PL
93 PL605 20250818 6381.0 6398.0 ... 76.55 6380.0 6393.0 PL
94 PL606 20250818 0.0 0.0 ... 0.00 6482.0 6482.0 PL
95 PL607 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL608 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250818 5846.0 5866.0 ... 12034.18 5844.0 5846.0 PR
104 PR510 20250818 5890.0 5934.0 ... 234672.68 5898.0 5896.0 PR
105 PR511 20250818 5896.0 5936.0 ... 513948.66 5896.0 5892.0 PR
106 PR512 20250818 5906.0 5944.0 ... 182833.87 5902.0 5904.0 PR
107 PR601 20250818 5916.0 5954.0 ... 2434.56 5924.0 5916.0 PR
108 PR602 20250818 5940.0 5958.0 ... 17.85 5950.0 5942.0 PR
109 PR603 20250818 5940.0 5960.0 ... 44.55 5940.0 5956.0 PR
110 PR604 20250818 0.0 0.0 ... 0.00 5970.0 5970.0 PR
111 PR605 20250818 5948.0 5964.0 ... 44.63 5950.0 5946.0 PR
112 PR606 20250818 5940.0 5954.0 ... 17.84 5948.0 5956.0 PR
113 PR607 20250818 5962.0 5962.0 ... 17.86 5954.0 5964.0 PR
114 PR608 20250818 0.0 0.0 ... 0.00 5966.0 5966.0 PR
115 PX509 20250818 6748.0 6824.0 ... 45967.29 6756.0 6740.0 PX
116 PX510 20250818 6716.0 6810.0 ... 152052.38 6732.0 6720.0 PX
117 PX511 20250818 6690.0 6778.0 ... 442405.79 6702.0 6682.0 PX
118 PX512 20250818 6694.0 6768.0 ... 65133.63 6698.0 6686.0 PX
119 PX601 20250818 6676.0 6746.0 ... 110989.95 6692.0 6674.0 PX
120 PX602 20250818 0.0 0.0 ... 0.00 6714.0 6670.0 PX
121 PX603 20250818 6692.0 6692.0 ... 23.42 6692.0 6672.0 PX
122 PX604 20250818 0.0 0.0 ... 0.00 6710.0 6672.0 PX
123 PX605 20250818 6680.0 6750.0 ... 863.70 6696.0 6696.0 PX
124 PX606 20250818 6688.0 6716.0 ... 10.06 6706.0 6674.0 PX
125 PX607 20250818 6696.0 6696.0 ... 3.35 6696.0 6668.0 PX
126 PX608 20250818 0.0 0.0 ... 0.00 6726.0 6680.0 PX
127 RI509 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250818 2670.0 2703.0 ... 203496.08 2686.0 2657.0 RM
134 RM511 20250818 2579.0 2618.0 ... 35093.11 2596.0 2588.0 RM
135 RM601 20250818 2557.0 2607.0 ... 1212939.70 2578.0 2563.0 RM
136 RM603 20250818 2519.0 2554.0 ... 23705.67 2531.0 2522.0 RM
137 RM605 20250818 2499.0 2520.0 ... 162662.63 2502.0 2489.0 RM
138 RM607 20250818 2460.0 2485.0 ... 9402.24 2470.0 2460.0 RM
139 RM608 20250818 2530.0 2542.0 ... 164.65 2533.0 2515.0 RM
140 RS509 20250818 5035.0 5100.0 ... 1007.33 5012.0 4884.0 RS
141 RS511 20250818 5476.0 5485.0 ... 136.05 5442.0 5321.0 RS
142 RS607 20250818 5589.0 5680.0 ... 45.15 5643.0 5646.0 RS
143 RS608 20250818 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250818 1299.0 1305.0 ... 463927.59 1282.0 1299.0 SA
145 SA510 20250818 1326.0 1334.0 ... 389342.54 1317.0 1329.0 SA
146 SA511 20250818 1328.0 1343.0 ... 493788.73 1324.0 1337.0 SA
147 SA512 20250818 1389.0 1404.0 ... 164744.45 1382.0 1397.0 SA
148 SA601 20250818 1398.0 1413.0 ... 6993274.98 1394.0 1408.0 SA
149 SA602 20250818 1409.0 1422.0 ... 4439.42 1402.0 1420.0 SA
150 SA603 20250818 1410.0 1425.0 ... 4211.31 1404.0 1424.0 SA
151 SA604 20250818 1417.0 1457.0 ... 1791.83 1440.0 1456.0 SA
152 SA605 20250818 1447.0 1466.0 ... 131248.06 1447.0 1460.0 SA
153 SA606 20250818 1458.0 1469.0 ... 1343.11 1450.0 1465.0 SA
154 SA607 20250818 1453.0 1465.0 ... 2518.76 1449.0 1460.0 SA
155 SA608 20250818 1477.0 1482.0 ... 190.13 1463.0 1466.0 SA
156 SF509 20250818 5766.0 5776.0 ... 101773.14 5718.0 5732.0 SF
157 SF510 20250818 5742.0 5752.0 ... 143522.77 5686.0 5706.0 SF
158 SF511 20250818 5930.0 5954.0 ... 637919.05 5886.0 5902.0 SF
159 SF512 20250818 5930.0 5942.0 ... 37652.60 5872.0 5890.0 SF
160 SF601 20250818 5924.0 5936.0 ... 107381.33 5874.0 5888.0 SF
161 SF602 20250818 5888.0 5888.0 ... 519.62 5838.0 5854.0 SF
162 SF603 20250818 6088.0 6098.0 ... 123.95 6046.0 6042.0 SF
163 SF604 20250818 6052.0 6052.0 ... 27.15 6032.0 6012.0 SF
164 SF605 20250818 6060.0 6060.0 ... 3001.45 5998.0 6010.0 SF
165 SF606 20250818 6002.0 6008.0 ... 164.14 5970.0 5974.0 SF
166 SF607 20250818 6134.0 6142.0 ... 137.79 6124.0 6100.0 SF
167 SF608 20250818 0.0 0.0 ... 0.00 6100.0 6152.0 SF
168 SH509 20250818 2544.0 2595.0 ... 777303.29 2564.0 2539.0 SH
169 SH510 20250818 2673.0 2720.0 ... 415083.79 2688.0 2656.0 SH
170 SH511 20250818 2687.0 2743.0 ... 722888.59 2703.0 2665.0 SH
171 SH512 20250818 2681.0 2726.0 ... 159921.67 2695.0 2673.0 SH
172 SH601 20250818 2645.0 2678.0 ... 1034680.79 2647.0 2640.0 SH
173 SH602 20250818 2658.0 2688.0 ... 1485.15 2662.0 2659.0 SH
174 SH603 20250818 2662.0 2727.0 ... 1357.04 2677.0 2669.0 SH
175 SH604 20250818 2730.0 2774.0 ... 440.87 2721.0 2718.0 SH
176 SH605 20250818 2732.0 2758.0 ... 8655.52 2730.0 2723.0 SH
177 SH606 20250818 2739.0 2756.0 ... 468.91 2742.0 2737.0 SH
178 SH607 20250818 2729.0 2753.0 ... 278.10 2726.0 2733.0 SH
179 SH608 20250818 0.0 0.0 ... 0.00 2727.0 2727.0 SH
180 SM509 20250818 6052.0 6060.0 ... 338172.82 6018.0 6010.0 SM
181 SM510 20250818 6050.0 6064.0 ... 82102.25 6022.0 6012.0 SM
182 SM511 20250818 6136.0 6140.0 ... 146780.10 6096.0 6088.0 SM
183 SM512 20250818 6136.0 6148.0 ... 37907.62 6108.0 6096.0 SM
184 SM601 20250818 6134.0 6152.0 ... 338898.33 6110.0 6098.0 SM
185 SM602 20250818 6140.0 6154.0 ... 752.52 6094.0 6096.0 SM
186 SM603 20250818 6160.0 6170.0 ... 137.77 6124.0 6104.0 SM
187 SM604 20250818 6132.0 6150.0 ... 15.36 6144.0 6124.0 SM
188 SM605 20250818 6160.0 6182.0 ... 5415.41 6140.0 6138.0 SM
189 SM606 20250818 6168.0 6168.0 ... 30.74 6148.0 6130.0 SM
190 SM607 20250818 6176.0 6176.0 ... 24.64 6160.0 6144.0 SM
191 SM608 20250818 0.0 0.0 ... 0.00 6160.0 6226.0 SM
192 SR509 20250818 5730.0 5736.0 ... 93845.55 5728.0 5728.0 SR
193 SR511 20250818 5651.0 5686.0 ... 137497.67 5663.0 5652.0 SR
194 SR601 20250818 5653.0 5674.0 ... 1017288.82 5657.0 5648.0 SR
195 SR603 20250818 5626.0 5647.0 ... 1909.56 5633.0 5625.0 SR
196 SR605 20250818 5613.0 5629.0 ... 35842.60 5615.0 5609.0 SR
197 SR607 20250818 5619.0 5621.0 ... 1485.89 5607.0 5604.0 SR
198 TA509 20250818 4678.0 4714.0 ... 478728.39 4680.0 4672.0 TA
199 TA510 20250818 4688.0 4754.0 ... 168628.49 4710.0 4698.0 TA
200 TA511 20250818 4696.0 4760.0 ... 132218.56 4712.0 4700.0 TA
201 TA512 20250818 4704.0 4762.0 ... 33990.62 4718.0 4708.0 TA
202 TA601 20250818 4706.0 4766.0 ... 1549506.35 4726.0 4708.0 TA
203 TA602 20250818 4728.0 4774.0 ... 97.21 4742.0 4718.0 TA
204 TA603 20250818 4728.0 4760.0 ... 73.66 4752.0 4736.0 TA
205 TA604 20250818 4760.0 4796.0 ... 19.13 4782.0 4740.0 TA
206 TA605 20250818 4746.0 4808.0 ... 28397.07 4768.0 4752.0 TA
207 TA606 20250818 4786.0 4810.0 ... 9.61 4804.0 4736.0 TA
208 TA607 20250818 4822.0 4822.0 ... 7.23 4820.0 4776.0 TA
209 TA608 20250818 0.0 0.0 ... 0.00 4790.0 4754.0 TA
210 UR509 20250818 1740.0 1740.0 ... 87254.87 1732.0 1719.0 UR
211 UR510 20250818 1734.0 1743.0 ... 22064.97 1736.0 1720.0 UR
212 UR511 20250818 1750.0 1763.0 ... 33967.49 1755.0 1736.0 UR
213 UR512 20250818 1744.0 1762.0 ... 1866.59 1754.0 1736.0 UR
214 UR601 20250818 1750.0 1767.0 ... 588870.15 1755.0 1735.0 UR
215 UR602 20250818 1745.0 1762.0 ... 1475.22 1752.0 1735.0 UR
216 UR603 20250818 1783.0 1793.0 ... 200.32 1789.0 1774.0 UR
217 UR604 20250818 1789.0 1799.0 ... 32.27 1793.0 1775.0 UR
218 UR605 20250818 1790.0 1802.0 ... 14441.38 1793.0 1778.0 UR
219 UR606 20250818 1786.0 1797.0 ... 211.26 1790.0 1773.0 UR
220 UR607 20250818 1800.0 1805.0 ... 223.12 1799.0 1786.0 UR
221 UR608 20250818 1794.0 1806.0 ... 107.95 1799.0 1786.0 UR
222 WH509 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-20 11:22:15,945 - future_1d - INFO - ak.get_czce_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 PS2509 20250818 52765.0 ... 52495.0 51435.0 PS
1 PS2510 20250818 52960.0 ... 52595.0 51385.0 PS
2 PS2511 20250818 52810.0 ... 52540.0 51400.0 PS
3 PS2512 20250818 54750.0 ... 54905.0 53605.0 PS
4 PS2601 20250818 55060.0 ... 55035.0 53740.0 PS
5 PS2602 20250818 55305.0 ... 55530.0 53960.0 PS
6 PS2603 20250818 55525.0 ... 55775.0 54100.0 PS
7 PS2604 20250818 55590.0 ... 55975.0 54115.0 PS
8 PS2605 20250818 55685.0 ... 55475.0 54270.0 PS
9 PS2606 20250818 58380.0 ... 58225.0 56980.0 PS
10 PS2607 20250818 58205.0 ... 58455.0 57140.0 PS
11 PS2608 20250818 58350.0 ... 58360.0 57470.0 PS
13 SI2509 20250818 8800.0 ... 8720.0 8610.0 SI
14 SI2510 20250818 8820.0 ... 8715.0 8630.0 SI
15 SI2511 20250818 8805.0 ... 8735.0 8625.0 SI
16 SI2512 20250818 9195.0 ... 9085.0 8995.0 SI
17 SI2601 20250818 9205.0 ... 9090.0 8980.0 SI
18 SI2602 20250818 9175.0 ... 9065.0 8980.0 SI
19 SI2603 20250818 9195.0 ... 9105.0 9040.0 SI
20 SI2604 20250818 9220.0 ... 9125.0 9105.0 SI
21 SI2605 20250818 9280.0 ... 9165.0 9030.0 SI
22 SI2606 20250818 9245.0 ... 9175.0 9055.0 SI
23 SI2607 20250818 9240.0 ... 9160.0 9090.0 SI
24 SI2608 20250818 9260.0 ... 9210.0 8985.0 SI
27 LC2509 20250818 87740.0 ... 89040.0 85160.0 LC
28 LC2510 20250818 88460.0 ... 89160.0 85320.0 LC
29 LC2511 20250818 88160.0 ... 89140.0 85260.0 LC
30 LC2512 20250818 87540.0 ... 89080.0 85100.0 LC
31 LC2601 20250818 87880.0 ... 88800.0 84840.0 LC
32 LC2602 20250818 87640.0 ... 88480.0 84240.0 LC
33 LC2603 20250818 86060.0 ... 87980.0 83800.0 LC
34 LC2604 20250818 88640.0 ... 87760.0 83480.0 LC
35 LC2605 20250818 86100.0 ... 87300.0 83240.0 LC
36 LC2606 20250818 85020.0 ... 86900.0 82880.0 LC
37 LC2607 20250818 85800.0 ... 86620.0 82740.0 LC
38 LC2608 20250818 86040.0 ... 86480.0 83260.0 LC
[36 rows x 12 columns]
2025-08-20 11:22:16,218 - future_1d - INFO - ak.get_gfex_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 a2509 20250818 4127.00 ... 4137.00 4129.00 A
1 a2511 20250818 4050.00 ... 4056.00 4044.00 A
2 a2601 20250818 4057.00 ... 4055.00 4047.00 A
3 a2603 20250818 4052.00 ... 4052.00 4045.00 A
4 a2605 20250818 4095.00 ... 4096.00 4089.00 A
5 a2607 20250818 4097.00 ... 4090.00 4085.00 A
6 b2509 20250818 3806.00 ... 3800.00 3788.00 B
7 b2510 20250818 3850.00 ... 3845.00 3845.00 B
8 b2511 20250818 3885.00 ... 3891.00 3876.00 B
9 b2512 20250818 3896.00 ... 3902.00 3881.00 B
10 b2601 20250818 3874.00 ... 3883.00 3859.00 B
11 b2602 20250818 3838.00 ... 3850.00 3829.00 B
12 b2603 20250818 3757.00 ... 3766.00 3735.00 B
13 b2604 20250818 3646.00 ... 3645.00 3624.00 B
14 b2605 20250818 3561.00 ... 3566.00 3544.00 B
15 b2606 20250818 3541.00 ... 3549.00 3525.00 B
16 b2607 20250818 3528.00 ... 3532.00 3512.00 B
17 b2608 20250818 3607.00 ... 3612.00 3579.00 B
18 bb2509 20250818 144.65 ... 144.60 145.75 BB
19 bb2511 20250818 147.00 ... 145.85 146.50 BB
20 bb2601 20250818 148.35 ... 147.45 148.60 BB
21 bb2603 20250818 146.25 ... 146.25 146.35 BB
22 bb2605 20250818 0.00 ... 140.20 140.25 BB
23 bb2607 20250818 0.00 ... 145.95 146.00 BB
24 bz2603 20250818 6185.00 ... 6171.00 6188.00 BZ
25 bz2604 20250818 6120.00 ... 6138.00 6147.00 BZ
26 bz2605 20250818 6143.00 ... 6155.00 6194.00 BZ
27 bz2606 20250818 6132.00 ... 6143.00 6178.00 BZ
28 bz2607 20250818 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250818 2266.00 ... 2267.00 2274.00 C
30 c2511 20250818 2190.00 ... 2183.00 2192.00 C
31 c2601 20250818 2189.00 ... 2181.00 2187.00 C
32 c2603 20250818 2205.00 ... 2201.00 2205.00 C
33 c2605 20250818 2256.00 ... 2254.00 2258.00 C
34 c2607 20250818 2271.00 ... 2271.00 2276.00 C
35 cs2509 20250818 2612.00 ... 2608.00 2630.00 CS
36 cs2511 20250818 2522.00 ... 2514.00 2533.00 CS
37 cs2601 20250818 2546.00 ... 2544.00 2555.00 CS
38 cs2603 20250818 2548.00 ... 2545.00 2553.00 CS
39 cs2605 20250818 2616.00 ... 2613.00 2620.00 CS
40 cs2607 20250818 2620.00 ... 2617.00 2626.00 CS
41 eb2508 20250818 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250818 7225.00 ... 7207.00 7235.00 EB
43 eb2510 20250818 7253.00 ... 7225.00 7259.00 EB
44 eb2511 20250818 7274.00 ... 7251.00 7284.00 EB
45 eb2512 20250818 7295.00 ... 7272.00 7302.00 EB
46 eb2601 20250818 7306.00 ... 7292.00 7320.00 EB
47 eb2602 20250818 7333.00 ... 7317.00 7344.00 EB
48 eb2603 20250818 7359.00 ... 7340.00 7370.00 EB
49 eb2604 20250818 7376.00 ... 7341.00 7391.00 EB
50 eb2605 20250818 7400.00 ... 7383.00 7395.00 EB
51 eb2606 20250818 7381.00 ... 7381.00 7417.00 EB
52 eb2607 20250818 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250818 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250818 4383.00 ... 4353.00 4374.00 EG
55 eg2510 20250818 4387.00 ... 4372.00 4393.00 EG
56 eg2511 20250818 4398.00 ... 4380.00 4403.00 EG
57 eg2512 20250818 4411.00 ... 4387.00 4418.00 EG
58 eg2601 20250818 4408.00 ... 4391.00 4420.00 EG
59 eg2602 20250818 4415.00 ... 4401.00 4428.00 EG
60 eg2603 20250818 4420.00 ... 4405.00 4434.00 EG
61 eg2604 20250818 4449.00 ... 4430.00 4453.00 EG
62 eg2605 20250818 4457.00 ... 4433.00 4459.00 EG
63 eg2606 20250818 4441.00 ... 4427.00 4452.00 EG
64 eg2607 20250818 4429.00 ... 4429.00 4446.00 EG
65 fb2509 20250818 1272.00 ... 1271.00 1267.00 FB
66 fb2510 20250818 1294.00 ... 1293.50 1292.00 FB
67 fb2511 20250818 1290.00 ... 1287.00 1289.00 FB
68 fb2512 20250818 1287.50 ... 1287.50 1288.50 FB
69 fb2601 20250818 1294.50 ... 1287.50 1292.00 FB
70 fb2602 20250818 1293.50 ... 1290.50 1291.50 FB
71 fb2603 20250818 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250818 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250818 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250818 1356.00 ... 1356.00 1337.00 FB
75 fb2607 20250818 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250818 0.00 ... 1302.50 1302.50 FB
77 i2509 20250818 795.00 ... 792.00 792.50 I
78 i2510 20250818 791.00 ... 791.00 791.00 I
79 i2511 20250818 787.50 ... 787.50 788.00 I
80 i2512 20250818 783.50 ... 783.50 784.00 I
81 i2601 20250818 777.00 ... 776.00 777.00 I
82 i2602 20250818 771.50 ... 772.50 771.50 I
83 i2603 20250818 768.00 ... 767.50 767.50 I
84 i2604 20250818 763.00 ... 763.50 763.00 I
85 i2605 20250818 755.00 ... 754.50 754.50 I
86 i2606 20250818 750.50 ... 751.00 749.50 I
87 i2607 20250818 749.00 ... 746.50 746.50 I
88 i2608 20250818 743.50 ... 742.50 743.00 I
89 j2509 20250818 1660.00 ... 1645.50 1649.50 J
90 j2510 20250818 1693.50 ... 1669.00 1673.00 J
91 j2511 20250818 1704.00 ... 1692.50 1695.00 J
92 j2512 20250818 1737.50 ... 1701.00 1711.50 J
93 j2601 20250818 1726.00 ... 1725.00 1729.00 J
94 j2602 20250818 0.00 ... 1755.50 1760.00 J
95 j2603 20250818 1791.00 ... 1791.00 1782.00 J
96 j2604 20250818 1820.50 ... 1814.00 1810.00 J
97 j2605 20250818 1820.00 ... 1820.50 1817.50 J
98 j2606 20250818 1860.00 ... 1826.50 1824.50 J
99 j2607 20250818 0.00 ... 1826.00 1826.00 J
100 j2608 20250818 0.00 ... 1826.00 1826.00 J
101 jd2508 20250818 2900.00 ... 2900.00 2790.00 JD
102 jd2509 20250818 3162.00 ... 3116.00 3191.00 JD
103 jd2510 20250818 3170.00 ... 3134.00 3193.00 JD
104 jd2511 20250818 3270.00 ... 3241.00 3295.00 JD
105 jd2512 20250818 3461.00 ... 3407.00 3458.00 JD
106 jd2601 20250818 3572.00 ... 3526.00 3571.00 JD
107 jd2602 20250818 3220.00 ... 3174.00 3213.00 JD
108 jd2603 20250818 3220.00 ... 3178.00 3216.00 JD
109 jd2604 20250818 3371.00 ... 3352.00 3378.00 JD
110 jd2605 20250818 3488.00 ... 3478.00 3488.00 JD
111 jd2606 20250818 3311.00 ... 3313.00 3313.00 JD
112 jd2607 20250818 3564.00 ... 3559.00 3553.00 JD
113 jm2509 20250818 1086.00 ... 1062.00 1076.00 JM
114 jm2510 20250818 1118.00 ... 1097.50 1111.50 JM
115 jm2511 20250818 1169.00 ... 1144.00 1160.50 JM
116 jm2512 20250818 1206.00 ... 1182.50 1197.50 JM
117 jm2601 20250818 1238.00 ... 1217.50 1223.50 JM
118 jm2602 20250818 1252.00 ... 1223.50 1242.00 JM
119 jm2603 20250818 1273.00 ... 1245.50 1254.00 JM
120 jm2604 20250818 1279.50 ... 1262.00 1263.50 JM
121 jm2605 20250818 1290.00 ... 1264.50 1271.00 JM
122 jm2606 20250818 1293.50 ... 1273.00 1277.50 JM
123 jm2607 20250818 1304.00 ... 1278.50 1287.00 JM
124 jm2608 20250818 1325.00 ... 1281.00 1284.00 JM
125 l2509 20250818 7308.00 ... 7292.00 7295.00 L
126 l2510 20250818 7329.00 ... 7309.00 7319.00 L
127 l2511 20250818 7351.00 ... 7335.00 7342.00 L
128 l2512 20250818 7362.00 ... 7346.00 7352.00 L
129 l2601 20250818 7352.00 ... 7338.00 7344.00 L
130 l2602 20250818 7346.00 ... 7329.00 7335.00 L
131 l2603 20250818 7331.00 ... 7328.00 7331.00 L
132 l2604 20250818 7365.00 ... 7349.00 7360.00 L
133 l2605 20250818 7346.00 ... 7318.00 7341.00 L
134 l2606 20250818 7311.00 ... 7311.00 7338.00 L
135 l2607 20250818 0.00 ... 7351.00 7351.00 L
136 l2608 20250818 0.00 ... 7380.00 7380.00 L
137 lg2509 20250818 817.00 ... 816.00 811.00 LG
138 lg2511 20250818 826.00 ... 827.00 825.50 LG
139 lg2601 20250818 831.00 ... 831.00 831.00 LG
140 lg2603 20250818 837.50 ... 836.50 836.00 LG
141 lg2605 20250818 839.00 ... 838.00 837.50 LG
142 lg2607 20250818 838.00 ... 837.50 836.50 LG
143 lh2509 20250818 13735.00 ... 13670.00 13845.00 LH
144 lh2511 20250818 13880.00 ... 13875.00 13910.00 LH
145 lh2601 20250818 14200.00 ... 14175.00 14155.00 LH
146 lh2603 20250818 13330.00 ... 13305.00 13290.00 LH
147 lh2605 20250818 13850.00 ... 13815.00 13860.00 LH
148 lh2607 20250818 14250.00 ... 14210.00 14255.00 LH
149 m2509 20250818 3090.00 ... 3093.00 3082.00 M
150 m2511 20250818 3120.00 ... 3123.00 3113.00 M
151 m2512 20250818 3165.00 ... 3171.00 3161.00 M
152 m2601 20250818 3145.00 ... 3147.00 3137.00 M
153 m2603 20250818 3028.00 ... 3042.00 3019.00 M
154 m2605 20250818 2828.00 ... 2837.00 2823.00 M
155 m2607 20250818 2796.00 ... 2805.00 2792.00 M
156 m2608 20250818 2919.00 ... 2926.00 2919.00 M
157 p2509 20250818 9442.00 ... 9552.00 9330.00 P
158 p2510 20250818 9426.00 ... 9568.00 9344.00 P
159 p2511 20250818 9496.00 ... 9586.00 9392.00 P
160 p2512 20250818 9508.00 ... 9586.00 9390.00 P
161 p2601 20250818 9520.00 ... 9606.00 9406.00 P
162 p2602 20250818 9468.00 ... 9552.00 9374.00 P
163 p2603 20250818 9404.00 ... 9470.00 9304.00 P
164 p2604 20250818 9356.00 ... 9380.00 9206.00 P
165 p2605 20250818 9208.00 ... 9292.00 9130.00 P
166 p2606 20250818 9126.00 ... 9172.00 9010.00 P
167 p2607 20250818 9090.00 ... 9070.00 8898.00 P
168 p2608 20250818 8962.00 ... 8962.00 8928.00 P
169 pg2508 20250818 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250818 3858.00 ... 3849.00 3875.00 PG
171 pg2510 20250818 4323.00 ... 4308.00 4335.00 PG
172 pg2511 20250818 4244.00 ... 4230.00 4255.00 PG
173 pg2512 20250818 4178.00 ... 4178.00 4200.00 PG
174 pg2601 20250818 4140.00 ... 4130.00 4152.00 PG
175 pg2602 20250818 4097.00 ... 4077.00 4096.00 PG
176 pg2603 20250818 4002.00 ... 3995.00 4012.00 PG
177 pg2604 20250818 4289.00 ... 4289.00 4307.00 PG
178 pg2605 20250818 4203.00 ... 4194.00 4210.00 PG
179 pg2606 20250818 4133.00 ... 4123.00 4158.00 PG
180 pg2607 20250818 4078.00 ... 4068.00 4108.00 PG
181 pp2509 20250818 7051.00 ... 7036.00 7062.00 PP
182 pp2510 20250818 7056.00 ... 7028.00 7061.00 PP
183 pp2511 20250818 7061.00 ... 7038.00 7064.00 PP
184 pp2512 20250818 7079.00 ... 7065.00 7081.00 PP
185 pp2601 20250818 7073.00 ... 7058.00 7083.00 PP
186 pp2602 20250818 7061.00 ... 7038.00 7067.00 PP
187 pp2603 20250818 7049.00 ... 7026.00 7059.00 PP
188 pp2604 20250818 7058.00 ... 7053.00 7066.00 PP
189 pp2605 20250818 7075.00 ... 7056.00 7079.00 PP
190 pp2606 20250818 7047.00 ... 7036.00 7055.00 PP
191 pp2607 20250818 7032.00 ... 7030.00 7077.00 PP
192 pp2608 20250818 0.00 ... 7054.00 7085.00 PP
193 rr2509 20250818 3581.00 ... 3574.00 3574.00 RR
194 rr2510 20250818 3613.00 ... 3613.00 3612.00 RR
195 rr2511 20250818 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250818 3607.00 ... 3609.00 3604.00 RR
197 rr2601 20250818 3619.00 ... 3619.00 3618.00 RR
198 rr2602 20250818 3611.00 ... 3608.00 3606.00 RR
199 rr2603 20250818 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250818 3619.00 ... 3619.00 3613.00 RR
201 rr2605 20250818 3620.00 ... 3619.00 3619.00 RR
202 rr2606 20250818 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250818 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250818 0.00 ... 3625.00 3625.00 RR
205 v2509 20250818 4959.00 ... 4937.00 4963.00 V
206 v2510 20250818 5000.00 ... 4968.00 5005.00 V
207 v2511 20250818 5037.00 ... 5009.00 5041.00 V
208 v2512 20250818 5077.00 ... 5042.00 5080.00 V
209 v2601 20250818 5103.00 ... 5069.00 5114.00 V
210 v2602 20250818 5137.00 ... 5097.00 5157.00 V
211 v2603 20250818 5170.00 ... 5132.00 5184.00 V
212 v2604 20250818 5407.00 ... 5340.00 5406.00 V
213 v2605 20250818 5402.00 ... 5368.00 5423.00 V
214 v2606 20250818 5437.00 ... 5390.00 5440.00 V
215 v2607 20250818 5470.00 ... 5428.00 5477.00 V
216 v2608 20250818 5485.00 ... 5457.00 5475.00 V
217 y2509 20250818 8680.00 ... 8596.00 8538.00 Y
218 y2511 20250818 8588.00 ... 8600.00 8544.00 Y
219 y2512 20250818 8590.00 ... 8600.00 8546.00 Y
220 y2601 20250818 8558.00 ... 8562.00 8512.00 Y
221 y2603 20250818 8438.00 ... 8448.00 8390.00 Y
222 y2605 20250818 8130.00 ... 8138.00 8072.00 Y
223 y2607 20250818 8080.00 ... 8104.00 8034.00 Y
224 y2608 20250818 8150.00 ... 8140.00 8096.00 Y
[225 rows x 12 columns]
2025-08-20 11:22:16,704 - future_1d - INFO - ak.get_dce_daily('2025-08-18') done
2025-08-20 11:22:18,594 - future_1d - INFO - save future_daily 2025-08-18 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250818 8185.0 8246.0 ... 391192.16 8155.0 8197.0 AP
1 AP511 20250818 7892.0 7970.0 ... 2077.77 7900.0 7929.0 AP
2 AP512 20250818 7934.0 8019.0 ... 366.15 7960.0 7963.0 AP
3 AP601 20250818 8014.0 8115.0 ... 67014.66 8038.0 8015.0 AP
4 AP603 20250818 7904.0 8000.0 ... 135.25 7956.0 7945.0 AP
5 AP604 20250818 7936.0 8004.0 ... 55.82 7974.0 7954.0 AP
6 AP605 20250818 7984.0 8075.0 ... 553.92 8028.0 8011.0 AP
7 CF509 20250818 13840.0 13865.0 ... 322776.83 13835.0 13840.0 CF
8 CF511 20250818 14045.0 14065.0 ... 146483.52 14030.0 14035.0 CF
9 CF601 20250818 14120.0 14160.0 ... 1171362.89 14115.0 14110.0 CF
10 CF603 20250818 14085.0 14100.0 ... 1083.60 14075.0 14070.0 CF
11 CF605 20250818 14090.0 14115.0 ... 51113.53 14075.0 14080.0 CF
12 CF607 20250818 14040.0 14115.0 ... 577.38 14080.0 14070.0 CF
13 CJ509 20250818 10455.0 10585.0 ... 23505.45 10495.0 10330.0 CJ
14 CJ512 20250818 11485.0 11550.0 ... 13293.80 11435.0 11380.0 CJ
15 CJ601 20250818 11575.0 11650.0 ... 938898.22 11545.0 11475.0 CJ
16 CJ603 20250818 11580.0 11700.0 ... 13152.41 11595.0 11500.0 CJ
17 CJ605 20250818 11675.0 11820.0 ... 131782.74 11715.0 11595.0 CJ
18 CJ607 20250818 11835.0 11965.0 ... 938.50 11880.0 11755.0 CJ
19 CY509 20250818 20085.0 20145.0 ... 1557.46 20095.0 20095.0 CY
20 CY510 20250818 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250818 20185.0 20200.0 ... 92319.76 20165.0 20200.0 CY
22 CY512 20250818 0.0 0.0 ... 0.00 19855.0 19855.0 CY
23 CY601 20250818 20120.0 20200.0 ... 3233.09 20145.0 20155.0 CY
24 CY602 20250818 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250818 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250818 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250818 0.0 0.0 ... 0.00 20340.0 20340.0 CY
28 CY606 20250818 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
30 CY608 20250818 0.0 0.0 ... 0.00 20410.0 20410.0 CY
31 FG509 20250818 1050.0 1062.0 ... 881869.34 1044.0 1054.0 FG
32 FG510 20250818 1152.0 1174.0 ... 143107.45 1156.0 1158.0 FG
33 FG511 20250818 1146.0 1164.0 ... 181404.48 1143.0 1149.0 FG
34 FG512 20250818 1223.0 1247.0 ... 101597.72 1226.0 1229.0 FG
35 FG601 20250818 1213.0 1238.0 ... 5636610.49 1218.0 1219.0 FG
36 FG602 20250818 1261.0 1290.0 ... 1577.29 1270.0 1272.0 FG
37 FG603 20250818 1270.0 1290.0 ... 2009.65 1272.0 1273.0 FG
38 FG604 20250818 1313.0 1335.0 ... 761.43 1317.0 1316.0 FG
39 FG605 20250818 1313.0 1334.0 ... 72724.57 1316.0 1315.0 FG
40 FG606 20250818 1341.0 1355.0 ... 1116.28 1338.0 1340.0 FG
41 FG607 20250818 1329.0 1350.0 ... 1220.18 1335.0 1335.0 FG
42 FG608 20250818 1352.0 1368.0 ... 278.51 1352.0 1352.0 FG
43 JR509 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250818 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250818 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250818 2324.0 2324.0 ... 264555.73 2306.0 2338.0 MA
53 MA510 20250818 2349.0 2352.0 ... 81937.62 2334.0 2363.0 MA
54 MA511 20250818 2364.0 2369.0 ... 131049.02 2350.0 2380.0 MA
55 MA512 20250818 2399.0 2400.0 ... 71576.26 2383.0 2414.0 MA
56 MA601 20250818 2415.0 2420.0 ... 1051859.40 2400.0 2430.0 MA
57 MA602 20250818 2424.0 2424.0 ... 142.25 2411.0 2436.0 MA
58 MA603 20250818 2449.0 2449.0 ... 156.98 2415.0 2438.0 MA
59 MA604 20250818 2410.0 2435.0 ... 43.38 2410.0 2426.0 MA
60 MA605 20250818 2390.0 2393.0 ... 35911.80 2379.0 2402.0 MA
61 MA606 20250818 2398.0 2403.0 ... 55.03 2393.0 2420.0 MA
62 MA607 20250818 2396.0 2396.0 ... 81.17 2387.0 2407.0 MA
63 MA608 20250818 2425.0 2425.0 ... 19.19 2398.0 2437.0 MA
64 OI509 20250818 9830.0 9964.0 ... 444880.65 9887.0 9812.0 OI
65 OI511 20250818 9839.0 9962.0 ... 329065.89 9890.0 9825.0 OI
66 OI601 20250818 9783.0 9933.0 ... 3733921.48 9847.0 9779.0 OI
67 OI603 20250818 9702.0 9853.0 ... 4560.14 9765.0 9681.0 OI
68 OI605 20250818 9605.0 9786.0 ... 111443.31 9704.0 9612.0 OI
69 OI607 20250818 9618.0 9756.0 ... 309.91 9685.0 9604.0 OI
70 PF509 20250818 6322.0 6380.0 ... 29673.67 6332.0 6316.0 PF
71 PF510 20250818 6390.0 6482.0 ... 490053.15 6414.0 6392.0 PF
72 PF511 20250818 6350.0 6450.0 ... 202215.14 6392.0 6382.0 PF
73 PF512 20250818 6364.0 6438.0 ... 80569.04 6388.0 6384.0 PF
74 PF601 20250818 6376.0 6440.0 ... 24226.34 6400.0 6390.0 PF
75 PF602 20250818 6386.0 6446.0 ... 16.04 6416.0 6410.0 PF
76 PF603 20250818 6416.0 6432.0 ... 19.29 6430.0 6418.0 PF
77 PF604 20250818 6446.0 6460.0 ... 19.37 6458.0 6450.0 PF
78 PF605 20250818 6478.0 6492.0 ... 6.49 6486.0 6476.0 PF
79 PF606 20250818 0.0 0.0 ... 0.00 6474.0 6474.0 PF
80 PF607 20250818 0.0 0.0 ... 0.00 6490.0 6490.0 PF
81 PF608 20250818 0.0 0.0 ... 0.00 6486.0 6486.0 PF
82 PK510 20250818 8072.0 8084.0 ... 79742.80 8062.0 8046.0 PK
83 PK511 20250818 7840.0 7846.0 ... 211333.72 7822.0 7840.0 PK
84 PK512 20250818 7868.0 7890.0 ... 38477.90 7848.0 7850.0 PK
85 PK601 20250818 7916.0 7950.0 ... 20906.36 7914.0 7912.0 PK
86 PK603 20250818 7878.0 7940.0 ... 237.75 7926.0 7936.0 PK
87 PK604 20250818 7938.0 7938.0 ... 87.07 7916.0 7944.0 PK
88 PK605 20250818 7948.0 7948.0 ... 4087.56 7922.0 7942.0 PK
89 PL601 20250818 6506.0 6529.0 ... 17705.76 6467.0 6493.0 PL
90 PL602 20250818 6525.0 6525.0 ... 169.07 6503.0 6528.0 PL
91 PL603 20250818 6492.0 6492.0 ... 77.71 6476.0 6501.0 PL
92 PL604 20250818 0.0 0.0 ... 0.00 6502.0 6503.0 PL
93 PL605 20250818 6381.0 6398.0 ... 76.55 6380.0 6393.0 PL
94 PL606 20250818 0.0 0.0 ... 0.00 6482.0 6482.0 PL
95 PL607 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
96 PL608 20250818 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250818 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250818 5846.0 5866.0 ... 12034.18 5844.0 5846.0 PR
104 PR510 20250818 5890.0 5934.0 ... 234672.68 5898.0 5896.0 PR
105 PR511 20250818 5896.0 5936.0 ... 513948.66 5896.0 5892.0 PR
106 PR512 20250818 5906.0 5944.0 ... 182833.87 5902.0 5904.0 PR
107 PR601 20250818 5916.0 5954.0 ... 2434.56 5924.0 5916.0 PR
108 PR602 20250818 5940.0 5958.0 ... 17.85 5950.0 5942.0 PR
109 PR603 20250818 5940.0 5960.0 ... 44.55 5940.0 5956.0 PR
110 PR604 20250818 0.0 0.0 ... 0.00 5970.0 5970.0 PR
111 PR605 20250818 5948.0 5964.0 ... 44.63 5950.0 5946.0 PR
112 PR606 20250818 5940.0 5954.0 ... 17.84 5948.0 5956.0 PR
113 PR607 20250818 5962.0 5962.0 ... 17.86 5954.0 5964.0 PR
114 PR608 20250818 0.0 0.0 ... 0.00 5966.0 5966.0 PR
115 PX509 20250818 6748.0 6824.0 ... 45967.29 6756.0 6740.0 PX
116 PX510 20250818 6716.0 6810.0 ... 152052.38 6732.0 6720.0 PX
117 PX511 20250818 6690.0 6778.0 ... 442405.79 6702.0 6682.0 PX
118 PX512 20250818 6694.0 6768.0 ... 65133.63 6698.0 6686.0 PX
119 PX601 20250818 6676.0 6746.0 ... 110989.95 6692.0 6674.0 PX
120 PX602 20250818 0.0 0.0 ... 0.00 6714.0 6670.0 PX
121 PX603 20250818 6692.0 6692.0 ... 23.42 6692.0 6672.0 PX
122 PX604 20250818 0.0 0.0 ... 0.00 6710.0 6672.0 PX
123 PX605 20250818 6680.0 6750.0 ... 863.70 6696.0 6696.0 PX
124 PX606 20250818 6688.0 6716.0 ... 10.06 6706.0 6674.0 PX
125 PX607 20250818 6696.0 6696.0 ... 3.35 6696.0 6668.0 PX
126 PX608 20250818 0.0 0.0 ... 0.00 6726.0 6680.0 PX
127 RI509 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250818 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250818 2670.0 2703.0 ... 203496.08 2686.0 2657.0 RM
134 RM511 20250818 2579.0 2618.0 ... 35093.11 2596.0 2588.0 RM
135 RM601 20250818 2557.0 2607.0 ... 1212939.70 2578.0 2563.0 RM
136 RM603 20250818 2519.0 2554.0 ... 23705.67 2531.0 2522.0 RM
137 RM605 20250818 2499.0 2520.0 ... 162662.63 2502.0 2489.0 RM
138 RM607 20250818 2460.0 2485.0 ... 9402.24 2470.0 2460.0 RM
139 RM608 20250818 2530.0 2542.0 ... 164.65 2533.0 2515.0 RM
140 RS509 20250818 5035.0 5100.0 ... 1007.33 5012.0 4884.0 RS
141 RS511 20250818 5476.0 5485.0 ... 136.05 5442.0 5321.0 RS
142 RS607 20250818 5589.0 5680.0 ... 45.15 5643.0 5646.0 RS
143 RS608 20250818 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250818 1299.0 1305.0 ... 463927.59 1282.0 1299.0 SA
145 SA510 20250818 1326.0 1334.0 ... 389342.54 1317.0 1329.0 SA
146 SA511 20250818 1328.0 1343.0 ... 493788.73 1324.0 1337.0 SA
147 SA512 20250818 1389.0 1404.0 ... 164744.45 1382.0 1397.0 SA
148 SA601 20250818 1398.0 1413.0 ... 6993274.98 1394.0 1408.0 SA
149 SA602 20250818 1409.0 1422.0 ... 4439.42 1402.0 1420.0 SA
150 SA603 20250818 1410.0 1425.0 ... 4211.31 1404.0 1424.0 SA
151 SA604 20250818 1417.0 1457.0 ... 1791.83 1440.0 1456.0 SA
152 SA605 20250818 1447.0 1466.0 ... 131248.06 1447.0 1460.0 SA
153 SA606 20250818 1458.0 1469.0 ... 1343.11 1450.0 1465.0 SA
154 SA607 20250818 1453.0 1465.0 ... 2518.76 1449.0 1460.0 SA
155 SA608 20250818 1477.0 1482.0 ... 190.13 1463.0 1466.0 SA
156 SF509 20250818 5766.0 5776.0 ... 101773.14 5718.0 5732.0 SF
157 SF510 20250818 5742.0 5752.0 ... 143522.77 5686.0 5706.0 SF
158 SF511 20250818 5930.0 5954.0 ... 637919.05 5886.0 5902.0 SF
159 SF512 20250818 5930.0 5942.0 ... 37652.60 5872.0 5890.0 SF
160 SF601 20250818 5924.0 5936.0 ... 107381.33 5874.0 5888.0 SF
161 SF602 20250818 5888.0 5888.0 ... 519.62 5838.0 5854.0 SF
162 SF603 20250818 6088.0 6098.0 ... 123.95 6046.0 6042.0 SF
163 SF604 20250818 6052.0 6052.0 ... 27.15 6032.0 6012.0 SF
164 SF605 20250818 6060.0 6060.0 ... 3001.45 5998.0 6010.0 SF
165 SF606 20250818 6002.0 6008.0 ... 164.14 5970.0 5974.0 SF
166 SF607 20250818 6134.0 6142.0 ... 137.79 6124.0 6100.0 SF
167 SF608 20250818 0.0 0.0 ... 0.00 6100.0 6152.0 SF
168 SH509 20250818 2544.0 2595.0 ... 777303.29 2564.0 2539.0 SH
169 SH510 20250818 2673.0 2720.0 ... 415083.79 2688.0 2656.0 SH
170 SH511 20250818 2687.0 2743.0 ... 722888.59 2703.0 2665.0 SH
171 SH512 20250818 2681.0 2726.0 ... 159921.67 2695.0 2673.0 SH
172 SH601 20250818 2645.0 2678.0 ... 1034680.79 2647.0 2640.0 SH
173 SH602 20250818 2658.0 2688.0 ... 1485.15 2662.0 2659.0 SH
174 SH603 20250818 2662.0 2727.0 ... 1357.04 2677.0 2669.0 SH
175 SH604 20250818 2730.0 2774.0 ... 440.87 2721.0 2718.0 SH
176 SH605 20250818 2732.0 2758.0 ... 8655.52 2730.0 2723.0 SH
177 SH606 20250818 2739.0 2756.0 ... 468.91 2742.0 2737.0 SH
178 SH607 20250818 2729.0 2753.0 ... 278.10 2726.0 2733.0 SH
179 SH608 20250818 0.0 0.0 ... 0.00 2727.0 2727.0 SH
180 SM509 20250818 6052.0 6060.0 ... 338172.82 6018.0 6010.0 SM
181 SM510 20250818 6050.0 6064.0 ... 82102.25 6022.0 6012.0 SM
182 SM511 20250818 6136.0 6140.0 ... 146780.10 6096.0 6088.0 SM
183 SM512 20250818 6136.0 6148.0 ... 37907.62 6108.0 6096.0 SM
184 SM601 20250818 6134.0 6152.0 ... 338898.33 6110.0 6098.0 SM
185 SM602 20250818 6140.0 6154.0 ... 752.52 6094.0 6096.0 SM
186 SM603 20250818 6160.0 6170.0 ... 137.77 6124.0 6104.0 SM
187 SM604 20250818 6132.0 6150.0 ... 15.36 6144.0 6124.0 SM
188 SM605 20250818 6160.0 6182.0 ... 5415.41 6140.0 6138.0 SM
189 SM606 20250818 6168.0 6168.0 ... 30.74 6148.0 6130.0 SM
190 SM607 20250818 6176.0 6176.0 ... 24.64 6160.0 6144.0 SM
191 SM608 20250818 0.0 0.0 ... 0.00 6160.0 6226.0 SM
192 SR509 20250818 5730.0 5736.0 ... 93845.55 5728.0 5728.0 SR
193 SR511 20250818 5651.0 5686.0 ... 137497.67 5663.0 5652.0 SR
194 SR601 20250818 5653.0 5674.0 ... 1017288.82 5657.0 5648.0 SR
195 SR603 20250818 5626.0 5647.0 ... 1909.56 5633.0 5625.0 SR
196 SR605 20250818 5613.0 5629.0 ... 35842.60 5615.0 5609.0 SR
197 SR607 20250818 5619.0 5621.0 ... 1485.89 5607.0 5604.0 SR
198 TA509 20250818 4678.0 4714.0 ... 478728.39 4680.0 4672.0 TA
199 TA510 20250818 4688.0 4754.0 ... 168628.49 4710.0 4698.0 TA
200 TA511 20250818 4696.0 4760.0 ... 132218.56 4712.0 4700.0 TA
201 TA512 20250818 4704.0 4762.0 ... 33990.62 4718.0 4708.0 TA
202 TA601 20250818 4706.0 4766.0 ... 1549506.35 4726.0 4708.0 TA
203 TA602 20250818 4728.0 4774.0 ... 97.21 4742.0 4718.0 TA
204 TA603 20250818 4728.0 4760.0 ... 73.66 4752.0 4736.0 TA
205 TA604 20250818 4760.0 4796.0 ... 19.13 4782.0 4740.0 TA
206 TA605 20250818 4746.0 4808.0 ... 28397.07 4768.0 4752.0 TA
207 TA606 20250818 4786.0 4810.0 ... 9.61 4804.0 4736.0 TA
208 TA607 20250818 4822.0 4822.0 ... 7.23 4820.0 4776.0 TA
209 TA608 20250818 0.0 0.0 ... 0.00 4790.0 4754.0 TA
210 UR509 20250818 1740.0 1740.0 ... 87254.87 1732.0 1719.0 UR
211 UR510 20250818 1734.0 1743.0 ... 22064.97 1736.0 1720.0 UR
212 UR511 20250818 1750.0 1763.0 ... 33967.49 1755.0 1736.0 UR
213 UR512 20250818 1744.0 1762.0 ... 1866.59 1754.0 1736.0 UR
214 UR601 20250818 1750.0 1767.0 ... 588870.15 1755.0 1735.0 UR
215 UR602 20250818 1745.0 1762.0 ... 1475.22 1752.0 1735.0 UR
216 UR603 20250818 1783.0 1793.0 ... 200.32 1789.0 1774.0 UR
217 UR604 20250818 1789.0 1799.0 ... 32.27 1793.0 1775.0 UR
218 UR605 20250818 1790.0 1802.0 ... 14441.38 1793.0 1778.0 UR
219 UR606 20250818 1786.0 1797.0 ... 211.26 1790.0 1773.0 UR
220 UR607 20250818 1800.0 1805.0 ... 223.12 1799.0 1786.0 UR
221 UR608 20250818 1794.0 1806.0 ... 107.95 1799.0 1786.0 UR
222 WH509 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250818 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250818 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-08-20 11:22:23,878 - future_1d - INFO - ak.get_czce_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 a2509 20250818 4127.00 ... 4137.00 4129.00 A
1 a2511 20250818 4050.00 ... 4056.00 4044.00 A
2 a2601 20250818 4057.00 ... 4055.00 4047.00 A
3 a2603 20250818 4052.00 ... 4052.00 4045.00 A
4 a2605 20250818 4095.00 ... 4096.00 4089.00 A
5 a2607 20250818 4097.00 ... 4090.00 4085.00 A
6 b2509 20250818 3806.00 ... 3800.00 3788.00 B
7 b2510 20250818 3850.00 ... 3845.00 3845.00 B
8 b2511 20250818 3885.00 ... 3891.00 3876.00 B
9 b2512 20250818 3896.00 ... 3902.00 3881.00 B
10 b2601 20250818 3874.00 ... 3883.00 3859.00 B
11 b2602 20250818 3838.00 ... 3850.00 3829.00 B
12 b2603 20250818 3757.00 ... 3766.00 3735.00 B
13 b2604 20250818 3646.00 ... 3645.00 3624.00 B
14 b2605 20250818 3561.00 ... 3566.00 3544.00 B
15 b2606 20250818 3541.00 ... 3549.00 3525.00 B
16 b2607 20250818 3528.00 ... 3532.00 3512.00 B
17 b2608 20250818 3607.00 ... 3612.00 3579.00 B
18 bb2509 20250818 144.65 ... 144.60 145.75 BB
19 bb2511 20250818 147.00 ... 145.85 146.50 BB
20 bb2601 20250818 148.35 ... 147.45 148.60 BB
21 bb2603 20250818 146.25 ... 146.25 146.35 BB
22 bb2605 20250818 0.00 ... 140.20 140.25 BB
23 bb2607 20250818 0.00 ... 145.95 146.00 BB
24 bz2603 20250818 6185.00 ... 6171.00 6188.00 BZ
25 bz2604 20250818 6120.00 ... 6138.00 6147.00 BZ
26 bz2605 20250818 6143.00 ... 6155.00 6194.00 BZ
27 bz2606 20250818 6132.00 ... 6143.00 6178.00 BZ
28 bz2607 20250818 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250818 2266.00 ... 2267.00 2274.00 C
30 c2511 20250818 2190.00 ... 2183.00 2192.00 C
31 c2601 20250818 2189.00 ... 2181.00 2187.00 C
32 c2603 20250818 2205.00 ... 2201.00 2205.00 C
33 c2605 20250818 2256.00 ... 2254.00 2258.00 C
34 c2607 20250818 2271.00 ... 2271.00 2276.00 C
35 cs2509 20250818 2612.00 ... 2608.00 2630.00 CS
36 cs2511 20250818 2522.00 ... 2514.00 2533.00 CS
37 cs2601 20250818 2546.00 ... 2544.00 2555.00 CS
38 cs2603 20250818 2548.00 ... 2545.00 2553.00 CS
39 cs2605 20250818 2616.00 ... 2613.00 2620.00 CS
40 cs2607 20250818 2620.00 ... 2617.00 2626.00 CS
41 eb2508 20250818 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250818 7225.00 ... 7207.00 7235.00 EB
43 eb2510 20250818 7253.00 ... 7225.00 7259.00 EB
44 eb2511 20250818 7274.00 ... 7251.00 7284.00 EB
45 eb2512 20250818 7295.00 ... 7272.00 7302.00 EB
46 eb2601 20250818 7306.00 ... 7292.00 7320.00 EB
47 eb2602 20250818 7333.00 ... 7317.00 7344.00 EB
48 eb2603 20250818 7359.00 ... 7340.00 7370.00 EB
49 eb2604 20250818 7376.00 ... 7341.00 7391.00 EB
50 eb2605 20250818 7400.00 ... 7383.00 7395.00 EB
51 eb2606 20250818 7381.00 ... 7381.00 7417.00 EB
52 eb2607 20250818 0.00 ... 7384.00 7384.00 EB
53 eg2508 20250818 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250818 4383.00 ... 4353.00 4374.00 EG
55 eg2510 20250818 4387.00 ... 4372.00 4393.00 EG
56 eg2511 20250818 4398.00 ... 4380.00 4403.00 EG
57 eg2512 20250818 4411.00 ... 4387.00 4418.00 EG
58 eg2601 20250818 4408.00 ... 4391.00 4420.00 EG
59 eg2602 20250818 4415.00 ... 4401.00 4428.00 EG
60 eg2603 20250818 4420.00 ... 4405.00 4434.00 EG
61 eg2604 20250818 4449.00 ... 4430.00 4453.00 EG
62 eg2605 20250818 4457.00 ... 4433.00 4459.00 EG
63 eg2606 20250818 4441.00 ... 4427.00 4452.00 EG
64 eg2607 20250818 4429.00 ... 4429.00 4446.00 EG
65 fb2509 20250818 1272.00 ... 1271.00 1267.00 FB
66 fb2510 20250818 1294.00 ... 1293.50 1292.00 FB
67 fb2511 20250818 1290.00 ... 1287.00 1289.00 FB
68 fb2512 20250818 1287.50 ... 1287.50 1288.50 FB
69 fb2601 20250818 1294.50 ... 1287.50 1292.00 FB
70 fb2602 20250818 1293.50 ... 1290.50 1291.50 FB
71 fb2603 20250818 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250818 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250818 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250818 1356.00 ... 1356.00 1337.00 FB
75 fb2607 20250818 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250818 0.00 ... 1302.50 1302.50 FB
77 i2509 20250818 795.00 ... 792.00 792.50 I
78 i2510 20250818 791.00 ... 791.00 791.00 I
79 i2511 20250818 787.50 ... 787.50 788.00 I
80 i2512 20250818 783.50 ... 783.50 784.00 I
81 i2601 20250818 777.00 ... 776.00 777.00 I
82 i2602 20250818 771.50 ... 772.50 771.50 I
83 i2603 20250818 768.00 ... 767.50 767.50 I
84 i2604 20250818 763.00 ... 763.50 763.00 I
85 i2605 20250818 755.00 ... 754.50 754.50 I
86 i2606 20250818 750.50 ... 751.00 749.50 I
87 i2607 20250818 749.00 ... 746.50 746.50 I
88 i2608 20250818 743.50 ... 742.50 743.00 I
89 j2509 20250818 1660.00 ... 1645.50 1649.50 J
90 j2510 20250818 1693.50 ... 1669.00 1673.00 J
91 j2511 20250818 1704.00 ... 1692.50 1695.00 J
92 j2512 20250818 1737.50 ... 1701.00 1711.50 J
93 j2601 20250818 1726.00 ... 1725.00 1729.00 J
94 j2602 20250818 0.00 ... 1755.50 1760.00 J
95 j2603 20250818 1791.00 ... 1791.00 1782.00 J
96 j2604 20250818 1820.50 ... 1814.00 1810.00 J
97 j2605 20250818 1820.00 ... 1820.50 1817.50 J
98 j2606 20250818 1860.00 ... 1826.50 1824.50 J
99 j2607 20250818 0.00 ... 1826.00 1826.00 J
100 j2608 20250818 0.00 ... 1826.00 1826.00 J
101 jd2508 20250818 2900.00 ... 2900.00 2790.00 JD
102 jd2509 20250818 3162.00 ... 3116.00 3191.00 JD
103 jd2510 20250818 3170.00 ... 3134.00 3193.00 JD
104 jd2511 20250818 3270.00 ... 3241.00 3295.00 JD
105 jd2512 20250818 3461.00 ... 3407.00 3458.00 JD
106 jd2601 20250818 3572.00 ... 3526.00 3571.00 JD
107 jd2602 20250818 3220.00 ... 3174.00 3213.00 JD
108 jd2603 20250818 3220.00 ... 3178.00 3216.00 JD
109 jd2604 20250818 3371.00 ... 3352.00 3378.00 JD
110 jd2605 20250818 3488.00 ... 3478.00 3488.00 JD
111 jd2606 20250818 3311.00 ... 3313.00 3313.00 JD
112 jd2607 20250818 3564.00 ... 3559.00 3553.00 JD
113 jm2509 20250818 1086.00 ... 1062.00 1076.00 JM
114 jm2510 20250818 1118.00 ... 1097.50 1111.50 JM
115 jm2511 20250818 1169.00 ... 1144.00 1160.50 JM
116 jm2512 20250818 1206.00 ... 1182.50 1197.50 JM
117 jm2601 20250818 1238.00 ... 1217.50 1223.50 JM
118 jm2602 20250818 1252.00 ... 1223.50 1242.00 JM
119 jm2603 20250818 1273.00 ... 1245.50 1254.00 JM
120 jm2604 20250818 1279.50 ... 1262.00 1263.50 JM
121 jm2605 20250818 1290.00 ... 1264.50 1271.00 JM
122 jm2606 20250818 1293.50 ... 1273.00 1277.50 JM
123 jm2607 20250818 1304.00 ... 1278.50 1287.00 JM
124 jm2608 20250818 1325.00 ... 1281.00 1284.00 JM
125 l2509 20250818 7308.00 ... 7292.00 7295.00 L
126 l2510 20250818 7329.00 ... 7309.00 7319.00 L
127 l2511 20250818 7351.00 ... 7335.00 7342.00 L
128 l2512 20250818 7362.00 ... 7346.00 7352.00 L
129 l2601 20250818 7352.00 ... 7338.00 7344.00 L
130 l2602 20250818 7346.00 ... 7329.00 7335.00 L
131 l2603 20250818 7331.00 ... 7328.00 7331.00 L
132 l2604 20250818 7365.00 ... 7349.00 7360.00 L
133 l2605 20250818 7346.00 ... 7318.00 7341.00 L
134 l2606 20250818 7311.00 ... 7311.00 7338.00 L
135 l2607 20250818 0.00 ... 7351.00 7351.00 L
136 l2608 20250818 0.00 ... 7380.00 7380.00 L
137 lg2509 20250818 817.00 ... 816.00 811.00 LG
138 lg2511 20250818 826.00 ... 827.00 825.50 LG
139 lg2601 20250818 831.00 ... 831.00 831.00 LG
140 lg2603 20250818 837.50 ... 836.50 836.00 LG
141 lg2605 20250818 839.00 ... 838.00 837.50 LG
142 lg2607 20250818 838.00 ... 837.50 836.50 LG
143 lh2509 20250818 13735.00 ... 13670.00 13845.00 LH
144 lh2511 20250818 13880.00 ... 13875.00 13910.00 LH
145 lh2601 20250818 14200.00 ... 14175.00 14155.00 LH
146 lh2603 20250818 13330.00 ... 13305.00 13290.00 LH
147 lh2605 20250818 13850.00 ... 13815.00 13860.00 LH
148 lh2607 20250818 14250.00 ... 14210.00 14255.00 LH
149 m2509 20250818 3090.00 ... 3093.00 3082.00 M
150 m2511 20250818 3120.00 ... 3123.00 3113.00 M
151 m2512 20250818 3165.00 ... 3171.00 3161.00 M
152 m2601 20250818 3145.00 ... 3147.00 3137.00 M
153 m2603 20250818 3028.00 ... 3042.00 3019.00 M
154 m2605 20250818 2828.00 ... 2837.00 2823.00 M
155 m2607 20250818 2796.00 ... 2805.00 2792.00 M
156 m2608 20250818 2919.00 ... 2926.00 2919.00 M
157 p2509 20250818 9442.00 ... 9552.00 9330.00 P
158 p2510 20250818 9426.00 ... 9568.00 9344.00 P
159 p2511 20250818 9496.00 ... 9586.00 9392.00 P
160 p2512 20250818 9508.00 ... 9586.00 9390.00 P
161 p2601 20250818 9520.00 ... 9606.00 9406.00 P
162 p2602 20250818 9468.00 ... 9552.00 9374.00 P
163 p2603 20250818 9404.00 ... 9470.00 9304.00 P
164 p2604 20250818 9356.00 ... 9380.00 9206.00 P
165 p2605 20250818 9208.00 ... 9292.00 9130.00 P
166 p2606 20250818 9126.00 ... 9172.00 9010.00 P
167 p2607 20250818 9090.00 ... 9070.00 8898.00 P
168 p2608 20250818 8962.00 ... 8962.00 8928.00 P
169 pg2508 20250818 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250818 3858.00 ... 3849.00 3875.00 PG
171 pg2510 20250818 4323.00 ... 4308.00 4335.00 PG
172 pg2511 20250818 4244.00 ... 4230.00 4255.00 PG
173 pg2512 20250818 4178.00 ... 4178.00 4200.00 PG
174 pg2601 20250818 4140.00 ... 4130.00 4152.00 PG
175 pg2602 20250818 4097.00 ... 4077.00 4096.00 PG
176 pg2603 20250818 4002.00 ... 3995.00 4012.00 PG
177 pg2604 20250818 4289.00 ... 4289.00 4307.00 PG
178 pg2605 20250818 4203.00 ... 4194.00 4210.00 PG
179 pg2606 20250818 4133.00 ... 4123.00 4158.00 PG
180 pg2607 20250818 4078.00 ... 4068.00 4108.00 PG
181 pp2509 20250818 7051.00 ... 7036.00 7062.00 PP
182 pp2510 20250818 7056.00 ... 7028.00 7061.00 PP
183 pp2511 20250818 7061.00 ... 7038.00 7064.00 PP
184 pp2512 20250818 7079.00 ... 7065.00 7081.00 PP
185 pp2601 20250818 7073.00 ... 7058.00 7083.00 PP
186 pp2602 20250818 7061.00 ... 7038.00 7067.00 PP
187 pp2603 20250818 7049.00 ... 7026.00 7059.00 PP
188 pp2604 20250818 7058.00 ... 7053.00 7066.00 PP
189 pp2605 20250818 7075.00 ... 7056.00 7079.00 PP
190 pp2606 20250818 7047.00 ... 7036.00 7055.00 PP
191 pp2607 20250818 7032.00 ... 7030.00 7077.00 PP
192 pp2608 20250818 0.00 ... 7054.00 7085.00 PP
193 rr2509 20250818 3581.00 ... 3574.00 3574.00 RR
194 rr2510 20250818 3613.00 ... 3613.00 3612.00 RR
195 rr2511 20250818 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250818 3607.00 ... 3609.00 3604.00 RR
197 rr2601 20250818 3619.00 ... 3619.00 3618.00 RR
198 rr2602 20250818 3611.00 ... 3608.00 3606.00 RR
199 rr2603 20250818 0.00 ... 3612.00 3612.00 RR
200 rr2604 20250818 3619.00 ... 3619.00 3613.00 RR
201 rr2605 20250818 3620.00 ... 3619.00 3619.00 RR
202 rr2606 20250818 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250818 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250818 0.00 ... 3625.00 3625.00 RR
205 v2509 20250818 4959.00 ... 4937.00 4963.00 V
206 v2510 20250818 5000.00 ... 4968.00 5005.00 V
207 v2511 20250818 5037.00 ... 5009.00 5041.00 V
208 v2512 20250818 5077.00 ... 5042.00 5080.00 V
209 v2601 20250818 5103.00 ... 5069.00 5114.00 V
210 v2602 20250818 5137.00 ... 5097.00 5157.00 V
211 v2603 20250818 5170.00 ... 5132.00 5184.00 V
212 v2604 20250818 5407.00 ... 5340.00 5406.00 V
213 v2605 20250818 5402.00 ... 5368.00 5423.00 V
214 v2606 20250818 5437.00 ... 5390.00 5440.00 V
215 v2607 20250818 5470.00 ... 5428.00 5477.00 V
216 v2608 20250818 5485.00 ... 5457.00 5475.00 V
217 y2509 20250818 8680.00 ... 8596.00 8538.00 Y
218 y2511 20250818 8588.00 ... 8600.00 8544.00 Y
219 y2512 20250818 8590.00 ... 8600.00 8546.00 Y
220 y2601 20250818 8558.00 ... 8562.00 8512.00 Y
221 y2603 20250818 8438.00 ... 8448.00 8390.00 Y
222 y2605 20250818 8130.00 ... 8138.00 8072.00 Y
223 y2607 20250818 8080.00 ... 8104.00 8034.00 Y
224 y2608 20250818 8150.00 ... 8140.00 8096.00 Y
[225 rows x 12 columns]
2025-08-20 11:22:24,384 - future_1d - INFO - ak.get_dce_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 SC2509 20250818 485.4 ... 483 487 SC
1 SC2510 20250818 486.4 ... 485.2 488.9 SC
2 SC2511 20250818 485 ... 482.3 486.6 SC
3 SC2512 20250818 481.4 ... 479.9 483.5 SC
4 SC2601 20250818 480 ... 478.5 482.1 SC
5 SC2602 20250818 478.5 ... 477.1 479.9 SC
6 SC2603 20250818 476 ... 476 478.2 SC
7 SC2604 20250818 475.4 ... 475.1 476.8 SC
8 SC2605 20250818 474 ... 473.1 475.1 SC
9 SC2606 20250818 474.7 ... 472.8 474.5 SC
10 SC2607 20250818 470.8 ... 470.7 472.9 SC
11 SC2608 20250818 469.8 ... 470.8 473.4 SC
12 SC2609 20250818 ... 468.2 468.2 SC
13 SC2612 20250818 462 ... 462 464 SC
14 SC2703 20250818 ... 464.2 464.2 SC
15 SC2706 20250818 ... 458.5 458.5 SC
16 SC2709 20250818 ... 458 458 SC
17 SC2712 20250818 ... 459 460 SC
18 SC2803 20250818 ... 456 456.3 SC
19 SC2806 20250818 452.2 ... 451.9 453.6 SC
21 LU2509 20250818 3412 ... 3444 3430 LU
22 LU2510 20250818 3436 ... 3459 3448 LU
23 LU2511 20250818 3429 ... 3451 3447 LU
24 LU2512 20250818 3422 ... 3437 3437 LU
25 LU2601 20250818 3412 ... 3422 3427 LU
26 LU2602 20250818 3413 ... 3411 3414 LU
27 LU2603 20250818 3405 ... 3403 3410 LU
28 LU2604 20250818 3412 ... 3395 3407 LU
29 LU2605 20250818 3390 ... 3389 3395 LU
30 LU2606 20250818 3396 ... 3383 3384 LU
31 LU2607 20250818 3390 ... 3390 3390 LU
32 LU2608 20250818 3389 ... 3389 3377 LU
34 NR2509 20250818 12680 ... 12590 12530 NR
35 NR2510 20250818 12710 ... 12660 12590 NR
36 NR2511 20250818 12740 ... 12695 12630 NR
37 NR2512 20250818 12755 ... 12730 12700 NR
38 NR2601 20250818 12875 ... 12775 12720 NR
39 NR2602 20250818 12735 ... 12740 12740 NR
40 NR2603 20250818 12745 ... 12745 12770 NR
41 NR2604 20250818 ... 12745 12705 NR
42 NR2605 20250818 12850 ... 12815 12860 NR
43 NR2606 20250818 ... 12760 12760 NR
44 NR2607 20250818 12900 ... 12900 12830 NR
45 NR2608 20250818 ... 12830 12830 NR
47 BC2509 20250818 70070 ... 70180 70070 BC
48 BC2510 20250818 70220 ... 70250 70160 BC
49 BC2511 20250818 ... 70620 70620 BC
50 BC2512 20250818 70300 ... 70300 70000 BC
51 BC2601 20250818 ... 70250 70250 BC
52 BC2602 20250818 ... 70710 70710 BC
53 BC2603 20250818 71120 ... 71120 70230 BC
54 BC2604 20250818 ... 70350 70350 BC
55 BC2605 20250818 ... 70750 70920 BC
56 BC2606 20250818 ... 69790 69790 BC
57 BC2607 20250818 ... 69370 69370 BC
58 BC2608 20250818 ... 69370 69370 BC
60 EC2508 20250818 2080 ... 2085.9 2081.9 EC
61 EC2510 20250818 1370.8 ... 1381.4 1373 EC
62 EC2512 20250818 1743 ... 1782.3 1749.4 EC
63 EC2602 20250818 1530.4 ... 1539 1529.6 EC
64 EC2604 20250818 1341 ... 1339.8 1334.6 EC
65 EC2606 20250818 1498.8 ... 1496.5 1486.7 EC
68 SC_TAS2509 20250818 ... SC_TAS
69 SC_TAS2510 20250818 ... SC_TAS
70 SC_TAS2511 20250818 ... SC_TAS
71 SC_TAS2512 20250818 ... SC_TAS
[66 rows x 12 columns]
2025-08-20 11:22:24,452 - future_1d - INFO - ak.get_ine_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 IC2509 20250818 6552.000 ... 6608.400 6524.400 IC
1 IC2510 20250818 6524.400 ... 6568.600 6524.400 IC
2 IC2512 20250818 6425.000 ... 6488.800 6388.200 IC
3 IC2603 20250818 6300.000 ... 6367.800 6267.000 IC
4 IF2509 20250818 4220.000 ... 4237.400 4203.200 IF
5 IF2510 20250818 4233.000 ... 4233.800 4203.200 IF
6 IF2512 20250818 4207.000 ... 4220.200 4181.400 IF
7 IF2603 20250818 4205.000 ... 4201.400 4157.200 IF
8 IH2509 20250818 2848.000 ... 2849.200 2846.200 IH
9 IH2510 20250818 2852.600 ... 2849.000 2846.200 IH
10 IH2512 20250818 2853.800 ... 2853.200 2849.000 IH
11 IH2603 20250818 2857.200 ... 2854.200 2851.000 IH
12 IM2509 20250818 7124.000 ... 7179.800 7072.600 IM
13 IM2510 20250818 7078.400 ... 7138.200 7072.600 IM
14 IM2512 20250818 6950.000 ... 7025.800 6906.800 IM
15 IM2603 20250818 6805.000 ... 6874.400 6738.000 IM
16 T2509 20250818 108.120 ... 108.020 108.325 T
17 T2512 20250818 108.090 ... 107.890 108.225 T
18 T2603 20250818 107.890 ... 107.655 108.020 T
19 TF2509 20250818 105.530 ... 105.465 105.675 TF
20 TF2512 20250818 105.580 ... 105.410 105.670 TF
21 TF2603 20250818 105.565 ... 105.385 105.665 TF
22 TL2509 20250818 116.930 ... 116.270 117.660 TL
23 TL2512 20250818 116.410 ... 115.760 117.210 TL
24 TL2603 20250818 116.250 ... 115.460 116.880 TL
25 TS2509 20250818 102.320 ... 102.302 102.346 TS
26 TS2512 20250818 102.360 ... 102.334 102.384 TS
27 TS2603 20250818 102.324 ... 102.318 102.368 TS
[28 rows x 12 columns]
2025-08-20 11:22:24,672 - future_1d - INFO - ak.get_cffex_daily('2025-08-18') done
symbol date open ... settle pre_settle variety
0 PS2509 20250818 52765.0 ... 52495.0 51435.0 PS
1 PS2510 20250818 52960.0 ... 52595.0 51385.0 PS
2 PS2511 20250818 52810.0 ... 52540.0 51400.0 PS
3 PS2512 20250818 54750.0 ... 54905.0 53605.0 PS
4 PS2601 20250818 55060.0 ... 55035.0 53740.0 PS
5 PS2602 20250818 55305.0 ... 55530.0 53960.0 PS
6 PS2603 20250818 55525.0 ... 55775.0 54100.0 PS
7 PS2604 20250818 55590.0 ... 55975.0 54115.0 PS
8 PS2605 20250818 55685.0 ... 55475.0 54270.0 PS
9 PS2606 20250818 58380.0 ... 58225.0 56980.0 PS
10 PS2607 20250818 58205.0 ... 58455.0 57140.0 PS
11 PS2608 20250818 58350.0 ... 58360.0 57470.0 PS
13 SI2509 20250818 8800.0 ... 8720.0 8610.0 SI
14 SI2510 20250818 8820.0 ... 8715.0 8630.0 SI
15 SI2511 20250818 8805.0 ... 8735.0 8625.0 SI
16 SI2512 20250818 9195.0 ... 9085.0 8995.0 SI
17 SI2601 20250818 9205.0 ... 9090.0 8980.0 SI
18 SI2602 20250818 9175.0 ... 9065.0 8980.0 SI
19 SI2603 20250818 9195.0 ... 9105.0 9040.0 SI
20 SI2604 20250818 9220.0 ... 9125.0 9105.0 SI
21 SI2605 20250818 9280.0 ... 9165.0 9030.0 SI
22 SI2606 20250818 9245.0 ... 9175.0 9055.0 SI
23 SI2607 20250818 9240.0 ... 9160.0 9090.0 SI
24 SI2608 20250818 9260.0 ... 9210.0 8985.0 SI
27 LC2509 20250818 87740.0 ... 89040.0 85160.0 LC
28 LC2510 20250818 88460.0 ... 89160.0 85320.0 LC
29 LC2511 20250818 88160.0 ... 89140.0 85260.0 LC
30 LC2512 20250818 87540.0 ... 89080.0 85100.0 LC
31 LC2601 20250818 87880.0 ... 88800.0 84840.0 LC
32 LC2602 20250818 87640.0 ... 88480.0 84240.0 LC
33 LC2603 20250818 86060.0 ... 87980.0 83800.0 LC
34 LC2604 20250818 88640.0 ... 87760.0 83480.0 LC
35 LC2605 20250818 86100.0 ... 87300.0 83240.0 LC
36 LC2606 20250818 85020.0 ... 86900.0 82880.0 LC
37 LC2607 20250818 85800.0 ... 86620.0 82740.0 LC
38 LC2608 20250818 86040.0 ... 86480.0 83260.0 LC
[36 rows x 12 columns]
2025-08-20 11:22:24,857 - future_1d - INFO - ak.get_gfex_daily('2025-08-18') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250818 ... 79020 78960 CU
1 1 CU2510 20250818 ... 79020 78950 CU
2 2 CU2511 20250818 ... 79000 78940 CU
3 3 CU2512 20250818 ... 78960 78920 CU
4 4 CU2601 20250818 ... 78970 78930 CU
5 5 CU2602 20250818 ... 78930 78940 CU
6 6 CU2603 20250818 ... 78940 78930 CU
7 7 CU2604 20250818 ... 78960 78940 CU
8 8 CU2605 20250818 ... 78980 78980 CU
9 9 CU2606 20250818 ... 78990 78940 CU
10 10 CU2607 20250818 ... 79000 78900 CU
11 11 CU2608 20250818 ... 78930 78900 CU
12 12 BC2509 20250818 ... 70180 70070 BC
13 13 BC2510 20250818 ... 70250 70160 BC
14 14 BC2511 20250818 ... 70620 70620 BC
15 15 BC2512 20250818 ... 70300 70000 BC
16 16 BC2601 20250818 ... 70250 70250 BC
17 17 BC2602 20250818 ... 70710 70710 BC
18 18 BC2603 20250818 ... 71120 70230 BC
19 19 BC2604 20250818 ... 70350 70350 BC
20 20 BC2605 20250818 ... 70750 70920 BC
21 21 BC2606 20250818 ... 69790 69790 BC
22 22 BC2607 20250818 ... 69370 69370 BC
23 23 BC2608 20250818 ... 69370 69370 BC
24 24 AL2509 20250818 ... 20610 20740 AL
25 25 AL2510 20250818 ... 20585 20725 AL
26 26 AL2511 20250818 ... 20540 20675 AL
27 27 AL2512 20250818 ... 20510 20630 AL
28 28 AL2601 20250818 ... 20485 20605 AL
29 29 AL2602 20250818 ... 20475 20600 AL
30 30 AL2603 20250818 ... 20495 20630 AL
31 31 AL2604 20250818 ... 20530 20640 AL
32 32 AL2605 20250818 ... 20560 20650 AL
33 33 AL2606 20250818 ... 20555 20665 AL
34 34 AL2607 20250818 ... 20600 20650 AL
35 35 AL2608 20250818 ... 20570 20650 AL
36 36 ZN2509 20250818 ... 22375 22520 ZN
37 37 ZN2510 20250818 ... 22395 22545 ZN
38 38 ZN2511 20250818 ... 22400 22550 ZN
39 39 ZN2512 20250818 ... 22390 22530 ZN
40 40 ZN2601 20250818 ... 22380 22505 ZN
41 41 ZN2602 20250818 ... 22380 22505 ZN
42 42 ZN2603 20250818 ... 22420 22485 ZN
43 43 ZN2604 20250818 ... 22360 22490 ZN
44 44 ZN2605 20250818 ... 22395 22490 ZN
45 45 ZN2606 20250818 ... 22365 22475 ZN
46 46 ZN2607 20250818 ... 22360 22495 ZN
47 47 ZN2608 20250818 ... 22355 22495 ZN
48 48 PB2509 20250818 ... 16790 16825 PB
49 49 PB2510 20250818 ... 16805 16830 PB
50 50 PB2511 20250818 ... 16830 16855 PB
51 51 PB2512 20250818 ... 16865 16890 PB
52 52 PB2601 20250818 ... 16870 16900 PB
53 53 PB2602 20250818 ... 16875 17020 PB
54 54 PB2603 20250818 ... 16930 16930 PB
55 55 PB2604 20250818 ... 16960 17110 PB
56 56 PB2605 20250818 ... 16980 17030 PB
57 57 PB2606 20250818 ... 16985 17170 PB
58 58 PB2607 20250818 ... 17060 17060 PB
59 59 PB2608 20250818 ... 17015 17060 PB
60 60 NI2509 20250818 ... 120780 120690 NI
61 61 NI2510 20250818 ... 120850 120800 NI
62 62 NI2511 20250818 ... 120980 120990 NI
63 63 NI2512 20250818 ... 121230 121250 NI
64 64 NI2601 20250818 ... 121610 121530 NI
65 65 NI2602 20250818 ... 121950 121660 NI
66 66 NI2603 20250818 ... 122260 121980 NI
67 67 NI2604 20250818 ... 122660 122120 NI
68 68 NI2605 20250818 ... 122770 122590 NI
69 69 NI2606 20250818 ... 123070 122830 NI
70 70 NI2607 20250818 ... 123370 123050 NI
71 71 NI2608 20250818 ... 123650 123050 NI
72 72 SN2509 20250818 ... 266860 266560 SN
73 73 SN2510 20250818 ... 267150 266760 SN
74 74 SN2511 20250818 ... 267260 266920 SN
75 75 SN2512 20250818 ... 267220 266710 SN
76 76 SN2601 20250818 ... 267430 266830 SN
77 77 SN2602 20250818 ... 267480 267020 SN
78 78 SN2603 20250818 ... 267990 267330 SN
79 79 SN2604 20250818 ... 268640 268250 SN
80 80 SN2605 20250818 ... 268430 268550 SN
81 81 SN2606 20250818 ... 269000 268260 SN
82 82 SN2607 20250818 ... 269320 269500 SN
83 83 SN2608 20250818 ... 269500 269500 SN
84 84 AO2509 20250818 ... 3174 3190 AO
85 85 AO2510 20250818 ... 3173 3181 AO
86 86 AO2511 20250818 ... 3176 3188 AO
87 87 AO2512 20250818 ... 3183 3184 AO
88 88 AO2601 20250818 ... 3199 3207 AO
89 89 AO2602 20250818 ... 3189 3201 AO
90 90 AO2603 20250818 ... 3190 3199 AO
91 91 AO2604 20250818 ... 3201 3208 AO
92 92 AO2605 20250818 ... 3197 3205 AO
93 93 AO2606 20250818 ... 3203 3199 AO
94 94 AO2607 20250818 ... 3208 3209 AO
95 95 AO2608 20250818 ... 3175 3209 AO
96 96 AD2511 20250818 ... 20060 20165 AD
97 97 AD2512 20250818 ... 20040 20150 AD
98 98 AD2601 20250818 ... 19990 20110 AD
99 99 AD2602 20250818 ... 19915 20015 AD
100 100 AD2603 20250818 ... 20050 20050 AD
101 101 AD2604 20250818 ... 19865 19920 AD
102 102 AD2605 20250818 ... 19860 19860 AD
103 103 AD2606 20250818 ... 19720 19765 AD
104 104 AD2607 20250818 ... 19925 19925 AD
105 105 AD2608 20250818 ... 19925 19925 AD
106 106 AU2509 20250818 ... 774.94 774.04 AU
107 107 AU2510 20250818 ... 776.06 775.18 AU
108 108 AU2511 20250818 ... 777.88 775.18 AU
109 109 AU2512 20250818 ... 778.48 777.32 AU
110 110 AU2602 20250818 ... 780.44 779.46 AU
111 111 AU2604 20250818 ... 782.52 781.48 AU
112 112 AU2606 20250818 ... 785 783.82 AU
113 113 AU2608 20250818 ... 787.2 786.32 AU
114 114 AG2509 20250818 ... 9203 9198 AG
115 115 AG2510 20250818 ... 9210 9208 AG
116 116 AG2511 20250818 ... 9220 9221 AG
117 117 AG2512 20250818 ... 9232 9231 AG
118 118 AG2601 20250818 ... 9243 9244 AG
119 119 AG2602 20250818 ... 9256 9254 AG
120 120 AG2603 20250818 ... 9275 9266 AG
121 121 AG2604 20250818 ... 9282 9282 AG
122 122 AG2605 20250818 ... 9294 9294 AG
123 123 AG2606 20250818 ... 9306 9309 AG
124 124 AG2607 20250818 ... 9320 9319 AG
125 125 AG2608 20250818 ... 9350 9319 AG
126 126 RB2509 20250818 ... 3143 3159 RB
127 127 RB2510 20250818 ... 3173 3183 RB
128 128 RB2511 20250818 ... 3190 3202 RB
129 129 RB2512 20250818 ... 3235 3248 RB
130 130 RB2601 20250818 ... 3249 3262 RB
131 131 RB2602 20250818 ... 3243 3263 RB
132 132 RB2603 20250818 ... 3266 3277 RB
133 133 RB2604 20250818 ... 3283 3291 RB
134 134 RB2605 20250818 ... 3295 3305 RB
135 135 RB2606 20250818 ... 3317 3314 RB
136 136 RB2607 20250818 ... 3310 3321 RB
137 137 RB2608 20250818 ... 3322 3321 RB
138 138 WR2509 20250818 ... 3342 3342 WR
139 139 WR2510 20250818 ... 3392 3419 WR
140 140 WR2511 20250818 ... 3421 3421 WR
141 141 WR2512 20250818 ... 3471 3499 WR
142 142 WR2601 20250818 ... 3372 3459 WR
143 143 WR2602 20250818 ... 3426 3515 WR
144 144 WR2603 20250818 ... 3438 3527 WR
145 145 WR2604 20250818 ... 3460 3509 WR
146 146 WR2605 20250818 ... 3455 3455 WR
147 147 WR2606 20250818 ... 3446 3469 WR
148 148 WR2607 20250818 ... 3524 3524 WR
149 149 WR2608 20250818 ... 3524 3524 WR
150 150 HC2509 20250818 ... 3441 3437 HC
151 151 HC2510 20250818 ... 3429 3426 HC
152 152 HC2511 20250818 ... 3425 3419 HC
153 153 HC2512 20250818 ... 3435 3423 HC
154 154 HC2601 20250818 ... 3423 3421 HC
155 155 HC2602 20250818 ... 3422 3420 HC
156 156 HC2603 20250818 ... 3423 3420 HC
157 157 HC2604 20250818 ... 3429 3425 HC
158 158 HC2605 20250818 ... 3430 3430 HC
159 159 HC2606 20250818 ... 3452 3436 HC
160 160 HC2607 20250818 ... 3446 3433 HC
161 161 HC2608 20250818 ... 3448 3433 HC
162 162 SS2509 20250818 ... 12950 12935 SS
163 163 SS2510 20250818 ... 13025 13015 SS
164 164 SS2511 20250818 ... 13085 13065 SS
165 165 SS2512 20250818 ... 13130 13115 SS
166 166 SS2601 20250818 ... 13205 13175 SS
167 167 SS2602 20250818 ... 13195 13170 SS
168 168 SS2603 20250818 ... 13255 13255 SS
169 169 SS2604 20250818 ... 13345 13345 SS
170 170 SS2605 20250818 ... 13385 13350 SS
171 171 SS2606 20250818 ... 13460 13405 SS
172 172 SS2607 20250818 ... 13495 13455 SS
173 173 SS2608 20250818 ... 13510 13455 SS
174 174 SC2509 20250818 ... 483 487 SC
175 175 SC2510 20250818 ... 485.2 488.9 SC
176 176 SC2511 20250818 ... 482.3 486.6 SC
177 177 SC2512 20250818 ... 479.9 483.5 SC
178 178 SC2601 20250818 ... 478.5 482.1 SC
179 179 SC2602 20250818 ... 477.1 479.9 SC
180 180 SC2603 20250818 ... 476 478.2 SC
181 181 SC2604 20250818 ... 475.1 476.8 SC
182 182 SC2605 20250818 ... 473.1 475.1 SC
183 183 SC2606 20250818 ... 472.8 474.5 SC
184 184 SC2607 20250818 ... 470.7 472.9 SC
185 185 SC2608 20250818 ... 470.8 473.4 SC
186 186 SC2609 20250818 ... 468.2 468.2 SC
187 187 SC2612 20250818 ... 462 464 SC
188 188 SC2703 20250818 ... 464.2 464.2 SC
189 189 SC2706 20250818 ... 458.5 458.5 SC
190 190 SC2709 20250818 ... 458 458 SC
191 191 SC2712 20250818 ... 459 460 SC
192 192 SC2803 20250818 ... 456 456.3 SC
193 193 SC2806 20250818 ... 451.9 453.6 SC
194 194 LU2509 20250818 ... 3444 3430 LU
195 195 LU2510 20250818 ... 3459 3448 LU
196 196 LU2511 20250818 ... 3451 3447 LU
197 197 LU2512 20250818 ... 3437 3437 LU
198 198 LU2601 20250818 ... 3422 3427 LU
199 199 LU2602 20250818 ... 3411 3414 LU
200 200 LU2603 20250818 ... 3403 3410 LU
201 201 LU2604 20250818 ... 3395 3407 LU
202 202 LU2605 20250818 ... 3389 3395 LU
203 203 LU2606 20250818 ... 3383 3384 LU
204 204 LU2607 20250818 ... 3390 3390 LU
205 205 LU2608 20250818 ... 3389 3377 LU
206 206 FU2509 20250818 ... 2700 2705 FU
207 207 FU2510 20250818 ... 2722 2722 FU
208 208 FU2511 20250818 ... 2724 2734 FU
209 209 FU2512 20250818 ... 2727 2745 FU
210 210 FU2601 20250818 ... 2731 2755 FU
211 211 FU2602 20250818 ... 2730 2754 FU
212 212 FU2603 20250818 ... 2732 2753 FU
213 213 FU2604 20250818 ... 2733 2750 FU
214 214 FU2605 20250818 ... 2727 2742 FU
215 215 FU2606 20250818 ... 2726 2738 FU
216 216 FU2607 20250818 ... 2707 2715 FU
217 217 FU2608 20250818 ... 2703 2710 FU
218 218 BU2509 20250818 ... 3504 3509 BU
219 219 BU2510 20250818 ... 3474 3471 BU
220 220 BU2511 20250818 ... 3428 3429 BU
221 221 BU2512 20250818 ... 3375 3382 BU
222 222 BU2601 20250818 ... 3338 3345 BU
223 223 BU2602 20250818 ... 3331 3340 BU
224 224 BU2603 20250818 ... 3328 3334 BU
225 225 BU2604 20250818 ... 3320 3331 BU
226 226 BU2605 20250818 ... 3319 3332 BU
227 227 BU2606 20250818 ... 3322 3326 BU
228 228 BU2607 20250818 ... 3309 3316 BU
229 229 BU2608 20250818 ... 3316 3316 BU
230 230 BU2609 20250818 ... 3312 3323 BU
231 231 BU2612 20250818 ... 3290 3298 BU
232 232 BU2703 20250818 ... 3296 3306 BU
233 233 BU2706 20250818 ... 3307 3314 BU
234 234 BR2509 20250818 ... 11800 11700 BR
235 235 BR2510 20250818 ... 11810 11710 BR
236 236 BR2511 20250818 ... 11810 11710 BR
237 237 BR2512 20250818 ... 11830 11695 BR
238 238 BR2601 20250818 ... 11835 11730 BR
239 239 BR2602 20250818 ... 11750 11735 BR
240 240 BR2603 20250818 ... 11785 11760 BR
241 241 BR2604 20250818 ... 11880 11825 BR
242 242 BR2605 20250818 ... 11880 11850 BR
243 243 BR2606 20250818 ... 11915 11880 BR
244 244 BR2607 20250818 ... 11950 11925 BR
245 245 BR2608 20250818 ... 11925 11925 BR
246 246 RU2509 20250818 ... 14795 14760 RU
247 247 RU2510 20250818 ... 14805 14750 RU
248 248 RU2511 20250818 ... 14815 14765 RU
249 249 RU2601 20250818 ... 15825 15780 RU
250 250 RU2603 20250818 ... 15850 15795 RU
251 251 RU2604 20250818 ... 15850 15755 RU
252 252 RU2605 20250818 ... 15910 15835 RU
253 253 RU2606 20250818 ... 15975 15995 RU
254 254 RU2607 20250818 ... 15985 16025 RU
255 255 RU2608 20250818 ... 16025 16025 RU
256 256 NR2509 20250818 ... 12590 12530 NR
257 257 NR2510 20250818 ... 12660 12590 NR
258 258 NR2511 20250818 ... 12695 12630 NR
259 259 NR2512 20250818 ... 12730 12700 NR
260 260 NR2601 20250818 ... 12775 12720 NR
261 261 NR2602 20250818 ... 12740 12740 NR
262 262 NR2603 20250818 ... 12745 12770 NR
263 263 NR2604 20250818 ... 12745 12705 NR
264 264 NR2605 20250818 ... 12815 12860 NR
265 265 NR2606 20250818 ... 12760 12760 NR
266 266 NR2607 20250818 ... 12900 12830 NR
267 267 NR2608 20250818 ... 12830 12830 NR
268 268 SP2509 20250818 ... 5226 5232 SP
269 269 SP2510 20250818 ... 5260 5248 SP
270 270 SP2511 20250818 ... 5276 5284 SP
271 271 SP2512 20250818 ... 5270 5276 SP
272 272 SP2601 20250818 ... 5496 5498 SP
273 273 SP2602 20250818 ... 5462 5462 SP
274 274 SP2603 20250818 ... 5460 5462 SP
275 275 SP2604 20250818 ... 5462 5464 SP
276 276 SP2605 20250818 ... 5466 5458 SP
277 277 SP2606 20250818 ... 5474 5458 SP
278 278 SP2607 20250818 ... 5458 5458 SP
279 279 SP2608 20250818 ... 5484 5458 SP
280 280 EC2508 20250818 ... 2085.9 2081.9 EC
281 281 EC2510 20250818 ... 1381.4 1373 EC
282 282 EC2512 20250818 ... 1782.3 1749.4 EC
283 283 EC2602 20250818 ... 1539 1529.6 EC
284 284 EC2604 20250818 ... 1339.8 1334.6 EC
285 285 EC2606 20250818 ... 1496.5 1486.7 EC
286 286 SC_TAS2509 20250818 ... SC_TAS
287 287 SC_TAS2510 20250818 ... SC_TAS
288 288 SC_TAS2511 20250818 ... SC_TAS
289 289 SC_TAS2512 20250818 ... SC_TAS
[290 rows x 13 columns]
2025-08-20 11:22:24,967 - future_1d - INFO - ak.get_shfe_daily('2025-08-18') done
2025-08-20 11:22:26,744 - future_1d - INFO - save future_daily 2025-08-18 completed
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]
2025-08-20 11:22:26,774 - 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]
2025-08-20 11:22:26,841 - 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]
2025-08-20 11:22:26,941 - future_1d - INFO - ak.get_shfe_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]
2025-08-20 11:22:27,241 - 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]
2025-08-20 11:22:27,481 - 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]
2025-08-20 11:22:27,971 - future_1d - INFO - ak.get_dce_daily('2025-08-19') done
2025-08-20 11:22:29,773 - future_1d - INFO - save future_daily 2025-08-19 add
2025-08-20 11:22:29,780 - future_1d - INFO - 0 1 2 3 4
symbol IC2509 IC2510 IC2512 IC2603 IF2509
date 2025-08-19 2025-08-19 2025-08-19 2025-08-19 2025-08-19
opencol 6600.0 6571.0 6488.8 6359.8 4244.0
high 6652.0 6610.6 6528.0 6413.6 4260.4
low 6583.2 6547.4 6456.8 6332.2 4208.8
close 6600.0 6556.6 6463.0 6340.0 4216.2
volume 64150.0 3075.0 24132.0 10995.0 73558.0
open_interest 123458.0 3059.0 67050.0 27183.0 154897.0
turnover 8491013.408 404415.284 3134451.06 1401335.556 9348115.656
settle 6602.8 6560.2 6475.0 6346.8 4221.0
pre_settle 6608.4 6568.6 6488.8 6367.8 4237.4
variety IC IC IC IC IF
exchange CFFEX CFFEX CFFEX CFFEX CFFEX
comd IC IC IC IC IF
contract IC2509 IC2510 IC2512 IC2603 IF2509
contract_yymm 2509 2510 2512 2603 2509
maturity_month 1 2 4 7 1
maturity_day 13 43 104 194 13
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]
2025-08-20 11:22:34,515 - 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]
2025-08-20 11:22:35,004 - future_1d - INFO - ak.get_dce_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]
2025-08-20 11:22:35,074 - future_1d - INFO - ak.get_ine_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]
2025-08-20 11:22:35,293 - 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]
2025-08-20 11:22:35,498 - 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]
2025-08-20 11:22:35,595 - future_1d - INFO - ak.get_shfe_daily('2025-08-19') done
2025-08-20 11:22:37,357 - future_1d - INFO - save future_daily 2025-08-19 completed
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
data = self._rfile.read(num_bytes)
File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
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 1070, in save_future_daily
self.save_log(date=td, status='completed', category=tablebase.__tablename__)
File "/root/project/future_1d/future1d_request.py", line 429, in save_log
df_log.to_sql('future_log', 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 843, in to_sql
with pandasSQL_builder(con, schema=schema, need_transaction=True) as pandas_sql:
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1657, in __exit__
self.exit_stack.close()
File "/usr/local/lib/python3.10/contextlib.py", line 584, in close
self.__exit__(None, None, None)
File "/usr/local/lib/python3.10/contextlib.py", line 576, in __exit__
raise exc_details[1]
File "/usr/local/lib/python3.10/contextlib.py", line 561, in __exit__
if cb(*exc_details):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 147, in __exit__
with util.safe_reraise():
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
raise exc_value.with_traceback(exc_tb)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 145, in __exit__
self.commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2632, in commit
self._do_commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2737, in _do_commit
self._connection_commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2708, in _connection_commit_impl
self.connection._commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1147, in _commit_impl
self._handle_dbapi_exception(e, None, None, None, None)
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 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
(Background on this error at: https://sqlalche.me/e/20/e3q8)
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
data = self._rfile.read(num_bytes)
File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
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 1070, in save_future_daily
self.save_log(date=td, status='completed', category=tablebase.__tablename__)
File "/root/project/future_1d/future1d_request.py", line 429, in save_log
df_log.to_sql('future_log', 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 843, in to_sql
with pandasSQL_builder(con, schema=schema, need_transaction=True) as pandas_sql:
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1657, in __exit__
self.exit_stack.close()
File "/usr/local/lib/python3.10/contextlib.py", line 584, in close
self.__exit__(None, None, None)
File "/usr/local/lib/python3.10/contextlib.py", line 576, in __exit__
raise exc_details[1]
File "/usr/local/lib/python3.10/contextlib.py", line 561, in __exit__
if cb(*exc_details):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 147, in __exit__
with util.safe_reraise():
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
raise exc_value.with_traceback(exc_tb)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 145, in __exit__
self.commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2632, in commit
self._do_commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2737, in _do_commit
self._connection_commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2708, in _connection_commit_impl
self.connection._commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1147, in _commit_impl
self._handle_dbapi_exception(e, None, None, None, None)
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 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
(Background on this error at: https://sqlalche.me/e/20/e3q8)
Traceback (most recent call last):
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
data = self._rfile.read(num_bytes)
data = self._rfile.read(num_bytes)
File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
return self._sock.recv_into(b)
return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer
During handling of the above exception, another exception occurred:
ConnectionResetError: [Errno 104] Connection reset by peer
Traceback (most recent call last):
During handling of the above exception, another exception occurred:
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
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
raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
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 1070, in save_future_daily
client.save_future_daily(check=True, check_last=7)
File "/root/project/future_1d/future1d_request.py", line 1070, in save_future_daily
self.save_log(date=td, status='completed', category=tablebase.__tablename__)
File "/root/project/future_1d/future1d_request.py", line 429, in save_log
self.save_log(date=td, status='completed', category=tablebase.__tablename__)
File "/root/project/future_1d/future1d_request.py", line 429, in save_log
df_log.to_sql('future_log', 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
df_log.to_sql('future_log', 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 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 843, in to_sql
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 843, in to_sql
with pandasSQL_builder(con, schema=schema, need_transaction=True) as pandas_sql:
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1657, in __exit__
with pandasSQL_builder(con, schema=schema, need_transaction=True) as pandas_sql:
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1657, in __exit__
self.exit_stack.close()
File "/usr/local/lib/python3.10/contextlib.py", line 584, in close
self.exit_stack.close()
File "/usr/local/lib/python3.10/contextlib.py", line 584, in close
self.__exit__(None, None, None)
File "/usr/local/lib/python3.10/contextlib.py", line 576, in __exit__
self.__exit__(None, None, None)
File "/usr/local/lib/python3.10/contextlib.py", line 576, in __exit__
raise exc_details[1]
File "/usr/local/lib/python3.10/contextlib.py", line 561, in __exit__
raise exc_details[1]
File "/usr/local/lib/python3.10/contextlib.py", line 561, in __exit__
if cb(*exc_details):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 147, in __exit__
if cb(*exc_details):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 147, in __exit__
with util.safe_reraise():
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
with util.safe_reraise():
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
raise exc_value.with_traceback(exc_tb)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 145, in __exit__
raise exc_value.with_traceback(exc_tb)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 145, in __exit__
self.commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2632, in commit
self.commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2632, in commit
self._do_commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2737, in _do_commit
self._do_commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2737, in _do_commit
self._connection_commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2708, in _connection_commit_impl
self._connection_commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2708, in _connection_commit_impl
self.connection._commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1147, in _commit_impl
self.connection._commit_impl()
self._handle_dbapi_exception(e, None, None, None, None)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1147, in _commit_impl
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
self._handle_dbapi_exception(e, None, None, None, None)
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 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
(Background on this error at: https://sqlalche.me/e/20/e3q8)
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
(Background on this error at: https://sqlalche.me/e/20/e3q8)
Traceback (most recent call last):
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
data = self._rfile.read(num_bytes)
File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
data = self._rfile.read(num_bytes)
File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
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 1070, in save_future_daily
raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
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 1070, in save_future_daily
self.save_log(date=td, status='completed', category=tablebase.__tablename__)
File "/root/project/future_1d/future1d_request.py", line 429, in save_log
self.save_log(date=td, status='completed', category=tablebase.__tablename__)
File "/root/project/future_1d/future1d_request.py", line 429, in save_log
df_log.to_sql('future_log', 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
df_log.to_sql('future_log', 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 843, in to_sql
with pandasSQL_builder(con, schema=schema, need_transaction=True) as pandas_sql:
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1657, in __exit__
return sql.to_sql(
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 843, in to_sql
with pandasSQL_builder(con, schema=schema, need_transaction=True) as pandas_sql:
File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1657, in __exit__
self.exit_stack.close()
File "/usr/local/lib/python3.10/contextlib.py", line 584, in close
self.__exit__(None, None, None)
File "/usr/local/lib/python3.10/contextlib.py", line 576, in __exit__
self.exit_stack.close()
File "/usr/local/lib/python3.10/contextlib.py", line 584, in close
raise exc_details[1]
File "/usr/local/lib/python3.10/contextlib.py", line 561, in __exit__
self.__exit__(None, None, None)
File "/usr/local/lib/python3.10/contextlib.py", line 576, in __exit__
if cb(*exc_details):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 147, in __exit__
with util.safe_reraise():
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
raise exc_details[1]
File "/usr/local/lib/python3.10/contextlib.py", line 561, in __exit__
raise exc_value.with_traceback(exc_tb)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 145, in __exit__
self.commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2632, in commit
if cb(*exc_details):
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 147, in __exit__
with util.safe_reraise():
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
raise exc_value.with_traceback(exc_tb)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/util.py", line 145, in __exit__
self.commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2632, in commit
self._do_commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2737, in _do_commit
self._do_commit()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2737, in _do_commit
self._connection_commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2708, in _connection_commit_impl
self._connection_commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2708, in _connection_commit_impl
self.connection._commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1147, in _commit_impl
self._handle_dbapi_exception(e, None, None, None, None)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
self.connection._commit_impl()
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1147, in _commit_impl
self._handle_dbapi_exception(e, None, None, None, None)
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 1145, in _commit_impl
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1145, in _commit_impl
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
self.engine.dialect.do_commit(self.connection)
File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 714, in do_commit
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
dbapi_connection.commit()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 472, in commit
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
self._read_ok_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 442, in _read_ok_packet
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
(Background on this error at: https://sqlalche.me/e/20/e3q8)
pkt = self._read_packet()
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
(Background on this error at: https://sqlalche.me/e/20/e3q8)