=========================================================================
2025-07-24 16:25:43 Thu START TASK.01 future_1d future_daily
=========================================================================
2025-07-24 16:25:44,932 - future_1d - INFO - future_daily check=True check_last=7 start...
index symbol date ... settle pre_settle variety
0 0 CU2508 20250716 ... 77960 77930 CU
1 1 CU2509 20250716 ... 77950 77850 CU
2 2 CU2510 20250716 ... 77890 77780 CU
3 3 CU2511 20250716 ... 77880 77760 CU
4 4 CU2512 20250716 ... 77840 77720 CU
5 5 CU2601 20250716 ... 77800 77690 CU
6 6 CU2602 20250716 ... 77780 77680 CU
7 7 CU2603 20250716 ... 77780 77680 CU
8 8 CU2604 20250716 ... 77800 77700 CU
9 9 CU2605 20250716 ... 77790 77730 CU
10 10 CU2606 20250716 ... 77760 77720 CU
11 11 CU2607 20250716 ... 77820 77720 CU
12 12 BC2508 20250716 ... 69170 69140 BC
13 13 BC2509 20250716 ... 69260 69200 BC
14 14 BC2510 20250716 ... 69400 69600 BC
15 15 BC2511 20250716 ... 69190 69190 BC
16 16 BC2512 20250716 ... 69320 69320 BC
17 17 BC2601 20250716 ... 69480 69480 BC
18 18 BC2602 20250716 ... 69410 69410 BC
19 19 BC2603 20250716 ... 69290 69290 BC
20 20 BC2604 20250716 ... 69430 69430 BC
21 21 BC2605 20250716 ... 69460 69460 BC
22 22 BC2606 20250716 ... 67820 67820 BC
23 23 BC2607 20250716 ... 67820 67820 BC
24 24 AL2508 20250716 ... 20430 20390 AL
25 25 AL2509 20250716 ... 20400 20365 AL
26 26 AL2510 20250716 ... 20345 20310 AL
27 27 AL2511 20250716 ... 20275 20260 AL
28 28 AL2512 20250716 ... 20225 20210 AL
29 29 AL2601 20250716 ... 20200 20180 AL
30 30 AL2602 20250716 ... 20200 20165 AL
31 31 AL2603 20250716 ... 20220 20190 AL
32 32 AL2604 20250716 ... 20210 20200 AL
33 33 AL2605 20250716 ... 20240 20220 AL
34 34 AL2606 20250716 ... 20235 20210 AL
35 35 AL2607 20250716 ... 20245 20210 AL
36 36 ZN2508 20250716 ... 22015 22105 ZN
37 37 ZN2509 20250716 ... 22000 22105 ZN
38 38 ZN2510 20250716 ... 21985 22090 ZN
39 39 ZN2511 20250716 ... 21955 22070 ZN
40 40 ZN2512 20250716 ... 21925 22035 ZN
41 41 ZN2601 20250716 ... 21895 21995 ZN
42 42 ZN2602 20250716 ... 21885 22000 ZN
43 43 ZN2603 20250716 ... 21895 22010 ZN
44 44 ZN2604 20250716 ... 21885 22000 ZN
45 45 ZN2605 20250716 ... 21910 22000 ZN
46 46 ZN2606 20250716 ... 21905 22020 ZN
47 47 ZN2607 20250716 ... 21880 22020 ZN
48 48 PB2508 20250716 ... 16895 17010 PB
49 49 PB2509 20250716 ... 16925 17035 PB
50 50 PB2510 20250716 ... 16950 17055 PB
51 51 PB2511 20250716 ... 16980 17045 PB
52 52 PB2512 20250716 ... 16975 17075 PB
53 53 PB2601 20250716 ... 17005 17095 PB
54 54 PB2602 20250716 ... 17030 17055 PB
55 55 PB2603 20250716 ... 17075 17075 PB
56 56 PB2604 20250716 ... 17050 17040 PB
57 57 PB2605 20250716 ... 17040 17110 PB
58 58 PB2606 20250716 ... 17030 17130 PB
59 59 PB2607 20250716 ... 17020 17130 PB
60 60 NI2508 20250716 ... 120600 119460 NI
61 61 NI2509 20250716 ... 120710 119590 NI
62 62 NI2510 20250716 ... 120870 119740 NI
63 63 NI2511 20250716 ... 120870 119970 NI
64 64 NI2512 20250716 ... 121340 120190 NI
65 65 NI2601 20250716 ... 121390 120340 NI
66 66 NI2602 20250716 ... 121790 120210 NI
67 67 NI2603 20250716 ... 121890 120610 NI
68 68 NI2604 20250716 ... 122460 120590 NI
69 69 NI2605 20250716 ... 122350 121010 NI
70 70 NI2606 20250716 ... 122530 121060 NI
71 71 NI2607 20250716 ... 123040 121060 NI
72 72 SN2508 20250716 ... 263470 263730 SN
73 73 SN2509 20250716 ... 263650 263740 SN
74 74 SN2510 20250716 ... 263640 263650 SN
75 75 SN2511 20250716 ... 263520 263450 SN
76 76 SN2512 20250716 ... 263440 263340 SN
77 77 SN2601 20250716 ... 263120 263190 SN
78 78 SN2602 20250716 ... 263410 262780 SN
79 79 SN2603 20250716 ... 262690 263540 SN
80 80 SN2604 20250716 ... 263820 263780 SN
81 81 SN2605 20250716 ... 263830 263150 SN
82 82 SN2606 20250716 ... 263980 263650 SN
83 83 SN2607 20250716 ... 262970 263650 SN
84 84 AO2508 20250716 ... 3161 3195 AO
85 85 AO2509 20250716 ... 3139 3161 AO
86 86 AO2510 20250716 ... 3106 3124 AO
87 87 AO2511 20250716 ... 3084 3108 AO
88 88 AO2512 20250716 ... 3071 3096 AO
89 89 AO2601 20250716 ... 3069 3087 AO
90 90 AO2602 20250716 ... 3052 3079 AO
91 91 AO2603 20250716 ... 3063 3074 AO
92 92 AO2604 20250716 ... 3046 3066 AO
93 93 AO2605 20250716 ... 3041 3056 AO
94 94 AO2606 20250716 ... 3038 3050 AO
95 95 AO2607 20250716 ... 3058 3050 AO
96 96 AD2511 20250716 ... 19810 19775 AD
97 97 AD2512 20250716 ... 19740 19715 AD
98 98 AD2601 20250716 ... 19725 19685 AD
99 99 AD2602 20250716 ... 19700 19650 AD
100 100 AD2603 20250716 ... 19760 19760 AD
101 101 AD2604 20250716 ... 19645 19625 AD
102 102 AD2605 20250716 ... 19585 19585 AD
103 103 AD2606 20250716 ... 19550 19550 AD
104 104 AD2607 20250716 ... 19550 19550 AD
105 105 AU2508 20250716 ... 774.1 776.12 AU
106 106 AU2509 20250716 ... 775.26 778.2 AU
107 107 AU2510 20250716 ... 776.5 778.22 AU
108 108 AU2512 20250716 ... 778.54 780.42 AU
109 109 AU2602 20250716 ... 780.42 782.58 AU
110 110 AU2604 20250716 ... 782.72 784.16 AU
111 111 AU2606 20250716 ... 784.68 786.26 AU
112 112 AU2608 20250716 ... 786 786.26 AU
113 113 AG2508 20250716 ... 9134 9156 AG
114 114 AG2509 20250716 ... 9150 9173 AG
115 115 AG2510 20250716 ... 9160 9184 AG
116 116 AG2511 20250716 ... 9172 9193 AG
117 117 AG2512 20250716 ... 9178 9202 AG
118 118 AG2601 20250716 ... 9189 9214 AG
119 119 AG2602 20250716 ... 9203 9226 AG
120 120 AG2603 20250716 ... 9211 9235 AG
121 121 AG2604 20250716 ... 9224 9251 AG
122 122 AG2605 20250716 ... 9238 9263 AG
123 123 AG2606 20250716 ... 9249 9270 AG
124 124 AG2607 20250716 ... 9256 9270 AG
125 125 RB2508 20250716 ... 3051 3071 RB
126 126 RB2509 20250716 ... 3066 3079 RB
127 127 RB2510 20250716 ... 3108 3121 RB
128 128 RB2511 20250716 ... 3134 3145 RB
129 129 RB2512 20250716 ... 3151 3160 RB
130 130 RB2601 20250716 ... 3151 3161 RB
131 131 RB2602 20250716 ... 3140 3148 RB
132 132 RB2603 20250716 ... 3146 3155 RB
133 133 RB2604 20250716 ... 3148 3152 RB
134 134 RB2605 20250716 ... 3162 3171 RB
135 135 RB2606 20250716 ... 3172 3181 RB
136 136 RB2607 20250716 ... 3178 3181 RB
137 137 WR2508 20250716 ... 3212 3212 WR
138 138 WR2509 20250716 ... 3335 3335 WR
139 139 WR2510 20250716 ... 3357 3366 WR
140 140 WR2511 20250716 ... 3408 3408 WR
141 141 WR2512 20250716 ... 3392 3392 WR
142 142 WR2601 20250716 ... 3345 3361 WR
143 143 WR2602 20250716 ... 3396 3396 WR
144 144 WR2603 20250716 ... 3387 3387 WR
145 145 WR2604 20250716 ... 3392 3392 WR
146 146 WR2605 20250716 ... 3370 3370 WR
147 147 WR2606 20250716 ... 3400 3400 WR
148 148 WR2607 20250716 ... 3400 3400 WR
149 149 HC2508 20250716 ... 3247 3261 HC
150 150 HC2509 20250716 ... 3255 3266 HC
151 151 HC2510 20250716 ... 3252 3263 HC
152 152 HC2511 20250716 ... 3257 3268 HC
153 153 HC2512 20250716 ... 3264 3276 HC
154 154 HC2601 20250716 ... 3270 3277 HC
155 155 HC2602 20250716 ... 3269 3279 HC
156 156 HC2603 20250716 ... 3271 3280 HC
157 157 HC2604 20250716 ... 3285 3276 HC
158 158 HC2605 20250716 ... 3275 3284 HC
159 159 HC2606 20250716 ... 3279 3291 HC
160 160 HC2607 20250716 ... 3294 3291 HC
161 161 SS2508 20250716 ... 12715 12695 SS
162 162 SS2509 20250716 ... 12690 12685 SS
163 163 SS2510 20250716 ... 12745 12740 SS
164 164 SS2511 20250716 ... 12780 12780 SS
165 165 SS2512 20250716 ... 12820 12805 SS
166 166 SS2601 20250716 ... 12865 12850 SS
167 167 SS2602 20250716 ... 12890 12860 SS
168 168 SS2603 20250716 ... 12930 12925 SS
169 169 SS2604 20250716 ... 12945 12975 SS
170 170 SS2605 20250716 ... 13025 13000 SS
171 171 SS2606 20250716 ... 13060 13050 SS
172 172 SS2607 20250716 ... 13090 13050 SS
173 173 SC2508 20250716 ... 517.2 522.2 SC
174 174 SC2509 20250716 ... 507 509.3 SC
175 175 SC2510 20250716 ... 500.5 502.2 SC
176 176 SC2511 20250716 ... 494.7 496.2 SC
177 177 SC2512 20250716 ... 491.1 493.5 SC
178 178 SC2601 20250716 ... 487.8 490.1 SC
179 179 SC2602 20250716 ... 484.7 486.8 SC
180 180 SC2603 20250716 ... 482.1 484.2 SC
181 181 SC2604 20250716 ... 479.1 483.1 SC
182 182 SC2605 20250716 ... 479 479.1 SC
183 183 SC2606 20250716 ... 475.7 477.9 SC
184 184 SC2607 20250716 ... 478.4 478.4 SC
185 185 SC2609 20250716 ... 473.5 475.3 SC
186 186 SC2612 20250716 ... 465.4 473.1 SC
187 187 SC2703 20250716 ... 467 468 SC
188 188 SC2706 20250716 ... 462 461.7 SC
189 189 SC2709 20250716 ... 461.7 461.3 SC
190 190 SC2712 20250716 ... 461.1 462.3 SC
191 191 SC2803 20250716 ... 462 462.9 SC
192 192 SC2806 20250716 ... 458.5 458.2 SC
193 193 LU2508 20250716 ... 3633 3618 LU
194 194 LU2509 20250716 ... 3649 3647 LU
195 195 LU2510 20250716 ... 3621 3622 LU
196 196 LU2511 20250716 ... 3591 3587 LU
197 197 LU2512 20250716 ... 3558 3551 LU
198 198 LU2601 20250716 ... 3542 3542 LU
199 199 LU2602 20250716 ... 3508 3525 LU
200 200 LU2603 20250716 ... 3509 3501 LU
201 201 LU2604 20250716 ... 3471 3471 LU
202 202 LU2605 20250716 ... 3463 3480 LU
203 203 LU2606 20250716 ... 3454 3454 LU
204 204 LU2607 20250716 ... 3444 3437 LU
205 205 FU2508 20250716 ... 2838 2828 FU
206 206 FU2509 20250716 ... 2871 2867 FU
207 207 FU2510 20250716 ... 2879 2868 FU
208 208 FU2511 20250716 ... 2867 2856 FU
209 209 FU2512 20250716 ... 2860 2848 FU
210 210 FU2601 20250716 ... 2850 2844 FU
211 211 FU2602 20250716 ... 2843 2830 FU
212 212 FU2603 20250716 ... 2829 2819 FU
213 213 FU2604 20250716 ... 2817 2809 FU
214 214 FU2605 20250716 ... 2801 2799 FU
215 215 FU2606 20250716 ... 2789 2785 FU
216 216 FU2607 20250716 ... 2778 2774 FU
217 217 BU2508 20250716 ... 3648 3665 BU
218 218 BU2509 20250716 ... 3617 3631 BU
219 219 BU2510 20250716 ... 3563 3574 BU
220 220 BU2511 20250716 ... 3511 3521 BU
221 221 BU2512 20250716 ... 3442 3452 BU
222 222 BU2601 20250716 ... 3406 3410 BU
223 223 BU2602 20250716 ... 3400 3407 BU
224 224 BU2603 20250716 ... 3395 3394 BU
225 225 BU2604 20250716 ... 3385 3386 BU
226 226 BU2605 20250716 ... 3378 3388 BU
227 227 BU2606 20250716 ... 3378 3371 BU
228 228 BU2607 20250716 ... 3371 3371 BU
229 229 BU2609 20250716 ... 3363 3355 BU
230 230 BU2612 20250716 ... 3325 3295 BU
231 231 BU2703 20250716 ... 3312 3298 BU
232 232 BU2706 20250716 ... 3325 3304 BU
233 233 BR2508 20250716 ... 11470 11590 BR
234 234 BR2509 20250716 ... 11420 11550 BR
235 235 BR2510 20250716 ... 11395 11525 BR
236 236 BR2511 20250716 ... 11400 11540 BR
237 237 BR2512 20250716 ... 11410 11540 BR
238 238 BR2601 20250716 ... 11425 11540 BR
239 239 BR2602 20250716 ... 11420 11540 BR
240 240 BR2603 20250716 ... 11430 11580 BR
241 241 BR2604 20250716 ... 11425 11560 BR
242 242 BR2605 20250716 ... 11415 11555 BR
243 243 BR2606 20250716 ... 11445 11495 BR
244 244 BR2607 20250716 ... 11395 11495 BR
245 245 RU2508 20250716 ... 14360 14410 RU
246 246 RU2509 20250716 ... 14405 14420 RU
247 247 RU2510 20250716 ... 14420 14465 RU
248 248 RU2511 20250716 ... 14435 14445 RU
249 249 RU2601 20250716 ... 15275 15300 RU
250 250 RU2603 20250716 ... 15290 15310 RU
251 251 RU2604 20250716 ... 15305 15405 RU
252 252 RU2605 20250716 ... 15370 15385 RU
253 253 RU2606 20250716 ... 15315 15315 RU
254 254 RU2607 20250716 ... 15315 15315 RU
255 255 NR2508 20250716 ... 12365 12420 NR
256 256 NR2509 20250716 ... 12390 12445 NR
257 257 NR2510 20250716 ... 12400 12450 NR
258 258 NR2511 20250716 ... 12415 12450 NR
259 259 NR2512 20250716 ... 12445 12455 NR
260 260 NR2601 20250716 ... 12450 12485 NR
261 261 NR2602 20250716 ... 12465 12545 NR
262 262 NR2603 20250716 ... 12495 12495 NR
263 263 NR2604 20250716 ... 12535 12535 NR
264 264 NR2605 20250716 ... 12565 12470 NR
265 265 NR2606 20250716 ... 12565 12510 NR
266 266 NR2607 20250716 ... 12510 12510 NR
267 267 SP2508 20250716 ... 5214 5218 SP
268 268 SP2509 20250716 ... 5240 5240 SP
269 269 SP2510 20250716 ... 5232 5236 SP
270 270 SP2511 20250716 ... 5210 5216 SP
271 271 SP2512 20250716 ... 5188 5194 SP
272 272 SP2601 20250716 ... 5398 5394 SP
273 273 SP2602 20250716 ... 5336 5334 SP
274 274 SP2603 20250716 ... 5340 5338 SP
275 275 SP2604 20250716 ... 5328 5324 SP
276 276 SP2605 20250716 ... 5336 5332 SP
277 277 SP2606 20250716 ... 5342 5330 SP
278 278 SP2607 20250716 ... 5350 5330 SP
279 279 EC2508 20250716 ... 2148.5 2090.7 EC
280 280 EC2510 20250716 ... 1652 1576.1 EC
281 281 EC2512 20250716 ... 1807.5 1733.4 EC
282 282 EC2602 20250716 ... 1505.9 1479.3 EC
283 283 EC2604 20250716 ... 1316.5 1293.3 EC
284 284 EC2606 20250716 ... 1461.8 1437.8 EC
285 285 SC_TAS2508 20250716 ... SC_TAS
286 286 SC_TAS2509 20250716 ... SC_TAS
287 287 SC_TAS2510 20250716 ... SC_TAS
288 288 SC_TAS2511 20250716 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 16:25:45,178 - future_1d - INFO - ak.get_shfe_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 PS2508 20250716 42360.0 ... 42515.0 42310.0 PS
1 PS2509 20250716 42000.0 ... 42240.0 41995.0 PS
2 PS2510 20250716 41895.0 ... 41850.0 41520.0 PS
3 PS2511 20250716 41000.0 ... 41300.0 40785.0 PS
4 PS2512 20250716 43030.0 ... 43495.0 42915.0 PS
5 PS2601 20250716 43330.0 ... 43300.0 42780.0 PS
6 PS2602 20250716 43000.0 ... 43170.0 42750.0 PS
7 PS2603 20250716 42960.0 ... 43090.0 42700.0 PS
8 PS2604 20250716 42920.0 ... 43000.0 42630.0 PS
9 PS2605 20250716 42900.0 ... 43025.0 42625.0 PS
10 PS2606 20250716 43360.0 ... 44180.0 43460.0 PS
11 PS2607 20250716 43235.0 ... 44055.0 43325.0 PS
13 SI2508 20250716 8725.0 ... 8670.0 8760.0 SI
14 SI2509 20250716 8740.0 ... 8680.0 8765.0 SI
15 SI2510 20250716 8680.0 ... 8655.0 8725.0 SI
16 SI2511 20250716 8655.0 ... 8610.0 8670.0 SI
17 SI2512 20250716 9015.0 ... 8920.0 8950.0 SI
18 SI2601 20250716 8910.0 ... 8860.0 8890.0 SI
19 SI2602 20250716 8875.0 ... 8845.0 8865.0 SI
20 SI2603 20250716 8850.0 ... 8820.0 8885.0 SI
21 SI2604 20250716 8825.0 ... 8835.0 8850.0 SI
22 SI2605 20250716 8825.0 ... 8830.0 8840.0 SI
23 SI2606 20250716 8805.0 ... 8825.0 8845.0 SI
24 SI2607 20250716 8805.0 ... 8820.0 8825.0 SI
27 LC2508 20250716 67340.0 ... 66660.0 66360.0 LC
28 LC2509 20250716 67300.0 ... 66320.0 66160.0 LC
29 LC2510 20250716 66300.0 ... 66060.0 65920.0 LC
30 LC2511 20250716 66600.0 ... 65820.0 65720.0 LC
31 LC2512 20250716 66100.0 ... 66160.0 66100.0 LC
32 LC2601 20250716 66460.0 ... 66080.0 66000.0 LC
33 LC2602 20250716 66660.0 ... 66120.0 66080.0 LC
34 LC2603 20250716 66500.0 ... 66140.0 66020.0 LC
35 LC2604 20250716 67320.0 ... 66580.0 66620.0 LC
36 LC2605 20250716 66900.0 ... 66700.0 66620.0 LC
37 LC2606 20250716 67300.0 ... 66680.0 66600.0 LC
38 LC2607 20250716 67380.0 ... 66600.0 66580.0 LC
[36 rows x 12 columns]
2025-07-24 16:25:45,441 - future_1d - INFO - ak.get_gfex_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 a2509 20250716 4149.00 ... 4166.00 4143.00 A
1 a2511 20250716 4067.00 ... 4081.00 4063.00 A
2 a2601 20250716 4055.00 ... 4070.00 4053.00 A
3 a2603 20250716 4044.00 ... 4055.00 4043.00 A
4 a2605 20250716 4083.00 ... 4087.00 4075.00 A
5 a2607 20250716 4081.00 ... 4086.00 4089.00 A
6 b2508 20250716 3580.00 ... 3559.00 3571.00 B
7 b2509 20250716 3631.00 ... 3633.00 3635.00 B
8 b2510 20250716 3685.00 ... 3679.00 3681.00 B
9 b2511 20250716 3678.00 ... 3685.00 3682.00 B
10 b2512 20250716 3692.00 ... 3697.00 3696.00 B
11 b2601 20250716 3680.00 ... 3686.00 3679.00 B
12 b2602 20250716 3645.00 ... 3652.00 3651.00 B
13 b2603 20250716 3557.00 ... 3555.00 3558.00 B
14 b2604 20250716 3458.00 ... 3456.00 3456.00 B
15 b2605 20250716 3381.00 ... 3379.00 3379.00 B
16 b2606 20250716 3374.00 ... 3376.00 3373.00 B
17 b2607 20250716 3372.00 ... 3378.00 3370.00 B
18 bb2509 20250716 144.00 ... 144.20 145.05 BB
19 bb2511 20250716 143.70 ... 146.55 145.35 BB
20 bb2601 20250716 146.85 ... 146.60 149.35 BB
21 bb2603 20250716 0.00 ... 153.15 156.00 BB
22 bb2605 20250716 0.00 ... 153.15 156.00 BB
23 bb2607 20250716 0.00 ... 153.15 156.00 BB
24 bz2603 20250716 6151.00 ... 6153.00 6166.00 BZ
25 bz2604 20250716 6142.00 ... 6149.00 6135.00 BZ
26 bz2605 20250716 6137.00 ... 6128.00 6132.00 BZ
27 bz2606 20250716 6150.00 ... 6135.00 6141.00 BZ
28 c2509 20250716 2296.00 ... 2294.00 2301.00 C
29 c2511 20250716 2268.00 ... 2266.00 2270.00 C
30 c2601 20250716 2236.00 ... 2235.00 2237.00 C
31 c2603 20250716 2241.00 ... 2240.00 2241.00 C
32 c2605 20250716 2273.00 ... 2272.00 2274.00 C
33 c2607 20250716 2280.00 ... 2283.00 2286.00 C
34 cs2509 20250716 2641.00 ... 2638.00 2646.00 CS
35 cs2511 20250716 2602.00 ... 2597.00 2605.00 CS
36 cs2601 20250716 2608.00 ... 2606.00 2608.00 CS
37 cs2603 20250716 2595.00 ... 2595.00 2597.00 CS
38 cs2605 20250716 2643.00 ... 2641.00 2641.00 CS
39 cs2607 20250716 2641.00 ... 2639.00 2646.00 CS
40 eb2507 20250716 0.00 ... 7260.00 7253.00 EB
41 eb2508 20250716 7356.00 ... 7340.00 7395.00 EB
42 eb2509 20250716 7277.00 ... 7253.00 7290.00 EB
43 eb2510 20250716 7194.00 ... 7180.00 7205.00 EB
44 eb2511 20250716 7136.00 ... 7119.00 7138.00 EB
45 eb2512 20250716 7105.00 ... 7088.00 7110.00 EB
46 eb2601 20250716 7087.00 ... 7094.00 7110.00 EB
47 eb2602 20250716 7112.00 ... 7114.00 7139.00 EB
48 eb2603 20250716 7109.00 ... 7126.00 7137.00 EB
49 eb2604 20250716 7131.00 ... 7131.00 7140.00 EB
50 eb2605 20250716 7128.00 ... 7109.00 7150.00 EB
51 eb2606 20250716 7120.00 ... 7120.00 7140.00 EB
52 eg2507 20250716 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250716 4305.00 ... 4309.00 4305.00 EG
54 eg2509 20250716 4329.00 ... 4333.00 4338.00 EG
55 eg2510 20250716 4338.00 ... 4334.00 4343.00 EG
56 eg2511 20250716 4334.00 ... 4334.00 4352.00 EG
57 eg2512 20250716 4330.00 ... 4339.00 4353.00 EG
58 eg2601 20250716 4344.00 ... 4342.00 4348.00 EG
59 eg2602 20250716 4336.00 ... 4350.00 4356.00 EG
60 eg2603 20250716 4364.00 ... 4362.00 4353.00 EG
61 eg2604 20250716 4379.00 ... 4379.00 4363.00 EG
62 eg2605 20250716 4365.00 ... 4369.00 4371.00 EG
63 eg2606 20250716 4356.00 ... 4364.00 4376.00 EG
64 fb2508 20250716 0.00 ... 1355.50 1355.50 FB
65 fb2509 20250716 1311.00 ... 1309.00 1312.00 FB
66 fb2510 20250716 1320.50 ... 1323.00 1321.50 FB
67 fb2511 20250716 1323.50 ... 1321.50 1324.50 FB
68 fb2512 20250716 1323.50 ... 1324.00 1325.00 FB
69 fb2601 20250716 1322.00 ... 1315.50 1322.00 FB
70 fb2602 20250716 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250716 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250716 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250716 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250716 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250716 0.00 ... 1297.00 1297.00 FB
76 i2508 20250716 768.00 ... 772.50 768.00 I
77 i2509 20250716 767.00 ... 771.50 765.00 I
78 i2510 20250716 762.00 ... 765.50 759.00 I
79 i2511 20250716 754.50 ... 757.50 751.50 I
80 i2512 20250716 747.50 ... 751.00 745.50 I
81 i2601 20250716 738.00 ... 741.50 736.50 I
82 i2602 20250716 735.50 ... 738.50 734.00 I
83 i2603 20250716 731.50 ... 734.50 730.00 I
84 i2604 20250716 727.00 ... 730.00 726.50 I
85 i2605 20250716 718.50 ... 721.00 716.50 I
86 i2606 20250716 712.50 ... 715.00 711.50 I
87 i2607 20250716 709.00 ... 710.50 707.00 I
88 j2508 20250716 1489.00 ... 1474.50 1483.50 J
89 j2509 20250716 1517.00 ... 1504.00 1516.50 J
90 j2510 20250716 1530.00 ... 1518.00 1530.00 J
91 j2511 20250716 1530.50 ... 1514.00 1545.00 J
92 j2512 20250716 0.00 ... 1552.50 1552.50 J
93 j2601 20250716 1562.00 ... 1545.00 1561.00 J
94 j2602 20250716 1552.50 ... 1548.00 1572.00 J
95 j2603 20250716 0.00 ... 1589.00 1589.00 J
96 j2604 20250716 1575.50 ... 1575.50 1584.50 J
97 j2605 20250716 1598.00 ... 1578.00 1600.00 J
98 j2606 20250716 0.00 ... 1591.50 1591.50 J
99 j2607 20250716 0.00 ... 1591.50 1591.50 J
100 jd2507 20250716 2900.00 ... 2900.00 2780.00 JD
101 jd2508 20250716 3470.00 ... 3457.00 3451.00 JD
102 jd2509 20250716 3616.00 ... 3605.00 3611.00 JD
103 jd2510 20250716 3423.00 ... 3419.00 3409.00 JD
104 jd2511 20250716 3429.00 ... 3430.00 3418.00 JD
105 jd2512 20250716 3570.00 ... 3566.00 3565.00 JD
106 jd2601 20250716 3620.00 ... 3619.00 3615.00 JD
107 jd2602 20250716 3193.00 ... 3190.00 3189.00 JD
108 jd2603 20250716 3193.00 ... 3191.00 3192.00 JD
109 jd2604 20250716 3337.00 ... 3333.00 3335.00 JD
110 jd2605 20250716 3413.00 ... 3404.00 3411.00 JD
111 jd2606 20250716 3264.00 ... 3262.00 3264.00 JD
112 jm2508 20250716 857.50 ... 852.50 857.50 JM
113 jm2509 20250716 912.00 ... 904.50 910.50 JM
114 jm2510 20250716 927.50 ... 917.50 925.00 JM
115 jm2511 20250716 941.00 ... 929.50 938.50 JM
116 jm2512 20250716 955.50 ... 940.00 950.00 JM
117 jm2601 20250716 961.00 ... 948.00 959.50 JM
118 jm2602 20250716 969.50 ... 951.50 968.00 JM
119 jm2603 20250716 972.50 ... 959.00 969.50 JM
120 jm2604 20250716 978.50 ... 964.00 973.00 JM
121 jm2605 20250716 987.00 ... 972.00 979.50 JM
122 jm2606 20250716 997.00 ... 985.50 990.50 JM
123 jm2607 20250716 992.00 ... 985.50 997.50 JM
124 l2508 20250716 7182.00 ... 7189.00 7217.00 L
125 l2509 20250716 7221.00 ... 7215.00 7243.00 L
126 l2510 20250716 7230.00 ... 7217.00 7246.00 L
127 l2511 20250716 7236.00 ... 7223.00 7256.00 L
128 l2512 20250716 7238.00 ... 7228.00 7258.00 L
129 l2601 20250716 7247.00 ... 7228.00 7259.00 L
130 l2602 20250716 7237.00 ... 7229.00 7252.00 L
131 l2603 20250716 7220.00 ... 7209.00 7262.00 L
132 l2604 20250716 7238.00 ... 7230.00 7277.00 L
133 l2605 20250716 7219.00 ... 7201.00 7239.00 L
134 l2606 20250716 7225.00 ... 7215.00 7230.00 L
135 l2607 20250716 7223.00 ... 7212.00 7274.00 L
136 lg2507 20250716 802.50 ... 802.50 802.00 LG
137 lg2509 20250716 788.00 ... 792.50 789.50 LG
138 lg2511 20250716 788.50 ... 791.50 790.00 LG
139 lg2601 20250716 793.50 ... 798.00 793.50 LG
140 lg2603 20250716 797.50 ... 799.50 795.00 LG
141 lg2605 20250716 801.00 ... 805.00 803.00 LG
142 lh2507 20250716 13915.00 ... 13895.00 14000.00 LH
143 lh2509 20250716 14235.00 ... 14100.00 14280.00 LH
144 lh2511 20250716 13615.00 ... 13545.00 13625.00 LH
145 lh2601 20250716 13750.00 ... 13725.00 13770.00 LH
146 lh2603 20250716 12965.00 ... 12930.00 12975.00 LH
147 lh2605 20250716 13155.00 ... 13125.00 13170.00 LH
148 m2508 20250716 2969.00 ... 2956.00 2967.00 M
149 m2509 20250716 2980.00 ... 2978.00 2986.00 M
150 m2511 20250716 3020.00 ... 3017.00 3024.00 M
151 m2512 20250716 3041.00 ... 3041.00 3046.00 M
152 m2601 20250716 3016.00 ... 3013.00 3019.00 M
153 m2603 20250716 2869.00 ... 2865.00 2870.00 M
154 m2605 20250716 2703.00 ... 2700.00 2702.00 M
155 m2607 20250716 2700.00 ... 2699.00 2704.00 M
156 p2508 20250716 8758.00 ... 8740.00 8768.00 P
157 p2509 20250716 8704.00 ... 8720.00 8754.00 P
158 p2510 20250716 8710.00 ... 8714.00 8732.00 P
159 p2511 20250716 8704.00 ... 8716.00 8724.00 P
160 p2512 20250716 8700.00 ... 8712.00 8732.00 P
161 p2601 20250716 8670.00 ... 8700.00 8720.00 P
162 p2602 20250716 8680.00 ... 8680.00 8692.00 P
163 p2603 20250716 8650.00 ... 8640.00 8642.00 P
164 p2604 20250716 0.00 ... 8586.00 8586.00 P
165 p2605 20250716 8478.00 ... 8490.00 8500.00 P
166 p2606 20250716 8456.00 ... 8452.00 8452.00 P
167 p2607 20250716 0.00 ... 8420.00 8420.00 P
168 pg2507 20250716 4072.00 ... 4056.00 4150.00 PG
169 pg2508 20250716 4120.00 ... 4108.00 4160.00 PG
170 pg2509 20250716 4028.00 ... 4019.00 4059.00 PG
171 pg2510 20250716 4450.00 ... 4442.00 4478.00 PG
172 pg2511 20250716 4361.00 ... 4360.00 4396.00 PG
173 pg2512 20250716 4284.00 ... 4285.00 4329.00 PG
174 pg2601 20250716 4205.00 ... 4210.00 4235.00 PG
175 pg2602 20250716 4128.00 ... 4124.00 4155.00 PG
176 pg2603 20250716 4053.00 ... 4046.00 4064.00 PG
177 pg2604 20250716 4343.00 ... 4347.00 4348.00 PG
178 pg2605 20250716 4263.00 ... 4241.00 4250.00 PG
179 pg2606 20250716 4164.00 ... 4179.00 4218.00 PG
180 pp2508 20250716 7000.00 ... 6996.00 7009.00 PP
181 pp2509 20250716 7018.00 ... 7014.00 7036.00 PP
182 pp2510 20250716 7007.00 ... 6993.00 7018.00 PP
183 pp2511 20250716 7008.00 ... 6999.00 7023.00 PP
184 pp2512 20250716 7020.00 ... 7008.00 7032.00 PP
185 pp2601 20250716 7027.00 ... 7012.00 7040.00 PP
186 pp2602 20250716 7005.00 ... 7005.00 7005.00 PP
187 pp2603 20250716 0.00 ... 7009.00 7048.00 PP
188 pp2604 20250716 0.00 ... 7014.00 7051.00 PP
189 pp2605 20250716 7018.00 ... 7009.00 7035.00 PP
190 pp2606 20250716 6999.00 ... 6993.00 7006.00 PP
191 pp2607 20250716 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250716 3579.00 ... 3580.00 3583.00 RR
193 rr2509 20250716 3611.00 ... 3613.00 3605.00 RR
194 rr2510 20250716 3616.00 ... 3617.00 3614.00 RR
195 rr2511 20250716 3617.00 ... 3619.00 3611.00 RR
196 rr2512 20250716 3611.00 ... 3608.00 3606.00 RR
197 rr2601 20250716 3612.00 ... 3611.00 3610.00 RR
198 rr2602 20250716 3617.00 ... 3614.00 3615.00 RR
199 rr2603 20250716 3611.00 ... 3615.00 3617.00 RR
200 rr2604 20250716 3619.00 ... 3623.00 3621.00 RR
201 rr2605 20250716 3620.00 ... 3620.00 3619.00 RR
202 rr2606 20250716 3613.00 ... 3614.00 3615.00 RR
203 rr2607 20250716 0.00 ... 3618.00 3618.00 RR
204 v2508 20250716 4926.00 ... 4908.00 4949.00 V
205 v2509 20250716 4978.00 ... 4950.00 4991.00 V
206 v2510 20250716 5002.00 ... 4977.00 5017.00 V
207 v2511 20250716 5026.00 ... 5003.00 5048.00 V
208 v2512 20250716 5056.00 ... 5032.00 5069.00 V
209 v2601 20250716 5082.00 ... 5062.00 5098.00 V
210 v2602 20250716 5096.00 ... 5081.00 5109.00 V
211 v2603 20250716 5115.00 ... 5100.00 5135.00 V
212 v2604 20250716 5245.00 ... 5243.00 5283.00 V
213 v2605 20250716 5271.00 ... 5250.00 5287.00 V
214 v2606 20250716 5287.00 ... 5260.00 5276.00 V
215 v2607 20250716 5300.00 ... 5276.00 5345.00 V
216 y2508 20250716 8034.00 ... 8028.00 8016.00 Y
217 y2509 20250716 8020.00 ... 8032.00 8012.00 Y
218 y2511 20250716 8016.00 ... 8030.00 8010.00 Y
219 y2512 20250716 8042.00 ... 8044.00 8030.00 Y
220 y2601 20250716 7968.00 ... 7992.00 7964.00 Y
221 y2603 20250716 7862.00 ... 7864.00 7860.00 Y
222 y2605 20250716 7638.00 ... 7648.00 7636.00 Y
223 y2607 20250716 7650.00 ... 7636.00 7584.00 Y
[224 rows x 12 columns]
2025-07-24 16:25:46,163 - future_1d - INFO - ak.get_dce_daily('2025-07-16') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250716 7873.0 7878.0 ... 341557.35 7844.0 7846.0 AP
1 AP511 20250716 7683.0 7694.0 ... 2001.73 7669.0 7667.0 AP
2 AP512 20250716 7686.0 7710.0 ... 99.98 7691.0 7689.0 AP
3 AP601 20250716 7720.0 7729.0 ... 12491.28 7701.0 7697.0 AP
4 AP603 20250716 7649.0 7660.0 ... 91.80 7650.0 7654.0 AP
5 AP604 20250716 7700.0 7700.0 ... 15.38 7688.0 7693.0 AP
6 AP605 20250716 7718.0 7770.0 ... 224.71 7749.0 7745.0 AP
7 CF509 20250716 13850.0 14000.0 ... 1862494.05 13945.0 13830.0 CF
8 CF511 20250716 13760.0 13865.0 ... 242191.78 13815.0 13720.0 CF
9 CF601 20250716 13820.0 13905.0 ... 569788.87 13860.0 13785.0 CF
10 CF603 20250716 13785.0 13855.0 ... 1774.72 13810.0 13735.0 CF
11 CF605 20250716 13795.0 13870.0 ... 13704.58 13820.0 13750.0 CF
12 CF607 20250716 13830.0 13850.0 ... 103.73 13830.0 13770.0 CF
13 CJ509 20250716 9300.0 9415.0 ... 82150.98 9340.0 9325.0 CJ
14 CJ512 20250716 10135.0 10285.0 ... 5765.86 10185.0 10170.0 CJ
15 CJ601 20250716 10275.0 10430.0 ... 582245.54 10330.0 10290.0 CJ
16 CJ603 20250716 10385.0 10475.0 ... 6829.05 10385.0 10365.0 CJ
17 CJ605 20250716 10485.0 10665.0 ... 47322.29 10570.0 10555.0 CJ
18 CJ607 20250716 10570.0 10705.0 ... 223.52 10645.0 10630.0 CJ
19 CY508 20250716 0.0 0.0 ... 0.00 19785.0 19700.0 CY
20 CY509 20250716 20020.0 20205.0 ... 75545.86 20135.0 20050.0 CY
21 CY510 20250716 0.0 0.0 ... 0.00 19755.0 19670.0 CY
22 CY511 20250716 0.0 0.0 ... 0.00 20060.0 20060.0 CY
23 CY512 20250716 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250716 20045.0 20145.0 ... 723.33 20095.0 20045.0 CY
25 CY602 20250716 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250716 0.0 0.0 ... 0.00 20305.0 20215.0 CY
27 CY604 20250716 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250716 20060.0 20060.0 ... 10.03 20060.0 20015.0 CY
29 CY606 20250716 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250716 0.0 0.0 ... 0.00 19830.0 19800.0 CY
31 FG508 20250716 1079.0 1085.0 ... 16688.02 1078.0 1093.0 FG
32 FG509 20250716 1070.0 1077.0 ... 2805263.94 1068.0 1082.0 FG
33 FG510 20250716 1136.0 1140.0 ... 21287.53 1130.0 1137.0 FG
34 FG511 20250716 1115.0 1124.0 ... 27059.95 1114.0 1123.0 FG
35 FG512 20250716 1182.0 1186.0 ... 13050.22 1176.0 1188.0 FG
36 FG601 20250716 1168.0 1173.0 ... 352975.00 1163.0 1176.0 FG
37 FG602 20250716 1211.0 1216.0 ... 829.89 1206.0 1215.0 FG
38 FG603 20250716 1211.0 1212.0 ... 707.06 1202.0 1212.0 FG
39 FG604 20250716 1243.0 1245.0 ... 565.94 1236.0 1250.0 FG
40 FG605 20250716 1242.0 1242.0 ... 7488.79 1232.0 1246.0 FG
41 FG606 20250716 1255.0 1258.0 ... 352.79 1251.0 1264.0 FG
42 FG607 20250716 1254.0 1254.0 ... 127.25 1248.0 1264.0 FG
43 JR509 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250716 2372.0 2377.0 ... 6745.20 2358.0 2383.0 MA
53 MA509 20250716 2386.0 2391.0 ... 1066826.29 2376.0 2392.0 MA
54 MA510 20250716 2412.0 2414.0 ... 29651.57 2400.0 2413.0 MA
55 MA511 20250716 2430.0 2431.0 ... 50754.33 2417.0 2427.0 MA
56 MA512 20250716 2448.0 2452.0 ... 31177.33 2438.0 2449.0 MA
57 MA601 20250716 2453.0 2457.0 ... 113721.09 2444.0 2457.0 MA
58 MA602 20250716 2423.0 2425.0 ... 16.97 2425.0 2440.0 MA
59 MA603 20250716 2432.0 2432.0 ... 58.18 2424.0 2434.0 MA
60 MA604 20250716 2403.0 2403.0 ... 4.80 2399.0 2417.0 MA
61 MA605 20250716 2379.0 2381.0 ... 1641.54 2369.0 2380.0 MA
62 MA606 20250716 2384.0 2384.0 ... 35.63 2376.0 2388.0 MA
63 MA607 20250716 2386.0 2386.0 ... 9.52 2379.0 2383.0 MA
64 OI509 20250716 9410.0 9499.0 ... 2269007.61 9453.0 9441.0 OI
65 OI511 20250716 9398.0 9480.0 ... 134084.43 9440.0 9421.0 OI
66 OI601 20250716 9349.0 9428.0 ... 337198.91 9383.0 9363.0 OI
67 OI603 20250716 9288.0 9362.0 ... 1603.91 9325.0 9304.0 OI
68 OI605 20250716 9224.0 9279.0 ... 4041.70 9249.0 9230.0 OI
69 OI607 20250716 9192.0 9228.0 ... 27.63 9211.0 9204.0 OI
70 PF508 20250716 6486.0 6510.0 ... 50528.06 6494.0 6524.0 PF
71 PF509 20250716 6372.0 6376.0 ... 301456.44 6360.0 6390.0 PF
72 PF510 20250716 6406.0 6406.0 ... 67250.61 6384.0 6418.0 PF
73 PF511 20250716 6358.0 6370.0 ... 32492.66 6354.0 6382.0 PF
74 PF512 20250716 6350.0 6352.0 ... 9306.65 6340.0 6358.0 PF
75 PF601 20250716 6334.0 6360.0 ... 2675.07 6348.0 6370.0 PF
76 PF602 20250716 6354.0 6354.0 ... 3.18 6354.0 6380.0 PF
77 PF603 20250716 6358.0 6358.0 ... 3.18 6358.0 6422.0 PF
78 PF604 20250716 6368.0 6388.0 ... 9.57 6378.0 6384.0 PF
79 PF605 20250716 6376.0 6384.0 ... 6.38 6380.0 6382.0 PF
80 PF606 20250716 0.0 0.0 ... 0.00 6382.0 6390.0 PF
81 PF607 20250716 0.0 0.0 ... 0.00 6412.0 6440.0 PF
82 PK510 20250716 8200.0 8244.0 ... 137493.52 8218.0 8182.0 PK
83 PK511 20250716 8084.0 8110.0 ... 74622.15 8084.0 8030.0 PK
84 PK512 20250716 8006.0 8060.0 ... 329.55 8038.0 7990.0 PK
85 PK601 20250716 8012.0 8060.0 ... 4745.29 8036.0 7996.0 PK
86 PK603 20250716 8018.0 8032.0 ... 96.23 8020.0 7984.0 PK
87 PK604 20250716 8008.0 8020.0 ... 44.07 8014.0 7996.0 PK
88 PK605 20250716 8000.0 8018.0 ... 284.34 8010.0 7980.0 PK
89 PM509 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250716 5900.0 5918.0 ... 3745.76 5904.0 5904.0 PR
96 PR509 20250716 5878.0 5900.0 ... 270213.66 5882.0 5890.0 PR
97 PR510 20250716 5896.0 5914.0 ... 113786.38 5898.0 5898.0 PR
98 PR511 20250716 5884.0 5902.0 ... 15256.89 5886.0 5888.0 PR
99 PR512 20250716 5870.0 5882.0 ... 17.63 5876.0 5886.0 PR
100 PR601 20250716 5876.0 5896.0 ... 264.62 5880.0 5896.0 PR
101 PR602 20250716 5904.0 5910.0 ... 17.72 5908.0 5956.0 PR
102 PR603 20250716 5906.0 5906.0 ... 70.87 5906.0 5964.0 PR
103 PR604 20250716 5912.0 5912.0 ... 8.87 5912.0 5968.0 PR
104 PR605 20250716 5904.0 5912.0 ... 35.42 5904.0 5942.0 PR
105 PR606 20250716 0.0 0.0 ... 0.00 5922.0 5922.0 PR
106 PR607 20250716 5944.0 5944.0 ... 17.80 5934.0 5926.0 PR
107 PX508 20250716 6810.0 6848.0 ... 313.93 6826.0 6804.0 PX
108 PX509 20250716 6702.0 6748.0 ... 484258.91 6722.0 6716.0 PX
109 PX510 20250716 6688.0 6724.0 ... 71469.35 6694.0 6688.0 PX
110 PX511 20250716 6652.0 6684.0 ... 129767.45 6658.0 6652.0 PX
111 PX512 20250716 6654.0 6666.0 ... 28200.70 6642.0 6640.0 PX
112 PX601 20250716 6620.0 6636.0 ... 31845.21 6620.0 6618.0 PX
113 PX602 20250716 0.0 0.0 ... 0.00 6612.0 6640.0 PX
114 PX603 20250716 6594.0 6594.0 ... 6.59 6594.0 6600.0 PX
115 PX604 20250716 0.0 0.0 ... 0.00 6572.0 6560.0 PX
116 PX605 20250716 6586.0 6598.0 ... 46.04 6578.0 6572.0 PX
117 PX606 20250716 6590.0 6590.0 ... 3.30 6590.0 6568.0 PX
118 PX607 20250716 0.0 0.0 ... 0.00 6582.0 6614.0 PX
119 RI509 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250716 2656.0 2658.0 ... 15034.56 2646.0 2656.0 RM
126 RM509 20250716 2662.0 2664.0 ... 797352.70 2655.0 2657.0 RM
127 RM511 20250716 2434.0 2452.0 ... 6613.17 2442.0 2430.0 RM
128 RM601 20250716 2314.0 2323.0 ... 157091.91 2314.0 2308.0 RM
129 RM603 20250716 2291.0 2300.0 ... 8205.79 2293.0 2287.0 RM
130 RM605 20250716 2305.0 2308.0 ... 20674.95 2302.0 2303.0 RM
131 RM607 20250716 2300.0 2306.0 ... 1057.16 2298.0 2301.0 RM
132 RS508 20250716 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250716 5112.0 5123.0 ... 116.85 5080.0 5085.0 RS
134 RS511 20250716 5150.0 5150.0 ... 163.73 5116.0 5113.0 RS
135 RS607 20250716 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250716 1208.0 1210.0 ... 8051.83 1201.0 1215.0 SA
137 SA509 20250716 1213.0 1221.0 ... 2847696.91 1211.0 1226.0 SA
138 SA510 20250716 1234.0 1238.0 ... 139219.10 1227.0 1244.0 SA
139 SA511 20250716 1236.0 1241.0 ... 168309.10 1230.0 1248.0 SA
140 SA512 20250716 1262.0 1266.0 ... 48225.29 1256.0 1275.0 SA
141 SA601 20250716 1263.0 1268.0 ... 842427.52 1258.0 1276.0 SA
142 SA602 20250716 1278.0 1280.0 ... 4465.79 1267.0 1287.0 SA
143 SA603 20250716 1276.0 1279.0 ... 3880.09 1270.0 1293.0 SA
144 SA604 20250716 1303.0 1303.0 ... 986.69 1295.0 1313.0 SA
145 SA605 20250716 1304.0 1306.0 ... 22338.80 1296.0 1311.0 SA
146 SA606 20250716 1310.0 1318.0 ... 1137.79 1308.0 1323.0 SA
147 SA607 20250716 1317.0 1317.0 ... 366.42 1309.0 1321.0 SA
148 SF508 20250716 5472.0 5480.0 ... 8805.77 5440.0 5492.0 SF
149 SF509 20250716 5500.0 5500.0 ... 344595.71 5452.0 5502.0 SF
150 SF510 20250716 5456.0 5464.0 ... 40466.36 5432.0 5470.0 SF
151 SF511 20250716 5610.0 5610.0 ... 83127.65 5578.0 5618.0 SF
152 SF512 20250716 5578.0 5584.0 ... 14720.32 5552.0 5594.0 SF
153 SF601 20250716 5558.0 5562.0 ... 9937.21 5524.0 5570.0 SF
154 SF602 20250716 5502.0 5502.0 ... 496.11 5452.0 5504.0 SF
155 SF603 20250716 5614.0 5636.0 ... 123.16 5598.0 5628.0 SF
156 SF604 20250716 0.0 0.0 ... 0.00 5556.0 5612.0 SF
157 SF605 20250716 5596.0 5624.0 ... 233.94 5570.0 5638.0 SF
158 SF606 20250716 5538.0 5554.0 ... 35.90 5522.0 5584.0 SF
159 SF607 20250716 5656.0 5656.0 ... 14.02 5608.0 5540.0 SF
160 SH508 20250716 2488.0 2504.0 ... 80550.56 2468.0 2492.0 SH
161 SH509 20250716 2515.0 2534.0 ... 4676100.73 2496.0 2519.0 SH
162 SH510 20250716 2529.0 2553.0 ... 371506.90 2509.0 2543.0 SH
163 SH511 20250716 2508.0 2535.0 ... 308566.61 2485.0 2523.0 SH
164 SH512 20250716 2524.0 2539.0 ... 107918.05 2500.0 2526.0 SH
165 SH601 20250716 2502.0 2515.0 ... 155103.47 2473.0 2501.0 SH
166 SH602 20250716 2507.0 2513.0 ... 768.68 2488.0 2518.0 SH
167 SH603 20250716 2524.0 2526.0 ... 763.29 2494.0 2522.0 SH
168 SH604 20250716 2563.0 2564.0 ... 303.08 2526.0 2559.0 SH
169 SH605 20250716 2558.0 2570.0 ... 3445.11 2535.0 2556.0 SH
170 SH606 20250716 2570.0 2570.0 ... 61.20 2550.0 2579.0 SH
171 SH607 20250716 2536.0 2536.0 ... 15.22 2536.0 2574.0 SH
172 SM508 20250716 5756.0 5790.0 ... 9974.06 5754.0 5778.0 SM
173 SM509 20250716 5776.0 5794.0 ... 414323.19 5764.0 5798.0 SM
174 SM510 20250716 5746.0 5776.0 ... 37044.08 5752.0 5780.0 SM
175 SM511 20250716 5826.0 5838.0 ... 57396.03 5816.0 5844.0 SM
176 SM512 20250716 5812.0 5836.0 ... 10776.60 5814.0 5840.0 SM
177 SM601 20250716 5816.0 5826.0 ... 24881.10 5802.0 5832.0 SM
178 SM602 20250716 5802.0 5802.0 ... 5.80 5802.0 5838.0 SM
179 SM603 20250716 5812.0 5812.0 ... 17.41 5804.0 5846.0 SM
180 SM604 20250716 0.0 0.0 ... 0.00 5818.0 5848.0 SM
181 SM605 20250716 5824.0 5840.0 ... 343.23 5818.0 5850.0 SM
182 SM606 20250716 5854.0 5856.0 ... 26.25 5834.0 5864.0 SM
183 SM607 20250716 5852.0 5852.0 ... 8.77 5844.0 5846.0 SM
184 SR509 20250716 5813.0 5825.0 ... 818053.29 5804.0 5802.0 SR
185 SR511 20250716 5700.0 5718.0 ... 133887.94 5698.0 5688.0 SR
186 SR601 20250716 5650.0 5655.0 ... 112569.14 5638.0 5629.0 SR
187 SR603 20250716 5615.0 5621.0 ... 2905.57 5609.0 5600.0 SR
188 SR605 20250716 5588.0 5598.0 ... 5886.42 5585.0 5578.0 SR
189 SR607 20250716 5590.0 5590.0 ... 351.51 5579.0 5576.0 SR
190 TA508 20250716 4706.0 4722.0 ... 21391.11 4708.0 4722.0 TA
191 TA509 20250716 4702.0 4720.0 ... 1315836.44 4708.0 4708.0 TA
192 TA510 20250716 4680.0 4696.0 ... 46052.84 4682.0 4684.0 TA
193 TA511 20250716 4674.0 4688.0 ... 43985.67 4676.0 4672.0 TA
194 TA512 20250716 4674.0 4682.0 ... 10483.54 4670.0 4668.0 TA
195 TA601 20250716 4664.0 4672.0 ... 276603.57 4662.0 4668.0 TA
196 TA602 20250716 0.0 0.0 ... 0.00 4660.0 4654.0 TA
197 TA603 20250716 0.0 0.0 ... 0.00 4664.0 4680.0 TA
198 TA604 20250716 4672.0 4676.0 ... 18.69 4672.0 4674.0 TA
199 TA605 20250716 4682.0 4688.0 ... 4115.60 4680.0 4684.0 TA
200 TA606 20250716 4678.0 4678.0 ... 4.68 4678.0 4694.0 TA
201 TA607 20250716 0.0 0.0 ... 0.00 4690.0 4696.0 TA
202 UR508 20250716 1731.0 1732.0 ... 784.96 1729.0 1733.0 UR
203 UR509 20250716 1731.0 1739.0 ... 439871.18 1734.0 1738.0 UR
204 UR510 20250716 1721.0 1730.0 ... 14086.97 1724.0 1729.0 UR
205 UR511 20250716 1727.0 1736.0 ... 12941.44 1729.0 1733.0 UR
206 UR512 20250716 1718.0 1724.0 ... 24.11 1722.0 1729.0 UR
207 UR601 20250716 1712.0 1715.0 ... 49013.89 1710.0 1714.0 UR
208 UR602 20250716 1706.0 1710.0 ... 341.35 1707.0 1711.0 UR
209 UR603 20250716 1732.0 1735.0 ... 41.59 1733.0 1731.0 UR
210 UR604 20250716 1730.0 1732.0 ... 10.39 1731.0 1728.0 UR
211 UR605 20250716 1726.0 1732.0 ... 2113.92 1727.0 1725.0 UR
212 UR606 20250716 1723.0 1726.0 ... 86.17 1723.0 1723.0 UR
213 UR607 20250716 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 16:25:46,488 - future_1d - INFO - ak.get_czce_daily('2025-07-16') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250716 520.2 520.9 ... 4485430.23 517.2 522.2 SC
1 SC2509 20250716 508 509.2 ... 2644025.24 507 509.3 SC
2 SC2510 20250716 501.8 502.6 ... 289837.27 500.5 502.2 SC
3 SC2511 20250716 495.8 496.6 ... 40326.01 494.7 496.2 SC
4 SC2512 20250716 491.3 492.5 ... 4960.4 491.1 493.5 SC
5 SC2601 20250716 488.5 489.6 ... 2975.66 487.8 490.1 SC
6 SC2602 20250716 485.5 487.1 ... 2763.22 484.7 486.8 SC
7 SC2603 20250716 482.5 483.3 ... 916.1 482.1 484.2 SC
8 SC2604 20250716 480.8 480.8 ... 622.86 479.1 483.1 SC
9 SC2605 20250716 478.4 481.8 ... 670.66 479 479.1 SC
10 SC2606 20250716 476.7 476.7 ... 428.18 475.7 477.9 SC
11 SC2607 20250716 ... 0 478.4 478.4 SC
12 SC2609 20250716 ... 0 473.5 475.3 SC
13 SC2612 20250716 465 466.6 ... 186.16 465.4 473.1 SC
14 SC2703 20250716 ... 0 467 468 SC
15 SC2706 20250716 462 462 ... 46.2 462 461.7 SC
16 SC2709 20250716 461.7 461.7 ... 92.34 461.7 461.3 SC
17 SC2712 20250716 461.3 461.3 ... 92.22 461.1 462.3 SC
18 SC2803 20250716 ... 0 462 462.9 SC
19 SC2806 20250716 458.6 458.6 ... 91.71 458.5 458.2 SC
21 LU2508 20250716 3644 3663 ... 3419.193 3633 3618 LU
22 LU2509 20250716 3656 3679 ... 306009.537 3649 3647 LU
23 LU2510 20250716 3617 3640 ... 203719.867 3621 3622 LU
24 LU2511 20250716 3584 3602 ... 30891.766 3591 3587 LU
25 LU2512 20250716 3564 3569 ... 245.539 3558 3551 LU
26 LU2601 20250716 3539 3553 ... 644.764 3542 3542 LU
27 LU2602 20250716 3517 3517 ... 17.541 3508 3525 LU
28 LU2603 20250716 3504 3523 ... 63.17 3509 3501 LU
29 LU2604 20250716 ... 0 3471 3471 LU
30 LU2605 20250716 3453 3476 ... 20.78 3463 3480 LU
31 LU2606 20250716 ... 0 3454 3454 LU
32 LU2607 20250716 3442 3457 ... 27.558 3444 3437 LU
34 NR2508 20250716 12330 12480 ... 258187.565 12365 12420 NR
35 NR2509 20250716 12400 12500 ... 953024.605 12390 12445 NR
36 NR2510 20250716 12385 12505 ... 85152.685 12400 12450 NR
37 NR2511 20250716 12395 12505 ... 6544.885 12415 12450 NR
38 NR2512 20250716 12420 12510 ... 1978.985 12445 12455 NR
39 NR2601 20250716 12400 12525 ... 6376.175 12450 12485 NR
40 NR2602 20250716 12425 12500 ... 635.925 12465 12545 NR
41 NR2603 20250716 ... 0 12495 12495 NR
42 NR2604 20250716 ... 0 12535 12535 NR
43 NR2605 20250716 ... 0 12565 12470 NR
44 NR2606 20250716 ... 0 12565 12510 NR
45 NR2607 20250716 ... 0 12510 12510 NR
47 BC2508 20250716 69160 69380 ... 100306.085 69170 69140 BC
48 BC2509 20250716 69220 69470 ... 30442.275 69260 69200 BC
49 BC2510 20250716 ... 0 69400 69600 BC
50 BC2511 20250716 ... 0 69190 69190 BC
51 BC2512 20250716 ... 0 69320 69320 BC
52 BC2601 20250716 ... 0 69480 69480 BC
53 BC2602 20250716 ... 0 69410 69410 BC
54 BC2603 20250716 ... 0 69290 69290 BC
55 BC2604 20250716 ... 0 69430 69430 BC
56 BC2605 20250716 ... 0 69460 69460 BC
57 BC2606 20250716 ... 0 67820 67820 BC
58 BC2607 20250716 ... 0 67820 67820 BC
60 EC2508 20250716 2128 2186.6 ... 120385.1985 2148.5 2090.7 EC
61 EC2510 20250716 1660 1719 ... 797356.2005 1652 1576.1 EC
62 EC2512 20250716 1827 1865 ... 85054.717 1807.5 1733.4 EC
63 EC2602 20250716 1516 1550 ... 12002.7735 1505.9 1479.3 EC
64 EC2604 20250716 1330 1355 ... 21288.313 1316.5 1293.3 EC
65 EC2606 20250716 1480 1498.6 ... 3062.575 1461.8 1437.8 EC
68 SC_TAS2508 20250716 0 0 ... SC_TAS
69 SC_TAS2509 20250716 ... SC_TAS
70 SC_TAS2510 20250716 ... SC_TAS
71 SC_TAS2511 20250716 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 16:25:46,559 - future_1d - INFO - ak.get_ine_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 IC2507 20250716 6012.000 ... 6012.200 6004.000 IC
1 IC2508 20250716 5957.000 ... 5954.800 5947.400 IC
2 IC2509 20250716 5891.600 ... 5899.600 5892.800 IC
3 IC2512 20250716 5779.200 ... 5773.600 5769.800 IC
4 IF2507 20250716 4014.000 ... 4001.200 4009.800 IF
5 IF2508 20250716 4003.200 ... 3987.200 3994.400 IF
6 IF2509 20250716 3981.200 ... 3974.800 3981.400 IF
7 IF2512 20250716 3951.000 ... 3940.200 3948.000 IF
8 IH2507 20250716 2742.200 ... 2734.200 2740.200 IH
9 IH2508 20250716 2737.000 ... 2732.200 2737.000 IH
10 IH2509 20250716 2737.000 ... 2730.800 2735.800 IH
11 IH2512 20250716 2739.000 ... 2732.200 2737.000 IH
12 IM2507 20250716 6431.600 ... 6446.000 6418.400 IM
13 IM2508 20250716 6373.800 ... 6375.200 6348.400 IM
14 IM2509 20250716 6288.000 ... 6300.800 6274.800 IM
15 IM2512 20250716 6100.200 ... 6118.600 6096.200 IM
16 T2509 20250716 108.905 ... 108.860 108.885 T
17 T2512 20250716 108.955 ... 108.920 108.920 T
18 T2603 20250716 108.925 ... 108.885 108.900 T
19 TF2509 20250716 106.025 ... 106.020 106.015 TF
20 TF2512 20250716 106.120 ... 106.090 106.080 TF
21 TF2603 20250716 106.165 ... 106.130 106.120 TF
22 TL2509 20250716 120.830 ... 120.750 120.770 TL
23 TL2512 20250716 120.660 ... 120.590 120.590 TL
24 TL2603 20250716 120.510 ... 120.370 120.360 TL
25 TS2509 20250716 102.428 ... 102.430 102.414 TS
26 TS2512 20250716 102.508 ... 102.506 102.498 TS
27 TS2603 20250716 102.616 ... 102.598 102.600 TS
[28 rows x 12 columns]
2025-07-24 16:25:47,294 - future_1d - INFO - ak.get_cffex_daily('2025-07-16') done
2025-07-24 16:25:49,575 - future_1d - INFO - save future_daily 2025-07-16 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250717 ... 77900 77960 CU
1 1 CU2509 20250717 ... 77920 77950 CU
2 2 CU2510 20250717 ... 77870 77890 CU
3 3 CU2511 20250717 ... 77840 77880 CU
4 4 CU2512 20250717 ... 77770 77840 CU
5 5 CU2601 20250717 ... 77720 77800 CU
6 6 CU2602 20250717 ... 77680 77780 CU
7 7 CU2603 20250717 ... 77690 77780 CU
8 8 CU2604 20250717 ... 77710 77800 CU
9 9 CU2605 20250717 ... 77710 77790 CU
10 10 CU2606 20250717 ... 77680 77760 CU
11 11 CU2607 20250717 ... 77670 77820 CU
12 12 BC2508 20250717 ... 69080 69170 BC
13 13 BC2509 20250717 ... 69190 69260 BC
14 14 BC2510 20250717 ... 69250 69400 BC
15 15 BC2511 20250717 ... 69190 69190 BC
16 16 BC2512 20250717 ... 69320 69320 BC
17 17 BC2601 20250717 ... 69480 69480 BC
18 18 BC2602 20250717 ... 69410 69410 BC
19 19 BC2603 20250717 ... 69290 69290 BC
20 20 BC2604 20250717 ... 69430 69430 BC
21 21 BC2605 20250717 ... 69460 69460 BC
22 22 BC2606 20250717 ... 67820 67820 BC
23 23 BC2607 20250717 ... 67820 67820 BC
24 24 AL2508 20250717 ... 20455 20430 AL
25 25 AL2509 20250717 ... 20425 20400 AL
26 26 AL2510 20250717 ... 20365 20345 AL
27 27 AL2511 20250717 ... 20300 20275 AL
28 28 AL2512 20250717 ... 20245 20225 AL
29 29 AL2601 20250717 ... 20220 20200 AL
30 30 AL2602 20250717 ... 20215 20200 AL
31 31 AL2603 20250717 ... 20230 20220 AL
32 32 AL2604 20250717 ... 20230 20210 AL
33 33 AL2605 20250717 ... 20255 20240 AL
34 34 AL2606 20250717 ... 20250 20235 AL
35 35 AL2607 20250717 ... 20245 20245 AL
36 36 ZN2508 20250717 ... 22080 22015 ZN
37 37 ZN2509 20250717 ... 22060 22000 ZN
38 38 ZN2510 20250717 ... 22035 21985 ZN
39 39 ZN2511 20250717 ... 22005 21955 ZN
40 40 ZN2512 20250717 ... 21970 21925 ZN
41 41 ZN2601 20250717 ... 21935 21895 ZN
42 42 ZN2602 20250717 ... 21935 21885 ZN
43 43 ZN2603 20250717 ... 21945 21895 ZN
44 44 ZN2604 20250717 ... 22010 21885 ZN
45 45 ZN2605 20250717 ... 21965 21910 ZN
46 46 ZN2606 20250717 ... 21925 21905 ZN
47 47 ZN2607 20250717 ... 22000 21880 ZN
48 48 PB2508 20250717 ... 16870 16895 PB
49 49 PB2509 20250717 ... 16905 16925 PB
50 50 PB2510 20250717 ... 16945 16950 PB
51 51 PB2511 20250717 ... 16975 16980 PB
52 52 PB2512 20250717 ... 16980 16975 PB
53 53 PB2601 20250717 ... 17025 17005 PB
54 54 PB2602 20250717 ... 16965 17030 PB
55 55 PB2603 20250717 ... 16990 17075 PB
56 56 PB2604 20250717 ... 16990 17050 PB
57 57 PB2605 20250717 ... 16985 17040 PB
58 58 PB2606 20250717 ... 17005 17030 PB
59 59 PB2607 20250717 ... 16990 17020 PB
60 60 NI2508 20250717 ... 119630 120600 NI
61 61 NI2509 20250717 ... 119760 120710 NI
62 62 NI2510 20250717 ... 119900 120870 NI
63 63 NI2511 20250717 ... 119950 120870 NI
64 64 NI2512 20250717 ... 120200 121340 NI
65 65 NI2601 20250717 ... 120460 121390 NI
66 66 NI2602 20250717 ... 120700 121790 NI
67 67 NI2603 20250717 ... 120840 121890 NI
68 68 NI2604 20250717 ... 121130 122460 NI
69 69 NI2605 20250717 ... 121400 122350 NI
70 70 NI2606 20250717 ... 121380 122530 NI
71 71 NI2607 20250717 ... 121360 123040 NI
72 72 SN2508 20250717 ... 261740 263470 SN
73 73 SN2509 20250717 ... 261930 263650 SN
74 74 SN2510 20250717 ... 261940 263640 SN
75 75 SN2511 20250717 ... 262010 263520 SN
76 76 SN2512 20250717 ... 262120 263440 SN
77 77 SN2601 20250717 ... 262400 263120 SN
78 78 SN2602 20250717 ... 262080 263410 SN
79 79 SN2603 20250717 ... 262640 262690 SN
80 80 SN2604 20250717 ... 262930 263820 SN
81 81 SN2605 20250717 ... 262620 263830 SN
82 82 SN2606 20250717 ... 262240 263980 SN
83 83 SN2607 20250717 ... 262000 262970 SN
84 84 AO2508 20250717 ... 3093 3161 AO
85 85 AO2509 20250717 ... 3082 3139 AO
86 86 AO2510 20250717 ... 3066 3106 AO
87 87 AO2511 20250717 ... 3053 3084 AO
88 88 AO2512 20250717 ... 3044 3071 AO
89 89 AO2601 20250717 ... 3040 3069 AO
90 90 AO2602 20250717 ... 3033 3052 AO
91 91 AO2603 20250717 ... 3030 3063 AO
92 92 AO2604 20250717 ... 3022 3046 AO
93 93 AO2605 20250717 ... 3017 3041 AO
94 94 AO2606 20250717 ... 3010 3038 AO
95 95 AO2607 20250717 ... 3009 3058 AO
96 96 AD2511 20250717 ... 19835 19810 AD
97 97 AD2512 20250717 ... 19760 19740 AD
98 98 AD2601 20250717 ... 19705 19725 AD
99 99 AD2602 20250717 ... 19680 19700 AD
100 100 AD2603 20250717 ... 19760 19760 AD
101 101 AD2604 20250717 ... 19675 19645 AD
102 102 AD2605 20250717 ... 19595 19585 AD
103 103 AD2606 20250717 ... 19600 19550 AD
104 104 AD2607 20250717 ... 19550 19550 AD
105 105 AU2508 20250717 ... 775.56 774.1 AU
106 106 AU2509 20250717 ... 776.22 775.26 AU
107 107 AU2510 20250717 ... 777.66 776.5 AU
108 108 AU2512 20250717 ... 779.78 778.54 AU
109 109 AU2602 20250717 ... 782.38 780.42 AU
110 110 AU2604 20250717 ... 784.48 782.72 AU
111 111 AU2606 20250717 ... 786.5 784.68 AU
112 112 AU2608 20250717 ... 787.68 786 AU
113 113 AG2508 20250717 ... 9123 9134 AG
114 114 AG2509 20250717 ... 9133 9150 AG
115 115 AG2510 20250717 ... 9149 9160 AG
116 116 AG2511 20250717 ... 9158 9172 AG
117 117 AG2512 20250717 ... 9167 9178 AG
118 118 AG2601 20250717 ... 9166 9189 AG
119 119 AG2602 20250717 ... 9189 9203 AG
120 120 AG2603 20250717 ... 9203 9211 AG
121 121 AG2604 20250717 ... 9210 9224 AG
122 122 AG2605 20250717 ... 9224 9238 AG
123 123 AG2606 20250717 ... 9240 9249 AG
124 124 AG2607 20250717 ... 9249 9256 AG
125 125 RB2508 20250717 ... 3066 3051 RB
126 126 RB2509 20250717 ... 3080 3066 RB
127 127 RB2510 20250717 ... 3124 3108 RB
128 128 RB2511 20250717 ... 3148 3134 RB
129 129 RB2512 20250717 ... 3170 3151 RB
130 130 RB2601 20250717 ... 3171 3151 RB
131 131 RB2602 20250717 ... 3159 3140 RB
132 132 RB2603 20250717 ... 3166 3146 RB
133 133 RB2604 20250717 ... 3170 3148 RB
134 134 RB2605 20250717 ... 3186 3162 RB
135 135 RB2606 20250717 ... 3193 3172 RB
136 136 RB2607 20250717 ... 3199 3178 RB
137 137 WR2508 20250717 ... 3212 3212 WR
138 138 WR2509 20250717 ... 3335 3335 WR
139 139 WR2510 20250717 ... 3377 3357 WR
140 140 WR2511 20250717 ... 3408 3408 WR
141 141 WR2512 20250717 ... 3392 3392 WR
142 142 WR2601 20250717 ... 3355 3345 WR
143 143 WR2602 20250717 ... 3396 3396 WR
144 144 WR2603 20250717 ... 3387 3387 WR
145 145 WR2604 20250717 ... 3392 3392 WR
146 146 WR2605 20250717 ... 3370 3370 WR
147 147 WR2606 20250717 ... 3400 3400 WR
148 148 WR2607 20250717 ... 3400 3400 WR
149 149 HC2508 20250717 ... 3274 3247 HC
150 150 HC2509 20250717 ... 3281 3255 HC
151 151 HC2510 20250717 ... 3280 3252 HC
152 152 HC2511 20250717 ... 3284 3257 HC
153 153 HC2512 20250717 ... 3286 3264 HC
154 154 HC2601 20250717 ... 3295 3270 HC
155 155 HC2602 20250717 ... 3295 3269 HC
156 156 HC2603 20250717 ... 3298 3271 HC
157 157 HC2604 20250717 ... 3304 3285 HC
158 158 HC2605 20250717 ... 3298 3275 HC
159 159 HC2606 20250717 ... 3305 3279 HC
160 160 HC2607 20250717 ... 3315 3294 HC
161 161 SS2508 20250717 ... 12695 12715 SS
162 162 SS2509 20250717 ... 12675 12690 SS
163 163 SS2510 20250717 ... 12725 12745 SS
164 164 SS2511 20250717 ... 12755 12780 SS
165 165 SS2512 20250717 ... 12795 12820 SS
166 166 SS2601 20250717 ... 12845 12865 SS
167 167 SS2602 20250717 ... 12855 12890 SS
168 168 SS2603 20250717 ... 12900 12930 SS
169 169 SS2604 20250717 ... 12940 12945 SS
170 170 SS2605 20250717 ... 13000 13025 SS
171 171 SS2606 20250717 ... 13045 13060 SS
172 172 SS2607 20250717 ... 13055 13090 SS
173 173 SC2508 20250717 ... 513.6 517.2 SC
174 174 SC2509 20250717 ... 502.9 507 SC
175 175 SC2510 20250717 ... 496.6 500.5 SC
176 176 SC2511 20250717 ... 491.3 494.7 SC
177 177 SC2512 20250717 ... 488 491.1 SC
178 178 SC2601 20250717 ... 485 487.8 SC
179 179 SC2602 20250717 ... 481 484.7 SC
180 180 SC2603 20250717 ... 480.1 482.1 SC
181 181 SC2604 20250717 ... 476.1 479.1 SC
182 182 SC2605 20250717 ... 474.5 479 SC
183 183 SC2606 20250717 ... 473.4 475.7 SC
184 184 SC2607 20250717 ... 475.5 478.4 SC
185 185 SC2609 20250717 ... 473.5 473.5 SC
186 186 SC2612 20250717 ... 466.7 465.4 SC
187 187 SC2703 20250717 ... 463.8 467 SC
188 188 SC2706 20250717 ... 461.7 462 SC
189 189 SC2709 20250717 ... 461.7 461.7 SC
190 190 SC2712 20250717 ... 460 461.1 SC
191 191 SC2803 20250717 ... 461.9 462 SC
192 192 SC2806 20250717 ... 457.6 458.5 SC
193 193 LU2508 20250717 ... 3568 3633 LU
194 194 LU2509 20250717 ... 3585 3649 LU
195 195 LU2510 20250717 ... 3579 3621 LU
196 196 LU2511 20250717 ... 3558 3591 LU
197 197 LU2512 20250717 ... 3536 3558 LU
198 198 LU2601 20250717 ... 3518 3542 LU
199 199 LU2602 20250717 ... 3496 3508 LU
200 200 LU2603 20250717 ... 3479 3509 LU
201 201 LU2604 20250717 ... 3452 3471 LU
202 202 LU2605 20250717 ... 3441 3463 LU
203 203 LU2606 20250717 ... 3411 3454 LU
204 204 LU2607 20250717 ... 3419 3444 LU
205 205 FU2508 20250717 ... 2820 2838 FU
206 206 FU2509 20250717 ... 2861 2871 FU
207 207 FU2510 20250717 ... 2873 2879 FU
208 208 FU2511 20250717 ... 2866 2867 FU
209 209 FU2512 20250717 ... 2854 2860 FU
210 210 FU2601 20250717 ... 2844 2850 FU
211 211 FU2602 20250717 ... 2835 2843 FU
212 212 FU2603 20250717 ... 2823 2829 FU
213 213 FU2604 20250717 ... 2812 2817 FU
214 214 FU2605 20250717 ... 2790 2801 FU
215 215 FU2606 20250717 ... 2780 2789 FU
216 216 FU2607 20250717 ... 2771 2778 FU
217 217 BU2508 20250717 ... 3651 3648 BU
218 218 BU2509 20250717 ... 3628 3617 BU
219 219 BU2510 20250717 ... 3574 3563 BU
220 220 BU2511 20250717 ... 3521 3511 BU
221 221 BU2512 20250717 ... 3455 3442 BU
222 222 BU2601 20250717 ... 3413 3406 BU
223 223 BU2602 20250717 ... 3420 3400 BU
224 224 BU2603 20250717 ... 3401 3395 BU
225 225 BU2604 20250717 ... 3402 3385 BU
226 226 BU2605 20250717 ... 3397 3378 BU
227 227 BU2606 20250717 ... 3394 3378 BU
228 228 BU2607 20250717 ... 3371 3371 BU
229 229 BU2609 20250717 ... 3363 3363 BU
230 230 BU2612 20250717 ... 3327 3325 BU
231 231 BU2703 20250717 ... 3338 3312 BU
232 232 BU2706 20250717 ... 3337 3325 BU
233 233 BR2508 20250717 ... 11520 11470 BR
234 234 BR2509 20250717 ... 11480 11420 BR
235 235 BR2510 20250717 ... 11470 11395 BR
236 236 BR2511 20250717 ... 11475 11400 BR
237 237 BR2512 20250717 ... 11490 11410 BR
238 238 BR2601 20250717 ... 11500 11425 BR
239 239 BR2602 20250717 ... 11510 11420 BR
240 240 BR2603 20250717 ... 11460 11430 BR
241 241 BR2604 20250717 ... 11510 11425 BR
242 242 BR2605 20250717 ... 11500 11415 BR
243 243 BR2606 20250717 ... 11490 11445 BR
244 244 BR2607 20250717 ... 11530 11395 BR
245 245 RU2508 20250717 ... 14575 14360 RU
246 246 RU2509 20250717 ... 14570 14405 RU
247 247 RU2510 20250717 ... 14550 14420 RU
248 248 RU2511 20250717 ... 14570 14435 RU
249 249 RU2601 20250717 ... 15440 15275 RU
250 250 RU2603 20250717 ... 15385 15290 RU
251 251 RU2604 20250717 ... 15450 15305 RU
252 252 RU2605 20250717 ... 15495 15370 RU
253 253 RU2606 20250717 ... 15525 15315 RU
254 254 RU2607 20250717 ... 15570 15315 RU
255 255 NR2508 20250717 ... 12520 12365 NR
256 256 NR2509 20250717 ... 12540 12390 NR
257 257 NR2510 20250717 ... 12560 12400 NR
258 258 NR2511 20250717 ... 12575 12415 NR
259 259 NR2512 20250717 ... 12610 12445 NR
260 260 NR2601 20250717 ... 12585 12450 NR
261 261 NR2602 20250717 ... 12630 12465 NR
262 262 NR2603 20250717 ... 12495 12495 NR
263 263 NR2604 20250717 ... 12690 12535 NR
264 264 NR2605 20250717 ... 12695 12565 NR
265 265 NR2606 20250717 ... 12635 12565 NR
266 266 NR2607 20250717 ... 12510 12510 NR
267 267 SP2508 20250717 ... 5212 5214 SP
268 268 SP2509 20250717 ... 5246 5240 SP
269 269 SP2510 20250717 ... 5242 5232 SP
270 270 SP2511 20250717 ... 5220 5210 SP
271 271 SP2512 20250717 ... 5186 5188 SP
272 272 SP2601 20250717 ... 5408 5398 SP
273 273 SP2602 20250717 ... 5344 5336 SP
274 274 SP2603 20250717 ... 5346 5340 SP
275 275 SP2604 20250717 ... 5340 5328 SP
276 276 SP2605 20250717 ... 5346 5336 SP
277 277 SP2606 20250717 ... 5350 5342 SP
278 278 SP2607 20250717 ... 5350 5350 SP
279 279 EC2508 20250717 ... 2141.6 2148.5 EC
280 280 EC2510 20250717 ... 1588.4 1652 EC
281 281 EC2512 20250717 ... 1752.1 1807.5 EC
282 282 EC2602 20250717 ... 1470.3 1505.9 EC
283 283 EC2604 20250717 ... 1289.8 1316.5 EC
284 284 EC2606 20250717 ... 1443.4 1461.8 EC
285 285 SC_TAS2508 20250717 ... SC_TAS
286 286 SC_TAS2509 20250717 ... SC_TAS
287 287 SC_TAS2510 20250717 ... SC_TAS
288 288 SC_TAS2511 20250717 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 16:25:53,817 - future_1d - INFO - ak.get_shfe_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 PS2508 20250717 43900.0 ... 44300.0 42515.0 PS
1 PS2509 20250717 43655.0 ... 44015.0 42240.0 PS
2 PS2510 20250717 43095.0 ... 43725.0 41850.0 PS
3 PS2511 20250717 42815.0 ... 43260.0 41300.0 PS
4 PS2512 20250717 44495.0 ... 45265.0 43495.0 PS
5 PS2601 20250717 44000.0 ... 45035.0 43300.0 PS
6 PS2602 20250717 44540.0 ... 45355.0 43170.0 PS
7 PS2603 20250717 44000.0 ... 45185.0 43090.0 PS
8 PS2604 20250717 44150.0 ... 44630.0 43000.0 PS
9 PS2605 20250717 43680.0 ... 44580.0 43025.0 PS
10 PS2606 20250717 44600.0 ... 46000.0 44180.0 PS
11 PS2607 20250717 45215.0 ... 45995.0 44055.0 PS
13 SI2508 20250717 8720.0 ... 8715.0 8670.0 SI
14 SI2509 20250717 8750.0 ... 8710.0 8680.0 SI
15 SI2510 20250717 8800.0 ... 8700.0 8655.0 SI
16 SI2511 20250717 8695.0 ... 8640.0 8610.0 SI
17 SI2512 20250717 8960.0 ... 8950.0 8920.0 SI
18 SI2601 20250717 8930.0 ... 8895.0 8860.0 SI
19 SI2602 20250717 8940.0 ... 8885.0 8845.0 SI
20 SI2603 20250717 8930.0 ... 8880.0 8820.0 SI
21 SI2604 20250717 8910.0 ... 8865.0 8835.0 SI
22 SI2605 20250717 8895.0 ... 8860.0 8830.0 SI
23 SI2606 20250717 8925.0 ... 8860.0 8825.0 SI
24 SI2607 20250717 8905.0 ... 8860.0 8820.0 SI
27 LC2508 20250717 67300.0 ... 67940.0 66660.0 LC
28 LC2509 20250717 66800.0 ... 68040.0 66320.0 LC
29 LC2510 20250717 66120.0 ... 67800.0 66060.0 LC
30 LC2511 20250717 65980.0 ... 67260.0 65820.0 LC
31 LC2512 20250717 66400.0 ... 67420.0 66160.0 LC
32 LC2601 20250717 66660.0 ... 67240.0 66080.0 LC
33 LC2602 20250717 66500.0 ... 67460.0 66120.0 LC
34 LC2603 20250717 66400.0 ... 67260.0 66140.0 LC
35 LC2604 20250717 66920.0 ... 67500.0 66580.0 LC
36 LC2605 20250717 67000.0 ... 67420.0 66700.0 LC
37 LC2606 20250717 66980.0 ... 67400.0 66680.0 LC
38 LC2607 20250717 67000.0 ... 67380.0 66600.0 LC
[36 rows x 12 columns]
2025-07-24 16:25:54,049 - future_1d - INFO - ak.get_gfex_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 a2509 20250717 4179.00 ... 4194.00 4166.00 A
1 a2511 20250717 4093.00 ... 4106.00 4081.00 A
2 a2601 20250717 4081.00 ... 4095.00 4070.00 A
3 a2603 20250717 4064.00 ... 4084.00 4055.00 A
4 a2605 20250717 4108.00 ... 4117.00 4087.00 A
5 a2607 20250717 4109.00 ... 4113.00 4086.00 A
6 b2508 20250717 3558.00 ... 3582.00 3559.00 B
7 b2509 20250717 3632.00 ... 3667.00 3633.00 B
8 b2510 20250717 3666.00 ... 3716.00 3679.00 B
9 b2511 20250717 3690.00 ... 3718.00 3685.00 B
10 b2512 20250717 3699.00 ... 3729.00 3697.00 B
11 b2601 20250717 3686.00 ... 3711.00 3686.00 B
12 b2602 20250717 3665.00 ... 3673.00 3652.00 B
13 b2603 20250717 3560.00 ... 3576.00 3555.00 B
14 b2604 20250717 3460.00 ... 3470.00 3456.00 B
15 b2605 20250717 3383.00 ... 3395.00 3379.00 B
16 b2606 20250717 3380.00 ... 3385.00 3376.00 B
17 b2607 20250717 3385.00 ... 3388.00 3378.00 B
18 bb2509 20250717 143.55 ... 146.75 144.20 BB
19 bb2511 20250717 143.55 ... 148.35 146.55 BB
20 bb2601 20250717 144.00 ... 145.40 146.60 BB
21 bb2603 20250717 0.00 ... 151.90 153.15 BB
22 bb2605 20250717 0.00 ... 151.90 153.15 BB
23 bb2607 20250717 0.00 ... 151.90 153.15 BB
24 bz2603 20250717 6155.00 ... 6139.00 6153.00 BZ
25 bz2604 20250717 6151.00 ... 6132.00 6149.00 BZ
26 bz2605 20250717 6152.00 ... 6120.00 6128.00 BZ
27 bz2606 20250717 6116.00 ... 6122.00 6135.00 BZ
28 c2509 20250717 2290.00 ... 2286.00 2294.00 C
29 c2511 20250717 2260.00 ... 2259.00 2266.00 C
30 c2601 20250717 2234.00 ... 2234.00 2235.00 C
31 c2603 20250717 2238.00 ... 2240.00 2240.00 C
32 c2605 20250717 2271.00 ... 2273.00 2272.00 C
33 c2607 20250717 2281.00 ... 2285.00 2283.00 C
34 cs2509 20250717 2635.00 ... 2632.00 2638.00 CS
35 cs2511 20250717 2590.00 ... 2588.00 2597.00 CS
36 cs2601 20250717 2602.00 ... 2603.00 2606.00 CS
37 cs2603 20250717 2589.00 ... 2591.00 2595.00 CS
38 cs2605 20250717 2640.00 ... 2639.00 2641.00 CS
39 cs2607 20250717 2636.00 ... 2638.00 2639.00 CS
40 eb2507 20250717 0.00 ... 7260.00 7260.00 EB
41 eb2508 20250717 7310.00 ... 7290.00 7340.00 EB
42 eb2509 20250717 7220.00 ... 7221.00 7253.00 EB
43 eb2510 20250717 7158.00 ... 7160.00 7180.00 EB
44 eb2511 20250717 7093.00 ... 7102.00 7119.00 EB
45 eb2512 20250717 7070.00 ... 7073.00 7088.00 EB
46 eb2601 20250717 7079.00 ... 7074.00 7094.00 EB
47 eb2602 20250717 7108.00 ... 7092.00 7114.00 EB
48 eb2603 20250717 7112.00 ... 7109.00 7126.00 EB
49 eb2604 20250717 7115.00 ... 7113.00 7131.00 EB
50 eb2605 20250717 7117.00 ... 7114.00 7109.00 EB
51 eb2606 20250717 7102.00 ... 7102.00 7120.00 EB
52 eg2507 20250717 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250717 4306.00 ... 4326.00 4309.00 EG
54 eg2509 20250717 4351.00 ... 4367.00 4333.00 EG
55 eg2510 20250717 4353.00 ... 4368.00 4334.00 EG
56 eg2511 20250717 4354.00 ... 4355.00 4334.00 EG
57 eg2512 20250717 4350.00 ... 4355.00 4339.00 EG
58 eg2601 20250717 4322.00 ... 4350.00 4342.00 EG
59 eg2602 20250717 4353.00 ... 4353.00 4350.00 EG
60 eg2603 20250717 4357.00 ... 4355.00 4362.00 EG
61 eg2604 20250717 4380.00 ... 4380.00 4379.00 EG
62 eg2605 20250717 4375.00 ... 4383.00 4369.00 EG
63 eg2606 20250717 4383.00 ... 4380.00 4364.00 EG
64 fb2508 20250717 1355.50 ... 1356.50 1355.50 FB
65 fb2509 20250717 1312.00 ... 1294.00 1309.00 FB
66 fb2510 20250717 1325.00 ... 1309.00 1323.00 FB
67 fb2511 20250717 1325.50 ... 1306.50 1321.50 FB
68 fb2512 20250717 1328.00 ... 1309.50 1324.00 FB
69 fb2601 20250717 1330.50 ... 1307.50 1315.50 FB
70 fb2602 20250717 0.00 ... 1305.50 1294.00 FB
71 fb2603 20250717 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250717 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250717 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250717 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250717 0.00 ... 1297.00 1297.00 FB
76 i2508 20250717 772.00 ... 781.00 772.50 I
77 i2509 20250717 773.00 ... 782.00 771.50 I
78 i2510 20250717 767.50 ... 776.50 765.50 I
79 i2511 20250717 759.00 ... 768.00 757.50 I
80 i2512 20250717 752.50 ... 760.00 751.00 I
81 i2601 20250717 742.00 ... 750.00 741.50 I
82 i2602 20250717 739.00 ... 747.00 738.50 I
83 i2603 20250717 736.50 ... 742.00 734.50 I
84 i2604 20250717 731.00 ... 737.00 730.00 I
85 i2605 20250717 720.50 ... 728.00 721.00 I
86 i2606 20250717 717.00 ... 722.50 715.00 I
87 i2607 20250717 712.00 ... 717.50 710.50 I
88 j2508 20250717 1470.00 ... 1467.00 1474.50 J
89 j2509 20250717 1486.50 ... 1499.50 1504.00 J
90 j2510 20250717 1501.00 ... 1509.00 1518.00 J
91 j2511 20250717 1531.50 ... 1533.50 1514.00 J
92 j2512 20250717 1537.00 ... 1537.00 1552.50 J
93 j2601 20250717 1532.50 ... 1542.50 1545.00 J
94 j2602 20250717 0.00 ... 1545.50 1548.00 J
95 j2603 20250717 0.00 ... 1589.00 1589.00 J
96 j2604 20250717 0.00 ... 1575.50 1575.50 J
97 j2605 20250717 1583.50 ... 1584.50 1578.00 J
98 j2606 20250717 1587.50 ... 1587.50 1591.50 J
99 j2607 20250717 0.00 ... 1591.50 1591.50 J
100 jd2507 20250717 2729.00 ... 2814.00 2900.00 JD
101 jd2508 20250717 3470.00 ... 3462.00 3457.00 JD
102 jd2509 20250717 3600.00 ... 3594.00 3605.00 JD
103 jd2510 20250717 3420.00 ... 3388.00 3419.00 JD
104 jd2511 20250717 3421.00 ... 3393.00 3430.00 JD
105 jd2512 20250717 3563.00 ... 3541.00 3566.00 JD
106 jd2601 20250717 3615.00 ... 3601.00 3619.00 JD
107 jd2602 20250717 3191.00 ... 3176.00 3190.00 JD
108 jd2603 20250717 3192.00 ... 3179.00 3191.00 JD
109 jd2604 20250717 3331.00 ... 3313.00 3333.00 JD
110 jd2605 20250717 3403.00 ... 3390.00 3404.00 JD
111 jd2606 20250717 3264.00 ... 3258.00 3262.00 JD
112 jm2508 20250717 840.00 ... 850.50 852.50 JM
113 jm2509 20250717 895.00 ... 903.00 904.50 JM
114 jm2510 20250717 907.50 ... 915.00 917.50 JM
115 jm2511 20250717 922.50 ... 929.50 929.50 JM
116 jm2512 20250717 934.50 ... 944.00 940.00 JM
117 jm2601 20250717 942.50 ... 951.50 948.00 JM
118 jm2602 20250717 954.50 ... 960.00 951.50 JM
119 jm2603 20250717 959.00 ... 965.50 959.00 JM
120 jm2604 20250717 963.00 ... 968.00 964.00 JM
121 jm2605 20250717 968.50 ... 976.50 972.00 JM
122 jm2606 20250717 977.00 ... 984.50 985.50 JM
123 jm2607 20250717 988.50 ... 994.50 985.50 JM
124 l2508 20250717 7189.00 ... 7197.00 7189.00 L
125 l2509 20250717 7204.00 ... 7209.00 7215.00 L
126 l2510 20250717 7207.00 ... 7216.00 7217.00 L
127 l2511 20250717 7214.00 ... 7219.00 7223.00 L
128 l2512 20250717 7218.00 ... 7222.00 7228.00 L
129 l2601 20250717 7208.00 ... 7224.00 7228.00 L
130 l2602 20250717 7206.00 ... 7206.00 7229.00 L
131 l2603 20250717 0.00 ... 7209.00 7209.00 L
132 l2604 20250717 0.00 ... 7230.00 7230.00 L
133 l2605 20250717 7200.00 ... 7196.00 7201.00 L
134 l2606 20250717 7185.00 ... 7191.00 7215.00 L
135 l2607 20250717 7210.00 ... 7209.00 7212.00 L
136 lg2507 20250717 809.00 ... 801.00 802.50 LG
137 lg2509 20250717 799.50 ... 817.50 792.50 LG
138 lg2511 20250717 796.00 ... 813.50 791.50 LG
139 lg2601 20250717 806.50 ... 820.50 798.00 LG
140 lg2603 20250717 810.50 ... 817.00 799.50 LG
141 lg2605 20250717 815.00 ... 827.50 805.00 LG
142 lh2507 20250717 14000.00 ... 14010.00 13895.00 LH
143 lh2509 20250717 14000.00 ... 13985.00 14100.00 LH
144 lh2511 20250717 13505.00 ... 13505.00 13545.00 LH
145 lh2601 20250717 13690.00 ... 13720.00 13725.00 LH
146 lh2603 20250717 12910.00 ... 12940.00 12930.00 LH
147 lh2605 20250717 13130.00 ... 13130.00 13125.00 LH
148 m2508 20250717 2955.00 ... 2985.00 2956.00 M
149 m2509 20250717 2977.00 ... 3011.00 2978.00 M
150 m2511 20250717 3015.00 ... 3051.00 3017.00 M
151 m2512 20250717 3037.00 ... 3069.00 3041.00 M
152 m2601 20250717 3010.00 ... 3038.00 3013.00 M
153 m2603 20250717 2869.00 ... 2887.00 2865.00 M
154 m2605 20250717 2701.00 ... 2715.00 2700.00 M
155 m2607 20250717 2704.00 ... 2711.00 2699.00 M
156 p2508 20250717 8728.00 ... 8758.00 8740.00 P
157 p2509 20250717 8730.00 ... 8764.00 8720.00 P
158 p2510 20250717 8714.00 ... 8770.00 8714.00 P
159 p2511 20250717 8704.00 ... 8766.00 8716.00 P
160 p2512 20250717 8734.00 ... 8742.00 8712.00 P
161 p2601 20250717 8702.00 ... 8752.00 8700.00 P
162 p2602 20250717 8696.00 ... 8710.00 8680.00 P
163 p2603 20250717 8652.00 ... 8668.00 8640.00 P
164 p2604 20250717 0.00 ... 8586.00 8586.00 P
165 p2605 20250717 8484.00 ... 8526.00 8490.00 P
166 p2606 20250717 8468.00 ... 8464.00 8452.00 P
167 p2607 20250717 0.00 ... 8420.00 8420.00 P
168 pg2507 20250717 0.00 ... 4056.00 4056.00 PG
169 pg2508 20250717 4092.00 ... 4079.00 4108.00 PG
170 pg2509 20250717 3994.00 ... 3992.00 4019.00 PG
171 pg2510 20250717 4425.00 ... 4412.00 4442.00 PG
172 pg2511 20250717 4344.00 ... 4334.00 4360.00 PG
173 pg2512 20250717 4277.00 ... 4259.00 4285.00 PG
174 pg2601 20250717 4190.00 ... 4187.00 4210.00 PG
175 pg2602 20250717 4101.00 ... 4106.00 4124.00 PG
176 pg2603 20250717 4036.00 ... 4027.00 4046.00 PG
177 pg2604 20250717 4325.00 ... 4323.00 4347.00 PG
178 pg2605 20250717 4226.00 ... 4223.00 4241.00 PG
179 pg2606 20250717 4139.00 ... 4148.00 4179.00 PG
180 pp2508 20250717 6986.00 ... 6990.00 6996.00 PP
181 pp2509 20250717 7001.00 ... 7010.00 7014.00 PP
182 pp2510 20250717 6985.00 ... 6994.00 6993.00 PP
183 pp2511 20250717 6989.00 ... 6998.00 6999.00 PP
184 pp2512 20250717 6997.00 ... 7002.00 7008.00 PP
185 pp2601 20250717 6999.00 ... 7006.00 7012.00 PP
186 pp2602 20250717 0.00 ... 7005.00 7005.00 PP
187 pp2603 20250717 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250717 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250717 6996.00 ... 6999.00 7009.00 PP
190 pp2606 20250717 6990.00 ... 6990.00 6993.00 PP
191 pp2607 20250717 0.00 ... 7032.00 7033.00 PP
192 rr2508 20250717 3576.00 ... 3574.00 3580.00 RR
193 rr2509 20250717 3619.00 ... 3617.00 3613.00 RR
194 rr2510 20250717 3627.00 ... 3625.00 3617.00 RR
195 rr2511 20250717 3620.00 ... 3616.00 3619.00 RR
196 rr2512 20250717 3615.00 ... 3613.00 3608.00 RR
197 rr2601 20250717 3618.00 ... 3617.00 3611.00 RR
198 rr2602 20250717 3620.00 ... 3620.00 3614.00 RR
199 rr2603 20250717 0.00 ... 3615.00 3615.00 RR
200 rr2604 20250717 3626.00 ... 3626.00 3623.00 RR
201 rr2605 20250717 3622.00 ... 3622.00 3620.00 RR
202 rr2606 20250717 3614.00 ... 3614.00 3614.00 RR
203 rr2607 20250717 0.00 ... 3618.00 3618.00 RR
204 v2508 20250717 4895.00 ... 4906.00 4908.00 V
205 v2509 20250717 4932.00 ... 4944.00 4950.00 V
206 v2510 20250717 4956.00 ... 4974.00 4977.00 V
207 v2511 20250717 4990.00 ... 5003.00 5003.00 V
208 v2512 20250717 5019.00 ... 5031.00 5032.00 V
209 v2601 20250717 5041.00 ... 5061.00 5062.00 V
210 v2602 20250717 5041.00 ... 5075.00 5081.00 V
211 v2603 20250717 5098.00 ... 5101.00 5100.00 V
212 v2604 20250717 5236.00 ... 5238.00 5243.00 V
213 v2605 20250717 5230.00 ... 5254.00 5250.00 V
214 v2606 20250717 5262.00 ... 5270.00 5260.00 V
215 v2607 20250717 5291.00 ... 5285.00 5276.00 V
216 y2508 20250717 8010.00 ... 8030.00 8028.00 Y
217 y2509 20250717 8034.00 ... 8052.00 8032.00 Y
218 y2511 20250717 8040.00 ... 8060.00 8030.00 Y
219 y2512 20250717 8056.00 ... 8072.00 8044.00 Y
220 y2601 20250717 8000.00 ... 8012.00 7992.00 Y
221 y2603 20250717 7868.00 ... 7892.00 7864.00 Y
222 y2605 20250717 7654.00 ... 7660.00 7648.00 Y
223 y2607 20250717 7652.00 ... 7642.00 7636.00 Y
[224 rows x 12 columns]
2025-07-24 16:25:54,720 - future_1d - INFO - ak.get_dce_daily('2025-07-17') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250717 7850.0 7872.0 ... 203686.08 7831.0 7844.0 AP
1 AP511 20250717 7671.0 7683.0 ... 689.12 7657.0 7669.0 AP
2 AP512 20250717 7684.0 7685.0 ... 92.04 7670.0 7691.0 AP
3 AP601 20250717 7693.0 7720.0 ... 7108.49 7693.0 7701.0 AP
4 AP603 20250717 7618.0 7635.0 ... 22.88 7628.0 7650.0 AP
5 AP604 20250717 7665.0 7687.0 ... 46.06 7676.0 7688.0 AP
6 AP605 20250717 7740.0 7747.0 ... 92.82 7735.0 7749.0 AP
7 CF509 20250717 13980.0 14285.0 ... 3379128.60 14155.0 13945.0 CF
8 CF511 20250717 13825.0 14070.0 ... 266088.81 13960.0 13815.0 CF
9 CF601 20250717 13840.0 14085.0 ... 1070994.12 13980.0 13860.0 CF
10 CF603 20250717 13805.0 14025.0 ... 2394.07 13920.0 13810.0 CF
11 CF605 20250717 13840.0 14050.0 ... 27470.12 13930.0 13820.0 CF
12 CF607 20250717 13895.0 14050.0 ... 209.45 13965.0 13830.0 CF
13 CJ509 20250717 9340.0 9425.0 ... 77086.59 9365.0 9340.0 CJ
14 CJ512 20250717 10215.0 10295.0 ... 9382.67 10220.0 10185.0 CJ
15 CJ601 20250717 10350.0 10440.0 ... 580615.74 10360.0 10330.0 CJ
16 CJ603 20250717 10410.0 10525.0 ... 10388.49 10450.0 10385.0 CJ
17 CJ605 20250717 10580.0 10675.0 ... 53062.11 10610.0 10570.0 CJ
18 CJ607 20250717 10670.0 10735.0 ... 160.44 10695.0 10645.0 CJ
19 CY508 20250717 0.0 0.0 ... 0.00 20000.0 19785.0 CY
20 CY509 20250717 20170.0 20470.0 ... 107040.60 20355.0 20135.0 CY
21 CY510 20250717 0.0 0.0 ... 0.00 19970.0 19755.0 CY
22 CY511 20250717 20150.0 20150.0 ... 10.08 20150.0 20060.0 CY
23 CY512 20250717 20570.0 20570.0 ... 20.38 20380.0 19910.0 CY
24 CY601 20250717 20165.0 20380.0 ... 1023.63 20270.0 20095.0 CY
25 CY602 20250717 0.0 0.0 ... 0.00 19960.0 19840.0 CY
26 CY603 20250717 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250717 0.0 0.0 ... 0.00 19880.0 19750.0 CY
28 CY605 20250717 0.0 0.0 ... 0.00 20170.0 20060.0 CY
29 CY606 20250717 0.0 0.0 ... 0.00 19955.0 19800.0 CY
30 CY607 20250717 0.0 0.0 ... 0.00 19900.0 19830.0 CY
31 FG508 20250717 1082.0 1110.0 ... 18978.91 1092.0 1078.0 FG
32 FG509 20250717 1069.0 1097.0 ... 3968366.66 1083.0 1068.0 FG
33 FG510 20250717 1133.0 1151.0 ... 21526.48 1142.0 1130.0 FG
34 FG511 20250717 1117.0 1130.0 ... 43513.69 1123.0 1114.0 FG
35 FG512 20250717 1178.0 1190.0 ... 30135.61 1183.0 1176.0 FG
36 FG601 20250717 1162.0 1173.0 ... 494627.01 1166.0 1163.0 FG
37 FG602 20250717 1205.0 1214.0 ... 1359.16 1209.0 1206.0 FG
38 FG603 20250717 1203.0 1209.0 ... 1085.54 1203.0 1202.0 FG
39 FG604 20250717 1238.0 1245.0 ... 413.92 1239.0 1236.0 FG
40 FG605 20250717 1232.0 1240.0 ... 10462.93 1235.0 1232.0 FG
41 FG606 20250717 1252.0 1258.0 ... 316.03 1254.0 1251.0 FG
42 FG607 20250717 1253.0 1255.0 ... 82.56 1251.0 1248.0 FG
43 JR509 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250717 2350.0 2360.0 ... 2649.43 2351.0 2358.0 MA
53 MA509 20250717 2361.0 2380.0 ... 1064646.22 2369.0 2376.0 MA
54 MA510 20250717 2387.0 2403.0 ... 24917.13 2393.0 2400.0 MA
55 MA511 20250717 2402.0 2421.0 ... 35170.36 2410.0 2417.0 MA
56 MA512 20250717 2424.0 2439.0 ... 11806.18 2429.0 2438.0 MA
57 MA601 20250717 2426.0 2445.0 ... 115671.73 2436.0 2444.0 MA
58 MA602 20250717 2421.0 2429.0 ... 43.57 2421.0 2425.0 MA
59 MA603 20250717 2415.0 2427.0 ... 84.73 2421.0 2424.0 MA
60 MA604 20250717 2399.0 2402.0 ... 9.60 2401.0 2399.0 MA
61 MA605 20250717 2360.0 2369.0 ... 1866.61 2363.0 2369.0 MA
62 MA606 20250717 2370.0 2376.0 ... 54.53 2371.0 2376.0 MA
63 MA607 20250717 2365.0 2376.0 ... 64.08 2373.0 2379.0 MA
64 OI509 20250717 9451.0 9469.0 ... 3199880.91 9431.0 9453.0 OI
65 OI511 20250717 9445.0 9452.0 ... 217275.93 9414.0 9440.0 OI
66 OI601 20250717 9388.0 9404.0 ... 521170.69 9366.0 9383.0 OI
67 OI603 20250717 9325.0 9354.0 ... 2467.30 9311.0 9325.0 OI
68 OI605 20250717 9232.0 9280.0 ... 10273.54 9247.0 9249.0 OI
69 OI607 20250717 9217.0 9247.0 ... 64.53 9218.0 9211.0 OI
70 PF508 20250717 6482.0 6524.0 ... 48909.11 6496.0 6494.0 PF
71 PF509 20250717 6342.0 6384.0 ... 355504.78 6354.0 6360.0 PF
72 PF510 20250717 6370.0 6406.0 ... 115045.53 6376.0 6384.0 PF
73 PF511 20250717 6344.0 6376.0 ... 58078.46 6346.0 6354.0 PF
74 PF512 20250717 6328.0 6360.0 ... 11006.19 6332.0 6340.0 PF
75 PF601 20250717 6338.0 6366.0 ... 2760.01 6338.0 6348.0 PF
76 PF602 20250717 0.0 0.0 ... 0.00 6354.0 6354.0 PF
77 PF603 20250717 0.0 0.0 ... 0.00 6358.0 6358.0 PF
78 PF604 20250717 0.0 0.0 ... 0.00 6378.0 6378.0 PF
79 PF605 20250717 0.0 0.0 ... 0.00 6380.0 6380.0 PF
80 PF606 20250717 0.0 0.0 ... 0.00 6382.0 6382.0 PF
81 PF607 20250717 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250717 8242.0 8288.0 ... 220599.98 8258.0 8218.0 PK
83 PK511 20250717 8100.0 8126.0 ... 87989.25 8100.0 8084.0 PK
84 PK512 20250717 8058.0 8070.0 ... 277.75 8052.0 8038.0 PK
85 PK601 20250717 8060.0 8076.0 ... 6304.35 8052.0 8036.0 PK
86 PK603 20250717 8012.0 8038.0 ... 180.51 8022.0 8020.0 PK
87 PK604 20250717 8012.0 8030.0 ... 28.08 8022.0 8014.0 PK
88 PK605 20250717 8006.0 8036.0 ... 429.10 8022.0 8010.0 PK
89 PM509 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250717 5890.0 5932.0 ... 6341.67 5922.0 5904.0 PR
96 PR509 20250717 5872.0 5914.0 ... 330697.52 5894.0 5882.0 PR
97 PR510 20250717 5878.0 5932.0 ... 210704.26 5908.0 5898.0 PR
98 PR511 20250717 5876.0 5918.0 ... 42192.57 5898.0 5886.0 PR
99 PR512 20250717 5868.0 5894.0 ... 97.10 5886.0 5876.0 PR
100 PR601 20250717 5868.0 5910.0 ... 1296.59 5880.0 5880.0 PR
101 PR602 20250717 0.0 0.0 ... 0.00 5902.0 5908.0 PR
102 PR603 20250717 0.0 0.0 ... 0.00 5904.0 5906.0 PR
103 PR604 20250717 0.0 0.0 ... 0.00 5910.0 5912.0 PR
104 PR605 20250717 5890.0 5890.0 ... 8.84 5890.0 5904.0 PR
105 PR606 20250717 0.0 0.0 ... 0.00 5914.0 5922.0 PR
106 PR607 20250717 0.0 0.0 ... 0.00 5924.0 5934.0 PR
107 PX508 20250717 6808.0 6884.0 ... 216.00 6858.0 6826.0 PX
108 PX509 20250717 6692.0 6752.0 ... 536168.96 6714.0 6722.0 PX
109 PX510 20250717 6670.0 6724.0 ... 94646.17 6692.0 6694.0 PX
110 PX511 20250717 6636.0 6680.0 ... 152380.49 6646.0 6658.0 PX
111 PX512 20250717 6622.0 6662.0 ... 20560.53 6626.0 6642.0 PX
112 PX601 20250717 6596.0 6632.0 ... 41733.36 6602.0 6620.0 PX
113 PX602 20250717 6576.0 6590.0 ... 19.74 6580.0 6612.0 PX
114 PX603 20250717 0.0 0.0 ... 0.00 6594.0 6594.0 PX
115 PX604 20250717 6562.0 6562.0 ... 3.28 6562.0 6572.0 PX
116 PX605 20250717 6554.0 6580.0 ... 39.37 6562.0 6578.0 PX
117 PX606 20250717 6558.0 6592.0 ... 52.51 6564.0 6590.0 PX
118 PX607 20250717 6588.0 6588.0 ... 3.29 6588.0 6582.0 PX
119 RI509 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250717 2644.0 2712.0 ... 19367.47 2678.0 2646.0 RM
126 RM509 20250717 2651.0 2723.0 ... 1405382.84 2694.0 2655.0 RM
127 RM511 20250717 2438.0 2532.0 ... 24762.45 2497.0 2442.0 RM
128 RM601 20250717 2310.0 2388.0 ... 363842.22 2353.0 2314.0 RM
129 RM603 20250717 2292.0 2348.0 ... 29121.09 2321.0 2293.0 RM
130 RM605 20250717 2302.0 2343.0 ... 62634.08 2324.0 2302.0 RM
131 RM607 20250717 2298.0 2334.0 ... 2019.01 2313.0 2298.0 RM
132 RS508 20250717 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250717 5041.0 5068.0 ... 50.59 5059.0 5080.0 RS
134 RS511 20250717 5052.0 5109.0 ... 315.57 5090.0 5116.0 RS
135 RS607 20250717 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250717 1201.0 1219.0 ... 6196.61 1208.0 1201.0 SA
137 SA509 20250717 1207.0 1228.0 ... 3306391.71 1216.0 1211.0 SA
138 SA510 20250717 1226.0 1244.0 ... 194381.81 1232.0 1227.0 SA
139 SA511 20250717 1228.0 1246.0 ... 229733.41 1235.0 1230.0 SA
140 SA512 20250717 1252.0 1270.0 ... 50255.03 1262.0 1256.0 SA
141 SA601 20250717 1255.0 1273.0 ... 829594.24 1264.0 1258.0 SA
142 SA602 20250717 1269.0 1282.0 ... 5523.25 1277.0 1267.0 SA
143 SA603 20250717 1269.0 1283.0 ... 1811.71 1276.0 1270.0 SA
144 SA604 20250717 1295.0 1305.0 ... 670.17 1299.0 1295.0 SA
145 SA605 20250717 1292.0 1308.0 ... 23523.74 1300.0 1296.0 SA
146 SA606 20250717 1307.0 1319.0 ... 842.50 1312.0 1308.0 SA
147 SA607 20250717 1311.0 1320.0 ... 210.17 1314.0 1309.0 SA
148 SF508 20250717 5450.0 5468.0 ... 13647.85 5448.0 5440.0 SF
149 SF509 20250717 5450.0 5484.0 ... 334797.18 5456.0 5452.0 SF
150 SF510 20250717 5432.0 5452.0 ... 86513.29 5422.0 5432.0 SF
151 SF511 20250717 5588.0 5600.0 ... 109693.59 5570.0 5578.0 SF
152 SF512 20250717 5552.0 5572.0 ... 8769.45 5542.0 5552.0 SF
153 SF601 20250717 5520.0 5548.0 ... 11474.02 5524.0 5524.0 SF
154 SF602 20250717 5470.0 5490.0 ... 366.57 5472.0 5452.0 SF
155 SF603 20250717 5606.0 5622.0 ... 16.84 5612.0 5598.0 SF
156 SF604 20250717 0.0 0.0 ... 0.00 5574.0 5556.0 SF
157 SF605 20250717 5580.0 5600.0 ... 117.32 5588.0 5570.0 SF
158 SF606 20250717 5538.0 5540.0 ... 13.83 5534.0 5522.0 SF
159 SF607 20250717 0.0 0.0 ... 0.00 5640.0 5608.0 SF
160 SH508 20250717 2437.0 2459.0 ... 33764.47 2443.0 2468.0 SH
161 SH509 20250717 2465.0 2488.0 ... 2768978.12 2474.0 2496.0 SH
162 SH510 20250717 2484.0 2510.0 ... 400586.24 2492.0 2509.0 SH
163 SH511 20250717 2459.0 2491.0 ... 282835.42 2472.0 2485.0 SH
164 SH512 20250717 2468.0 2495.0 ... 44980.74 2478.0 2500.0 SH
165 SH601 20250717 2453.0 2473.0 ... 99330.85 2459.0 2473.0 SH
166 SH602 20250717 2483.0 2492.0 ... 864.28 2484.0 2488.0 SH
167 SH603 20250717 2484.0 2501.0 ... 806.39 2489.0 2494.0 SH
168 SH604 20250717 2529.0 2530.0 ... 22.73 2526.0 2526.0 SH
169 SH605 20250717 2513.0 2533.0 ... 1050.78 2520.0 2535.0 SH
170 SH606 20250717 2539.0 2548.0 ... 45.64 2535.0 2550.0 SH
171 SH607 20250717 2538.0 2558.0 ... 61.09 2545.0 2536.0 SH
172 SM508 20250717 5778.0 5792.0 ... 4473.80 5762.0 5754.0 SM
173 SM509 20250717 5780.0 5804.0 ... 424026.85 5774.0 5764.0 SM
174 SM510 20250717 5778.0 5786.0 ... 29298.72 5756.0 5752.0 SM
175 SM511 20250717 5822.0 5850.0 ... 59214.29 5824.0 5816.0 SM
176 SM512 20250717 5830.0 5848.0 ... 11637.23 5820.0 5814.0 SM
177 SM601 20250717 5812.0 5840.0 ... 29023.96 5814.0 5802.0 SM
178 SM602 20250717 5834.0 5834.0 ... 11.63 5814.0 5802.0 SM
179 SM603 20250717 5808.0 5808.0 ... 2.90 5808.0 5804.0 SM
180 SM604 20250717 0.0 0.0 ... 0.00 5830.0 5818.0 SM
181 SM605 20250717 5836.0 5850.0 ... 425.84 5834.0 5818.0 SM
182 SM606 20250717 0.0 0.0 ... 0.00 5842.0 5834.0 SM
183 SM607 20250717 0.0 0.0 ... 0.00 5850.0 5844.0 SM
184 SR509 20250717 5802.0 5833.0 ... 997495.25 5814.0 5804.0 SR
185 SR511 20250717 5695.0 5722.0 ... 128147.96 5704.0 5698.0 SR
186 SR601 20250717 5632.0 5656.0 ... 116820.11 5645.0 5638.0 SR
187 SR603 20250717 5600.0 5623.0 ... 2324.16 5614.0 5609.0 SR
188 SR605 20250717 5577.0 5596.0 ... 5189.72 5586.0 5585.0 SR
189 SR607 20250717 5568.0 5589.0 ... 401.69 5579.0 5579.0 SR
190 TA508 20250717 4692.0 4732.0 ... 10699.23 4712.0 4708.0 TA
191 TA509 20250717 4690.0 4726.0 ... 1627910.49 4708.0 4708.0 TA
192 TA510 20250717 4662.0 4698.0 ... 50188.56 4676.0 4682.0 TA
193 TA511 20250717 4654.0 4688.0 ... 38889.99 4666.0 4676.0 TA
194 TA512 20250717 4646.0 4676.0 ... 9429.92 4658.0 4670.0 TA
195 TA601 20250717 4634.0 4666.0 ... 310255.05 4646.0 4662.0 TA
196 TA602 20250717 4646.0 4660.0 ... 16.28 4650.0 4660.0 TA
197 TA603 20250717 4642.0 4654.0 ... 34.81 4642.0 4664.0 TA
198 TA604 20250717 4648.0 4662.0 ... 39.52 4650.0 4672.0 TA
199 TA605 20250717 4670.0 4672.0 ... 6847.84 4658.0 4680.0 TA
200 TA606 20250717 4664.0 4678.0 ... 13.99 4666.0 4678.0 TA
201 TA607 20250717 4662.0 4662.0 ... 2.33 4662.0 4690.0 TA
202 UR508 20250717 1724.0 1740.0 ... 249.70 1734.0 1729.0 UR
203 UR509 20250717 1733.0 1747.0 ... 477535.00 1740.0 1734.0 UR
204 UR510 20250717 1726.0 1738.0 ... 15153.80 1732.0 1724.0 UR
205 UR511 20250717 1731.0 1741.0 ... 16904.81 1734.0 1729.0 UR
206 UR512 20250717 1722.0 1727.0 ... 179.27 1724.0 1722.0 UR
207 UR601 20250717 1710.0 1722.0 ... 56956.51 1715.0 1710.0 UR
208 UR602 20250717 1709.0 1717.0 ... 352.88 1713.0 1707.0 UR
209 UR603 20250717 1736.0 1745.0 ... 226.61 1743.0 1733.0 UR
210 UR604 20250717 1733.0 1737.0 ... 24.29 1735.0 1731.0 UR
211 UR605 20250717 1727.0 1732.0 ... 2046.85 1729.0 1727.0 UR
212 UR606 20250717 1720.0 1727.0 ... 120.70 1724.0 1723.0 UR
213 UR607 20250717 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 16:25:55,011 - future_1d - INFO - ak.get_czce_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 SC2508 20250717 513 ... 513.6 517.2 SC
1 SC2509 20250717 503 ... 502.9 507 SC
2 SC2510 20250717 496.8 ... 496.6 500.5 SC
3 SC2511 20250717 490 ... 491.3 494.7 SC
4 SC2512 20250717 486 ... 488 491.1 SC
5 SC2601 20250717 481.9 ... 485 487.8 SC
6 SC2602 20250717 478.7 ... 481 484.7 SC
7 SC2603 20250717 478.1 ... 480.1 482.1 SC
8 SC2604 20250717 476.1 ... 476.1 479.1 SC
9 SC2605 20250717 474.5 ... 474.5 479 SC
10 SC2606 20250717 471.3 ... 473.4 475.7 SC
11 SC2607 20250717 ... 475.5 478.4 SC
12 SC2609 20250717 ... 473.5 473.5 SC
13 SC2612 20250717 463.7 ... 466.7 465.4 SC
14 SC2703 20250717 460.9 ... 463.8 467 SC
15 SC2706 20250717 459.9 ... 461.7 462 SC
16 SC2709 20250717 ... 461.7 461.7 SC
17 SC2712 20250717 457.8 ... 460 461.1 SC
18 SC2803 20250717 ... 461.9 462 SC
19 SC2806 20250717 456.8 ... 457.6 458.5 SC
21 LU2508 20250717 3575 ... 3568 3633 LU
22 LU2509 20250717 3601 ... 3585 3649 LU
23 LU2510 20250717 3581 ... 3579 3621 LU
24 LU2511 20250717 3566 ... 3558 3591 LU
25 LU2512 20250717 3558 ... 3536 3558 LU
26 LU2601 20250717 3513 ... 3518 3542 LU
27 LU2602 20250717 3496 ... 3496 3508 LU
28 LU2603 20250717 3472 ... 3479 3509 LU
29 LU2604 20250717 3452 ... 3452 3471 LU
30 LU2605 20250717 3450 ... 3441 3463 LU
31 LU2606 20250717 3395 ... 3411 3454 LU
32 LU2607 20250717 3410 ... 3419 3444 LU
34 NR2508 20250717 12455 ... 12520 12365 NR
35 NR2509 20250717 12470 ... 12540 12390 NR
36 NR2510 20250717 12480 ... 12560 12400 NR
37 NR2511 20250717 12450 ... 12575 12415 NR
38 NR2512 20250717 12525 ... 12610 12445 NR
39 NR2601 20250717 12485 ... 12585 12450 NR
40 NR2602 20250717 12620 ... 12630 12465 NR
41 NR2603 20250717 ... 12495 12495 NR
42 NR2604 20250717 12690 ... 12690 12535 NR
43 NR2605 20250717 12660 ... 12695 12565 NR
44 NR2606 20250717 12635 ... 12635 12565 NR
45 NR2607 20250717 ... 12510 12510 NR
47 BC2508 20250717 69010 ... 69080 69170 BC
48 BC2509 20250717 69150 ... 69190 69260 BC
49 BC2510 20250717 ... 69250 69400 BC
50 BC2511 20250717 ... 69190 69190 BC
51 BC2512 20250717 ... 69320 69320 BC
52 BC2601 20250717 ... 69480 69480 BC
53 BC2602 20250717 ... 69410 69410 BC
54 BC2603 20250717 ... 69290 69290 BC
55 BC2604 20250717 ... 69430 69430 BC
56 BC2605 20250717 ... 69460 69460 BC
57 BC2606 20250717 ... 67820 67820 BC
58 BC2607 20250717 ... 67820 67820 BC
60 EC2508 20250717 2153 ... 2141.6 2148.5 EC
61 EC2510 20250717 1609 ... 1588.4 1652 EC
62 EC2512 20250717 1774.2 ... 1752.1 1807.5 EC
63 EC2602 20250717 1485.5 ... 1470.3 1505.9 EC
64 EC2604 20250717 1289.1 ... 1289.8 1316.5 EC
65 EC2606 20250717 1421.6 ... 1443.4 1461.8 EC
68 SC_TAS2508 20250717 ... SC_TAS
69 SC_TAS2509 20250717 ... SC_TAS
70 SC_TAS2510 20250717 ... SC_TAS
71 SC_TAS2511 20250717 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 16:25:55,459 - future_1d - INFO - ak.get_ine_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 IC2507 20250717 6010.000 ... 6077.600 6012.200 IC
1 IC2508 20250717 5960.000 ... 6025.200 5954.800 IC
2 IC2509 20250717 5900.000 ... 5972.400 5899.600 IC
3 IC2512 20250717 5766.000 ... 5845.000 5773.600 IC
4 IF2507 20250717 4003.600 ... 4028.400 4001.200 IF
5 IF2508 20250717 3979.600 ... 4018.200 3987.200 IF
6 IF2509 20250717 3976.000 ... 4005.400 3974.800 IF
7 IF2512 20250717 3928.800 ... 3970.000 3940.200 IF
8 IH2507 20250717 2732.800 ... 2741.000 2734.200 IH
9 IH2508 20250717 2728.600 ... 2738.600 2732.200 IH
10 IH2509 20250717 2728.200 ... 2738.200 2730.800 IH
11 IH2512 20250717 2731.200 ... 2740.400 2732.200 IH
12 IM2507 20250717 6441.000 ... 6525.000 6446.000 IM
13 IM2508 20250717 6375.800 ... 6458.000 6375.200 IM
14 IM2509 20250717 6295.000 ... 6383.600 6300.800 IM
15 IM2512 20250717 6114.200 ... 6197.000 6118.600 IM
16 T2509 20250717 108.865 ... 108.875 108.860 T
17 T2512 20250717 108.915 ... 108.930 108.920 T
18 T2603 20250717 108.885 ... 108.910 108.885 T
19 TF2509 20250717 106.020 ... 106.040 106.020 TF
20 TF2512 20250717 106.095 ... 106.105 106.090 TF
21 TF2603 20250717 106.145 ... 106.160 106.130 TF
22 TL2509 20250717 120.750 ... 120.730 120.750 TL
23 TL2512 20250717 120.610 ... 120.550 120.590 TL
24 TL2603 20250717 120.400 ... 120.320 120.370 TL
25 TS2509 20250717 102.428 ... 102.436 102.430 TS
26 TS2512 20250717 102.472 ... 102.504 102.506 TS
27 TS2603 20250717 102.598 ... 102.594 102.598 TS
[28 rows x 12 columns]
2025-07-24 16:25:55,776 - future_1d - INFO - ak.get_cffex_daily('2025-07-17') done
2025-07-24 16:25:57,495 - future_1d - INFO - save future_daily 2025-07-17 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250718 ... 78310 77900 CU
1 1 CU2509 20250718 ... 78330 77920 CU
2 2 CU2510 20250718 ... 78290 77870 CU
3 3 CU2511 20250718 ... 78230 77840 CU
4 4 CU2512 20250718 ... 78160 77770 CU
5 5 CU2601 20250718 ... 78120 77720 CU
6 6 CU2602 20250718 ... 78100 77680 CU
7 7 CU2603 20250718 ... 78040 77690 CU
8 8 CU2604 20250718 ... 78020 77710 CU
9 9 CU2605 20250718 ... 78070 77710 CU
10 10 CU2606 20250718 ... 78080 77680 CU
11 11 CU2607 20250718 ... 78120 77670 CU
12 12 BC2508 20250718 ... 69490 69080 BC
13 13 BC2509 20250718 ... 69570 69190 BC
14 14 BC2510 20250718 ... 69630 69250 BC
15 15 BC2511 20250718 ... 69190 69190 BC
16 16 BC2512 20250718 ... 69320 69320 BC
17 17 BC2601 20250718 ... 69480 69480 BC
18 18 BC2602 20250718 ... 69410 69410 BC
19 19 BC2603 20250718 ... 69290 69290 BC
20 20 BC2604 20250718 ... 69430 69430 BC
21 21 BC2605 20250718 ... 69460 69460 BC
22 22 BC2606 20250718 ... 68190 67820 BC
23 23 BC2607 20250718 ... 67820 67820 BC
24 24 AL2508 20250718 ... 20550 20455 AL
25 25 AL2509 20250718 ... 20505 20425 AL
26 26 AL2510 20250718 ... 20435 20365 AL
27 27 AL2511 20250718 ... 20365 20300 AL
28 28 AL2512 20250718 ... 20315 20245 AL
29 29 AL2601 20250718 ... 20285 20220 AL
30 30 AL2602 20250718 ... 20285 20215 AL
31 31 AL2603 20250718 ... 20285 20230 AL
32 32 AL2604 20250718 ... 20300 20230 AL
33 33 AL2605 20250718 ... 20295 20255 AL
34 34 AL2606 20250718 ... 20315 20250 AL
35 35 AL2607 20250718 ... 20315 20245 AL
36 36 ZN2508 20250718 ... 22295 22080 ZN
37 37 ZN2509 20250718 ... 22300 22060 ZN
38 38 ZN2510 20250718 ... 22275 22035 ZN
39 39 ZN2511 20250718 ... 22235 22005 ZN
40 40 ZN2512 20250718 ... 22190 21970 ZN
41 41 ZN2601 20250718 ... 22165 21935 ZN
42 42 ZN2602 20250718 ... 22110 21935 ZN
43 43 ZN2603 20250718 ... 22150 21945 ZN
44 44 ZN2604 20250718 ... 22165 22010 ZN
45 45 ZN2605 20250718 ... 22125 21965 ZN
46 46 ZN2606 20250718 ... 22135 21925 ZN
47 47 ZN2607 20250718 ... 22135 22000 ZN
48 48 PB2508 20250718 ... 16815 16870 PB
49 49 PB2509 20250718 ... 16850 16905 PB
50 50 PB2510 20250718 ... 16875 16945 PB
51 51 PB2511 20250718 ... 16890 16975 PB
52 52 PB2512 20250718 ... 16905 16980 PB
53 53 PB2601 20250718 ... 16900 17025 PB
54 54 PB2602 20250718 ... 16965 16965 PB
55 55 PB2603 20250718 ... 16955 16990 PB
56 56 PB2604 20250718 ... 16950 16990 PB
57 57 PB2605 20250718 ... 16975 16985 PB
58 58 PB2606 20250718 ... 16980 17005 PB
59 59 PB2607 20250718 ... 16980 16990 PB
60 60 NI2508 20250718 ... 120250 119630 NI
61 61 NI2509 20250718 ... 120330 119760 NI
62 62 NI2510 20250718 ... 120400 119900 NI
63 63 NI2511 20250718 ... 120370 119950 NI
64 64 NI2512 20250718 ... 120660 120200 NI
65 65 NI2601 20250718 ... 120920 120460 NI
66 66 NI2602 20250718 ... 121100 120700 NI
67 67 NI2603 20250718 ... 121260 120840 NI
68 68 NI2604 20250718 ... 121480 121130 NI
69 69 NI2605 20250718 ... 121770 121400 NI
70 70 NI2606 20250718 ... 122040 121380 NI
71 71 NI2607 20250718 ... 121820 121360 NI
72 72 SN2508 20250718 ... 263900 261740 SN
73 73 SN2509 20250718 ... 264190 261930 SN
74 74 SN2510 20250718 ... 264280 261940 SN
75 75 SN2511 20250718 ... 264400 262010 SN
76 76 SN2512 20250718 ... 264710 262120 SN
77 77 SN2601 20250718 ... 264790 262400 SN
78 78 SN2602 20250718 ... 264700 262080 SN
79 79 SN2603 20250718 ... 264500 262640 SN
80 80 SN2604 20250718 ... 265010 262930 SN
81 81 SN2605 20250718 ... 265510 262620 SN
82 82 SN2606 20250718 ... 266120 262240 SN
83 83 SN2607 20250718 ... 265090 262000 SN
84 84 AO2508 20250718 ... 3148 3093 AO
85 85 AO2509 20250718 ... 3124 3082 AO
86 86 AO2510 20250718 ... 3106 3066 AO
87 87 AO2511 20250718 ... 3099 3053 AO
88 88 AO2512 20250718 ... 3093 3044 AO
89 89 AO2601 20250718 ... 3087 3040 AO
90 90 AO2602 20250718 ... 3087 3033 AO
91 91 AO2603 20250718 ... 3073 3030 AO
92 92 AO2604 20250718 ... 3058 3022 AO
93 93 AO2605 20250718 ... 3055 3017 AO
94 94 AO2606 20250718 ... 3048 3010 AO
95 95 AO2607 20250718 ... 3046 3009 AO
96 96 AD2511 20250718 ... 19885 19835 AD
97 97 AD2512 20250718 ... 19820 19760 AD
98 98 AD2601 20250718 ... 19740 19705 AD
99 99 AD2602 20250718 ... 19685 19680 AD
100 100 AD2603 20250718 ... 19680 19760 AD
101 101 AD2604 20250718 ... 19690 19675 AD
102 102 AD2605 20250718 ... 19640 19595 AD
103 103 AD2606 20250718 ... 19635 19600 AD
104 104 AD2607 20250718 ... 19550 19550 AD
105 105 AU2508 20250718 ... 773 775.56 AU
106 106 AU2509 20250718 ... 773.84 776.22 AU
107 107 AU2510 20250718 ... 775.34 777.66 AU
108 108 AU2512 20250718 ... 777.26 779.78 AU
109 109 AU2602 20250718 ... 779.48 782.38 AU
110 110 AU2604 20250718 ... 782.12 784.48 AU
111 111 AU2606 20250718 ... 783.84 786.5 AU
112 112 AU2608 20250718 ... 786.84 787.68 AU
113 113 AG2508 20250718 ... 9159 9123 AG
114 114 AG2509 20250718 ... 9176 9133 AG
115 115 AG2510 20250718 ... 9186 9149 AG
116 116 AG2511 20250718 ... 9199 9158 AG
117 117 AG2512 20250718 ... 9205 9167 AG
118 118 AG2601 20250718 ... 9221 9166 AG
119 119 AG2602 20250718 ... 9234 9189 AG
120 120 AG2603 20250718 ... 9251 9203 AG
121 121 AG2604 20250718 ... 9256 9210 AG
122 122 AG2605 20250718 ... 9272 9224 AG
123 123 AG2606 20250718 ... 9285 9240 AG
124 124 AG2607 20250718 ... 9315 9249 AG
125 125 RB2508 20250718 ... 3083 3066 RB
126 126 RB2509 20250718 ... 3103 3080 RB
127 127 RB2510 20250718 ... 3156 3124 RB
128 128 RB2511 20250718 ... 3178 3148 RB
129 129 RB2512 20250718 ... 3200 3170 RB
130 130 RB2601 20250718 ... 3200 3171 RB
131 131 RB2602 20250718 ... 3190 3159 RB
132 132 RB2603 20250718 ... 3196 3166 RB
133 133 RB2604 20250718 ... 3197 3170 RB
134 134 RB2605 20250718 ... 3213 3186 RB
135 135 RB2606 20250718 ... 3220 3193 RB
136 136 RB2607 20250718 ... 3225 3199 RB
137 137 WR2508 20250718 ... 3212 3212 WR
138 138 WR2509 20250718 ... 3335 3335 WR
139 139 WR2510 20250718 ... 3431 3377 WR
140 140 WR2511 20250718 ... 3408 3408 WR
141 141 WR2512 20250718 ... 3447 3392 WR
142 142 WR2601 20250718 ... 3400 3355 WR
143 143 WR2602 20250718 ... 3396 3396 WR
144 144 WR2603 20250718 ... 3387 3387 WR
145 145 WR2604 20250718 ... 3437 3392 WR
146 146 WR2605 20250718 ... 3379 3370 WR
147 147 WR2606 20250718 ... 3400 3400 WR
148 148 WR2607 20250718 ... 3400 3400 WR
149 149 HC2508 20250718 ... 3304 3274 HC
150 150 HC2509 20250718 ... 3326 3281 HC
151 151 HC2510 20250718 ... 3321 3280 HC
152 152 HC2511 20250718 ... 3325 3284 HC
153 153 HC2512 20250718 ... 3328 3286 HC
154 154 HC2601 20250718 ... 3332 3295 HC
155 155 HC2602 20250718 ... 3335 3295 HC
156 156 HC2603 20250718 ... 3338 3298 HC
157 157 HC2604 20250718 ... 3353 3304 HC
158 158 HC2605 20250718 ... 3333 3298 HC
159 159 HC2606 20250718 ... 3344 3305 HC
160 160 HC2607 20250718 ... 3336 3315 HC
161 161 SS2508 20250718 ... 12745 12695 SS
162 162 SS2509 20250718 ... 12735 12675 SS
163 163 SS2510 20250718 ... 12775 12725 SS
164 164 SS2511 20250718 ... 12805 12755 SS
165 165 SS2512 20250718 ... 12830 12795 SS
166 166 SS2601 20250718 ... 12875 12845 SS
167 167 SS2602 20250718 ... 12910 12855 SS
168 168 SS2603 20250718 ... 12965 12900 SS
169 169 SS2604 20250718 ... 13005 12940 SS
170 170 SS2605 20250718 ... 13025 13000 SS
171 171 SS2606 20250718 ... 13045 13045 SS
172 172 SS2607 20250718 ... 13090 13055 SS
173 173 SC2508 20250718 ... 523.5 513.6 SC
174 174 SC2509 20250718 ... 511.1 502.9 SC
175 175 SC2510 20250718 ... 504.1 496.6 SC
176 176 SC2511 20250718 ... 498.6 491.3 SC
177 177 SC2512 20250718 ... 495 488 SC
178 178 SC2601 20250718 ... 490.5 485 SC
179 179 SC2602 20250718 ... 488 481 SC
180 180 SC2603 20250718 ... 485.7 480.1 SC
181 181 SC2604 20250718 ... 483.9 476.1 SC
182 182 SC2605 20250718 ... 479.5 474.5 SC
183 183 SC2606 20250718 ... 480.5 473.4 SC
184 184 SC2607 20250718 ... 475.5 475.5 SC
185 185 SC2609 20250718 ... 471.9 473.5 SC
186 186 SC2612 20250718 ... 471.1 466.7 SC
187 187 SC2703 20250718 ... 472.1 463.8 SC
188 188 SC2706 20250718 ... 471.4 461.7 SC
189 189 SC2709 20250718 ... 469.1 461.7 SC
190 190 SC2712 20250718 ... 467.2 460 SC
191 191 SC2803 20250718 ... 465 461.9 SC
192 192 SC2806 20250718 ... 466.8 457.6 SC
193 193 LU2508 20250718 ... 3592 3568 LU
194 194 LU2509 20250718 ... 3596 3585 LU
195 195 LU2510 20250718 ... 3595 3579 LU
196 196 LU2511 20250718 ... 3572 3558 LU
197 197 LU2512 20250718 ... 3545 3536 LU
198 198 LU2601 20250718 ... 3541 3518 LU
199 199 LU2602 20250718 ... 3527 3496 LU
200 200 LU2603 20250718 ... 3514 3479 LU
201 201 LU2604 20250718 ... 3477 3452 LU
202 202 LU2605 20250718 ... 3494 3441 LU
203 203 LU2606 20250718 ... 3486 3411 LU
204 204 LU2607 20250718 ... 3456 3419 LU
205 205 FU2508 20250718 ... 2854 2820 FU
206 206 FU2509 20250718 ... 2880 2861 FU
207 207 FU2510 20250718 ... 2889 2873 FU
208 208 FU2511 20250718 ... 2882 2866 FU
209 209 FU2512 20250718 ... 2871 2854 FU
210 210 FU2601 20250718 ... 2863 2844 FU
211 211 FU2602 20250718 ... 2851 2835 FU
212 212 FU2603 20250718 ... 2838 2823 FU
213 213 FU2604 20250718 ... 2825 2812 FU
214 214 FU2605 20250718 ... 2803 2790 FU
215 215 FU2606 20250718 ... 2796 2780 FU
216 216 FU2607 20250718 ... 2785 2771 FU
217 217 BU2508 20250718 ... 3669 3651 BU
218 218 BU2509 20250718 ... 3647 3628 BU
219 219 BU2510 20250718 ... 3594 3574 BU
220 220 BU2511 20250718 ... 3542 3521 BU
221 221 BU2512 20250718 ... 3471 3455 BU
222 222 BU2601 20250718 ... 3433 3413 BU
223 223 BU2602 20250718 ... 3412 3420 BU
224 224 BU2603 20250718 ... 3409 3401 BU
225 225 BU2604 20250718 ... 3408 3402 BU
226 226 BU2605 20250718 ... 3399 3397 BU
227 227 BU2606 20250718 ... 3398 3394 BU
228 228 BU2607 20250718 ... 3407 3371 BU
229 229 BU2609 20250718 ... 3403 3363 BU
230 230 BU2612 20250718 ... 3338 3327 BU
231 231 BU2703 20250718 ... 3325 3338 BU
232 232 BU2706 20250718 ... 3326 3337 BU
233 233 BR2508 20250718 ... 11710 11520 BR
234 234 BR2509 20250718 ... 11675 11480 BR
235 235 BR2510 20250718 ... 11650 11470 BR
236 236 BR2511 20250718 ... 11655 11475 BR
237 237 BR2512 20250718 ... 11655 11490 BR
238 238 BR2601 20250718 ... 11650 11500 BR
239 239 BR2602 20250718 ... 11630 11510 BR
240 240 BR2603 20250718 ... 11650 11460 BR
241 241 BR2604 20250718 ... 11630 11510 BR
242 242 BR2605 20250718 ... 11640 11500 BR
243 243 BR2606 20250718 ... 11640 11490 BR
244 244 BR2607 20250718 ... 11665 11530 BR
245 245 RU2508 20250718 ... 14795 14575 RU
246 246 RU2509 20250718 ... 14840 14570 RU
247 247 RU2510 20250718 ... 14835 14550 RU
248 248 RU2511 20250718 ... 14820 14570 RU
249 249 RU2601 20250718 ... 15650 15440 RU
250 250 RU2603 20250718 ... 15620 15385 RU
251 251 RU2604 20250718 ... 15670 15450 RU
252 252 RU2605 20250718 ... 15685 15495 RU
253 253 RU2606 20250718 ... 15670 15525 RU
254 254 RU2607 20250718 ... 15695 15570 RU
255 255 NR2508 20250718 ... 12700 12520 NR
256 256 NR2509 20250718 ... 12730 12540 NR
257 257 NR2510 20250718 ... 12730 12560 NR
258 258 NR2511 20250718 ... 12765 12575 NR
259 259 NR2512 20250718 ... 12825 12610 NR
260 260 NR2601 20250718 ... 12805 12585 NR
261 261 NR2602 20250718 ... 12825 12630 NR
262 262 NR2603 20250718 ... 12860 12495 NR
263 263 NR2604 20250718 ... 12840 12690 NR
264 264 NR2605 20250718 ... 12885 12695 NR
265 265 NR2606 20250718 ... 12950 12635 NR
266 266 NR2607 20250718 ... 12520 12510 NR
267 267 SP2508 20250718 ... 5276 5212 SP
268 268 SP2509 20250718 ... 5292 5246 SP
269 269 SP2510 20250718 ... 5284 5242 SP
270 270 SP2511 20250718 ... 5262 5220 SP
271 271 SP2512 20250718 ... 5218 5186 SP
272 272 SP2601 20250718 ... 5444 5408 SP
273 273 SP2602 20250718 ... 5396 5344 SP
274 274 SP2603 20250718 ... 5392 5346 SP
275 275 SP2604 20250718 ... 5384 5340 SP
276 276 SP2605 20250718 ... 5386 5346 SP
277 277 SP2606 20250718 ... 5380 5350 SP
278 278 SP2607 20250718 ... 5390 5350 SP
279 279 EC2508 20250718 ... 2219.6 2141.6 EC
280 280 EC2510 20250718 ... 1631.1 1588.4 EC
281 281 EC2512 20250718 ... 1809.5 1752.1 EC
282 282 EC2602 20250718 ... 1513.1 1470.3 EC
283 283 EC2604 20250718 ... 1332.9 1289.8 EC
284 284 EC2606 20250718 ... 1459.3 1443.4 EC
285 285 SC_TAS2508 20250718 ... SC_TAS
286 286 SC_TAS2509 20250718 ... SC_TAS
287 287 SC_TAS2510 20250718 ... SC_TAS
288 288 SC_TAS2511 20250718 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 16:26:03,151 - future_1d - INFO - ak.get_shfe_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 PS2508 20250718 45695.0 ... 44670.0 44300.0 PS
1 PS2509 20250718 45105.0 ... 44175.0 44015.0 PS
2 PS2510 20250718 45180.0 ... 43905.0 43725.0 PS
3 PS2511 20250718 44800.0 ... 43535.0 43260.0 PS
4 PS2512 20250718 46500.0 ... 45790.0 45265.0 PS
5 PS2601 20250718 46625.0 ... 45550.0 45035.0 PS
6 PS2602 20250718 46225.0 ... 45270.0 45355.0 PS
7 PS2603 20250718 46120.0 ... 45325.0 45185.0 PS
8 PS2604 20250718 46075.0 ... 44790.0 44630.0 PS
9 PS2605 20250718 46395.0 ... 45200.0 44580.0 PS
10 PS2606 20250718 47300.0 ... 46070.0 46000.0 PS
11 PS2607 20250718 46795.0 ... 45585.0 45995.0 PS
13 SI2508 20250718 8805.0 ... 8840.0 8715.0 SI
14 SI2509 20250718 8840.0 ... 8820.0 8710.0 SI
15 SI2510 20250718 8785.0 ... 8805.0 8700.0 SI
16 SI2511 20250718 8780.0 ... 8730.0 8640.0 SI
17 SI2512 20250718 9030.0 ... 9035.0 8950.0 SI
18 SI2601 20250718 8990.0 ... 8970.0 8895.0 SI
19 SI2602 20250718 8955.0 ... 8970.0 8885.0 SI
20 SI2603 20250718 8990.0 ... 8955.0 8880.0 SI
21 SI2604 20250718 8930.0 ... 8950.0 8865.0 SI
22 SI2605 20250718 8905.0 ... 8910.0 8860.0 SI
23 SI2606 20250718 8905.0 ... 8885.0 8860.0 SI
24 SI2607 20250718 8905.0 ... 8875.0 8860.0 SI
27 LC2508 20250718 69140.0 ... 69620.0 67940.0 LC
28 LC2509 20250718 68980.0 ... 69520.0 68040.0 LC
29 LC2510 20250718 68380.0 ... 68800.0 67800.0 LC
30 LC2511 20250718 68860.0 ... 68360.0 67260.0 LC
31 LC2512 20250718 68720.0 ... 68380.0 67420.0 LC
32 LC2601 20250718 68400.0 ... 68240.0 67240.0 LC
33 LC2602 20250718 68220.0 ... 68120.0 67460.0 LC
34 LC2603 20250718 68180.0 ... 68100.0 67260.0 LC
35 LC2604 20250718 68000.0 ... 68440.0 67500.0 LC
36 LC2605 20250718 68000.0 ... 68440.0 67420.0 LC
37 LC2606 20250718 68380.0 ... 68300.0 67400.0 LC
38 LC2607 20250718 68440.0 ... 68300.0 67380.0 LC
[36 rows x 12 columns]
2025-07-24 16:26:03,543 - future_1d - INFO - ak.get_gfex_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 a2509 20250718 4200.00 ... 4198.00 4194.00 A
1 a2511 20250718 4115.00 ... 4117.00 4106.00 A
2 a2601 20250718 4103.00 ... 4108.00 4095.00 A
3 a2603 20250718 4091.00 ... 4097.00 4084.00 A
4 a2605 20250718 4118.00 ... 4132.00 4117.00 A
5 a2607 20250718 4123.00 ... 4122.00 4113.00 A
6 b2508 20250718 3615.00 ... 3641.00 3582.00 B
7 b2509 20250718 3688.00 ... 3711.00 3667.00 B
8 b2510 20250718 3731.00 ... 3752.00 3716.00 B
9 b2511 20250718 3730.00 ... 3757.00 3718.00 B
10 b2512 20250718 3746.00 ... 3766.00 3729.00 B
11 b2601 20250718 3728.00 ... 3756.00 3711.00 B
12 b2602 20250718 3689.00 ... 3700.00 3673.00 B
13 b2603 20250718 3589.00 ... 3602.00 3576.00 B
14 b2604 20250718 3487.00 ... 3492.00 3470.00 B
15 b2605 20250718 3404.00 ... 3419.00 3395.00 B
16 b2606 20250718 3394.00 ... 3410.00 3385.00 B
17 b2607 20250718 3403.00 ... 3417.00 3388.00 B
18 bb2509 20250718 150.45 ... 152.30 146.75 BB
19 bb2511 20250718 148.95 ... 150.80 148.35 BB
20 bb2601 20250718 146.85 ... 146.45 145.40 BB
21 bb2603 20250718 0.00 ... 152.95 151.90 BB
22 bb2605 20250718 0.00 ... 152.95 151.90 BB
23 bb2607 20250718 0.00 ... 152.95 151.90 BB
24 bz2603 20250718 6125.00 ... 6156.00 6139.00 BZ
25 bz2604 20250718 6117.00 ... 6139.00 6132.00 BZ
26 bz2605 20250718 6120.00 ... 6132.00 6120.00 BZ
27 bz2606 20250718 6115.00 ... 6130.00 6122.00 BZ
28 c2509 20250718 2300.00 ... 2305.00 2286.00 C
29 c2511 20250718 2266.00 ... 2273.00 2259.00 C
30 c2601 20250718 2240.00 ... 2240.00 2234.00 C
31 c2603 20250718 2244.00 ... 2242.00 2240.00 C
32 c2605 20250718 2278.00 ... 2281.00 2273.00 C
33 c2607 20250718 2294.00 ... 2294.00 2285.00 C
34 cs2509 20250718 2649.00 ... 2650.00 2632.00 CS
35 cs2511 20250718 2598.00 ... 2600.00 2588.00 CS
36 cs2601 20250718 2611.00 ... 2611.00 2603.00 CS
37 cs2603 20250718 2598.00 ... 2600.00 2591.00 CS
38 cs2605 20250718 2641.00 ... 2645.00 2639.00 CS
39 cs2607 20250718 2648.00 ... 2652.00 2638.00 CS
40 eb2507 20250718 7350.00 ... 7350.00 7260.00 EB
41 eb2508 20250718 7291.00 ... 7317.00 7290.00 EB
42 eb2509 20250718 7233.00 ... 7246.00 7221.00 EB
43 eb2510 20250718 7170.00 ... 7189.00 7160.00 EB
44 eb2511 20250718 7122.00 ... 7131.00 7102.00 EB
45 eb2512 20250718 7093.00 ... 7107.00 7073.00 EB
46 eb2601 20250718 7092.00 ... 7108.00 7074.00 EB
47 eb2602 20250718 7116.00 ... 7124.00 7092.00 EB
48 eb2603 20250718 7137.00 ... 7134.00 7109.00 EB
49 eb2604 20250718 7136.00 ... 7151.00 7113.00 EB
50 eb2605 20250718 7128.00 ... 7142.00 7114.00 EB
51 eb2606 20250718 7123.00 ... 7144.00 7102.00 EB
52 eg2507 20250718 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250718 4331.00 ... 4345.00 4326.00 EG
54 eg2509 20250718 4381.00 ... 4376.00 4367.00 EG
55 eg2510 20250718 4368.00 ... 4371.00 4368.00 EG
56 eg2511 20250718 4396.00 ... 4372.00 4355.00 EG
57 eg2512 20250718 4357.00 ... 4367.00 4355.00 EG
58 eg2601 20250718 4360.00 ... 4362.00 4350.00 EG
59 eg2602 20250718 4364.00 ... 4365.00 4353.00 EG
60 eg2603 20250718 4366.00 ... 4366.00 4355.00 EG
61 eg2604 20250718 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250718 4396.00 ... 4393.00 4383.00 EG
63 eg2606 20250718 0.00 ... 4380.00 4380.00 EG
64 fb2508 20250718 1349.50 ... 1358.50 1356.50 FB
65 fb2509 20250718 1287.50 ... 1285.00 1294.00 FB
66 fb2510 20250718 1305.00 ... 1302.50 1309.00 FB
67 fb2511 20250718 1312.00 ... 1302.00 1306.50 FB
68 fb2512 20250718 1323.00 ... 1309.00 1309.50 FB
69 fb2601 20250718 1318.50 ... 1302.00 1307.50 FB
70 fb2602 20250718 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250718 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250718 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250718 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250718 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250718 0.00 ... 1297.00 1297.00 FB
76 i2508 20250718 792.00 ... 794.00 781.00 I
77 i2509 20250718 788.50 ... 792.50 782.00 I
78 i2510 20250718 784.00 ... 784.50 776.50 I
79 i2511 20250718 775.00 ... 776.50 768.00 I
80 i2512 20250718 765.00 ... 769.50 760.00 I
81 i2601 20250718 757.00 ... 759.00 750.00 I
82 i2602 20250718 752.50 ... 755.50 747.00 I
83 i2603 20250718 747.00 ... 751.50 742.00 I
84 i2604 20250718 741.50 ... 745.50 737.00 I
85 i2605 20250718 733.50 ... 735.50 728.00 I
86 i2606 20250718 728.00 ... 730.50 722.50 I
87 i2607 20250718 723.00 ... 725.00 717.50 I
88 j2508 20250718 1467.00 ... 1477.00 1467.00 J
89 j2509 20250718 1520.00 ... 1526.00 1499.50 J
90 j2510 20250718 1528.50 ... 1544.00 1509.00 J
91 j2511 20250718 1557.50 ... 1549.50 1533.50 J
92 j2512 20250718 1563.00 ... 1565.50 1537.00 J
93 j2601 20250718 1562.00 ... 1570.00 1542.50 J
94 j2602 20250718 0.00 ... 1572.50 1545.50 J
95 j2603 20250718 0.00 ... 1589.00 1589.00 J
96 j2604 20250718 0.00 ... 1575.50 1575.50 J
97 j2605 20250718 1590.00 ... 1601.00 1584.50 J
98 j2606 20250718 1620.00 ... 1620.00 1587.50 J
99 j2607 20250718 0.00 ... 1591.50 1591.50 J
100 jd2507 20250718 2982.00 ... 2982.00 2814.00 JD
101 jd2508 20250718 3485.00 ... 3513.00 3462.00 JD
102 jd2509 20250718 3608.00 ... 3613.00 3594.00 JD
103 jd2510 20250718 3379.00 ... 3373.00 3388.00 JD
104 jd2511 20250718 3385.00 ... 3387.00 3393.00 JD
105 jd2512 20250718 3539.00 ... 3543.00 3541.00 JD
106 jd2601 20250718 3585.00 ... 3606.00 3601.00 JD
107 jd2602 20250718 3175.00 ... 3175.00 3176.00 JD
108 jd2603 20250718 3183.00 ... 3179.00 3179.00 JD
109 jd2604 20250718 3318.00 ... 3311.00 3313.00 JD
110 jd2605 20250718 3395.00 ... 3394.00 3390.00 JD
111 jd2606 20250718 3248.00 ... 3254.00 3258.00 JD
112 jm2508 20250718 866.00 ... 869.50 850.50 JM
113 jm2509 20250718 922.00 ... 932.50 903.00 JM
114 jm2510 20250718 932.00 ... 943.00 915.00 JM
115 jm2511 20250718 943.50 ... 957.00 929.50 JM
116 jm2512 20250718 962.50 ... 970.00 944.00 JM
117 jm2601 20250718 971.50 ... 978.00 951.50 JM
118 jm2602 20250718 974.00 ... 983.00 960.00 JM
119 jm2603 20250718 977.00 ... 987.00 965.50 JM
120 jm2604 20250718 983.50 ... 990.00 968.00 JM
121 jm2605 20250718 990.00 ... 995.00 976.50 JM
122 jm2606 20250718 1000.00 ... 1001.00 984.50 JM
123 jm2607 20250718 1013.50 ... 1020.50 994.50 JM
124 l2508 20250718 7197.00 ... 7203.00 7197.00 L
125 l2509 20250718 7218.00 ... 7225.00 7209.00 L
126 l2510 20250718 7222.00 ... 7236.00 7216.00 L
127 l2511 20250718 7229.00 ... 7239.00 7219.00 L
128 l2512 20250718 7231.00 ... 7243.00 7222.00 L
129 l2601 20250718 7235.00 ... 7248.00 7224.00 L
130 l2602 20250718 7229.00 ... 7224.00 7206.00 L
131 l2603 20250718 7235.00 ... 7225.00 7209.00 L
132 l2604 20250718 0.00 ... 7230.00 7230.00 L
133 l2605 20250718 7212.00 ... 7224.00 7196.00 L
134 l2606 20250718 7223.00 ... 7228.00 7191.00 L
135 l2607 20250718 7229.00 ... 7229.00 7209.00 L
136 lg2507 20250718 806.00 ... 807.00 801.00 LG
137 lg2509 20250718 838.00 ... 834.00 817.50 LG
138 lg2511 20250718 833.50 ... 832.50 813.50 LG
139 lg2601 20250718 840.00 ... 841.50 820.50 LG
140 lg2603 20250718 841.00 ... 840.50 817.00 LG
141 lg2605 20250718 854.00 ... 849.50 827.50 LG
142 lh2507 20250718 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250718 14065.00 ... 14115.00 13985.00 LH
144 lh2511 20250718 13555.00 ... 13610.00 13505.00 LH
145 lh2601 20250718 13800.00 ... 13805.00 13720.00 LH
146 lh2603 20250718 12985.00 ... 12990.00 12940.00 LH
147 lh2605 20250718 13140.00 ... 13195.00 13130.00 LH
148 m2508 20250718 3016.00 ... 3025.00 2985.00 M
149 m2509 20250718 3031.00 ... 3043.00 3011.00 M
150 m2511 20250718 3074.00 ... 3083.00 3051.00 M
151 m2512 20250718 3084.00 ... 3097.00 3069.00 M
152 m2601 20250718 3053.00 ... 3070.00 3038.00 M
153 m2603 20250718 2898.00 ... 2912.00 2887.00 M
154 m2605 20250718 2725.00 ... 2738.00 2715.00 M
155 m2607 20250718 2721.00 ... 2734.00 2711.00 M
156 p2508 20250718 8782.00 ... 8904.00 8758.00 P
157 p2509 20250718 8800.00 ... 8896.00 8764.00 P
158 p2510 20250718 8798.00 ... 8902.00 8770.00 P
159 p2511 20250718 8788.00 ... 8868.00 8766.00 P
160 p2512 20250718 8790.00 ... 8880.00 8742.00 P
161 p2601 20250718 8780.00 ... 8876.00 8752.00 P
162 p2602 20250718 8838.00 ... 8830.00 8710.00 P
163 p2603 20250718 8740.00 ... 8764.00 8668.00 P
164 p2604 20250718 0.00 ... 8632.00 8586.00 P
165 p2605 20250718 8550.00 ... 8608.00 8526.00 P
166 p2606 20250718 8544.00 ... 8544.00 8464.00 P
167 p2607 20250718 0.00 ... 8508.00 8420.00 P
168 pg2507 20250718 4088.00 ... 4048.00 4056.00 PG
169 pg2508 20250718 4084.00 ... 4062.00 4079.00 PG
170 pg2509 20250718 3992.00 ... 3988.00 3992.00 PG
171 pg2510 20250718 4403.00 ... 4402.00 4412.00 PG
172 pg2511 20250718 4325.00 ... 4322.00 4334.00 PG
173 pg2512 20250718 4250.00 ... 4251.00 4259.00 PG
174 pg2601 20250718 4176.00 ... 4178.00 4187.00 PG
175 pg2602 20250718 4096.00 ... 4101.00 4106.00 PG
176 pg2603 20250718 4017.00 ... 4019.00 4027.00 PG
177 pg2604 20250718 4310.00 ... 4315.00 4323.00 PG
178 pg2605 20250718 4229.00 ... 4212.00 4223.00 PG
179 pg2606 20250718 4159.00 ... 4153.00 4148.00 PG
180 pp2508 20250718 6991.00 ... 7000.00 6990.00 PP
181 pp2509 20250718 7023.00 ... 7022.00 7010.00 PP
182 pp2510 20250718 7006.00 ... 7015.00 6994.00 PP
183 pp2511 20250718 7010.00 ... 7018.00 6998.00 PP
184 pp2512 20250718 7013.00 ... 7023.00 7002.00 PP
185 pp2601 20250718 7020.00 ... 7021.00 7006.00 PP
186 pp2602 20250718 7021.00 ... 7021.00 7005.00 PP
187 pp2603 20250718 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250718 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250718 7005.00 ... 7020.00 6999.00 PP
190 pp2606 20250718 7010.00 ... 7001.00 6990.00 PP
191 pp2607 20250718 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250718 3582.00 ... 3579.00 3574.00 RR
193 rr2509 20250718 3620.00 ... 3618.00 3617.00 RR
194 rr2510 20250718 3627.00 ... 3630.00 3625.00 RR
195 rr2511 20250718 3620.00 ... 3621.00 3616.00 RR
196 rr2512 20250718 3609.00 ... 3614.00 3613.00 RR
197 rr2601 20250718 3620.00 ... 3618.00 3617.00 RR
198 rr2602 20250718 3613.00 ... 3621.00 3620.00 RR
199 rr2603 20250718 3621.00 ... 3641.00 3615.00 RR
200 rr2604 20250718 3626.00 ... 3626.00 3626.00 RR
201 rr2605 20250718 3630.00 ... 3628.00 3622.00 RR
202 rr2606 20250718 3620.00 ... 3620.00 3614.00 RR
203 rr2607 20250718 0.00 ... 3618.00 3618.00 RR
204 v2508 20250718 4911.00 ... 4921.00 4906.00 V
205 v2509 20250718 4955.00 ... 4957.00 4944.00 V
206 v2510 20250718 4986.00 ... 4989.00 4974.00 V
207 v2511 20250718 5020.00 ... 5014.00 5003.00 V
208 v2512 20250718 5045.00 ... 5047.00 5031.00 V
209 v2601 20250718 5074.00 ... 5075.00 5061.00 V
210 v2602 20250718 5098.00 ... 5101.00 5075.00 V
211 v2603 20250718 5125.00 ... 5127.00 5101.00 V
212 v2604 20250718 5287.00 ... 5263.00 5238.00 V
213 v2605 20250718 5262.00 ... 5271.00 5254.00 V
214 v2606 20250718 5300.00 ... 5291.00 5270.00 V
215 v2607 20250718 5318.00 ... 5305.00 5285.00 V
216 y2508 20250718 8042.00 ... 8138.00 8030.00 Y
217 y2509 20250718 8096.00 ... 8130.00 8052.00 Y
218 y2511 20250718 8086.00 ... 8138.00 8060.00 Y
219 y2512 20250718 8106.00 ... 8154.00 8072.00 Y
220 y2601 20250718 8040.00 ... 8094.00 8012.00 Y
221 y2603 20250718 7904.00 ... 7950.00 7892.00 Y
222 y2605 20250718 7676.00 ... 7716.00 7660.00 Y
223 y2607 20250718 7776.00 ... 7714.00 7642.00 Y
[224 rows x 12 columns]
2025-07-24 16:26:04,137 - future_1d - INFO - ak.get_dce_daily('2025-07-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250718 7855.0 7906.0 ... 432119.96 7878.0 7831.0 AP
1 AP511 20250718 7693.0 7720.0 ... 7280.03 7663.0 7657.0 AP
2 AP512 20250718 7712.0 7731.0 ... 1030.69 7692.0 7670.0 AP
3 AP601 20250718 7703.0 7770.0 ... 24238.72 7742.0 7693.0 AP
4 AP603 20250718 7655.0 7699.0 ... 130.56 7680.0 7628.0 AP
5 AP604 20250718 7715.0 7722.0 ... 69.44 7716.0 7676.0 AP
6 AP605 20250718 7766.0 7766.0 ... 317.98 7756.0 7735.0 AP
7 CF509 20250718 14250.0 14375.0 ... 2614630.44 14300.0 14155.0 CF
8 CF511 20250718 13945.0 14005.0 ... 171819.58 13955.0 13960.0 CF
9 CF601 20250718 13960.0 14035.0 ... 670803.22 13980.0 13980.0 CF
10 CF603 20250718 13915.0 13985.0 ... 3540.16 13940.0 13920.0 CF
11 CF605 20250718 13945.0 13980.0 ... 21726.85 13935.0 13930.0 CF
12 CF607 20250718 13935.0 13985.0 ... 230.43 13965.0 13965.0 CF
13 CJ509 20250718 9400.0 9450.0 ... 68986.85 9395.0 9365.0 CJ
14 CJ512 20250718 10275.0 10330.0 ... 8703.16 10270.0 10220.0 CJ
15 CJ601 20250718 10405.0 10490.0 ... 659607.65 10400.0 10360.0 CJ
16 CJ603 20250718 10485.0 10550.0 ... 6759.79 10480.0 10450.0 CJ
17 CJ605 20250718 10620.0 10690.0 ... 46979.95 10620.0 10610.0 CJ
18 CJ607 20250718 10705.0 10750.0 ... 946.60 10695.0 10695.0 CJ
19 CY508 20250718 0.0 0.0 ... 0.00 20165.0 20000.0 CY
20 CY509 20250718 20470.0 20600.0 ... 90680.33 20525.0 20355.0 CY
21 CY510 20250718 0.0 0.0 ... 0.00 20135.0 19970.0 CY
22 CY511 20250718 0.0 0.0 ... 0.00 20150.0 20150.0 CY
23 CY512 20250718 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250718 20275.0 20365.0 ... 1095.30 20285.0 20270.0 CY
25 CY602 20250718 0.0 0.0 ... 0.00 19980.0 19960.0 CY
26 CY603 20250718 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250718 0.0 0.0 ... 0.00 19905.0 19880.0 CY
28 CY605 20250718 0.0 0.0 ... 0.00 20170.0 20170.0 CY
29 CY606 20250718 0.0 0.0 ... 0.00 20010.0 19955.0 CY
30 CY607 20250718 0.0 0.0 ... 0.00 19970.0 19900.0 CY
31 FG508 20250718 1108.0 1134.0 ... 14365.18 1110.0 1092.0 FG
32 FG509 20250718 1091.0 1118.0 ... 5544811.37 1095.0 1083.0 FG
33 FG510 20250718 1151.0 1169.0 ... 24677.46 1151.0 1142.0 FG
34 FG511 20250718 1122.0 1149.0 ... 40763.73 1131.0 1123.0 FG
35 FG512 20250718 1185.0 1206.0 ... 19584.24 1190.0 1183.0 FG
36 FG601 20250718 1170.0 1192.0 ... 605939.92 1175.0 1166.0 FG
37 FG602 20250718 1215.0 1233.0 ... 807.47 1220.0 1209.0 FG
38 FG603 20250718 1209.0 1227.0 ... 1355.38 1215.0 1203.0 FG
39 FG604 20250718 1243.0 1265.0 ... 625.58 1251.0 1239.0 FG
40 FG605 20250718 1235.0 1261.0 ... 17647.42 1247.0 1235.0 FG
41 FG606 20250718 1256.0 1280.0 ... 663.31 1266.0 1254.0 FG
42 FG607 20250718 1253.0 1276.0 ... 212.30 1264.0 1251.0 FG
43 JR509 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250718 2355.0 2369.0 ... 1552.76 2353.0 2351.0 MA
53 MA509 20250718 2373.0 2392.0 ... 1524182.05 2374.0 2369.0 MA
54 MA510 20250718 2401.0 2416.0 ... 40664.17 2398.0 2393.0 MA
55 MA511 20250718 2414.0 2431.0 ... 55647.94 2414.0 2410.0 MA
56 MA512 20250718 2436.0 2450.0 ... 22685.58 2434.0 2429.0 MA
57 MA601 20250718 2440.0 2456.0 ... 184775.09 2442.0 2436.0 MA
58 MA602 20250718 2432.0 2434.0 ... 14.56 2427.0 2421.0 MA
59 MA603 20250718 2428.0 2440.0 ... 36.42 2428.0 2421.0 MA
60 MA604 20250718 2406.0 2409.0 ... 19.23 2404.0 2401.0 MA
61 MA605 20250718 2368.0 2382.0 ... 2545.35 2370.0 2363.0 MA
62 MA606 20250718 2380.0 2387.0 ... 68.99 2379.0 2371.0 MA
63 MA607 20250718 2375.0 2380.0 ... 33.23 2373.0 2373.0 MA
64 OI509 20250718 9444.0 9601.0 ... 3191660.24 9529.0 9431.0 OI
65 OI511 20250718 9435.0 9583.0 ... 197932.10 9516.0 9414.0 OI
66 OI601 20250718 9375.0 9526.0 ... 513439.81 9458.0 9366.0 OI
67 OI603 20250718 9344.0 9471.0 ... 1334.44 9397.0 9311.0 OI
68 OI605 20250718 9274.0 9400.0 ... 4916.66 9347.0 9247.0 OI
69 OI607 20250718 0.0 0.0 ... 0.00 9343.0 9218.0 OI
70 PF508 20250718 6504.0 6590.0 ... 103731.49 6500.0 6496.0 PF
71 PF509 20250718 6366.0 6474.0 ... 642113.70 6406.0 6354.0 PF
72 PF510 20250718 6402.0 6500.0 ... 214881.79 6432.0 6376.0 PF
73 PF511 20250718 6370.0 6478.0 ... 79798.34 6410.0 6346.0 PF
74 PF512 20250718 6354.0 6444.0 ... 18560.95 6390.0 6332.0 PF
75 PF601 20250718 6362.0 6442.0 ... 10136.94 6388.0 6338.0 PF
76 PF602 20250718 6402.0 6448.0 ... 92.69 6392.0 6354.0 PF
77 PF603 20250718 6416.0 6464.0 ... 44.81 6402.0 6358.0 PF
78 PF604 20250718 6430.0 6478.0 ... 16.12 6450.0 6378.0 PF
79 PF605 20250718 6484.0 6490.0 ... 61.52 6476.0 6380.0 PF
80 PF606 20250718 0.0 0.0 ... 0.00 6412.0 6382.0 PF
81 PF607 20250718 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250718 8270.0 8286.0 ... 191143.72 8242.0 8258.0 PK
83 PK511 20250718 8102.0 8120.0 ... 96346.54 8072.0 8100.0 PK
84 PK512 20250718 8052.0 8052.0 ... 951.16 8028.0 8052.0 PK
85 PK601 20250718 8060.0 8076.0 ... 7886.24 8036.0 8052.0 PK
86 PK603 20250718 8038.0 8038.0 ... 232.71 8024.0 8022.0 PK
87 PK604 20250718 8028.0 8040.0 ... 168.50 8024.0 8022.0 PK
88 PK605 20250718 8040.0 8040.0 ... 545.81 8028.0 8022.0 PK
89 PM509 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250718 5926.0 6004.0 ... 7277.94 5962.0 5922.0 PR
96 PR509 20250718 5908.0 5990.0 ... 520108.85 5938.0 5894.0 PR
97 PR510 20250718 5914.0 5994.0 ... 235166.94 5944.0 5908.0 PR
98 PR511 20250718 5906.0 5974.0 ... 32129.97 5932.0 5898.0 PR
99 PR512 20250718 5892.0 5942.0 ... 88.66 5910.0 5886.0 PR
100 PR601 20250718 5866.0 5914.0 ... 1820.59 5892.0 5880.0 PR
101 PR602 20250718 5910.0 5932.0 ... 17.76 5922.0 5902.0 PR
102 PR603 20250718 5934.0 5934.0 ... 26.64 5922.0 5904.0 PR
103 PR604 20250718 5910.0 5910.0 ... 8.87 5910.0 5910.0 PR
104 PR605 20250718 5940.0 5940.0 ... 17.82 5940.0 5890.0 PR
105 PR606 20250718 0.0 0.0 ... 0.00 5914.0 5914.0 PR
106 PR607 20250718 5926.0 5926.0 ... 8.89 5926.0 5924.0 PR
107 PX508 20250718 6862.0 7022.0 ... 677.66 6950.0 6858.0 PX
108 PX509 20250718 6750.0 6898.0 ... 964046.17 6808.0 6714.0 PX
109 PX510 20250718 6722.0 6860.0 ... 149960.87 6754.0 6692.0 PX
110 PX511 20250718 6662.0 6812.0 ... 230451.32 6712.0 6646.0 PX
111 PX512 20250718 6656.0 6772.0 ... 24101.64 6698.0 6626.0 PX
112 PX601 20250718 6616.0 6734.0 ... 63545.84 6662.0 6602.0 PX
113 PX602 20250718 6612.0 6670.0 ... 19.96 6654.0 6580.0 PX
114 PX603 20250718 6652.0 6652.0 ... 13.28 6638.0 6594.0 PX
115 PX604 20250718 6636.0 6640.0 ... 9.94 6630.0 6562.0 PX
116 PX605 20250718 6580.0 6680.0 ... 162.65 6640.0 6562.0 PX
117 PX606 20250718 6602.0 6636.0 ... 33.07 6616.0 6564.0 PX
118 PX607 20250718 6628.0 6628.0 ... 3.31 6628.0 6588.0 PX
119 RI509 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250718 2703.0 2729.0 ... 5419.86 2710.0 2678.0 RM
126 RM509 20250718 2719.0 2743.0 ... 1017047.69 2721.0 2694.0 RM
127 RM511 20250718 2513.0 2540.0 ... 18003.97 2529.0 2497.0 RM
128 RM601 20250718 2384.0 2402.0 ... 288045.72 2386.0 2353.0 RM
129 RM603 20250718 2345.0 2367.0 ... 15623.07 2351.0 2321.0 RM
130 RM605 20250718 2342.0 2359.0 ... 52322.31 2346.0 2324.0 RM
131 RM607 20250718 2334.0 2352.0 ... 2120.30 2340.0 2313.0 RM
132 RS508 20250718 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250718 5168.0 5168.0 ... 154.24 5141.0 5059.0 RS
134 RS511 20250718 5159.0 5213.0 ... 113.99 5181.0 5090.0 RS
135 RS607 20250718 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250718 1212.0 1233.0 ... 4228.48 1217.0 1208.0 SA
137 SA509 20250718 1225.0 1241.0 ... 4333825.21 1226.0 1216.0 SA
138 SA510 20250718 1239.0 1256.0 ... 146480.76 1240.0 1232.0 SA
139 SA511 20250718 1244.0 1259.0 ... 321675.05 1244.0 1235.0 SA
140 SA512 20250718 1270.0 1285.0 ... 184535.55 1272.0 1262.0 SA
141 SA601 20250718 1273.0 1289.0 ... 1068529.22 1273.0 1264.0 SA
142 SA602 20250718 1284.0 1299.0 ... 7798.90 1286.0 1277.0 SA
143 SA603 20250718 1287.0 1299.0 ... 7715.66 1282.0 1276.0 SA
144 SA604 20250718 1305.0 1324.0 ... 2757.83 1312.0 1299.0 SA
145 SA605 20250718 1307.0 1327.0 ... 50879.44 1314.0 1300.0 SA
146 SA606 20250718 1320.0 1335.0 ... 1704.45 1323.0 1312.0 SA
147 SA607 20250718 1321.0 1335.0 ... 888.41 1322.0 1314.0 SA
148 SF508 20250718 5530.0 5576.0 ... 5075.94 5524.0 5448.0 SF
149 SF509 20250718 5532.0 5592.0 ... 578899.72 5532.0 5456.0 SF
150 SF510 20250718 5498.0 5550.0 ... 90193.58 5488.0 5422.0 SF
151 SF511 20250718 5662.0 5696.0 ... 127700.94 5636.0 5570.0 SF
152 SF512 20250718 5630.0 5660.0 ... 11118.47 5604.0 5542.0 SF
153 SF601 20250718 5584.0 5638.0 ... 20643.77 5584.0 5524.0 SF
154 SF602 20250718 5540.0 5574.0 ... 566.63 5528.0 5472.0 SF
155 SF603 20250718 5672.0 5716.0 ... 90.80 5676.0 5612.0 SF
156 SF604 20250718 5618.0 5618.0 ... 2.81 5618.0 5574.0 SF
157 SF605 20250718 5666.0 5690.0 ... 530.31 5642.0 5588.0 SF
158 SF606 20250718 5614.0 5614.0 ... 16.71 5570.0 5534.0 SF
159 SF607 20250718 0.0 0.0 ... 0.00 5640.0 5640.0 SF
160 SH508 20250718 2456.0 2479.0 ... 30199.09 2453.0 2443.0 SH
161 SH509 20250718 2487.0 2508.0 ... 3605197.74 2482.0 2474.0 SH
162 SH510 20250718 2500.0 2529.0 ... 380894.12 2500.0 2492.0 SH
163 SH511 20250718 2493.0 2508.0 ... 270053.41 2477.0 2472.0 SH
164 SH512 20250718 2494.0 2511.0 ... 64981.59 2481.0 2478.0 SH
165 SH601 20250718 2473.0 2492.0 ... 214948.83 2458.0 2459.0 SH
166 SH602 20250718 2498.0 2517.0 ... 1049.57 2481.0 2484.0 SH
167 SH603 20250718 2500.0 2521.0 ... 775.95 2487.0 2489.0 SH
168 SH604 20250718 2544.0 2544.0 ... 60.39 2516.0 2526.0 SH
169 SH605 20250718 2529.0 2550.0 ... 3071.85 2522.0 2520.0 SH
170 SH606 20250718 2552.0 2556.0 ... 129.96 2548.0 2535.0 SH
171 SH607 20250718 2554.0 2554.0 ... 129.70 2543.0 2545.0 SH
172 SM508 20250718 5810.0 5862.0 ... 5302.74 5814.0 5762.0 SM
173 SM509 20250718 5840.0 5872.0 ... 797716.41 5824.0 5774.0 SM
174 SM510 20250718 5824.0 5838.0 ... 55141.77 5800.0 5756.0 SM
175 SM511 20250718 5898.0 5906.0 ... 105802.65 5864.0 5824.0 SM
176 SM512 20250718 5884.0 5898.0 ... 19379.68 5860.0 5820.0 SM
177 SM601 20250718 5874.0 5896.0 ... 91816.89 5850.0 5814.0 SM
178 SM602 20250718 5890.0 5896.0 ... 55.62 5856.0 5814.0 SM
179 SM603 20250718 5890.0 5890.0 ... 140.64 5860.0 5808.0 SM
180 SM604 20250718 5888.0 5888.0 ... 41.01 5860.0 5830.0 SM
181 SM605 20250718 5868.0 5904.0 ... 841.05 5862.0 5834.0 SM
182 SM606 20250718 5882.0 5882.0 ... 20.56 5876.0 5842.0 SM
183 SM607 20250718 5862.0 5862.0 ... 5.86 5862.0 5850.0 SM
184 SR509 20250718 5840.0 5845.0 ... 943446.06 5828.0 5814.0 SR
185 SR511 20250718 5730.0 5737.0 ... 125538.77 5722.0 5704.0 SR
186 SR601 20250718 5663.0 5671.0 ... 101679.45 5659.0 5645.0 SR
187 SR603 20250718 5629.0 5629.0 ... 2867.91 5623.0 5614.0 SR
188 SR605 20250718 5599.0 5604.0 ... 5070.23 5596.0 5586.0 SR
189 SR607 20250718 5590.0 5594.0 ... 262.68 5589.0 5579.0 SR
190 TA508 20250718 4726.0 4814.0 ... 9030.56 4760.0 4712.0 TA
191 TA509 20250718 4720.0 4810.0 ... 3062703.16 4752.0 4708.0 TA
192 TA510 20250718 4692.0 4788.0 ... 86281.54 4730.0 4676.0 TA
193 TA511 20250718 4678.0 4772.0 ... 69604.33 4722.0 4666.0 TA
194 TA512 20250718 4672.0 4752.0 ... 29322.16 4716.0 4658.0 TA
195 TA601 20250718 4660.0 4738.0 ... 668401.30 4686.0 4646.0 TA
196 TA602 20250718 4664.0 4728.0 ... 220.03 4682.0 4650.0 TA
197 TA603 20250718 4656.0 4718.0 ... 58.61 4690.0 4642.0 TA
198 TA604 20250718 4662.0 4724.0 ... 175.44 4680.0 4650.0 TA
199 TA605 20250718 4668.0 4742.0 ... 6330.84 4700.0 4658.0 TA
200 TA606 20250718 4672.0 4712.0 ... 14.08 4692.0 4666.0 TA
201 TA607 20250718 4672.0 4710.0 ... 4.69 4692.0 4662.0 TA
202 UR508 20250718 1746.0 1765.0 ... 747.26 1754.0 1734.0 UR
203 UR509 20250718 1750.0 1774.0 ... 719830.65 1758.0 1740.0 UR
204 UR510 20250718 1744.0 1762.0 ... 20475.95 1749.0 1732.0 UR
205 UR511 20250718 1745.0 1762.0 ... 20616.48 1749.0 1734.0 UR
206 UR512 20250718 1742.0 1748.0 ... 215.09 1735.0 1724.0 UR
207 UR601 20250718 1723.0 1741.0 ... 104549.15 1730.0 1715.0 UR
208 UR602 20250718 1721.0 1735.0 ... 620.81 1724.0 1713.0 UR
209 UR603 20250718 1754.0 1760.0 ... 115.83 1755.0 1743.0 UR
210 UR604 20250718 1739.0 1751.0 ... 41.88 1745.0 1735.0 UR
211 UR605 20250718 1734.0 1747.0 ... 2954.62 1738.0 1729.0 UR
212 UR606 20250718 1732.0 1741.0 ... 277.31 1733.0 1724.0 UR
213 UR607 20250718 1747.0 1747.0 ... 10.46 1743.0 1734.0 UR
214 WH509 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 16:26:04,457 - future_1d - INFO - ak.get_czce_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 SC2508 20250718 517.9 ... 523.5 513.6 SC
1 SC2509 20250718 506.7 ... 511.1 502.9 SC
2 SC2510 20250718 499.9 ... 504.1 496.6 SC
3 SC2511 20250718 494.2 ... 498.6 491.3 SC
4 SC2512 20250718 489.5 ... 495 488 SC
5 SC2601 20250718 486.2 ... 490.5 485 SC
6 SC2602 20250718 484 ... 488 481 SC
7 SC2603 20250718 482.2 ... 485.7 480.1 SC
8 SC2604 20250718 483.4 ... 483.9 476.1 SC
9 SC2605 20250718 ... 479.5 474.5 SC
10 SC2606 20250718 480 ... 480.5 473.4 SC
11 SC2607 20250718 ... 475.5 475.5 SC
12 SC2609 20250718 468.9 ... 471.9 473.5 SC
13 SC2612 20250718 467.3 ... 471.1 466.7 SC
14 SC2703 20250718 472.1 ... 472.1 463.8 SC
15 SC2706 20250718 471.4 ... 471.4 461.7 SC
16 SC2709 20250718 466.1 ... 469.1 461.7 SC
17 SC2712 20250718 ... 467.2 460 SC
18 SC2803 20250718 ... 465 461.9 SC
19 SC2806 20250718 465.6 ... 466.8 457.6 SC
21 LU2508 20250718 3586 ... 3592 3568 LU
22 LU2509 20250718 3593 ... 3596 3585 LU
23 LU2510 20250718 3574 ... 3595 3579 LU
24 LU2511 20250718 3548 ... 3572 3558 LU
25 LU2512 20250718 3531 ... 3545 3536 LU
26 LU2601 20250718 3514 ... 3541 3518 LU
27 LU2602 20250718 3500 ... 3527 3496 LU
28 LU2603 20250718 3486 ... 3514 3479 LU
29 LU2604 20250718 ... 3477 3452 LU
30 LU2605 20250718 3490 ... 3494 3441 LU
31 LU2606 20250718 3480 ... 3486 3411 LU
32 LU2607 20250718 3438 ... 3456 3419 LU
34 NR2508 20250718 12560 ... 12700 12520 NR
35 NR2509 20250718 12550 ... 12730 12540 NR
36 NR2510 20250718 12600 ... 12730 12560 NR
37 NR2511 20250718 12575 ... 12765 12575 NR
38 NR2512 20250718 12620 ... 12825 12610 NR
39 NR2601 20250718 12595 ... 12805 12585 NR
40 NR2602 20250718 12760 ... 12825 12630 NR
41 NR2603 20250718 12875 ... 12860 12495 NR
42 NR2604 20250718 12855 ... 12840 12690 NR
43 NR2605 20250718 12870 ... 12885 12695 NR
44 NR2606 20250718 12950 ... 12950 12635 NR
45 NR2607 20250718 ... 12520 12510 NR
47 BC2508 20250718 68990 ... 69490 69080 BC
48 BC2509 20250718 69080 ... 69570 69190 BC
49 BC2510 20250718 69310 ... 69630 69250 BC
50 BC2511 20250718 ... 69190 69190 BC
51 BC2512 20250718 ... 69320 69320 BC
52 BC2601 20250718 ... 69480 69480 BC
53 BC2602 20250718 ... 69410 69410 BC
54 BC2603 20250718 ... 69290 69290 BC
55 BC2604 20250718 ... 69430 69430 BC
56 BC2605 20250718 ... 69460 69460 BC
57 BC2606 20250718 ... 68190 67820 BC
58 BC2607 20250718 ... 67820 67820 BC
60 EC2508 20250718 2170.2 ... 2219.6 2141.6 EC
61 EC2510 20250718 1602 ... 1631.1 1588.4 EC
62 EC2512 20250718 1770 ... 1809.5 1752.1 EC
63 EC2602 20250718 1490 ... 1513.1 1470.3 EC
64 EC2604 20250718 1301.7 ... 1332.9 1289.8 EC
65 EC2606 20250718 1431.2 ... 1459.3 1443.4 EC
68 SC_TAS2508 20250718 ... SC_TAS
69 SC_TAS2509 20250718 ... SC_TAS
70 SC_TAS2510 20250718 ... SC_TAS
71 SC_TAS2511 20250718 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 16:26:04,572 - future_1d - INFO - ak.get_ine_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 IC2507 20250718 6093.000 ... 6086.460 6077.600 IC
1 IC2508 20250718 6048.200 ... 6046.600 6025.200 IC
2 IC2509 20250718 5988.800 ... 5993.200 5972.400 IC
3 IC2512 20250718 5867.200 ... 5866.200 5845.000 IC
4 IF2507 20250718 4038.000 ... 4050.540 4028.400 IF
5 IF2508 20250718 4028.000 ... 4047.000 4018.200 IF
6 IF2509 20250718 4018.800 ... 4035.200 4005.400 IF
7 IF2512 20250718 3980.000 ... 3999.200 3970.000 IF
8 IH2507 20250718 2749.400 ... 2758.540 2741.000 IH
9 IH2508 20250718 2745.000 ... 2764.200 2738.600 IH
10 IH2509 20250718 2746.000 ... 2763.200 2738.200 IH
11 IH2512 20250718 2747.000 ... 2764.400 2740.400 IH
12 IM2507 20250718 6549.600 ... 6534.620 6525.000 IM
13 IM2508 20250718 6473.200 ... 6478.200 6458.000 IM
14 IM2509 20250718 6406.000 ... 6403.800 6383.600 IM
15 IM2512 20250718 6225.200 ... 6220.800 6197.000 IM
16 T2509 20250718 108.835 ... 108.810 108.875 T
17 T2512 20250718 108.905 ... 108.865 108.930 T
18 T2603 20250718 108.895 ... 108.840 108.910 T
19 TF2509 20250718 106.005 ... 106.005 106.040 TF
20 TF2512 20250718 106.090 ... 106.060 106.105 TF
21 TF2603 20250718 106.095 ... 106.110 106.160 TF
22 TL2509 20250718 120.630 ... 120.530 120.730 TL
23 TL2512 20250718 120.480 ... 120.350 120.550 TL
24 TL2603 20250718 120.230 ... 120.130 120.320 TL
25 TS2509 20250718 102.436 ... 102.434 102.436 TS
26 TS2512 20250718 102.502 ... 102.500 102.504 TS
27 TS2603 20250718 102.586 ... 102.592 102.594 TS
[28 rows x 12 columns]
2025-07-24 16:26:05,222 - future_1d - INFO - ak.get_cffex_daily('2025-07-18') done
2025-07-24 16:26:06,943 - future_1d - INFO - save future_daily 2025-07-18 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250721 ... 79230 78310 CU
1 1 CU2509 20250721 ... 79260 78330 CU
2 2 CU2510 20250721 ... 79390 78290 CU
3 3 CU2511 20250721 ... 79440 78230 CU
4 4 CU2512 20250721 ... 79200 78160 CU
5 5 CU2601 20250721 ... 79100 78120 CU
6 6 CU2602 20250721 ... 79140 78100 CU
7 7 CU2603 20250721 ... 79050 78040 CU
8 8 CU2604 20250721 ... 79080 78020 CU
9 9 CU2605 20250721 ... 79130 78070 CU
10 10 CU2606 20250721 ... 79180 78080 CU
11 11 CU2607 20250721 ... 79360 78120 CU
12 12 BC2508 20250721 ... 70350 69490 BC
13 13 BC2509 20250721 ... 70450 69570 BC
14 14 BC2510 20250721 ... 70810 69630 BC
15 15 BC2511 20250721 ... 69190 69190 BC
16 16 BC2512 20250721 ... 70180 69320 BC
17 17 BC2601 20250721 ... 69480 69480 BC
18 18 BC2602 20250721 ... 69410 69410 BC
19 19 BC2603 20250721 ... 69290 69290 BC
20 20 BC2604 20250721 ... 69430 69430 BC
21 21 BC2605 20250721 ... 69480 69460 BC
22 22 BC2606 20250721 ... 69340 68190 BC
23 23 BC2607 20250721 ... 67820 67820 BC
24 24 AL2508 20250721 ... 20780 20550 AL
25 25 AL2509 20250721 ... 20745 20505 AL
26 26 AL2510 20250721 ... 20695 20435 AL
27 27 AL2511 20250721 ... 20615 20365 AL
28 28 AL2512 20250721 ... 20555 20315 AL
29 29 AL2601 20250721 ... 20540 20285 AL
30 30 AL2602 20250721 ... 20560 20285 AL
31 31 AL2603 20250721 ... 20505 20285 AL
32 32 AL2604 20250721 ... 20545 20300 AL
33 33 AL2605 20250721 ... 20570 20295 AL
34 34 AL2606 20250721 ... 20520 20315 AL
35 35 AL2607 20250721 ... 20485 20315 AL
36 36 ZN2508 20250721 ... 22750 22295 ZN
37 37 ZN2509 20250721 ... 22785 22300 ZN
38 38 ZN2510 20250721 ... 22775 22275 ZN
39 39 ZN2511 20250721 ... 22730 22235 ZN
40 40 ZN2512 20250721 ... 22675 22190 ZN
41 41 ZN2601 20250721 ... 22585 22165 ZN
42 42 ZN2602 20250721 ... 22615 22110 ZN
43 43 ZN2603 20250721 ... 22590 22150 ZN
44 44 ZN2604 20250721 ... 22550 22165 ZN
45 45 ZN2605 20250721 ... 22565 22125 ZN
46 46 ZN2606 20250721 ... 22580 22135 ZN
47 47 ZN2607 20250721 ... 22565 22135 ZN
48 48 PB2508 20250721 ... 16935 16815 PB
49 49 PB2509 20250721 ... 16965 16850 PB
50 50 PB2510 20250721 ... 16985 16875 PB
51 51 PB2511 20250721 ... 17000 16890 PB
52 52 PB2512 20250721 ... 17030 16905 PB
53 53 PB2601 20250721 ... 17060 16900 PB
54 54 PB2602 20250721 ... 17065 16965 PB
55 55 PB2603 20250721 ... 17080 16955 PB
56 56 PB2604 20250721 ... 17110 16950 PB
57 57 PB2605 20250721 ... 17080 16975 PB
58 58 PB2606 20250721 ... 16980 16980 PB
59 59 PB2607 20250721 ... 17110 16980 PB
60 60 NI2508 20250721 ... 121690 120250 NI
61 61 NI2509 20250721 ... 121870 120330 NI
62 62 NI2510 20250721 ... 122090 120400 NI
63 63 NI2511 20250721 ... 122450 120370 NI
64 64 NI2512 20250721 ... 122400 120660 NI
65 65 NI2601 20250721 ... 122890 120920 NI
66 66 NI2602 20250721 ... 122900 121100 NI
67 67 NI2603 20250721 ... 123270 121260 NI
68 68 NI2604 20250721 ... 122810 121480 NI
69 69 NI2605 20250721 ... 123280 121770 NI
70 70 NI2606 20250721 ... 123570 122040 NI
71 71 NI2607 20250721 ... 123980 121820 NI
72 72 SN2508 20250721 ... 265570 263900 SN
73 73 SN2509 20250721 ... 265900 264190 SN
74 74 SN2510 20250721 ... 266240 264280 SN
75 75 SN2511 20250721 ... 266360 264400 SN
76 76 SN2512 20250721 ... 266690 264710 SN
77 77 SN2601 20250721 ... 266020 264790 SN
78 78 SN2602 20250721 ... 266770 264700 SN
79 79 SN2603 20250721 ... 266950 264500 SN
80 80 SN2604 20250721 ... 267120 265010 SN
81 81 SN2605 20250721 ... 263850 265510 SN
82 82 SN2606 20250721 ... 267180 266120 SN
83 83 SN2607 20250721 ... 265840 265090 SN
84 84 AO2508 20250721 ... 3343 3148 AO
85 85 AO2509 20250721 ... 3312 3124 AO
86 86 AO2510 20250721 ... 3266 3106 AO
87 87 AO2511 20250721 ... 3253 3099 AO
88 88 AO2512 20250721 ... 3243 3093 AO
89 89 AO2601 20250721 ... 3237 3087 AO
90 90 AO2602 20250721 ... 3208 3087 AO
91 91 AO2603 20250721 ... 3202 3073 AO
92 92 AO2604 20250721 ... 3194 3058 AO
93 93 AO2605 20250721 ... 3180 3055 AO
94 94 AO2606 20250721 ... 3166 3048 AO
95 95 AO2607 20250721 ... 3158 3046 AO
96 96 AD2511 20250721 ... 20100 19885 AD
97 97 AD2512 20250721 ... 20080 19820 AD
98 98 AD2601 20250721 ... 20050 19740 AD
99 99 AD2602 20250721 ... 19940 19685 AD
100 100 AD2603 20250721 ... 19960 19680 AD
101 101 AD2604 20250721 ... 19895 19690 AD
102 102 AD2605 20250721 ... 19880 19640 AD
103 103 AD2606 20250721 ... 19845 19635 AD
104 104 AD2607 20250721 ... 19550 19550 AD
105 105 AU2508 20250721 ... 777.66 773 AU
106 106 AU2509 20250721 ... 778.46 773.84 AU
107 107 AU2510 20250721 ... 779.84 775.34 AU
108 108 AU2512 20250721 ... 781.96 777.26 AU
109 109 AU2602 20250721 ... 784.18 779.48 AU
110 110 AU2604 20250721 ... 786.8 782.12 AU
111 111 AU2606 20250721 ... 789.14 783.84 AU
112 112 AU2608 20250721 ... 791.16 786.84 AU
113 113 AG2508 20250721 ... 9224 9159 AG
114 114 AG2509 20250721 ... 9237 9176 AG
115 115 AG2510 20250721 ... 9249 9186 AG
116 116 AG2511 20250721 ... 9261 9199 AG
117 117 AG2512 20250721 ... 9271 9205 AG
118 118 AG2601 20250721 ... 9285 9221 AG
119 119 AG2602 20250721 ... 9294 9234 AG
120 120 AG2603 20250721 ... 9305 9251 AG
121 121 AG2604 20250721 ... 9316 9256 AG
122 122 AG2605 20250721 ... 9328 9272 AG
123 123 AG2606 20250721 ... 9341 9285 AG
124 124 AG2607 20250721 ... 9354 9315 AG
125 125 RB2508 20250721 ... 3121 3083 RB
126 126 RB2509 20250721 ... 3152 3103 RB
127 127 RB2510 20250721 ... 3207 3156 RB
128 128 RB2511 20250721 ... 3229 3178 RB
129 129 RB2512 20250721 ... 3255 3200 RB
130 130 RB2601 20250721 ... 3260 3200 RB
131 131 RB2602 20250721 ... 3242 3190 RB
132 132 RB2603 20250721 ... 3259 3196 RB
133 133 RB2604 20250721 ... 3266 3197 RB
134 134 RB2605 20250721 ... 3271 3213 RB
135 135 RB2606 20250721 ... 3281 3220 RB
136 136 RB2607 20250721 ... 3298 3225 RB
137 137 WR2508 20250721 ... 3212 3212 WR
138 138 WR2509 20250721 ... 3335 3335 WR
139 139 WR2510 20250721 ... 3498 3431 WR
140 140 WR2511 20250721 ... 3481 3408 WR
141 141 WR2512 20250721 ... 3536 3447 WR
142 142 WR2601 20250721 ... 3513 3400 WR
143 143 WR2602 20250721 ... 3496 3396 WR
144 144 WR2603 20250721 ... 3462 3387 WR
145 145 WR2604 20250721 ... 3524 3437 WR
146 146 WR2605 20250721 ... 3594 3379 WR
147 147 WR2606 20250721 ... 3543 3400 WR
148 148 WR2607 20250721 ... 3640 3400 WR
149 149 HC2508 20250721 ... 3358 3304 HC
150 150 HC2509 20250721 ... 3393 3326 HC
151 151 HC2510 20250721 ... 3381 3321 HC
152 152 HC2511 20250721 ... 3387 3325 HC
153 153 HC2512 20250721 ... 3393 3328 HC
154 154 HC2601 20250721 ... 3396 3332 HC
155 155 HC2602 20250721 ... 3399 3335 HC
156 156 HC2603 20250721 ... 3403 3338 HC
157 157 HC2604 20250721 ... 3393 3353 HC
158 158 HC2605 20250721 ... 3396 3333 HC
159 159 HC2606 20250721 ... 3421 3344 HC
160 160 HC2607 20250721 ... 3411 3336 HC
161 161 SS2508 20250721 ... 12865 12745 SS
162 162 SS2509 20250721 ... 12870 12735 SS
163 163 SS2510 20250721 ... 12910 12775 SS
164 164 SS2511 20250721 ... 12920 12805 SS
165 165 SS2512 20250721 ... 12950 12830 SS
166 166 SS2601 20250721 ... 13015 12875 SS
167 167 SS2602 20250721 ... 13040 12910 SS
168 168 SS2603 20250721 ... 13090 12965 SS
169 169 SS2604 20250721 ... 13120 13005 SS
170 170 SS2605 20250721 ... 13170 13025 SS
171 171 SS2606 20250721 ... 13190 13045 SS
172 172 SS2607 20250721 ... 13240 13090 SS
173 173 SC2508 20250721 ... 534.6 523.5 SC
174 174 SC2509 20250721 ... 515.3 511.1 SC
175 175 SC2510 20250721 ... 507.3 504.1 SC
176 176 SC2511 20250721 ... 500.7 498.6 SC
177 177 SC2512 20250721 ... 496.9 495 SC
178 178 SC2601 20250721 ... 493.5 490.5 SC
179 179 SC2602 20250721 ... 490.5 488 SC
180 180 SC2603 20250721 ... 487.8 485.7 SC
181 181 SC2604 20250721 ... 485 483.9 SC
182 182 SC2605 20250721 ... 486.3 479.5 SC
183 183 SC2606 20250721 ... 480.8 480.5 SC
184 184 SC2607 20250721 ... 475.5 475.5 SC
185 185 SC2609 20250721 ... 473.4 471.9 SC
186 186 SC2612 20250721 ... 477 471.1 SC
187 187 SC2703 20250721 ... 472.1 472.1 SC
188 188 SC2706 20250721 ... 470.6 471.4 SC
189 189 SC2709 20250721 ... 470.3 469.1 SC
190 190 SC2712 20250721 ... 467.2 467.2 SC
191 191 SC2803 20250721 ... 465.3 465 SC
192 192 SC2806 20250721 ... 467.1 466.8 SC
193 193 LU2508 20250721 ... 3596 3592 LU
194 194 LU2509 20250721 ... 3613 3596 LU
195 195 LU2510 20250721 ... 3610 3595 LU
196 196 LU2511 20250721 ... 3596 3572 LU
197 197 LU2512 20250721 ... 3575 3545 LU
198 198 LU2601 20250721 ... 3550 3541 LU
199 199 LU2602 20250721 ... 3553 3527 LU
200 200 LU2603 20250721 ... 3546 3514 LU
201 201 LU2604 20250721 ... 3503 3477 LU
202 202 LU2605 20250721 ... 3496 3494 LU
203 203 LU2606 20250721 ... 3489 3486 LU
204 204 LU2607 20250721 ... 3485 3456 LU
205 205 FU2508 20250721 ... 2885 2854 FU
206 206 FU2509 20250721 ... 2921 2880 FU
207 207 FU2510 20250721 ... 2929 2889 FU
208 208 FU2511 20250721 ... 2921 2882 FU
209 209 FU2512 20250721 ... 2901 2871 FU
210 210 FU2601 20250721 ... 2889 2863 FU
211 211 FU2602 20250721 ... 2874 2851 FU
212 212 FU2603 20250721 ... 2862 2838 FU
213 213 FU2604 20250721 ... 2845 2825 FU
214 214 FU2605 20250721 ... 2827 2803 FU
215 215 FU2606 20250721 ... 2814 2796 FU
216 216 FU2607 20250721 ... 2804 2785 FU
217 217 BU2508 20250721 ... 3685 3669 BU
218 218 BU2509 20250721 ... 3661 3647 BU
219 219 BU2510 20250721 ... 3612 3594 BU
220 220 BU2511 20250721 ... 3560 3542 BU
221 221 BU2512 20250721 ... 3487 3471 BU
222 222 BU2601 20250721 ... 3449 3433 BU
223 223 BU2602 20250721 ... 3435 3412 BU
224 224 BU2603 20250721 ... 3429 3409 BU
225 225 BU2604 20250721 ... 3421 3408 BU
226 226 BU2605 20250721 ... 3419 3399 BU
227 227 BU2606 20250721 ... 3413 3398 BU
228 228 BU2607 20250721 ... 3464 3407 BU
229 229 BU2609 20250721 ... 3397 3403 BU
230 230 BU2612 20250721 ... 3347 3338 BU
231 231 BU2703 20250721 ... 3329 3325 BU
232 232 BU2706 20250721 ... 3342 3326 BU
233 233 BR2508 20250721 ... 11910 11710 BR
234 234 BR2509 20250721 ... 11895 11675 BR
235 235 BR2510 20250721 ... 11875 11650 BR
236 236 BR2511 20250721 ... 11900 11655 BR
237 237 BR2512 20250721 ... 11885 11655 BR
238 238 BR2601 20250721 ... 11880 11650 BR
239 239 BR2602 20250721 ... 11860 11630 BR
240 240 BR2603 20250721 ... 11865 11650 BR
241 241 BR2604 20250721 ... 11925 11630 BR
242 242 BR2605 20250721 ... 11925 11640 BR
243 243 BR2606 20250721 ... 11885 11640 BR
244 244 BR2607 20250721 ... 11900 11665 BR
245 245 RU2508 20250721 ... 14880 14795 RU
246 246 RU2509 20250721 ... 14900 14840 RU
247 247 RU2510 20250721 ... 14905 14835 RU
248 248 RU2511 20250721 ... 14895 14820 RU
249 249 RU2601 20250721 ... 15695 15650 RU
250 250 RU2603 20250721 ... 15695 15620 RU
251 251 RU2604 20250721 ... 15740 15670 RU
252 252 RU2605 20250721 ... 15800 15685 RU
253 253 RU2606 20250721 ... 15670 15670 RU
254 254 RU2607 20250721 ... 15805 15695 RU
255 255 NR2508 20250721 ... 12710 12700 NR
256 256 NR2509 20250721 ... 12745 12730 NR
257 257 NR2510 20250721 ... 12745 12730 NR
258 258 NR2511 20250721 ... 12755 12765 NR
259 259 NR2512 20250721 ... 12805 12825 NR
260 260 NR2601 20250721 ... 12810 12805 NR
261 261 NR2602 20250721 ... 12815 12825 NR
262 262 NR2603 20250721 ... 12845 12860 NR
263 263 NR2604 20250721 ... 12765 12840 NR
264 264 NR2605 20250721 ... 12865 12885 NR
265 265 NR2606 20250721 ... 12815 12950 NR
266 266 NR2607 20250721 ... 12520 12520 NR
267 267 SP2508 20250721 ... 5302 5276 SP
268 268 SP2509 20250721 ... 5328 5292 SP
269 269 SP2510 20250721 ... 5304 5284 SP
270 270 SP2511 20250721 ... 5294 5262 SP
271 271 SP2512 20250721 ... 5250 5218 SP
272 272 SP2601 20250721 ... 5470 5444 SP
273 273 SP2602 20250721 ... 5418 5396 SP
274 274 SP2603 20250721 ... 5422 5392 SP
275 275 SP2604 20250721 ... 5396 5384 SP
276 276 SP2605 20250721 ... 5416 5386 SP
277 277 SP2606 20250721 ... 5422 5380 SP
278 278 SP2607 20250721 ... 5410 5390 SP
279 279 EC2508 20250721 ... 2300.3 2219.6 EC
280 280 EC2510 20250721 ... 1648.5 1631.1 EC
281 281 EC2512 20250721 ... 1807 1809.5 EC
282 282 EC2602 20250721 ... 1513.8 1513.1 EC
283 283 EC2604 20250721 ... 1355.6 1332.9 EC
284 284 EC2606 20250721 ... 1467.1 1459.3 EC
285 285 SC_TAS2508 20250721 ... SC_TAS
286 286 SC_TAS2509 20250721 ... SC_TAS
287 287 SC_TAS2510 20250721 ... SC_TAS
288 288 SC_TAS2511 20250721 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 16:26:11,428 - future_1d - INFO - ak.get_shfe_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 PS2508 20250721 45200.0 ... 45290.0 44670.0 PS
1 PS2509 20250721 45280.0 ... 45055.0 44175.0 PS
2 PS2510 20250721 44400.0 ... 44835.0 43905.0 PS
3 PS2511 20250721 44260.0 ... 44625.0 43535.0 PS
4 PS2512 20250721 45800.0 ... 46680.0 45790.0 PS
5 PS2601 20250721 46010.0 ... 46365.0 45550.0 PS
6 PS2602 20250721 45200.0 ... 46140.0 45270.0 PS
7 PS2603 20250721 45200.0 ... 46135.0 45325.0 PS
8 PS2604 20250721 45140.0 ... 46090.0 44790.0 PS
9 PS2605 20250721 45460.0 ... 46100.0 45200.0 PS
10 PS2606 20250721 46000.0 ... 47085.0 46070.0 PS
11 PS2607 20250721 46350.0 ... 46580.0 45585.0 PS
13 SI2508 20250721 8810.0 ... 9085.0 8840.0 SI
14 SI2509 20250721 8960.0 ... 9110.0 8820.0 SI
15 SI2510 20250721 8770.0 ... 9030.0 8805.0 SI
16 SI2511 20250721 8850.0 ... 8975.0 8730.0 SI
17 SI2512 20250721 9105.0 ... 9275.0 9035.0 SI
18 SI2601 20250721 8970.0 ... 9195.0 8970.0 SI
19 SI2602 20250721 9020.0 ... 9160.0 8970.0 SI
20 SI2603 20250721 9005.0 ... 9140.0 8955.0 SI
21 SI2604 20250721 9035.0 ... 9160.0 8950.0 SI
22 SI2605 20250721 8935.0 ... 9130.0 8910.0 SI
23 SI2606 20250721 9005.0 ... 9130.0 8885.0 SI
24 SI2607 20250721 9000.0 ... 9125.0 8875.0 SI
27 LC2508 20250721 70880.0 ... 70900.0 69620.0 LC
28 LC2509 20250721 71160.0 ... 70960.0 69520.0 LC
29 LC2510 20250721 70000.0 ... 70140.0 68800.0 LC
30 LC2511 20250721 69560.0 ... 69780.0 68360.0 LC
31 LC2512 20250721 69500.0 ... 69740.0 68380.0 LC
32 LC2601 20250721 69500.0 ... 69700.0 68240.0 LC
33 LC2602 20250721 68800.0 ... 69360.0 68120.0 LC
34 LC2603 20250721 69500.0 ... 69300.0 68100.0 LC
35 LC2604 20250721 69640.0 ... 69800.0 68440.0 LC
36 LC2605 20250721 70000.0 ... 69820.0 68440.0 LC
37 LC2606 20250721 69080.0 ... 69700.0 68300.0 LC
38 LC2607 20250721 68980.0 ... 69640.0 68300.0 LC
[36 rows x 12 columns]
2025-07-24 16:26:11,680 - future_1d - INFO - ak.get_gfex_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250721 4178.00 ... 4176.00 4198.00 A
1 a2511 20250721 4118.00 ... 4109.00 4117.00 A
2 a2601 20250721 4106.00 ... 4100.00 4108.00 A
3 a2603 20250721 4098.00 ... 4088.00 4097.00 A
4 a2605 20250721 4108.00 ... 4118.00 4132.00 A
5 a2607 20250721 4108.00 ... 4123.00 4122.00 A
6 b2508 20250721 3660.00 ... 3646.00 3641.00 B
7 b2509 20250721 3728.00 ... 3720.00 3711.00 B
8 b2510 20250721 3766.00 ... 3757.00 3752.00 B
9 b2511 20250721 3780.00 ... 3770.00 3757.00 B
10 b2512 20250721 3787.00 ... 3783.00 3766.00 B
11 b2601 20250721 3764.00 ... 3764.00 3756.00 B
12 b2602 20250721 3712.00 ... 3716.00 3700.00 B
13 b2603 20250721 3608.00 ... 3613.00 3602.00 B
14 b2604 20250721 3507.00 ... 3503.00 3492.00 B
15 b2605 20250721 3430.00 ... 3433.00 3419.00 B
16 b2606 20250721 3422.00 ... 3428.00 3410.00 B
17 b2607 20250721 3438.00 ... 3424.00 3417.00 B
18 bb2509 20250721 151.35 ... 155.95 152.30 BB
19 bb2511 20250721 151.40 ... 153.80 150.80 BB
20 bb2601 20250721 147.10 ... 147.60 146.45 BB
21 bb2603 20250721 0.00 ... 154.15 152.95 BB
22 bb2605 20250721 0.00 ... 154.15 152.95 BB
23 bb2607 20250721 0.00 ... 154.15 152.95 BB
24 bz2603 20250721 6165.00 ... 6219.00 6156.00 BZ
25 bz2604 20250721 6163.00 ... 6203.00 6139.00 BZ
26 bz2605 20250721 6167.00 ... 6209.00 6132.00 BZ
27 bz2606 20250721 6193.00 ... 6201.00 6130.00 BZ
28 c2509 20250721 2318.00 ... 2319.00 2305.00 C
29 c2511 20250721 2281.00 ... 2282.00 2273.00 C
30 c2601 20250721 2244.00 ... 2245.00 2240.00 C
31 c2603 20250721 2245.00 ... 2245.00 2242.00 C
32 c2605 20250721 2288.00 ... 2289.00 2281.00 C
33 c2607 20250721 2304.00 ... 2301.00 2294.00 C
34 cs2509 20250721 2658.00 ... 2668.00 2650.00 CS
35 cs2511 20250721 2608.00 ... 2621.00 2600.00 CS
36 cs2601 20250721 2618.00 ... 2635.00 2611.00 CS
37 cs2603 20250721 2614.00 ... 2619.00 2600.00 CS
38 cs2605 20250721 2659.00 ... 2662.00 2645.00 CS
39 cs2607 20250721 2656.00 ... 2662.00 2652.00 CS
40 eb2507 20250721 7539.00 ... 7387.00 7350.00 EB
41 eb2508 20250721 7378.00 ... 7451.00 7317.00 EB
42 eb2509 20250721 7288.00 ... 7371.00 7246.00 EB
43 eb2510 20250721 7210.00 ... 7305.00 7189.00 EB
44 eb2511 20250721 7147.00 ... 7237.00 7131.00 EB
45 eb2512 20250721 7122.00 ... 7197.00 7107.00 EB
46 eb2601 20250721 7127.00 ... 7199.00 7108.00 EB
47 eb2602 20250721 7158.00 ... 7242.00 7124.00 EB
48 eb2603 20250721 7168.00 ... 7245.00 7134.00 EB
49 eb2604 20250721 7233.00 ... 7242.00 7151.00 EB
50 eb2605 20250721 7182.00 ... 7236.00 7142.00 EB
51 eb2606 20250721 7180.00 ... 7226.00 7144.00 EB
52 eg2507 20250721 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250721 4345.00 ... 4358.00 4345.00 EG
54 eg2509 20250721 4390.00 ... 4404.00 4376.00 EG
55 eg2510 20250721 4380.00 ... 4405.00 4371.00 EG
56 eg2511 20250721 4386.00 ... 4408.00 4372.00 EG
57 eg2512 20250721 4389.00 ... 4404.00 4367.00 EG
58 eg2601 20250721 4362.00 ... 4395.00 4362.00 EG
59 eg2602 20250721 4406.00 ... 4399.00 4365.00 EG
60 eg2603 20250721 4384.00 ... 4402.00 4366.00 EG
61 eg2604 20250721 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250721 4403.00 ... 4426.00 4393.00 EG
63 eg2606 20250721 4440.00 ... 4440.00 4380.00 EG
64 fb2508 20250721 1367.00 ... 1369.00 1358.50 FB
65 fb2509 20250721 1280.50 ... 1289.50 1285.00 FB
66 fb2510 20250721 1299.50 ... 1309.00 1302.50 FB
67 fb2511 20250721 1311.50 ... 1312.00 1302.00 FB
68 fb2512 20250721 1317.50 ... 1313.00 1309.00 FB
69 fb2601 20250721 1302.50 ... 1305.50 1302.00 FB
70 fb2602 20250721 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250721 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250721 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250721 1277.00 ... 1302.50 1292.50 FB
74 fb2606 20250721 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250721 0.00 ... 1297.00 1297.00 FB
76 i2508 20250721 791.00 ... 806.50 794.00 I
77 i2509 20250721 786.50 ... 803.00 792.50 I
78 i2510 20250721 780.00 ... 797.00 784.50 I
79 i2511 20250721 771.50 ... 789.50 776.50 I
80 i2512 20250721 764.50 ... 782.50 769.50 I
81 i2601 20250721 755.00 ... 771.50 759.00 I
82 i2602 20250721 750.00 ... 767.00 755.50 I
83 i2603 20250721 745.50 ... 763.00 751.50 I
84 i2604 20250721 739.50 ... 757.00 745.50 I
85 i2605 20250721 731.00 ... 747.50 735.50 I
86 i2606 20250721 727.00 ... 743.00 730.50 I
87 i2607 20250721 721.50 ... 737.00 725.00 I
88 j2508 20250721 1536.00 ... 1567.00 1477.00 J
89 j2509 20250721 1530.00 ... 1572.00 1526.00 J
90 j2510 20250721 1536.00 ... 1593.50 1544.00 J
91 j2511 20250721 1550.00 ... 1612.00 1549.50 J
92 j2512 20250721 1598.00 ... 1638.50 1565.50 J
93 j2601 20250721 1569.50 ... 1623.00 1570.00 J
94 j2602 20250721 1619.50 ... 1642.00 1572.50 J
95 j2603 20250721 0.00 ... 1589.00 1589.00 J
96 j2604 20250721 0.00 ... 1652.50 1575.50 J
97 j2605 20250721 1621.00 ... 1671.00 1601.00 J
98 j2606 20250721 1640.00 ... 1664.00 1620.00 J
99 j2607 20250721 1646.00 ... 1662.50 1591.50 J
100 jd2507 20250721 3160.00 ... 3160.00 2982.00 JD
101 jd2508 20250721 3531.00 ... 3568.00 3513.00 JD
102 jd2509 20250721 3618.00 ... 3624.00 3613.00 JD
103 jd2510 20250721 3385.00 ... 3393.00 3373.00 JD
104 jd2511 20250721 3396.00 ... 3399.00 3387.00 JD
105 jd2512 20250721 3540.00 ... 3548.00 3543.00 JD
106 jd2601 20250721 3606.00 ... 3609.00 3606.00 JD
107 jd2602 20250721 3190.00 ... 3184.00 3175.00 JD
108 jd2603 20250721 3183.00 ... 3186.00 3179.00 JD
109 jd2604 20250721 3315.00 ... 3316.00 3311.00 JD
110 jd2605 20250721 3392.00 ... 3400.00 3394.00 JD
111 jd2606 20250721 3240.00 ... 3248.00 3254.00 JD
112 jm2508 20250721 871.50 ... 903.00 869.50 JM
113 jm2509 20250721 934.00 ... 971.00 932.50 JM
114 jm2510 20250721 940.00 ... 988.50 943.00 JM
115 jm2511 20250721 956.50 ... 1001.50 957.00 JM
116 jm2512 20250721 971.00 ... 1015.50 970.00 JM
117 jm2601 20250721 980.00 ... 1024.50 978.00 JM
118 jm2602 20250721 989.00 ... 1039.00 983.00 JM
119 jm2603 20250721 1000.50 ... 1037.00 987.00 JM
120 jm2604 20250721 1001.50 ... 1042.00 990.00 JM
121 jm2605 20250721 994.50 ... 1040.00 995.00 JM
122 jm2606 20250721 1008.00 ... 1052.50 1001.00 JM
123 jm2607 20250721 993.00 ... 1067.00 1020.50 JM
124 l2508 20250721 7203.00 ... 7258.00 7203.00 L
125 l2509 20250721 7225.00 ... 7276.00 7225.00 L
126 l2510 20250721 7235.00 ... 7295.00 7236.00 L
127 l2511 20250721 7241.00 ... 7294.00 7239.00 L
128 l2512 20250721 7253.00 ... 7305.00 7243.00 L
129 l2601 20250721 7255.00 ... 7309.00 7248.00 L
130 l2602 20250721 7252.00 ... 7289.00 7224.00 L
131 l2603 20250721 7271.00 ... 7287.00 7225.00 L
132 l2604 20250721 7269.00 ... 7306.00 7230.00 L
133 l2605 20250721 7237.00 ... 7285.00 7224.00 L
134 l2606 20250721 7249.00 ... 7268.00 7228.00 L
135 l2607 20250721 7270.00 ... 7293.00 7229.00 L
136 lg2507 20250721 815.00 ... 821.50 807.00 LG
137 lg2509 20250721 838.00 ... 842.00 834.00 LG
138 lg2511 20250721 835.50 ... 845.50 832.50 LG
139 lg2601 20250721 848.00 ... 857.50 841.50 LG
140 lg2603 20250721 836.50 ... 854.00 840.50 LG
141 lg2605 20250721 841.50 ... 861.50 849.50 LG
142 lh2507 20250721 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250721 14185.00 ... 14350.00 14115.00 LH
144 lh2511 20250721 13700.00 ... 13865.00 13610.00 LH
145 lh2601 20250721 14020.00 ... 14105.00 13805.00 LH
146 lh2603 20250721 13060.00 ... 13190.00 12990.00 LH
147 lh2605 20250721 13300.00 ... 13405.00 13195.00 LH
148 m2508 20250721 3040.00 ... 3039.00 3025.00 M
149 m2509 20250721 3060.00 ... 3059.00 3043.00 M
150 m2511 20250721 3098.00 ... 3097.00 3083.00 M
151 m2512 20250721 3103.00 ... 3108.00 3097.00 M
152 m2601 20250721 3080.00 ... 3081.00 3070.00 M
153 m2603 20250721 2921.00 ... 2926.00 2912.00 M
154 m2605 20250721 2744.00 ... 2748.00 2738.00 M
155 m2607 20250721 2740.00 ... 2739.00 2734.00 M
156 p2508 20250721 8938.00 ... 8942.00 8904.00 P
157 p2509 20250721 8976.00 ... 8958.00 8896.00 P
158 p2510 20250721 8944.00 ... 8938.00 8902.00 P
159 p2511 20250721 8924.00 ... 8934.00 8868.00 P
160 p2512 20250721 8926.00 ... 8946.00 8880.00 P
161 p2601 20250721 8950.00 ... 8922.00 8876.00 P
162 p2602 20250721 8870.00 ... 8890.00 8830.00 P
163 p2603 20250721 8866.00 ... 8792.00 8764.00 P
164 p2604 20250721 8696.00 ... 8700.00 8632.00 P
165 p2605 20250721 8616.00 ... 8620.00 8608.00 P
166 p2606 20250721 8594.00 ... 8542.00 8544.00 P
167 p2607 20250721 8586.00 ... 8498.00 8508.00 P
168 pg2507 20250721 4045.00 ... 4087.00 4048.00 PG
169 pg2508 20250721 4058.00 ... 4068.00 4062.00 PG
170 pg2509 20250721 3990.00 ... 4021.00 3988.00 PG
171 pg2510 20250721 4407.00 ... 4454.00 4402.00 PG
172 pg2511 20250721 4334.00 ... 4379.00 4322.00 PG
173 pg2512 20250721 4243.00 ... 4304.00 4251.00 PG
174 pg2601 20250721 4186.00 ... 4228.00 4178.00 PG
175 pg2602 20250721 4117.00 ... 4152.00 4101.00 PG
176 pg2603 20250721 4028.00 ... 4059.00 4019.00 PG
177 pg2604 20250721 4329.00 ... 4353.00 4315.00 PG
178 pg2605 20250721 4217.00 ... 4250.00 4212.00 PG
179 pg2606 20250721 4150.00 ... 4201.00 4153.00 PG
180 pp2508 20250721 7000.00 ... 7047.00 7000.00 PP
181 pp2509 20250721 7024.00 ... 7075.00 7022.00 PP
182 pp2510 20250721 7012.00 ... 7066.00 7015.00 PP
183 pp2511 20250721 7024.00 ... 7069.00 7018.00 PP
184 pp2512 20250721 7020.00 ... 7070.00 7023.00 PP
185 pp2601 20250721 7020.00 ... 7072.00 7021.00 PP
186 pp2602 20250721 7029.00 ... 7052.00 7021.00 PP
187 pp2603 20250721 7016.00 ... 7034.00 7009.00 PP
188 pp2604 20250721 7030.00 ... 7018.00 7014.00 PP
189 pp2605 20250721 7011.00 ... 7063.00 7020.00 PP
190 pp2606 20250721 7043.00 ... 7053.00 7001.00 PP
191 pp2607 20250721 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250721 3579.00 ... 3587.00 3579.00 RR
193 rr2509 20250721 3619.00 ... 3622.00 3618.00 RR
194 rr2510 20250721 3630.00 ... 3634.00 3630.00 RR
195 rr2511 20250721 3623.00 ... 3627.00 3621.00 RR
196 rr2512 20250721 3615.00 ... 3622.00 3614.00 RR
197 rr2601 20250721 3620.00 ... 3622.00 3618.00 RR
198 rr2602 20250721 3620.00 ... 3626.00 3621.00 RR
199 rr2603 20250721 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250721 3630.00 ... 3630.00 3626.00 RR
201 rr2605 20250721 3632.00 ... 3632.00 3628.00 RR
202 rr2606 20250721 3624.00 ... 3626.00 3620.00 RR
203 rr2607 20250721 3638.00 ... 3638.00 3618.00 RR
204 v2508 20250721 4915.00 ... 5030.00 4921.00 V
205 v2509 20250721 4956.00 ... 5073.00 4957.00 V
206 v2510 20250721 4977.00 ... 5109.00 4989.00 V
207 v2511 20250721 5009.00 ... 5133.00 5014.00 V
208 v2512 20250721 5039.00 ... 5147.00 5047.00 V
209 v2601 20250721 5074.00 ... 5193.00 5075.00 V
210 v2602 20250721 5109.00 ... 5225.00 5101.00 V
211 v2603 20250721 5120.00 ... 5228.00 5127.00 V
212 v2604 20250721 5290.00 ... 5381.00 5263.00 V
213 v2605 20250721 5264.00 ... 5390.00 5271.00 V
214 v2606 20250721 5320.00 ... 5419.00 5291.00 V
215 v2607 20250721 5350.00 ... 5411.00 5305.00 V
216 y2508 20250721 8146.00 ... 8132.00 8138.00 Y
217 y2509 20250721 8156.00 ... 8124.00 8130.00 Y
218 y2511 20250721 8168.00 ... 8124.00 8138.00 Y
219 y2512 20250721 8138.00 ... 8134.00 8154.00 Y
220 y2601 20250721 8130.00 ... 8082.00 8094.00 Y
221 y2603 20250721 7960.00 ... 7952.00 7950.00 Y
222 y2605 20250721 7748.00 ... 7710.00 7716.00 Y
223 y2607 20250721 7722.00 ... 7692.00 7714.00 Y
[224 rows x 12 columns]
2025-07-24 16:26:12,254 - future_1d - INFO - ak.get_dce_daily('2025-07-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250721 7900.0 7958.0 ... 375658.99 7929.0 7878.0 AP
1 AP511 20250721 7687.0 7735.0 ... 2472.12 7701.0 7663.0 AP
2 AP512 20250721 7728.0 7757.0 ... 324.64 7730.0 7692.0 AP
3 AP601 20250721 7775.0 7825.0 ... 20406.76 7801.0 7742.0 AP
4 AP603 20250721 7686.0 7725.0 ... 277.52 7709.0 7680.0 AP
5 AP604 20250721 7727.0 7756.0 ... 100.57 7736.0 7716.0 AP
6 AP605 20250721 7783.0 7800.0 ... 256.89 7784.0 7756.0 AP
7 CF509 20250721 14295.0 14295.0 ... 2067628.59 14210.0 14300.0 CF
8 CF511 20250721 13910.0 13980.0 ... 135917.27 13925.0 13955.0 CF
9 CF601 20250721 13990.0 14040.0 ... 434827.07 13980.0 13980.0 CF
10 CF603 20250721 13920.0 13995.0 ... 3092.89 13930.0 13940.0 CF
11 CF605 20250721 13950.0 13995.0 ... 16398.15 13930.0 13935.0 CF
12 CF607 20250721 13915.0 13995.0 ... 195.46 13960.0 13965.0 CF
13 CJ509 20250721 9370.0 9495.0 ... 131475.60 9410.0 9395.0 CJ
14 CJ512 20250721 10220.0 10370.0 ... 12073.71 10245.0 10270.0 CJ
15 CJ601 20250721 10370.0 10530.0 ... 1111814.31 10410.0 10400.0 CJ
16 CJ603 20250721 10450.0 10590.0 ... 14116.21 10485.0 10480.0 CJ
17 CJ605 20250721 10600.0 10725.0 ... 79717.18 10620.0 10620.0 CJ
18 CJ607 20250721 10700.0 10835.0 ... 1132.64 10735.0 10695.0 CJ
19 CY508 20250721 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250721 20540.0 20540.0 ... 90622.28 20450.0 20525.0 CY
21 CY510 20250721 0.0 0.0 ... 0.00 20060.0 20135.0 CY
22 CY511 20250721 20165.0 20165.0 ... 10.08 20165.0 20150.0 CY
23 CY512 20250721 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250721 20225.0 20295.0 ... 232.84 20245.0 20285.0 CY
25 CY602 20250721 0.0 0.0 ... 0.00 19980.0 19980.0 CY
26 CY603 20250721 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250721 0.0 0.0 ... 0.00 19955.0 19905.0 CY
28 CY605 20250721 20190.0 20190.0 ... 10.10 20190.0 20170.0 CY
29 CY606 20250721 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250721 0.0 0.0 ... 0.00 19970.0 19970.0 CY
31 FG508 20250721 1104.0 1194.0 ... 21486.10 1160.0 1110.0 FG
32 FG509 20250721 1095.0 1186.0 ... 9509176.11 1145.0 1095.0 FG
33 FG510 20250721 1147.0 1240.0 ... 56637.12 1205.0 1151.0 FG
34 FG511 20250721 1135.0 1225.0 ... 76073.53 1186.0 1131.0 FG
35 FG512 20250721 1191.0 1285.0 ... 42700.88 1248.0 1190.0 FG
36 FG601 20250721 1175.0 1271.0 ... 1439757.53 1231.0 1175.0 FG
37 FG602 20250721 1216.0 1311.0 ... 2996.86 1273.0 1220.0 FG
38 FG603 20250721 1215.0 1304.0 ... 3628.61 1264.0 1215.0 FG
39 FG604 20250721 1250.0 1339.0 ... 3241.34 1302.0 1251.0 FG
40 FG605 20250721 1251.0 1336.0 ... 34449.12 1295.0 1247.0 FG
41 FG606 20250721 1265.0 1348.0 ... 2524.37 1311.0 1266.0 FG
42 FG607 20250721 1260.0 1341.0 ... 723.46 1306.0 1264.0 FG
43 JR509 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250721 2346.0 2384.0 ... 1698.93 2373.0 2353.0 MA
53 MA509 20250721 2368.0 2417.0 ... 2059355.30 2399.0 2374.0 MA
54 MA510 20250721 2396.0 2442.0 ... 63296.48 2428.0 2398.0 MA
55 MA511 20250721 2413.0 2459.0 ... 91700.47 2445.0 2414.0 MA
56 MA512 20250721 2433.0 2477.0 ... 37121.89 2463.0 2434.0 MA
57 MA601 20250721 2440.0 2487.0 ... 314840.39 2468.0 2442.0 MA
58 MA602 20250721 2442.0 2472.0 ... 113.09 2459.0 2427.0 MA
59 MA603 20250721 2440.0 2464.0 ... 196.12 2451.0 2428.0 MA
60 MA604 20250721 2411.0 2438.0 ... 50.95 2426.0 2404.0 MA
61 MA605 20250721 2370.0 2408.0 ... 6073.98 2392.0 2370.0 MA
62 MA606 20250721 2394.0 2411.0 ... 48.01 2400.0 2379.0 MA
63 MA607 20250721 2382.0 2406.0 ... 64.66 2395.0 2373.0 MA
64 OI509 20250721 9600.0 9659.0 ... 2333649.79 9597.0 9529.0 OI
65 OI511 20250721 9570.0 9636.0 ... 148420.91 9576.0 9516.0 OI
66 OI601 20250721 9518.0 9580.0 ... 401857.17 9520.0 9458.0 OI
67 OI603 20250721 9465.0 9514.0 ... 2043.80 9462.0 9397.0 OI
68 OI605 20250721 9394.0 9438.0 ... 6349.65 9379.0 9347.0 OI
69 OI607 20250721 9354.0 9359.0 ... 112.19 9350.0 9343.0 OI
70 PF508 20250721 6420.0 6480.0 ... 28320.85 6442.0 6500.0 PF
71 PF509 20250721 6378.0 6456.0 ... 434865.28 6422.0 6406.0 PF
72 PF510 20250721 6416.0 6512.0 ... 177786.37 6468.0 6432.0 PF
73 PF511 20250721 6406.0 6500.0 ... 84272.22 6448.0 6410.0 PF
74 PF512 20250721 6392.0 6484.0 ... 16321.20 6432.0 6390.0 PF
75 PF601 20250721 6398.0 6482.0 ... 6447.42 6442.0 6388.0 PF
76 PF602 20250721 6458.0 6478.0 ... 22.66 6476.0 6392.0 PF
77 PF603 20250721 6466.0 6484.0 ... 12.94 6472.0 6402.0 PF
78 PF604 20250721 6504.0 6504.0 ... 9.74 6496.0 6450.0 PF
79 PF605 20250721 6472.0 6530.0 ... 29.20 6490.0 6476.0 PF
80 PF606 20250721 0.0 0.0 ... 0.00 6490.0 6412.0 PF
81 PF607 20250721 0.0 0.0 ... 0.00 6482.0 6412.0 PF
82 PK510 20250721 8210.0 8234.0 ... 193971.73 8208.0 8242.0 PK
83 PK511 20250721 8032.0 8066.0 ... 65651.94 8054.0 8072.0 PK
84 PK512 20250721 8026.0 8028.0 ... 809.89 8020.0 8028.0 PK
85 PK601 20250721 8012.0 8040.0 ... 8573.16 8028.0 8036.0 PK
86 PK603 20250721 8036.0 8042.0 ... 265.02 8032.0 8024.0 PK
87 PK604 20250721 8034.0 8046.0 ... 92.44 8038.0 8024.0 PK
88 PK605 20250721 8028.0 8068.0 ... 1627.52 8038.0 8028.0 PK
89 PM509 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250721 5956.0 6034.0 ... 8835.77 6012.0 5962.0 PR
96 PR509 20250721 5938.0 6014.0 ... 502836.47 5976.0 5938.0 PR
97 PR510 20250721 5944.0 6022.0 ... 230026.70 5984.0 5944.0 PR
98 PR511 20250721 5940.0 6004.0 ... 50326.38 5966.0 5932.0 PR
99 PR512 20250721 5946.0 5964.0 ... 17.87 5956.0 5910.0 PR
100 PR601 20250721 5912.0 5970.0 ... 1076.72 5932.0 5892.0 PR
101 PR602 20250721 5966.0 5966.0 ... 8.95 5966.0 5922.0 PR
102 PR603 20250721 5974.0 5974.0 ... 8.96 5974.0 5922.0 PR
103 PR604 20250721 5924.0 5980.0 ... 35.74 5958.0 5910.0 PR
104 PR605 20250721 5940.0 5978.0 ... 62.61 5964.0 5940.0 PR
105 PR606 20250721 0.0 0.0 ... 0.00 5946.0 5914.0 PR
106 PR607 20250721 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250721 6962.0 7004.0 ... 3261.67 6956.0 6950.0 PX
108 PX509 20250721 6828.0 6894.0 ... 745722.19 6850.0 6808.0 PX
109 PX510 20250721 6802.0 6882.0 ... 66284.00 6830.0 6754.0 PX
110 PX511 20250721 6746.0 6838.0 ... 148781.72 6782.0 6712.0 PX
111 PX512 20250721 6722.0 6814.0 ... 40875.74 6760.0 6698.0 PX
112 PX601 20250721 6684.0 6784.0 ... 78427.74 6736.0 6662.0 PX
113 PX602 20250721 6700.0 6710.0 ... 30.17 6704.0 6654.0 PX
114 PX603 20250721 0.0 0.0 ... 0.00 6724.0 6638.0 PX
115 PX604 20250721 6674.0 6686.0 ... 6.68 6680.0 6630.0 PX
116 PX605 20250721 6648.0 6712.0 ... 126.70 6668.0 6640.0 PX
117 PX606 20250721 6708.0 6708.0 ... 6.70 6700.0 6616.0 PX
118 PX607 20250721 6644.0 6710.0 ... 20.05 6686.0 6628.0 PX
119 RI509 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250721 2720.0 2732.0 ... 6435.54 2715.0 2710.0 RM
126 RM509 20250721 2726.0 2745.0 ... 837958.36 2727.0 2721.0 RM
127 RM511 20250721 2538.0 2562.0 ... 14990.69 2549.0 2529.0 RM
128 RM601 20250721 2396.0 2421.0 ... 230124.45 2407.0 2386.0 RM
129 RM603 20250721 2361.0 2389.0 ... 39873.08 2374.0 2351.0 RM
130 RM605 20250721 2355.0 2372.0 ... 47973.34 2365.0 2346.0 RM
131 RM607 20250721 2352.0 2365.0 ... 2146.56 2359.0 2340.0 RM
132 RS508 20250721 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250721 5162.0 5162.0 ... 194.96 5131.0 5141.0 RS
134 RS511 20250721 5200.0 5275.0 ... 207.92 5198.0 5181.0 RS
135 RS607 20250721 0.0 0.0 ... 0.00 5180.0 5176.0 RS
136 SA508 20250721 1216.0 1297.0 ... 14123.12 1268.0 1217.0 SA
137 SA509 20250721 1232.0 1309.0 ... 9596856.89 1273.0 1226.0 SA
138 SA510 20250721 1239.0 1327.0 ... 296120.29 1301.0 1240.0 SA
139 SA511 20250721 1249.0 1330.0 ... 433296.72 1304.0 1244.0 SA
140 SA512 20250721 1265.0 1360.0 ... 186250.71 1329.0 1272.0 SA
141 SA601 20250721 1280.0 1365.0 ... 2650502.06 1327.0 1273.0 SA
142 SA602 20250721 1289.0 1374.0 ... 29395.18 1342.0 1286.0 SA
143 SA603 20250721 1286.0 1375.0 ... 23175.83 1347.0 1282.0 SA
144 SA604 20250721 1312.0 1400.0 ... 7165.39 1363.0 1312.0 SA
145 SA605 20250721 1315.0 1402.0 ... 88422.37 1366.0 1314.0 SA
146 SA606 20250721 1322.0 1409.0 ... 6355.43 1377.0 1323.0 SA
147 SA607 20250721 1324.0 1400.0 ... 2454.41 1371.0 1322.0 SA
148 SF508 20250721 5576.0 5696.0 ... 19344.71 5642.0 5524.0 SF
149 SF509 20250721 5620.0 5728.0 ... 870674.20 5662.0 5532.0 SF
150 SF510 20250721 5564.0 5688.0 ... 168100.80 5628.0 5488.0 SF
151 SF511 20250721 5722.0 5838.0 ... 232845.36 5778.0 5636.0 SF
152 SF512 20250721 5686.0 5802.0 ... 14831.68 5742.0 5604.0 SF
153 SF601 20250721 5678.0 5784.0 ... 38997.83 5718.0 5584.0 SF
154 SF602 20250721 5636.0 5720.0 ... 803.06 5656.0 5528.0 SF
155 SF603 20250721 6066.0 6066.0 ... 115.77 5790.0 5676.0 SF
156 SF604 20250721 5750.0 5788.0 ... 23.03 5758.0 5618.0 SF
157 SF605 20250721 5730.0 5820.0 ... 720.97 5768.0 5642.0 SF
158 SF606 20250721 5712.0 5764.0 ... 51.43 5716.0 5570.0 SF
159 SF607 20250721 5868.0 5914.0 ... 32.13 5842.0 5640.0 SF
160 SH508 20250721 2452.0 2564.0 ... 68831.87 2518.0 2453.0 SH
161 SH509 20250721 2475.0 2625.0 ... 7039880.46 2557.0 2482.0 SH
162 SH510 20250721 2486.0 2641.0 ... 781913.51 2571.0 2500.0 SH
163 SH511 20250721 2469.0 2618.0 ... 640463.82 2545.0 2477.0 SH
164 SH512 20250721 2472.0 2622.0 ... 148428.69 2547.0 2481.0 SH
165 SH601 20250721 2458.0 2604.0 ... 407953.52 2538.0 2458.0 SH
166 SH602 20250721 2488.0 2626.0 ... 2212.80 2570.0 2481.0 SH
167 SH603 20250721 2493.0 2623.0 ... 1621.97 2562.0 2487.0 SH
168 SH604 20250721 2546.0 2650.0 ... 280.01 2593.0 2516.0 SH
169 SH605 20250721 2522.0 2659.0 ... 8663.15 2599.0 2522.0 SH
170 SH606 20250721 2553.0 2668.0 ... 401.90 2627.0 2548.0 SH
171 SH607 20250721 2553.0 2666.0 ... 220.12 2621.0 2543.0 SH
172 SM508 20250721 5890.0 5938.0 ... 3921.36 5898.0 5814.0 SM
173 SM509 20250721 5898.0 5950.0 ... 1152426.45 5908.0 5824.0 SM
174 SM510 20250721 5862.0 5926.0 ... 59783.88 5886.0 5800.0 SM
175 SM511 20250721 5912.0 5992.0 ... 145420.24 5950.0 5864.0 SM
176 SM512 20250721 5924.0 5990.0 ... 34128.29 5948.0 5860.0 SM
177 SM601 20250721 5948.0 5984.0 ... 146454.85 5944.0 5850.0 SM
178 SM602 20250721 5938.0 5978.0 ... 228.77 5942.0 5856.0 SM
179 SM603 20250721 5900.0 5984.0 ... 202.10 5944.0 5860.0 SM
180 SM604 20250721 5952.0 5996.0 ... 92.47 5966.0 5860.0 SM
181 SM605 20250721 5950.0 6004.0 ... 2428.83 5960.0 5862.0 SM
182 SM606 20250721 5958.0 5998.0 ... 29.82 5964.0 5876.0 SM
183 SM607 20250721 0.0 0.0 ... 0.00 5862.0 5862.0 SM
184 SR509 20250721 5840.0 5854.0 ... 1090661.67 5840.0 5828.0 SR
185 SR511 20250721 5725.0 5744.0 ... 134964.27 5734.0 5722.0 SR
186 SR601 20250721 5668.0 5678.0 ... 161173.63 5670.0 5659.0 SR
187 SR603 20250721 5626.0 5643.0 ... 3330.78 5636.0 5623.0 SR
188 SR605 20250721 5608.0 5618.0 ... 9493.81 5611.0 5596.0 SR
189 SR607 20250721 5599.0 5612.0 ... 571.83 5606.0 5589.0 SR
190 TA508 20250721 4772.0 4808.0 ... 9779.35 4784.0 4760.0 TA
191 TA509 20250721 4758.0 4810.0 ... 2274962.39 4776.0 4752.0 TA
192 TA510 20250721 4740.0 4808.0 ... 81965.40 4774.0 4730.0 TA
193 TA511 20250721 4734.0 4796.0 ... 55920.64 4760.0 4722.0 TA
194 TA512 20250721 4726.0 4780.0 ... 26305.74 4746.0 4716.0 TA
195 TA601 20250721 4706.0 4774.0 ... 553157.26 4740.0 4686.0 TA
196 TA602 20250721 4714.0 4770.0 ... 154.12 4742.0 4682.0 TA
197 TA603 20250721 4710.0 4770.0 ... 123.22 4740.0 4690.0 TA
198 TA604 20250721 4718.0 4768.0 ... 42.72 4748.0 4680.0 TA
199 TA605 20250721 4712.0 4780.0 ... 8661.57 4756.0 4700.0 TA
200 TA606 20250721 4728.0 4772.0 ... 33.28 4754.0 4692.0 TA
201 TA607 20250721 4760.0 4780.0 ... 35.75 4768.0 4692.0 TA
202 UR508 20250721 1763.0 1808.0 ... 6165.21 1795.0 1754.0 UR
203 UR509 20250721 1790.0 1818.0 ... 1189792.96 1807.0 1758.0 UR
204 UR510 20250721 1758.0 1797.0 ... 32428.25 1790.0 1749.0 UR
205 UR511 20250721 1773.0 1798.0 ... 34961.13 1792.0 1749.0 UR
206 UR512 20250721 1778.0 1790.0 ... 499.39 1784.0 1735.0 UR
207 UR601 20250721 1760.0 1783.0 ... 237965.14 1774.0 1730.0 UR
208 UR602 20250721 1728.0 1777.0 ... 1033.62 1770.0 1724.0 UR
209 UR603 20250721 1784.0 1799.0 ... 1103.92 1792.0 1755.0 UR
210 UR604 20250721 1776.0 1795.0 ... 339.44 1787.0 1745.0 UR
211 UR605 20250721 1752.0 1789.0 ... 8031.87 1778.0 1738.0 UR
212 UR606 20250721 1752.0 1781.0 ... 695.37 1774.0 1733.0 UR
213 UR607 20250721 1769.0 1797.0 ... 121.56 1788.0 1743.0 UR
214 WH509 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 16:26:12,518 - future_1d - INFO - ak.get_czce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 SC2508 20250721 533 ... 534.6 523.5 SC
1 SC2509 20250721 517.7 ... 515.3 511.1 SC
2 SC2510 20250721 509.9 ... 507.3 504.1 SC
3 SC2511 20250721 502.9 ... 500.7 498.6 SC
4 SC2512 20250721 499.5 ... 496.9 495 SC
5 SC2601 20250721 494 ... 493.5 490.5 SC
6 SC2602 20250721 490.2 ... 490.5 488 SC
7 SC2603 20250721 488.1 ... 487.8 485.7 SC
8 SC2604 20250721 485 ... 485 483.9 SC
9 SC2605 20250721 486.3 ... 486.3 479.5 SC
10 SC2606 20250721 481.6 ... 480.8 480.5 SC
11 SC2607 20250721 ... 475.5 475.5 SC
12 SC2609 20250721 ... 473.4 471.9 SC
13 SC2612 20250721 477 ... 477 471.1 SC
14 SC2703 20250721 ... 472.1 472.1 SC
15 SC2706 20250721 467 ... 470.6 471.4 SC
16 SC2709 20250721 472.1 ... 470.3 469.1 SC
17 SC2712 20250721 ... 467.2 467.2 SC
18 SC2803 20250721 ... 465.3 465 SC
19 SC2806 20250721 467.1 ... 467.1 466.8 SC
21 LU2508 20250721 3635 ... 3596 3592 LU
22 LU2509 20250721 3660 ... 3613 3596 LU
23 LU2510 20250721 3642 ... 3610 3595 LU
24 LU2511 20250721 3608 ... 3596 3572 LU
25 LU2512 20250721 3580 ... 3575 3545 LU
26 LU2601 20250721 3568 ... 3550 3541 LU
27 LU2602 20250721 3557 ... 3553 3527 LU
28 LU2603 20250721 3556 ... 3546 3514 LU
29 LU2604 20250721 3507 ... 3503 3477 LU
30 LU2605 20250721 3505 ... 3496 3494 LU
31 LU2606 20250721 3503 ... 3489 3486 LU
32 LU2607 20250721 3500 ... 3485 3456 LU
34 NR2508 20250721 12660 ... 12710 12700 NR
35 NR2509 20250721 12665 ... 12745 12730 NR
36 NR2510 20250721 12650 ... 12745 12730 NR
37 NR2511 20250721 12660 ... 12755 12765 NR
38 NR2512 20250721 12660 ... 12805 12825 NR
39 NR2601 20250721 12760 ... 12810 12805 NR
40 NR2602 20250721 12690 ... 12815 12825 NR
41 NR2603 20250721 ... 12845 12860 NR
42 NR2604 20250721 12765 ... 12765 12840 NR
43 NR2605 20250721 12795 ... 12865 12885 NR
44 NR2606 20250721 12815 ... 12815 12950 NR
45 NR2607 20250721 ... 12520 12520 NR
47 BC2508 20250721 69680 ... 70350 69490 BC
48 BC2509 20250721 69800 ... 70450 69570 BC
49 BC2510 20250721 70810 ... 70810 69630 BC
50 BC2511 20250721 ... 69190 69190 BC
51 BC2512 20250721 ... 70180 69320 BC
52 BC2601 20250721 ... 69480 69480 BC
53 BC2602 20250721 ... 69410 69410 BC
54 BC2603 20250721 ... 69290 69290 BC
55 BC2604 20250721 ... 69430 69430 BC
56 BC2605 20250721 ... 69480 69460 BC
57 BC2606 20250721 ... 69340 68190 BC
58 BC2607 20250721 ... 67820 67820 BC
60 EC2508 20250721 2266 ... 2300.3 2219.6 EC
61 EC2510 20250721 1660 ... 1648.5 1631.1 EC
62 EC2512 20250721 1810 ... 1807 1809.5 EC
63 EC2602 20250721 1548 ... 1513.8 1513.1 EC
64 EC2604 20250721 1397.9 ... 1355.6 1332.9 EC
65 EC2606 20250721 1448.8 ... 1467.1 1459.3 EC
68 SC_TAS2508 20250721 ... SC_TAS
69 SC_TAS2509 20250721 ... SC_TAS
70 SC_TAS2510 20250721 ... SC_TAS
71 SC_TAS2511 20250721 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 16:26:12,634 - future_1d - INFO - ak.get_ine_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 IC2508 20250721 6077.400 ... 6110.600 6046.600 IC
1 IC2509 20250721 6036.000 ... 6059.800 5993.200 IC
2 IC2512 20250721 5890.000 ... 5932.400 5866.200 IC
3 IC2603 20250721 5804.600 ... 5817.400 5866.200 IC
4 IF2508 20250721 4070.000 ... 4075.200 4047.000 IF
5 IF2509 20250721 4055.200 ... 4064.400 4035.200 IF
6 IF2512 20250721 4019.800 ... 4031.600 3999.200 IF
7 IF2603 20250721 3998.000 ... 4002.200 3999.200 IF
8 IH2508 20250721 2772.000 ... 2771.600 2764.200 IH
9 IH2509 20250721 2775.000 ... 2771.800 2763.200 IH
10 IH2512 20250721 2775.000 ... 2774.600 2764.400 IH
11 IH2603 20250721 2770.200 ... 2776.200 2764.400 IH
12 IM2508 20250721 6502.000 ... 6545.200 6478.200 IM
13 IM2509 20250721 6440.000 ... 6472.600 6403.800 IM
14 IM2512 20250721 6245.000 ... 6288.400 6220.800 IM
15 IM2603 20250721 6121.000 ... 6128.400 6220.800 IM
16 T2509 20250721 108.695 ... 108.730 108.810 T
17 T2512 20250721 108.800 ... 108.775 108.865 T
18 T2603 20250721 108.695 ... 108.745 108.840 T
19 TF2509 20250721 105.980 ... 105.935 106.005 TF
20 TF2512 20250721 106.050 ... 106.005 106.060 TF
21 TF2603 20250721 106.120 ... 106.085 106.110 TF
22 TL2509 20250721 120.210 ... 119.930 120.530 TL
23 TL2512 20250721 120.100 ... 119.750 120.350 TL
24 TL2603 20250721 119.970 ... 119.550 120.130 TL
25 TS2509 20250721 102.408 ... 102.416 102.434 TS
26 TS2512 20250721 102.498 ... 102.490 102.500 TS
27 TS2603 20250721 102.580 ... 102.582 102.592 TS
[28 rows x 12 columns]
2025-07-24 16:26:13,164 - future_1d - INFO - ak.get_cffex_daily('2025-07-21') done
2025-07-24 16:26:14,877 - future_1d - INFO - save future_daily 2025-07-21 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250722 ... 79560 79230 CU
1 1 CU2509 20250722 ... 79650 79260 CU
2 2 CU2510 20250722 ... 79670 79390 CU
3 3 CU2511 20250722 ... 79650 79440 CU
4 4 CU2512 20250722 ... 79580 79200 CU
5 5 CU2601 20250722 ... 79510 79100 CU
6 6 CU2602 20250722 ... 79470 79140 CU
7 7 CU2603 20250722 ... 79450 79050 CU
8 8 CU2604 20250722 ... 79430 79080 CU
9 9 CU2605 20250722 ... 79410 79130 CU
10 10 CU2606 20250722 ... 79430 79180 CU
11 11 CU2607 20250722 ... 79460 79360 CU
12 12 BC2508 20250722 ... 70720 70350 BC
13 13 BC2509 20250722 ... 70830 70450 BC
14 14 BC2510 20250722 ... 70720 70810 BC
15 15 BC2511 20250722 ... 69190 69190 BC
16 16 BC2512 20250722 ... 70400 70180 BC
17 17 BC2601 20250722 ... 69480 69480 BC
18 18 BC2602 20250722 ... 69410 69410 BC
19 19 BC2603 20250722 ... 69290 69290 BC
20 20 BC2604 20250722 ... 69430 69430 BC
21 21 BC2605 20250722 ... 69480 69480 BC
22 22 BC2606 20250722 ... 69340 69340 BC
23 23 BC2607 20250722 ... 68670 67820 BC
24 24 AL2508 20250722 ... 20890 20780 AL
25 25 AL2509 20250722 ... 20860 20745 AL
26 26 AL2510 20250722 ... 20795 20695 AL
27 27 AL2511 20250722 ... 20700 20615 AL
28 28 AL2512 20250722 ... 20655 20555 AL
29 29 AL2601 20250722 ... 20620 20540 AL
30 30 AL2602 20250722 ... 20630 20560 AL
31 31 AL2603 20250722 ... 20630 20505 AL
32 32 AL2604 20250722 ... 20680 20545 AL
33 33 AL2605 20250722 ... 20645 20570 AL
34 34 AL2606 20250722 ... 20660 20520 AL
35 35 AL2607 20250722 ... 20670 20485 AL
36 36 ZN2508 20250722 ... 22825 22750 ZN
37 37 ZN2509 20250722 ... 22860 22785 ZN
38 38 ZN2510 20250722 ... 22855 22775 ZN
39 39 ZN2511 20250722 ... 22820 22730 ZN
40 40 ZN2512 20250722 ... 22780 22675 ZN
41 41 ZN2601 20250722 ... 22725 22585 ZN
42 42 ZN2602 20250722 ... 22680 22615 ZN
43 43 ZN2603 20250722 ... 22655 22590 ZN
44 44 ZN2604 20250722 ... 22665 22550 ZN
45 45 ZN2605 20250722 ... 22590 22565 ZN
46 46 ZN2606 20250722 ... 22625 22580 ZN
47 47 ZN2607 20250722 ... 22635 22565 ZN
48 48 PB2508 20250722 ... 16895 16935 PB
49 49 PB2509 20250722 ... 16925 16965 PB
50 50 PB2510 20250722 ... 16950 16985 PB
51 51 PB2511 20250722 ... 16955 17000 PB
52 52 PB2512 20250722 ... 17020 17030 PB
53 53 PB2601 20250722 ... 16985 17060 PB
54 54 PB2602 20250722 ... 16985 17065 PB
55 55 PB2603 20250722 ... 17055 17080 PB
56 56 PB2604 20250722 ... 17070 17110 PB
57 57 PB2605 20250722 ... 17100 17080 PB
58 58 PB2606 20250722 ... 17125 16980 PB
59 59 PB2607 20250722 ... 17105 17110 PB
60 60 NI2508 20250722 ... 123330 121690 NI
61 61 NI2509 20250722 ... 123440 121870 NI
62 62 NI2510 20250722 ... 123500 122090 NI
63 63 NI2511 20250722 ... 123750 122450 NI
64 64 NI2512 20250722 ... 123980 122400 NI
65 65 NI2601 20250722 ... 124240 122890 NI
66 66 NI2602 20250722 ... 124280 122900 NI
67 67 NI2603 20250722 ... 124580 123270 NI
68 68 NI2604 20250722 ... 125190 122810 NI
69 69 NI2605 20250722 ... 125030 123280 NI
70 70 NI2606 20250722 ... 125290 123570 NI
71 71 NI2607 20250722 ... 125480 123980 NI
72 72 SN2508 20250722 ... 267430 265570 SN
73 73 SN2509 20250722 ... 267630 265900 SN
74 74 SN2510 20250722 ... 267520 266240 SN
75 75 SN2511 20250722 ... 267240 266360 SN
76 76 SN2512 20250722 ... 267210 266690 SN
77 77 SN2601 20250722 ... 267520 266020 SN
78 78 SN2602 20250722 ... 268340 266770 SN
79 79 SN2603 20250722 ... 267930 266950 SN
80 80 SN2604 20250722 ... 268100 267120 SN
81 81 SN2605 20250722 ... 267770 263850 SN
82 82 SN2606 20250722 ... 268590 267180 SN
83 83 SN2607 20250722 ... 268090 265840 SN
84 84 AO2508 20250722 ... 3475 3343 AO
85 85 AO2509 20250722 ... 3452 3312 AO
86 86 AO2510 20250722 ... 3393 3266 AO
87 87 AO2511 20250722 ... 3371 3253 AO
88 88 AO2512 20250722 ... 3365 3243 AO
89 89 AO2601 20250722 ... 3358 3237 AO
90 90 AO2602 20250722 ... 3356 3208 AO
91 91 AO2603 20250722 ... 3322 3202 AO
92 92 AO2604 20250722 ... 3358 3194 AO
93 93 AO2605 20250722 ... 3315 3180 AO
94 94 AO2606 20250722 ... 3309 3166 AO
95 95 AO2607 20250722 ... 3287 3158 AO
96 96 AD2511 20250722 ... 20215 20100 AD
97 97 AD2512 20250722 ... 20185 20080 AD
98 98 AD2601 20250722 ... 20145 20050 AD
99 99 AD2602 20250722 ... 20075 19940 AD
100 100 AD2603 20250722 ... 19990 19960 AD
101 101 AD2604 20250722 ... 19935 19895 AD
102 102 AD2605 20250722 ... 20010 19880 AD
103 103 AD2606 20250722 ... 20020 19845 AD
104 104 AD2607 20250722 ... 19790 19550 AD
105 105 AU2508 20250722 ... 783.14 777.66 AU
106 106 AU2509 20250722 ... 784.52 778.46 AU
107 107 AU2510 20250722 ... 785.8 779.84 AU
108 108 AU2512 20250722 ... 787.66 781.96 AU
109 109 AU2602 20250722 ... 789.7 784.18 AU
110 110 AU2604 20250722 ... 791.76 786.8 AU
111 111 AU2606 20250722 ... 793.48 789.14 AU
112 112 AU2608 20250722 ... 795.88 791.16 AU
113 113 AG2508 20250722 ... 9355 9224 AG
114 114 AG2509 20250722 ... 9361 9237 AG
115 115 AG2510 20250722 ... 9383 9249 AG
116 116 AG2511 20250722 ... 9390 9261 AG
117 117 AG2512 20250722 ... 9398 9271 AG
118 118 AG2601 20250722 ... 9408 9285 AG
119 119 AG2602 20250722 ... 9420 9294 AG
120 120 AG2603 20250722 ... 9431 9305 AG
121 121 AG2604 20250722 ... 9441 9316 AG
122 122 AG2605 20250722 ... 9453 9328 AG
123 123 AG2606 20250722 ... 9463 9341 AG
124 124 AG2607 20250722 ... 9475 9354 AG
125 125 RB2508 20250722 ... 3185 3121 RB
126 126 RB2509 20250722 ... 3212 3152 RB
127 127 RB2510 20250722 ... 3264 3207 RB
128 128 RB2511 20250722 ... 3286 3229 RB
129 129 RB2512 20250722 ... 3309 3255 RB
130 130 RB2601 20250722 ... 3320 3260 RB
131 131 RB2602 20250722 ... 3304 3242 RB
132 132 RB2603 20250722 ... 3328 3259 RB
133 133 RB2604 20250722 ... 3315 3266 RB
134 134 RB2605 20250722 ... 3342 3271 RB
135 135 RB2606 20250722 ... 3352 3281 RB
136 136 RB2607 20250722 ... 3348 3298 RB
137 137 WR2508 20250722 ... 3212 3212 WR
138 138 WR2509 20250722 ... 3335 3335 WR
139 139 WR2510 20250722 ... 3588 3498 WR
140 140 WR2511 20250722 ... 3679 3481 WR
141 141 WR2512 20250722 ... 3570 3536 WR
142 142 WR2601 20250722 ... 3545 3513 WR
143 143 WR2602 20250722 ... 3607 3496 WR
144 144 WR2603 20250722 ... 3606 3462 WR
145 145 WR2604 20250722 ... 3556 3524 WR
146 146 WR2605 20250722 ... 3660 3594 WR
147 147 WR2606 20250722 ... 3704 3543 WR
148 148 WR2607 20250722 ... 3747 3640 WR
149 149 HC2508 20250722 ... 3417 3358 HC
150 150 HC2509 20250722 ... 3435 3393 HC
151 151 HC2510 20250722 ... 3431 3381 HC
152 152 HC2511 20250722 ... 3433 3387 HC
153 153 HC2512 20250722 ... 3442 3393 HC
154 154 HC2601 20250722 ... 3448 3396 HC
155 155 HC2602 20250722 ... 3445 3399 HC
156 156 HC2603 20250722 ... 3449 3403 HC
157 157 HC2604 20250722 ... 3458 3393 HC
158 158 HC2605 20250722 ... 3440 3396 HC
159 159 HC2606 20250722 ... 3445 3421 HC
160 160 HC2607 20250722 ... 3444 3411 HC
161 161 SS2508 20250722 ... 12895 12865 SS
162 162 SS2509 20250722 ... 12890 12870 SS
163 163 SS2510 20250722 ... 12925 12910 SS
164 164 SS2511 20250722 ... 12965 12920 SS
165 165 SS2512 20250722 ... 12985 12950 SS
166 166 SS2601 20250722 ... 13035 13015 SS
167 167 SS2602 20250722 ... 13095 13040 SS
168 168 SS2603 20250722 ... 13140 13090 SS
169 169 SS2604 20250722 ... 13155 13120 SS
170 170 SS2605 20250722 ... 13205 13170 SS
171 171 SS2606 20250722 ... 13220 13190 SS
172 172 SS2607 20250722 ... 13265 13240 SS
173 173 SC2508 20250722 ... 523.5 534.6 SC
174 174 SC2509 20250722 ... 506.6 515.3 SC
175 175 SC2510 20250722 ... 499.6 507.3 SC
176 176 SC2511 20250722 ... 495 500.7 SC
177 177 SC2512 20250722 ... 491.4 496.9 SC
178 178 SC2601 20250722 ... 488.2 493.5 SC
179 179 SC2602 20250722 ... 485.3 490.5 SC
180 180 SC2603 20250722 ... 483.8 487.8 SC
181 181 SC2604 20250722 ... 481.3 485 SC
182 182 SC2605 20250722 ... 480.6 486.3 SC
183 183 SC2606 20250722 ... 478.2 480.8 SC
184 184 SC2607 20250722 ... 475.5 475.5 SC
185 185 SC2609 20250722 ... 472.4 473.4 SC
186 186 SC2612 20250722 ... 469.7 477 SC
187 187 SC2703 20250722 ... 468.6 472.1 SC
188 188 SC2706 20250722 ... 468.4 470.6 SC
189 189 SC2709 20250722 ... 462.8 470.3 SC
190 190 SC2712 20250722 ... 467.2 467.2 SC
191 191 SC2803 20250722 ... 463.4 465.3 SC
192 192 SC2806 20250722 ... 461.8 467.1 SC
193 193 LU2508 20250722 ... 3563 3596 LU
194 194 LU2509 20250722 ... 3577 3613 LU
195 195 LU2510 20250722 ... 3575 3610 LU
196 196 LU2511 20250722 ... 3562 3596 LU
197 197 LU2512 20250722 ... 3554 3575 LU
198 198 LU2601 20250722 ... 3521 3550 LU
199 199 LU2602 20250722 ... 3491 3553 LU
200 200 LU2603 20250722 ... 3445 3546 LU
201 201 LU2604 20250722 ... 3478 3503 LU
202 202 LU2605 20250722 ... 3465 3496 LU
203 203 LU2606 20250722 ... 3470 3489 LU
204 204 LU2607 20250722 ... 3459 3485 LU
205 205 FU2508 20250722 ... 2863 2885 FU
206 206 FU2509 20250722 ... 2899 2921 FU
207 207 FU2510 20250722 ... 2911 2929 FU
208 208 FU2511 20250722 ... 2905 2921 FU
209 209 FU2512 20250722 ... 2885 2901 FU
210 210 FU2601 20250722 ... 2878 2889 FU
211 211 FU2602 20250722 ... 2869 2874 FU
212 212 FU2603 20250722 ... 2857 2862 FU
213 213 FU2604 20250722 ... 2843 2845 FU
214 214 FU2605 20250722 ... 2828 2827 FU
215 215 FU2606 20250722 ... 2827 2814 FU
216 216 FU2607 20250722 ... 2815 2804 FU
217 217 BU2508 20250722 ... 3644 3685 BU
218 218 BU2509 20250722 ... 3611 3661 BU
219 219 BU2510 20250722 ... 3565 3612 BU
220 220 BU2511 20250722 ... 3523 3560 BU
221 221 BU2512 20250722 ... 3458 3487 BU
222 222 BU2601 20250722 ... 3428 3449 BU
223 223 BU2602 20250722 ... 3392 3435 BU
224 224 BU2603 20250722 ... 3396 3429 BU
225 225 BU2604 20250722 ... 3389 3421 BU
226 226 BU2605 20250722 ... 3380 3419 BU
227 227 BU2606 20250722 ... 3380 3413 BU
228 228 BU2607 20250722 ... 3392 3464 BU
229 229 BU2609 20250722 ... 3369 3397 BU
230 230 BU2612 20250722 ... 3325 3347 BU
231 231 BU2703 20250722 ... 3326 3329 BU
232 232 BU2706 20250722 ... 3324 3342 BU
233 233 BR2508 20250722 ... 12020 11910 BR
234 234 BR2509 20250722 ... 12025 11895 BR
235 235 BR2510 20250722 ... 12005 11875 BR
236 236 BR2511 20250722 ... 12020 11900 BR
237 237 BR2512 20250722 ... 12030 11885 BR
238 238 BR2601 20250722 ... 12005 11880 BR
239 239 BR2602 20250722 ... 11975 11860 BR
240 240 BR2603 20250722 ... 12000 11865 BR
241 241 BR2604 20250722 ... 12005 11925 BR
242 242 BR2605 20250722 ... 11995 11925 BR
243 243 BR2606 20250722 ... 12010 11885 BR
244 244 BR2607 20250722 ... 11980 11900 BR
245 245 RU2508 20250722 ... 15020 14880 RU
246 246 RU2509 20250722 ... 15030 14900 RU
247 247 RU2510 20250722 ... 15010 14905 RU
248 248 RU2511 20250722 ... 15025 14895 RU
249 249 RU2601 20250722 ... 15800 15695 RU
250 250 RU2603 20250722 ... 15760 15695 RU
251 251 RU2604 20250722 ... 15805 15740 RU
252 252 RU2605 20250722 ... 15875 15800 RU
253 253 RU2606 20250722 ... 15875 15670 RU
254 254 RU2607 20250722 ... 15805 15805 RU
255 255 NR2508 20250722 ... 12810 12710 NR
256 256 NR2509 20250722 ... 12845 12745 NR
257 257 NR2510 20250722 ... 12830 12745 NR
258 258 NR2511 20250722 ... 12835 12755 NR
259 259 NR2512 20250722 ... 12885 12805 NR
260 260 NR2601 20250722 ... 12930 12810 NR
261 261 NR2602 20250722 ... 12905 12815 NR
262 262 NR2603 20250722 ... 12885 12845 NR
263 263 NR2604 20250722 ... 13010 12765 NR
264 264 NR2605 20250722 ... 12940 12865 NR
265 265 NR2606 20250722 ... 12980 12815 NR
266 266 NR2607 20250722 ... 12810 12520 NR
267 267 SP2508 20250722 ... 5314 5302 SP
268 268 SP2509 20250722 ... 5342 5328 SP
269 269 SP2510 20250722 ... 5308 5304 SP
270 270 SP2511 20250722 ... 5308 5294 SP
271 271 SP2512 20250722 ... 5258 5250 SP
272 272 SP2601 20250722 ... 5484 5470 SP
273 273 SP2602 20250722 ... 5420 5418 SP
274 274 SP2603 20250722 ... 5424 5422 SP
275 275 SP2604 20250722 ... 5400 5396 SP
276 276 SP2605 20250722 ... 5418 5416 SP
277 277 SP2606 20250722 ... 5418 5422 SP
278 278 SP2607 20250722 ... 5414 5410 SP
279 279 EC2508 20250722 ... 2276.1 2300.3 EC
280 280 EC2510 20250722 ... 1579.9 1648.5 EC
281 281 EC2512 20250722 ... 1728.6 1807 EC
282 282 EC2602 20250722 ... 1469.5 1513.8 EC
283 283 EC2604 20250722 ... 1323.9 1355.6 EC
284 284 EC2606 20250722 ... 1447.6 1467.1 EC
285 285 SC_TAS2509 20250722 ... SC_TAS
286 286 SC_TAS2510 20250722 ... SC_TAS
287 287 SC_TAS2511 20250722 ... SC_TAS
[288 rows x 13 columns]
2025-07-24 16:26:21,124 - future_1d - INFO - ak.get_shfe_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 PS2508 20250722 46755.0 ... 47655.0 45290.0 PS
1 PS2509 20250722 45880.0 ... 47470.0 45055.0 PS
2 PS2510 20250722 45745.0 ... 47315.0 44835.0 PS
3 PS2511 20250722 45720.0 ... 47220.0 44625.0 PS
4 PS2512 20250722 47650.0 ... 49395.0 46680.0 PS
5 PS2601 20250722 47245.0 ... 48930.0 46365.0 PS
6 PS2602 20250722 47360.0 ... 48595.0 46140.0 PS
7 PS2603 20250722 47350.0 ... 48685.0 46135.0 PS
8 PS2604 20250722 47305.0 ... 48800.0 46090.0 PS
9 PS2605 20250722 47000.0 ... 48615.0 46100.0 PS
10 PS2606 20250722 47800.0 ... 49520.0 47085.0 PS
11 PS2607 20250722 47670.0 ... 49445.0 46580.0 PS
13 SI2508 20250722 9295.0 ... 9425.0 9085.0 SI
14 SI2509 20250722 9345.0 ... 9470.0 9110.0 SI
15 SI2510 20250722 9390.0 ... 9405.0 9030.0 SI
16 SI2511 20250722 9230.0 ... 9340.0 8975.0 SI
17 SI2512 20250722 9400.0 ... 9605.0 9275.0 SI
18 SI2601 20250722 9325.0 ... 9550.0 9195.0 SI
19 SI2602 20250722 9300.0 ... 9510.0 9160.0 SI
20 SI2603 20250722 9280.0 ... 9490.0 9140.0 SI
21 SI2604 20250722 9280.0 ... 9485.0 9160.0 SI
22 SI2605 20250722 9230.0 ... 9470.0 9130.0 SI
23 SI2606 20250722 9270.0 ... 9450.0 9130.0 SI
24 SI2607 20250722 9345.0 ... 9490.0 9125.0 SI
27 LC2508 20250722 71720.0 ... 71900.0 70900.0 LC
28 LC2509 20250722 71900.0 ... 72320.0 70960.0 LC
29 LC2510 20250722 71020.0 ... 71600.0 70140.0 LC
30 LC2511 20250722 70500.0 ... 71260.0 69780.0 LC
31 LC2512 20250722 70420.0 ... 71260.0 69740.0 LC
32 LC2601 20250722 70240.0 ... 71100.0 69700.0 LC
33 LC2602 20250722 69820.0 ... 70800.0 69360.0 LC
34 LC2603 20250722 70000.0 ... 70540.0 69300.0 LC
35 LC2604 20250722 70300.0 ... 70760.0 69800.0 LC
36 LC2605 20250722 70300.0 ... 70780.0 69820.0 LC
37 LC2606 20250722 70140.0 ... 70600.0 69700.0 LC
38 LC2607 20250722 70300.0 ... 70520.0 69640.0 LC
[36 rows x 12 columns]
2025-07-24 16:26:21,382 - future_1d - INFO - ak.get_gfex_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250722 4204.00 ... 4213.00 4176.00 A
1 a2511 20250722 4124.00 ... 4132.00 4109.00 A
2 a2601 20250722 4114.00 ... 4122.00 4100.00 A
3 a2603 20250722 4106.00 ... 4110.00 4088.00 A
4 a2605 20250722 4143.00 ... 4144.00 4118.00 A
5 a2607 20250722 4148.00 ... 4142.00 4123.00 A
6 b2508 20250722 3636.00 ... 3634.00 3646.00 B
7 b2509 20250722 3718.00 ... 3717.00 3720.00 B
8 b2510 20250722 3771.00 ... 3762.00 3757.00 B
9 b2511 20250722 3776.00 ... 3775.00 3770.00 B
10 b2512 20250722 3787.00 ... 3782.00 3783.00 B
11 b2601 20250722 3763.00 ... 3762.00 3764.00 B
12 b2602 20250722 3714.00 ... 3721.00 3716.00 B
13 b2603 20250722 3619.00 ... 3614.00 3613.00 B
14 b2604 20250722 3495.00 ... 3507.00 3503.00 B
15 b2605 20250722 3435.00 ... 3431.00 3433.00 B
16 b2606 20250722 3426.00 ... 3426.00 3428.00 B
17 b2607 20250722 3428.00 ... 3425.00 3424.00 B
18 bb2509 20250722 155.80 ... 156.15 155.95 BB
19 bb2511 20250722 153.70 ... 153.70 153.80 BB
20 bb2601 20250722 147.25 ... 147.90 147.60 BB
21 bb2603 20250722 0.00 ... 154.45 154.15 BB
22 bb2605 20250722 0.00 ... 154.45 154.15 BB
23 bb2607 20250722 0.00 ... 154.45 154.15 BB
24 bz2603 20250722 6259.00 ... 6238.00 6219.00 BZ
25 bz2604 20250722 6247.00 ... 6224.00 6203.00 BZ
26 bz2605 20250722 6247.00 ... 6228.00 6209.00 BZ
27 bz2606 20250722 6220.00 ... 6219.00 6201.00 BZ
28 c2509 20250722 2320.00 ... 2325.00 2319.00 C
29 c2511 20250722 2283.00 ... 2280.00 2282.00 C
30 c2601 20250722 2250.00 ... 2250.00 2245.00 C
31 c2603 20250722 2251.00 ... 2250.00 2245.00 C
32 c2605 20250722 2294.00 ... 2290.00 2289.00 C
33 c2607 20250722 2301.00 ... 2300.00 2301.00 C
34 cs2509 20250722 2664.00 ... 2672.00 2668.00 CS
35 cs2511 20250722 2622.00 ... 2621.00 2621.00 CS
36 cs2601 20250722 2635.00 ... 2634.00 2635.00 CS
37 cs2603 20250722 2630.00 ... 2619.00 2619.00 CS
38 cs2605 20250722 2670.00 ... 2663.00 2662.00 CS
39 cs2607 20250722 2664.00 ... 2665.00 2662.00 CS
40 eb2507 20250722 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250722 7513.00 ... 7471.00 7451.00 EB
42 eb2509 20250722 7401.00 ... 7429.00 7371.00 EB
43 eb2510 20250722 7376.00 ... 7377.00 7305.00 EB
44 eb2511 20250722 7291.00 ... 7318.00 7237.00 EB
45 eb2512 20250722 7262.00 ... 7287.00 7197.00 EB
46 eb2601 20250722 7271.00 ... 7285.00 7199.00 EB
47 eb2602 20250722 7282.00 ... 7292.00 7242.00 EB
48 eb2603 20250722 7302.00 ... 7326.00 7245.00 EB
49 eb2604 20250722 7289.00 ... 7310.00 7242.00 EB
50 eb2605 20250722 7335.00 ... 7337.00 7236.00 EB
51 eb2606 20250722 7295.00 ... 7293.00 7226.00 EB
52 eg2507 20250722 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250722 4358.00 ... 4398.00 4358.00 EG
54 eg2509 20250722 4417.00 ... 4430.00 4404.00 EG
55 eg2510 20250722 4411.00 ... 4420.00 4405.00 EG
56 eg2511 20250722 4433.00 ... 4424.00 4408.00 EG
57 eg2512 20250722 4425.00 ... 4421.00 4404.00 EG
58 eg2601 20250722 4406.00 ... 4429.00 4395.00 EG
59 eg2602 20250722 4422.00 ... 4438.00 4399.00 EG
60 eg2603 20250722 4436.00 ... 4436.00 4402.00 EG
61 eg2604 20250722 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250722 4465.00 ... 4465.00 4426.00 EG
63 eg2606 20250722 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250722 0.00 ... 1375.50 1369.00 FB
65 fb2509 20250722 1293.50 ... 1285.50 1289.50 FB
66 fb2510 20250722 1307.00 ... 1310.50 1309.00 FB
67 fb2511 20250722 1308.50 ... 1311.50 1312.00 FB
68 fb2512 20250722 1313.00 ... 1314.50 1313.00 FB
69 fb2601 20250722 1312.50 ... 1317.00 1305.50 FB
70 fb2602 20250722 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250722 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250722 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250722 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250722 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250722 1265.00 ... 1295.00 1297.00 FB
76 i2508 20250722 811.50 ... 821.00 806.50 I
77 i2509 20250722 809.00 ... 817.00 803.00 I
78 i2510 20250722 800.50 ... 812.50 797.00 I
79 i2511 20250722 793.00 ... 807.00 789.50 I
80 i2512 20250722 787.00 ... 800.00 782.50 I
81 i2601 20250722 778.00 ... 787.50 771.50 I
82 i2602 20250722 771.50 ... 786.00 767.00 I
83 i2603 20250722 767.50 ... 782.50 763.00 I
84 i2604 20250722 762.50 ... 777.00 757.00 I
85 i2605 20250722 756.00 ... 766.50 747.50 I
86 i2606 20250722 750.00 ... 760.00 743.00 I
87 i2607 20250722 744.00 ... 754.50 737.00 I
88 j2508 20250722 1590.50 ... 1600.00 1567.00 J
89 j2509 20250722 1599.50 ... 1644.50 1572.00 J
90 j2510 20250722 1620.00 ... 1661.50 1593.50 J
91 j2511 20250722 1633.00 ... 1721.50 1612.00 J
92 j2512 20250722 1648.00 ... 1714.00 1638.50 J
93 j2601 20250722 1649.50 ... 1699.00 1623.00 J
94 j2602 20250722 1672.00 ... 1724.50 1642.00 J
95 j2603 20250722 1676.50 ... 1676.50 1589.00 J
96 j2604 20250722 1685.00 ... 1705.50 1652.50 J
97 j2605 20250722 1698.50 ... 1746.00 1671.00 J
98 j2606 20250722 1715.00 ... 1732.50 1664.00 J
99 j2607 20250722 0.00 ... 1730.50 1662.50 J
100 jd2507 20250722 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250722 3595.00 ... 3576.00 3568.00 JD
102 jd2509 20250722 3635.00 ... 3624.00 3624.00 JD
103 jd2510 20250722 3414.00 ... 3397.00 3393.00 JD
104 jd2511 20250722 3401.00 ... 3404.00 3399.00 JD
105 jd2512 20250722 3558.00 ... 3550.00 3548.00 JD
106 jd2601 20250722 3620.00 ... 3615.00 3609.00 JD
107 jd2602 20250722 3190.00 ... 3188.00 3184.00 JD
108 jd2603 20250722 3192.00 ... 3190.00 3186.00 JD
109 jd2604 20250722 3330.00 ... 3324.00 3316.00 JD
110 jd2605 20250722 3408.00 ... 3407.00 3400.00 JD
111 jd2606 20250722 3260.00 ... 3256.00 3248.00 JD
112 jm2508 20250722 923.00 ... 948.00 903.00 JM
113 jm2509 20250722 1006.00 ... 1023.00 971.00 JM
114 jm2510 20250722 1018.00 ... 1048.00 988.50 JM
115 jm2511 20250722 1038.50 ... 1072.50 1001.50 JM
116 jm2512 20250722 1053.00 ... 1089.50 1015.50 JM
117 jm2601 20250722 1060.00 ... 1102.50 1024.50 JM
118 jm2602 20250722 1065.00 ... 1117.50 1039.00 JM
119 jm2603 20250722 1077.00 ... 1121.00 1037.00 JM
120 jm2604 20250722 1077.50 ... 1125.50 1042.00 JM
121 jm2605 20250722 1089.00 ... 1134.50 1040.00 JM
122 jm2606 20250722 1100.00 ... 1148.00 1052.50 JM
123 jm2607 20250722 1101.00 ... 1148.00 1067.00 JM
124 l2508 20250722 7282.00 ... 7269.00 7258.00 L
125 l2509 20250722 7287.00 ... 7306.00 7276.00 L
126 l2510 20250722 7311.00 ... 7331.00 7295.00 L
127 l2511 20250722 7319.00 ... 7355.00 7294.00 L
128 l2512 20250722 7330.00 ... 7373.00 7305.00 L
129 l2601 20250722 7325.00 ... 7354.00 7309.00 L
130 l2602 20250722 7324.00 ... 7331.00 7289.00 L
131 l2603 20250722 7321.00 ... 7328.00 7287.00 L
132 l2604 20250722 7343.00 ... 7354.00 7306.00 L
133 l2605 20250722 7318.00 ... 7341.00 7285.00 L
134 l2606 20250722 7332.00 ... 7333.00 7268.00 L
135 l2607 20250722 7323.00 ... 7323.00 7293.00 L
136 lg2507 20250722 825.00 ... 823.00 821.50 LG
137 lg2509 20250722 843.50 ... 840.50 842.00 LG
138 lg2511 20250722 850.50 ... 845.00 845.50 LG
139 lg2601 20250722 865.50 ... 856.50 857.50 LG
140 lg2603 20250722 855.00 ... 856.50 854.00 LG
141 lg2605 20250722 870.00 ... 861.50 861.50 LG
142 lh2507 20250722 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250722 14360.00 ... 14350.00 14350.00 LH
144 lh2511 20250722 13890.00 ... 13915.00 13865.00 LH
145 lh2601 20250722 14150.00 ... 14220.00 14105.00 LH
146 lh2603 20250722 13245.00 ... 13260.00 13190.00 LH
147 lh2605 20250722 13450.00 ... 13530.00 13405.00 LH
148 m2508 20250722 3043.00 ... 3062.00 3039.00 M
149 m2509 20250722 3071.00 ... 3076.00 3059.00 M
150 m2511 20250722 3103.00 ... 3111.00 3097.00 M
151 m2512 20250722 3118.00 ... 3126.00 3108.00 M
152 m2601 20250722 3087.00 ... 3098.00 3081.00 M
153 m2603 20250722 2939.00 ... 2939.00 2926.00 M
154 m2605 20250722 2752.00 ... 2756.00 2748.00 M
155 m2607 20250722 2742.00 ... 2742.00 2739.00 M
156 p2508 20250722 8892.00 ... 8882.00 8942.00 P
157 p2509 20250722 8882.00 ... 8928.00 8958.00 P
158 p2510 20250722 8878.00 ... 8920.00 8938.00 P
159 p2511 20250722 8858.00 ... 8900.00 8934.00 P
160 p2512 20250722 8854.00 ... 8886.00 8946.00 P
161 p2601 20250722 8838.00 ... 8888.00 8922.00 P
162 p2602 20250722 8850.00 ... 8852.00 8890.00 P
163 p2603 20250722 8744.00 ... 8756.00 8792.00 P
164 p2604 20250722 0.00 ... 8700.00 8700.00 P
165 p2605 20250722 8562.00 ... 8586.00 8620.00 P
166 p2606 20250722 8538.00 ... 8530.00 8542.00 P
167 p2607 20250722 8464.00 ... 8512.00 8498.00 P
168 pg2507 20250722 4061.00 ... 4019.00 4087.00 PG
169 pg2508 20250722 4094.00 ... 4032.00 4068.00 PG
170 pg2509 20250722 4029.00 ... 3981.00 4021.00 PG
171 pg2510 20250722 4456.00 ... 4407.00 4454.00 PG
172 pg2511 20250722 4392.00 ... 4340.00 4379.00 PG
173 pg2512 20250722 4320.00 ... 4272.00 4304.00 PG
174 pg2601 20250722 4244.00 ... 4204.00 4228.00 PG
175 pg2602 20250722 4145.00 ... 4114.00 4152.00 PG
176 pg2603 20250722 4083.00 ... 4039.00 4059.00 PG
177 pg2604 20250722 4353.00 ... 4339.00 4353.00 PG
178 pg2605 20250722 4289.00 ... 4233.00 4250.00 PG
179 pg2606 20250722 4220.00 ... 4163.00 4201.00 PG
180 pp2508 20250722 7094.00 ... 7086.00 7047.00 PP
181 pp2509 20250722 7091.00 ... 7114.00 7075.00 PP
182 pp2510 20250722 7074.00 ... 7115.00 7066.00 PP
183 pp2511 20250722 7076.00 ... 7115.00 7069.00 PP
184 pp2512 20250722 7088.00 ... 7123.00 7070.00 PP
185 pp2601 20250722 7092.00 ... 7116.00 7072.00 PP
186 pp2602 20250722 7088.00 ... 7110.00 7052.00 PP
187 pp2603 20250722 7084.00 ... 7098.00 7034.00 PP
188 pp2604 20250722 7097.00 ... 7097.00 7018.00 PP
189 pp2605 20250722 7078.00 ... 7109.00 7063.00 PP
190 pp2606 20250722 7070.00 ... 7100.00 7053.00 PP
191 pp2607 20250722 7173.00 ... 7173.00 7032.00 PP
192 rr2508 20250722 3595.00 ... 3593.00 3587.00 RR
193 rr2509 20250722 3610.00 ... 3603.00 3622.00 RR
194 rr2510 20250722 3640.00 ... 3625.00 3634.00 RR
195 rr2511 20250722 3625.00 ... 3616.00 3627.00 RR
196 rr2512 20250722 3621.00 ... 3618.00 3622.00 RR
197 rr2601 20250722 3626.00 ... 3616.00 3622.00 RR
198 rr2602 20250722 3626.00 ... 3622.00 3626.00 RR
199 rr2603 20250722 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250722 0.00 ... 3630.00 3630.00 RR
201 rr2605 20250722 3625.00 ... 3625.00 3632.00 RR
202 rr2606 20250722 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250722 3637.00 ... 3617.00 3638.00 RR
204 v2508 20250722 5056.00 ... 5145.00 5030.00 V
205 v2509 20250722 5123.00 ... 5186.00 5073.00 V
206 v2510 20250722 5150.00 ... 5217.00 5109.00 V
207 v2511 20250722 5179.00 ... 5247.00 5133.00 V
208 v2512 20250722 5201.00 ... 5280.00 5147.00 V
209 v2601 20250722 5230.00 ... 5305.00 5193.00 V
210 v2602 20250722 5272.00 ... 5328.00 5225.00 V
211 v2603 20250722 5290.00 ... 5330.00 5228.00 V
212 v2604 20250722 5439.00 ... 5471.00 5381.00 V
213 v2605 20250722 5423.00 ... 5502.00 5390.00 V
214 v2606 20250722 5453.00 ... 5508.00 5419.00 V
215 v2607 20250722 5488.00 ... 5507.00 5411.00 V
216 y2508 20250722 8104.00 ... 8052.00 8132.00 Y
217 y2509 20250722 8086.00 ... 8072.00 8124.00 Y
218 y2511 20250722 8106.00 ... 8084.00 8124.00 Y
219 y2512 20250722 8104.00 ... 8084.00 8134.00 Y
220 y2601 20250722 8038.00 ... 8022.00 8082.00 Y
221 y2603 20250722 7896.00 ... 7902.00 7952.00 Y
222 y2605 20250722 7680.00 ... 7674.00 7710.00 Y
223 y2607 20250722 7672.00 ... 7670.00 7692.00 Y
[224 rows x 12 columns]
2025-07-24 16:26:21,937 - future_1d - INFO - ak.get_dce_daily('2025-07-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250722 7923.0 7949.0 ... 399068.97 7898.0 7929.0 AP
1 AP511 20250722 7708.0 7716.0 ... 3647.33 7679.0 7701.0 AP
2 AP512 20250722 7740.0 7740.0 ... 416.42 7711.0 7730.0 AP
3 AP601 20250722 7800.0 7828.0 ... 24526.77 7779.0 7801.0 AP
4 AP603 20250722 7671.0 7715.0 ... 99.90 7685.0 7709.0 AP
5 AP604 20250722 7736.0 7736.0 ... 38.59 7717.0 7736.0 AP
6 AP605 20250722 7763.0 7799.0 ... 155.45 7772.0 7784.0 AP
7 CF509 20250722 14155.0 14245.0 ... 1747501.36 14175.0 14210.0 CF
8 CF511 20250722 13920.0 14005.0 ... 124301.95 13950.0 13925.0 CF
9 CF601 20250722 13960.0 14065.0 ... 544153.14 14015.0 13980.0 CF
10 CF603 20250722 13930.0 14020.0 ... 2967.86 13965.0 13930.0 CF
11 CF605 20250722 13950.0 14020.0 ... 17206.21 13965.0 13930.0 CF
12 CF607 20250722 13945.0 14015.0 ... 125.76 13975.0 13960.0 CF
13 CJ509 20250722 9425.0 9530.0 ... 104223.67 9445.0 9410.0 CJ
14 CJ512 20250722 10220.0 10395.0 ... 8106.02 10280.0 10245.0 CJ
15 CJ601 20250722 10370.0 10565.0 ... 861140.07 10440.0 10410.0 CJ
16 CJ603 20250722 10450.0 10650.0 ... 12853.80 10530.0 10485.0 CJ
17 CJ605 20250722 10620.0 10755.0 ... 52851.14 10660.0 10620.0 CJ
18 CJ607 20250722 10710.0 10815.0 ... 831.22 10725.0 10735.0 CJ
19 CY508 20250722 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250722 20420.0 20465.0 ... 113142.60 20390.0 20450.0 CY
21 CY510 20250722 0.0 0.0 ... 0.00 20000.0 20060.0 CY
22 CY511 20250722 20190.0 20330.0 ... 50.42 20170.0 20165.0 CY
23 CY512 20250722 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250722 20225.0 20270.0 ... 192.31 20245.0 20245.0 CY
25 CY602 20250722 0.0 0.0 ... 0.00 20055.0 19980.0 CY
26 CY603 20250722 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250722 0.0 0.0 ... 0.00 20040.0 19955.0 CY
28 CY605 20250722 0.0 0.0 ... 0.00 20200.0 20190.0 CY
29 CY606 20250722 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250722 20690.0 20690.0 ... 30.94 20625.0 19970.0 CY
31 FG508 20250722 1189.0 1264.0 ... 12972.95 1205.0 1160.0 FG
32 FG509 20250722 1173.0 1249.0 ... 8888277.58 1203.0 1145.0 FG
33 FG510 20250722 1226.0 1314.0 ... 74088.12 1261.0 1205.0 FG
34 FG511 20250722 1212.0 1293.0 ... 87044.39 1246.0 1186.0 FG
35 FG512 20250722 1267.0 1361.0 ... 49607.77 1308.0 1248.0 FG
36 FG601 20250722 1255.0 1342.0 ... 2058448.00 1294.0 1231.0 FG
37 FG602 20250722 1291.0 1380.0 ... 2894.40 1339.0 1273.0 FG
38 FG603 20250722 1284.0 1376.0 ... 3656.34 1330.0 1264.0 FG
39 FG604 20250722 1318.0 1411.0 ... 2400.20 1368.0 1302.0 FG
40 FG605 20250722 1317.0 1406.0 ... 51536.63 1362.0 1295.0 FG
41 FG606 20250722 1342.0 1417.0 ... 2185.08 1376.0 1311.0 FG
42 FG607 20250722 1329.0 1410.0 ... 616.88 1365.0 1306.0 FG
43 JR509 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250722 2381.0 2427.0 ... 1555.15 2400.0 2373.0 MA
53 MA509 20250722 2408.0 2461.0 ... 2569551.05 2425.0 2399.0 MA
54 MA510 20250722 2437.0 2489.0 ... 64630.28 2454.0 2428.0 MA
55 MA511 20250722 2455.0 2509.0 ... 122039.70 2469.0 2445.0 MA
56 MA512 20250722 2471.0 2531.0 ... 71034.86 2486.0 2463.0 MA
57 MA601 20250722 2477.0 2542.0 ... 569632.51 2503.0 2468.0 MA
58 MA602 20250722 2463.0 2529.0 ... 592.52 2469.0 2459.0 MA
59 MA603 20250722 2451.0 2520.0 ... 597.17 2457.0 2451.0 MA
60 MA604 20250722 2446.0 2490.0 ... 68.96 2463.0 2426.0 MA
61 MA605 20250722 2405.0 2464.0 ... 10377.06 2428.0 2392.0 MA
62 MA606 20250722 2411.0 2472.0 ... 90.23 2439.0 2400.0 MA
63 MA607 20250722 2412.0 2462.0 ... 97.13 2428.0 2395.0 MA
64 OI509 20250722 9563.0 9586.0 ... 2843409.54 9517.0 9597.0 OI
65 OI511 20250722 9546.0 9567.0 ... 175111.36 9497.0 9576.0 OI
66 OI601 20250722 9509.0 9514.0 ... 487612.32 9445.0 9520.0 OI
67 OI603 20250722 9455.0 9457.0 ... 1425.80 9380.0 9462.0 OI
68 OI605 20250722 9375.0 9379.0 ... 5103.60 9313.0 9379.0 OI
69 OI607 20250722 9306.0 9306.0 ... 27.89 9297.0 9350.0 OI
70 PF508 20250722 6442.0 6484.0 ... 15016.07 6442.0 6442.0 PF
71 PF509 20250722 6426.0 6484.0 ... 458101.68 6430.0 6422.0 PF
72 PF510 20250722 6482.0 6546.0 ... 153195.72 6494.0 6468.0 PF
73 PF511 20250722 6486.0 6528.0 ... 56681.25 6486.0 6448.0 PF
74 PF512 20250722 6470.0 6504.0 ... 16552.47 6472.0 6432.0 PF
75 PF601 20250722 6474.0 6508.0 ... 6044.19 6478.0 6442.0 PF
76 PF602 20250722 6470.0 6514.0 ... 461.91 6506.0 6476.0 PF
77 PF603 20250722 6474.0 6474.0 ... 12.93 6468.0 6472.0 PF
78 PF604 20250722 6510.0 6510.0 ... 9.74 6494.0 6496.0 PF
79 PF605 20250722 6498.0 6524.0 ... 16.26 6502.0 6490.0 PF
80 PF606 20250722 6464.0 6464.0 ... 3.23 6464.0 6490.0 PF
81 PF607 20250722 6506.0 6506.0 ... 9.74 6496.0 6482.0 PF
82 PK510 20250722 8206.0 8206.0 ... 283424.58 8140.0 8208.0 PK
83 PK511 20250722 8042.0 8048.0 ... 105679.99 7998.0 8054.0 PK
84 PK512 20250722 8008.0 8010.0 ... 1723.95 7982.0 8020.0 PK
85 PK601 20250722 8022.0 8026.0 ... 13997.72 8000.0 8028.0 PK
86 PK603 20250722 8020.0 8030.0 ... 232.50 8018.0 8032.0 PK
87 PK604 20250722 8034.0 8042.0 ... 108.34 8026.0 8038.0 PK
88 PK605 20250722 8044.0 8060.0 ... 1618.58 8034.0 8038.0 PK
89 PL601 20250722 6550.0 6708.0 ... 579139.98 6597.0 6350.0 PL
90 PL602 20250722 6526.0 6757.0 ... 31528.99 6649.0 6350.0 PL
91 PL603 20250722 6500.0 6715.0 ... 9013.16 6618.0 6350.0 PL
92 PL604 20250722 6596.0 6633.0 ... 277.17 6599.0 6350.0 PL
93 PL605 20250722 6450.0 6660.0 ... 3502.50 6584.0 6350.0 PL
94 PL606 20250722 6654.0 6688.0 ... 159.06 6627.0 6350.0 PL
95 PL607 20250722 6637.0 6698.0 ... 199.07 6636.0 6350.0 PL
96 PM509 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250722 6014.0 6040.0 ... 5168.94 6004.0 6012.0 PR
103 PR509 20250722 5994.0 6012.0 ... 471749.56 5980.0 5976.0 PR
104 PR510 20250722 6000.0 6016.0 ... 219402.97 5988.0 5984.0 PR
105 PR511 20250722 6004.0 6004.0 ... 50642.72 5980.0 5966.0 PR
106 PR512 20250722 5960.0 5964.0 ... 35.72 5954.0 5956.0 PR
107 PR601 20250722 5972.0 5982.0 ... 955.59 5954.0 5932.0 PR
108 PR602 20250722 0.0 0.0 ... 0.00 5972.0 5966.0 PR
109 PR603 20250722 0.0 0.0 ... 0.00 5984.0 5974.0 PR
110 PR604 20250722 0.0 0.0 ... 0.00 5990.0 5958.0 PR
111 PR605 20250722 0.0 0.0 ... 0.00 5988.0 5964.0 PR
112 PR606 20250722 0.0 0.0 ... 0.00 5974.0 5946.0 PR
113 PR607 20250722 0.0 0.0 ... 0.00 5978.0 5926.0 PR
114 PX508 20250722 6984.0 6986.0 ... 452.66 6912.0 6956.0 PX
115 PX509 20250722 6862.0 6904.0 ... 700646.81 6852.0 6850.0 PX
116 PX510 20250722 6842.0 6884.0 ... 89026.02 6832.0 6830.0 PX
117 PX511 20250722 6802.0 6846.0 ... 146614.31 6792.0 6782.0 PX
118 PX512 20250722 6810.0 6828.0 ... 30397.80 6776.0 6760.0 PX
119 PX601 20250722 6774.0 6804.0 ... 96562.32 6758.0 6736.0 PX
120 PX602 20250722 6754.0 6770.0 ... 91.05 6744.0 6704.0 PX
121 PX603 20250722 0.0 0.0 ... 0.00 6754.0 6724.0 PX
122 PX604 20250722 6722.0 6722.0 ... 3.36 6722.0 6680.0 PX
123 PX605 20250722 6746.0 6750.0 ... 153.98 6696.0 6668.0 PX
124 PX606 20250722 0.0 0.0 ... 0.00 6724.0 6700.0 PX
125 PX607 20250722 6716.0 6716.0 ... 3.36 6716.0 6686.0 PX
126 RI509 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250722 2713.0 2740.0 ... 6163.90 2717.0 2715.0 RM
133 RM509 20250722 2725.0 2760.0 ... 1068574.34 2726.0 2727.0 RM
134 RM511 20250722 2558.0 2597.0 ... 15978.51 2564.0 2549.0 RM
135 RM601 20250722 2415.0 2461.0 ... 309572.60 2434.0 2407.0 RM
136 RM603 20250722 2387.0 2422.0 ... 20626.52 2401.0 2374.0 RM
137 RM605 20250722 2365.0 2389.0 ... 48038.70 2373.0 2365.0 RM
138 RM607 20250722 2364.0 2374.0 ... 3449.15 2364.0 2359.0 RM
139 RS508 20250722 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250722 5138.0 5188.0 ... 123.72 5155.0 5131.0 RS
141 RS511 20250722 5142.0 5280.0 ... 245.08 5214.0 5198.0 RS
142 RS607 20250722 0.0 0.0 ... 0.00 5180.0 5180.0 RS
143 SA508 20250722 1280.0 1370.0 ... 10494.28 1311.0 1268.0 SA
144 SA509 20250722 1296.0 1375.0 ... 8266906.47 1329.0 1273.0 SA
145 SA510 20250722 1313.0 1406.0 ... 338089.96 1339.0 1301.0 SA
146 SA511 20250722 1318.0 1409.0 ... 387175.93 1346.0 1304.0 SA
147 SA512 20250722 1352.0 1436.0 ... 176340.39 1385.0 1329.0 SA
148 SA601 20250722 1353.0 1434.0 ... 2913264.59 1393.0 1327.0 SA
149 SA602 20250722 1364.0 1450.0 ... 24885.08 1402.0 1342.0 SA
150 SA603 20250722 1365.0 1455.0 ... 13303.15 1408.0 1347.0 SA
151 SA604 20250722 1387.0 1473.0 ... 5344.33 1434.0 1363.0 SA
152 SA605 20250722 1396.0 1476.0 ... 116333.12 1434.0 1366.0 SA
153 SA606 20250722 1402.0 1488.0 ... 5647.52 1440.0 1377.0 SA
154 SA607 20250722 1401.0 1481.0 ... 2532.60 1441.0 1371.0 SA
155 SF508 20250722 5670.0 5890.0 ... 6546.37 5740.0 5642.0 SF
156 SF509 20250722 5696.0 5914.0 ... 898554.02 5780.0 5662.0 SF
157 SF510 20250722 5646.0 5882.0 ... 133424.26 5742.0 5628.0 SF
158 SF511 20250722 5814.0 6032.0 ... 224379.28 5898.0 5778.0 SF
159 SF512 20250722 5796.0 6002.0 ... 23413.10 5874.0 5742.0 SF
160 SF601 20250722 5786.0 5986.0 ... 62213.45 5856.0 5718.0 SF
161 SF602 20250722 5708.0 5920.0 ... 1771.35 5798.0 5656.0 SF
162 SF603 20250722 5858.0 6048.0 ... 660.12 5894.0 5790.0 SF
163 SF604 20250722 5824.0 6030.0 ... 192.56 5926.0 5758.0 SF
164 SF605 20250722 5820.0 6024.0 ... 1965.13 5876.0 5768.0 SF
165 SF606 20250722 5774.0 5964.0 ... 426.75 5806.0 5716.0 SF
166 SF607 20250722 5880.0 6008.0 ... 56.19 5916.0 5842.0 SF
167 SH508 20250722 2511.0 2643.0 ... 58904.50 2552.0 2518.0 SH
168 SH509 20250722 2565.0 2705.0 ... 6487657.88 2617.0 2557.0 SH
169 SH510 20250722 2588.0 2749.0 ... 498174.07 2648.0 2571.0 SH
170 SH511 20250722 2558.0 2724.0 ... 399831.10 2632.0 2545.0 SH
171 SH512 20250722 2573.0 2726.0 ... 107928.67 2646.0 2547.0 SH
172 SH601 20250722 2553.0 2716.0 ... 517328.85 2632.0 2538.0 SH
173 SH602 20250722 2583.0 2740.0 ... 4116.38 2654.0 2570.0 SH
174 SH603 20250722 2591.0 2742.0 ... 2568.46 2659.0 2562.0 SH
175 SH604 20250722 2639.0 2775.0 ... 913.03 2693.0 2593.0 SH
176 SH605 20250722 2629.0 2781.0 ... 15164.10 2699.0 2599.0 SH
177 SH606 20250722 2644.0 2775.0 ... 1880.43 2690.0 2627.0 SH
178 SH607 20250722 2664.0 2760.0 ... 555.29 2683.0 2621.0 SH
179 SM508 20250722 5936.0 6028.0 ... 3746.66 5952.0 5898.0 SM
180 SM509 20250722 5944.0 6036.0 ... 1223241.10 5960.0 5908.0 SM
181 SM510 20250722 5926.0 6018.0 ... 86172.73 5936.0 5886.0 SM
182 SM511 20250722 5986.0 6084.0 ... 157809.19 6014.0 5950.0 SM
183 SM512 20250722 5980.0 6092.0 ... 33016.14 6016.0 5948.0 SM
184 SM601 20250722 5994.0 6096.0 ... 233783.42 6018.0 5944.0 SM
185 SM602 20250722 5992.0 6094.0 ... 378.48 6008.0 5942.0 SM
186 SM603 20250722 5996.0 6096.0 ... 270.79 6018.0 5944.0 SM
187 SM604 20250722 6030.0 6116.0 ... 238.68 6042.0 5966.0 SM
188 SM605 20250722 5990.0 6138.0 ... 3139.85 6050.0 5960.0 SM
189 SM606 20250722 6050.0 6148.0 ... 215.32 6066.0 5964.0 SM
190 SM607 20250722 6068.0 6144.0 ... 60.56 6056.0 5862.0 SM
191 SR509 20250722 5828.0 5846.0 ... 943547.61 5825.0 5840.0 SR
192 SR511 20250722 5720.0 5742.0 ... 105565.30 5720.0 5734.0 SR
193 SR601 20250722 5657.0 5676.0 ... 159240.51 5655.0 5670.0 SR
194 SR603 20250722 5629.0 5640.0 ... 3792.53 5627.0 5636.0 SR
195 SR605 20250722 5612.0 5618.0 ... 11561.56 5604.0 5611.0 SR
196 SR607 20250722 5605.0 5610.0 ... 968.86 5600.0 5606.0 SR
197 TA508 20250722 4788.0 4798.0 ... 5298.19 4762.0 4784.0 TA
198 TA509 20250722 4780.0 4808.0 ... 2576809.75 4772.0 4776.0 TA
199 TA510 20250722 4780.0 4806.0 ... 84454.85 4774.0 4774.0 TA
200 TA511 20250722 4772.0 4800.0 ... 51827.90 4772.0 4760.0 TA
201 TA512 20250722 4766.0 4794.0 ... 20486.56 4768.0 4746.0 TA
202 TA601 20250722 4760.0 4790.0 ... 665329.87 4764.0 4740.0 TA
203 TA602 20250722 4778.0 4786.0 ... 104.96 4772.0 4742.0 TA
204 TA603 20250722 4776.0 4786.0 ... 228.46 4760.0 4740.0 TA
205 TA604 20250722 4764.0 4786.0 ... 73.82 4762.0 4748.0 TA
206 TA605 20250722 4768.0 4798.0 ... 15670.56 4772.0 4756.0 TA
207 TA606 20250722 4794.0 4802.0 ... 31.01 4772.0 4754.0 TA
208 TA607 20250722 4804.0 4804.0 ... 9.58 4788.0 4768.0 TA
209 UR508 20250722 1802.0 1816.0 ... 1412.96 1802.0 1795.0 UR
210 UR509 20250722 1820.0 1828.0 ... 1136220.64 1806.0 1807.0 UR
211 UR510 20250722 1803.0 1814.0 ... 29430.21 1791.0 1790.0 UR
212 UR511 20250722 1810.0 1826.0 ... 22805.61 1798.0 1792.0 UR
213 UR512 20250722 1790.0 1814.0 ... 671.93 1797.0 1784.0 UR
214 UR601 20250722 1792.0 1818.0 ... 248313.96 1787.0 1774.0 UR
215 UR602 20250722 1784.0 1810.0 ... 853.99 1787.0 1770.0 UR
216 UR603 20250722 1800.0 1826.0 ... 740.05 1805.0 1792.0 UR
217 UR604 20250722 1798.0 1822.0 ... 677.81 1803.0 1787.0 UR
218 UR605 20250722 1799.0 1822.0 ... 15854.85 1795.0 1778.0 UR
219 UR606 20250722 1785.0 1812.0 ... 440.94 1792.0 1774.0 UR
220 UR607 20250722 1789.0 1817.0 ... 220.02 1803.0 1788.0 UR
221 WH509 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-24 16:26:22,264 - future_1d - INFO - ak.get_czce_daily('2025-07-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250722 535.4 538.2 ... 130144.63 523.5 534.6 SC
1 SC2509 20250722 511.6 512.1 ... 7283026.86 506.6 515.3 SC
2 SC2510 20250722 505 505 ... 803311.41 499.6 507.3 SC
3 SC2511 20250722 495.8 499 ... 181485.26 495 500.7 SC
4 SC2512 20250722 493.5 494.3 ... 56025.3 491.4 496.9 SC
5 SC2601 20250722 490.2 492.3 ... 12890.68 488.2 493.5 SC
6 SC2602 20250722 486.9 488 ... 9124.84 485.3 490.5 SC
7 SC2603 20250722 485.4 485.4 ... 1354.83 483.8 487.8 SC
8 SC2604 20250722 481.3 481.3 ... 96.26 481.3 485 SC
9 SC2605 20250722 480.6 480.6 ... 48.06 480.6 486.3 SC
10 SC2606 20250722 478.6 482.9 ... 478.28 478.2 480.8 SC
11 SC2607 20250722 ... 0 475.5 475.5 SC
12 SC2609 20250722 472.4 472.4 ... 94.48 472.4 473.4 SC
13 SC2612 20250722 472.1 472.1 ... 469.74 469.7 477 SC
14 SC2703 20250722 ... 0 468.6 472.1 SC
15 SC2706 20250722 467.4 469.5 ... 93.69 468.4 470.6 SC
16 SC2709 20250722 462.8 462.8 ... 46.28 462.8 470.3 SC
17 SC2712 20250722 ... 0 467.2 467.2 SC
18 SC2803 20250722 ... 0 463.4 465.3 SC
19 SC2806 20250722 465.5 465.5 ... 415.66 461.8 467.1 SC
21 LU2508 20250722 3590 3590 ... 1347.177 3563 3596 LU
22 LU2509 20250722 3600 3606 ... 94679.137 3577 3613 LU
23 LU2510 20250722 3600 3604 ... 410372.53 3575 3610 LU
24 LU2511 20250722 3586 3589 ... 31645.862 3562 3596 LU
25 LU2512 20250722 3564 3564 ... 5036.418 3554 3575 LU
26 LU2601 20250722 3540 3544 ... 2176.23 3521 3550 LU
27 LU2602 20250722 3529 3529 ... 108.227 3491 3553 LU
28 LU2603 20250722 3512 3512 ... 344.532 3445 3546 LU
29 LU2604 20250722 3494 3494 ... 59.136 3478 3503 LU
30 LU2605 20250722 3475 3476 ... 45.053 3465 3496 LU
31 LU2606 20250722 3474 3474 ... 13.882 3470 3489 LU
32 LU2607 20250722 3464 3520 ... 65.722 3459 3485 LU
34 NR2508 20250722 12680 12990 ... 118794.905 12810 12710 NR
35 NR2509 20250722 12730 13030 ... 2261327.88 12845 12745 NR
36 NR2510 20250722 12710 13020 ... 506002.7 12830 12745 NR
37 NR2511 20250722 12695 13035 ... 46476.31 12835 12755 NR
38 NR2512 20250722 12825 13065 ... 15609.575 12885 12805 NR
39 NR2601 20250722 12775 13130 ... 50095.505 12930 12810 NR
40 NR2602 20250722 12900 13035 ... 1703.94 12905 12815 NR
41 NR2603 20250722 12885 12885 ... 12.885 12885 12845 NR
42 NR2604 20250722 ... 0 13010 12765 NR
43 NR2605 20250722 12950 13000 ... 155.335 12940 12865 NR
44 NR2606 20250722 12940 13020 ... 25.96 12980 12815 NR
45 NR2607 20250722 ... 0 12810 12520 NR
47 BC2508 20250722 70710 70950 ... 191530.42 70720 70350 BC
48 BC2509 20250722 70840 71040 ... 45155.055 70830 70450 BC
49 BC2510 20250722 70630 70920 ... 247.54 70720 70810 BC
50 BC2511 20250722 ... 0 69190 69190 BC
51 BC2512 20250722 ... 0 70400 70180 BC
52 BC2601 20250722 ... 0 69480 69480 BC
53 BC2602 20250722 ... 0 69410 69410 BC
54 BC2603 20250722 ... 0 69290 69290 BC
55 BC2604 20250722 ... 0 69430 69430 BC
56 BC2605 20250722 ... 0 69480 69480 BC
57 BC2606 20250722 ... 0 69340 69340 BC
58 BC2607 20250722 ... 0 68670 67820 BC
60 EC2508 20250722 2320 2322.8 ... 79675.3785 2276.1 2300.3 EC
61 EC2510 20250722 1610 1629.5 ... 526578.126 1579.9 1648.5 EC
62 EC2512 20250722 1750.1 1776 ... 63942.071 1728.6 1807 EC
63 EC2602 20250722 1483.6 1506 ... 8442.309 1469.5 1513.8 EC
64 EC2604 20250722 1333.3 1348.9 ... 12260.004 1323.9 1355.6 EC
65 EC2606 20250722 1444 1466.6 ... 1534.5225 1447.6 1467.1 EC
68 SC_TAS2509 20250722 ... SC_TAS
69 SC_TAS2510 20250722 ... SC_TAS
70 SC_TAS2511 20250722 ... SC_TAS
[65 rows x 12 columns]
2025-07-24 16:26:22,324 - future_1d - INFO - ak.get_ine_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 IC2508 20250722 6116.600 ... 6161.200 6110.600 IC
1 IC2509 20250722 6064.000 ... 6111.800 6059.800 IC
2 IC2512 20250722 5933.200 ... 5984.600 5932.400 IC
3 IC2603 20250722 5816.400 ... 5870.000 5817.400 IC
4 IF2508 20250722 4079.000 ... 4105.400 4075.200 IF
5 IF2509 20250722 4067.000 ... 4096.600 4064.400 IF
6 IF2512 20250722 4036.000 ... 4063.600 4031.600 IF
7 IF2603 20250722 4008.400 ... 4033.200 4002.200 IF
8 IH2508 20250722 2772.800 ... 2788.800 2771.600 IH
9 IH2509 20250722 2772.000 ... 2789.400 2771.800 IH
10 IH2512 20250722 2775.200 ... 2791.600 2774.600 IH
11 IH2603 20250722 2778.800 ... 2793.400 2776.200 IH
12 IM2508 20250722 6530.000 ... 6568.000 6545.200 IM
13 IM2509 20250722 6463.200 ... 6495.800 6472.600 IM
14 IM2512 20250722 6278.200 ... 6311.400 6288.400 IM
15 IM2603 20250722 6119.800 ... 6150.400 6128.400 IM
16 T2509 20250722 108.760 ... 108.635 108.730 T
17 T2512 20250722 108.790 ... 108.700 108.775 T
18 T2603 20250722 108.760 ... 108.665 108.745 T
19 TF2509 20250722 105.950 ... 105.885 105.935 TF
20 TF2512 20250722 106.055 ... 105.965 106.005 TF
21 TF2603 20250722 106.105 ... 106.030 106.085 TF
22 TL2509 20250722 120.000 ... 119.520 119.930 TL
23 TL2512 20250722 119.840 ... 119.330 119.750 TL
24 TL2603 20250722 119.650 ... 119.150 119.550 TL
25 TS2509 20250722 102.420 ... 102.414 102.416 TS
26 TS2512 20250722 102.494 ... 102.490 102.490 TS
27 TS2603 20250722 102.600 ... 102.584 102.582 TS
[28 rows x 12 columns]
2025-07-24 16:26:22,613 - future_1d - INFO - ak.get_cffex_daily('2025-07-22') done
2025-07-24 16:26:24,344 - future_1d - INFO - save future_daily 2025-07-22 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250723 ... 79680 79560 CU
1 1 CU2509 20250723 ... 79810 79650 CU
2 2 CU2510 20250723 ... 79810 79670 CU
3 3 CU2511 20250723 ... 79800 79650 CU
4 4 CU2512 20250723 ... 79760 79580 CU
5 5 CU2601 20250723 ... 79710 79510 CU
6 6 CU2602 20250723 ... 79670 79470 CU
7 7 CU2603 20250723 ... 79700 79450 CU
8 8 CU2604 20250723 ... 79650 79430 CU
9 9 CU2605 20250723 ... 79690 79410 CU
10 10 CU2606 20250723 ... 79660 79430 CU
11 11 CU2607 20250723 ... 79610 79460 CU
12 12 BC2508 20250723 ... 70880 70720 BC
13 13 BC2509 20250723 ... 70930 70830 BC
14 14 BC2510 20250723 ... 70720 70720 BC
15 15 BC2511 20250723 ... 69190 69190 BC
16 16 BC2512 20250723 ... 70400 70400 BC
17 17 BC2601 20250723 ... 69480 69480 BC
18 18 BC2602 20250723 ... 69410 69410 BC
19 19 BC2603 20250723 ... 69290 69290 BC
20 20 BC2604 20250723 ... 69430 69430 BC
21 21 BC2605 20250723 ... 69480 69480 BC
22 22 BC2606 20250723 ... 69340 69340 BC
23 23 BC2607 20250723 ... 68670 68670 BC
24 24 AL2508 20250723 ... 20850 20890 AL
25 25 AL2509 20250723 ... 20845 20860 AL
26 26 AL2510 20250723 ... 20780 20795 AL
27 27 AL2511 20250723 ... 20710 20700 AL
28 28 AL2512 20250723 ... 20665 20655 AL
29 29 AL2601 20250723 ... 20615 20620 AL
30 30 AL2602 20250723 ... 20645 20630 AL
31 31 AL2603 20250723 ... 20615 20630 AL
32 32 AL2604 20250723 ... 20670 20680 AL
33 33 AL2605 20250723 ... 20650 20645 AL
34 34 AL2606 20250723 ... 20665 20660 AL
35 35 AL2607 20250723 ... 20680 20670 AL
36 36 ZN2508 20250723 ... 22855 22825 ZN
37 37 ZN2509 20250723 ... 22905 22860 ZN
38 38 ZN2510 20250723 ... 22900 22855 ZN
39 39 ZN2511 20250723 ... 22870 22820 ZN
40 40 ZN2512 20250723 ... 22825 22780 ZN
41 41 ZN2601 20250723 ... 22765 22725 ZN
42 42 ZN2602 20250723 ... 22725 22680 ZN
43 43 ZN2603 20250723 ... 22720 22655 ZN
44 44 ZN2604 20250723 ... 22740 22665 ZN
45 45 ZN2605 20250723 ... 22735 22590 ZN
46 46 ZN2606 20250723 ... 22720 22625 ZN
47 47 ZN2607 20250723 ... 22720 22635 ZN
48 48 PB2508 20250723 ... 16895 16895 PB
49 49 PB2509 20250723 ... 16905 16925 PB
50 50 PB2510 20250723 ... 16925 16950 PB
51 51 PB2511 20250723 ... 16910 16955 PB
52 52 PB2512 20250723 ... 16975 17020 PB
53 53 PB2601 20250723 ... 16985 16985 PB
54 54 PB2602 20250723 ... 16985 16985 PB
55 55 PB2603 20250723 ... 17000 17055 PB
56 56 PB2604 20250723 ... 17070 17070 PB
57 57 PB2605 20250723 ... 17015 17100 PB
58 58 PB2606 20250723 ... 17015 17125 PB
59 59 PB2607 20250723 ... 17030 17105 PB
60 60 NI2508 20250723 ... 123410 123330 NI
61 61 NI2509 20250723 ... 123540 123440 NI
62 62 NI2510 20250723 ... 123650 123500 NI
63 63 NI2511 20250723 ... 123840 123750 NI
64 64 NI2512 20250723 ... 124020 123980 NI
65 65 NI2601 20250723 ... 124190 124240 NI
66 66 NI2602 20250723 ... 124550 124280 NI
67 67 NI2603 20250723 ... 124790 124580 NI
68 68 NI2604 20250723 ... 125200 125190 NI
69 69 NI2605 20250723 ... 125200 125030 NI
70 70 NI2606 20250723 ... 125510 125290 NI
71 71 NI2607 20250723 ... 125170 125480 NI
72 72 SN2508 20250723 ... 268900 267430 SN
73 73 SN2509 20250723 ... 269160 267630 SN
74 74 SN2510 20250723 ... 269100 267520 SN
75 75 SN2511 20250723 ... 269000 267240 SN
76 76 SN2512 20250723 ... 268900 267210 SN
77 77 SN2601 20250723 ... 269060 267520 SN
78 78 SN2602 20250723 ... 269210 268340 SN
79 79 SN2603 20250723 ... 267970 267930 SN
80 80 SN2604 20250723 ... 268310 268100 SN
81 81 SN2605 20250723 ... 267810 267770 SN
82 82 SN2606 20250723 ... 268130 268590 SN
83 83 SN2607 20250723 ... 269330 268090 SN
84 84 AO2508 20250723 ... 3415 3475 AO
85 85 AO2509 20250723 ... 3419 3452 AO
86 86 AO2510 20250723 ... 3372 3393 AO
87 87 AO2511 20250723 ... 3353 3371 AO
88 88 AO2512 20250723 ... 3353 3365 AO
89 89 AO2601 20250723 ... 3345 3358 AO
90 90 AO2602 20250723 ... 3304 3356 AO
91 91 AO2603 20250723 ... 3328 3322 AO
92 92 AO2604 20250723 ... 3325 3358 AO
93 93 AO2605 20250723 ... 3310 3315 AO
94 94 AO2606 20250723 ... 3306 3309 AO
95 95 AO2607 20250723 ... 3323 3287 AO
96 96 AD2511 20250723 ... 20210 20215 AD
97 97 AD2512 20250723 ... 20150 20185 AD
98 98 AD2601 20250723 ... 20135 20145 AD
99 99 AD2602 20250723 ... 20175 20075 AD
100 100 AD2603 20250723 ... 20135 19990 AD
101 101 AD2604 20250723 ... 19935 19935 AD
102 102 AD2605 20250723 ... 20035 20010 AD
103 103 AD2606 20250723 ... 19920 20020 AD
104 104 AD2607 20250723 ... 19790 19790 AD
105 105 AU2508 20250723 ... 788.8 783.14 AU
106 106 AU2509 20250723 ... 790.1 784.52 AU
107 107 AU2510 20250723 ... 791.4 785.8 AU
108 108 AU2512 20250723 ... 793.4 787.66 AU
109 109 AU2602 20250723 ... 795.5 789.7 AU
110 110 AU2604 20250723 ... 797.94 791.76 AU
111 111 AU2606 20250723 ... 800.72 793.48 AU
112 112 AU2608 20250723 ... 802.18 795.88 AU
113 113 AG2508 20250723 ... 9438 9355 AG
114 114 AG2509 20250723 ... 9455 9361 AG
115 115 AG2510 20250723 ... 9465 9383 AG
116 116 AG2511 20250723 ... 9478 9390 AG
117 117 AG2512 20250723 ... 9484 9398 AG
118 118 AG2601 20250723 ... 9497 9408 AG
119 119 AG2602 20250723 ... 9508 9420 AG
120 120 AG2603 20250723 ... 9519 9431 AG
121 121 AG2604 20250723 ... 9530 9441 AG
122 122 AG2605 20250723 ... 9546 9453 AG
123 123 AG2606 20250723 ... 9557 9463 AG
124 124 AG2607 20250723 ... 9567 9475 AG
125 125 RB2508 20250723 ... 3221 3185 RB
126 126 RB2509 20250723 ... 3236 3212 RB
127 127 RB2510 20250723 ... 3283 3264 RB
128 128 RB2511 20250723 ... 3301 3286 RB
129 129 RB2512 20250723 ... 3335 3309 RB
130 130 RB2601 20250723 ... 3337 3320 RB
131 131 RB2602 20250723 ... 3319 3304 RB
132 132 RB2603 20250723 ... 3335 3328 RB
133 133 RB2604 20250723 ... 3345 3315 RB
134 134 RB2605 20250723 ... 3357 3342 RB
135 135 RB2606 20250723 ... 3359 3352 RB
136 136 RB2607 20250723 ... 3372 3348 RB
137 137 WR2508 20250723 ... 3212 3212 WR
138 138 WR2509 20250723 ... 3335 3335 WR
139 139 WR2510 20250723 ... 3611 3588 WR
140 140 WR2511 20250723 ... 3639 3679 WR
141 141 WR2512 20250723 ... 3570 3570 WR
142 142 WR2601 20250723 ... 3625 3545 WR
143 143 WR2602 20250723 ... 3607 3607 WR
144 144 WR2603 20250723 ... 3606 3606 WR
145 145 WR2604 20250723 ... 3556 3556 WR
146 146 WR2605 20250723 ... 3640 3660 WR
147 147 WR2606 20250723 ... 3708 3704 WR
148 148 WR2607 20250723 ... 3668 3747 WR
149 149 HC2508 20250723 ... 3435 3417 HC
150 150 HC2509 20250723 ... 3442 3435 HC
151 151 HC2510 20250723 ... 3444 3431 HC
152 152 HC2511 20250723 ... 3444 3433 HC
153 153 HC2512 20250723 ... 3463 3442 HC
154 154 HC2601 20250723 ... 3458 3448 HC
155 155 HC2602 20250723 ... 3447 3445 HC
156 156 HC2603 20250723 ... 3463 3449 HC
157 157 HC2604 20250723 ... 3470 3458 HC
158 158 HC2605 20250723 ... 3470 3440 HC
159 159 HC2606 20250723 ... 3445 3445 HC
160 160 HC2607 20250723 ... 3487 3444 HC
161 161 SS2508 20250723 ... 12950 12895 SS
162 162 SS2509 20250723 ... 12945 12890 SS
163 163 SS2510 20250723 ... 12980 12925 SS
164 164 SS2511 20250723 ... 13025 12965 SS
165 165 SS2512 20250723 ... 13020 12985 SS
166 166 SS2601 20250723 ... 13080 13035 SS
167 167 SS2602 20250723 ... 13120 13095 SS
168 168 SS2603 20250723 ... 13185 13140 SS
169 169 SS2604 20250723 ... 13225 13155 SS
170 170 SS2605 20250723 ... 13265 13205 SS
171 171 SS2606 20250723 ... 13295 13220 SS
172 172 SS2607 20250723 ... 13365 13265 SS
173 173 SC2508 20250723 ... 519.2 523.5 SC
174 174 SC2509 20250723 ... 503.9 506.6 SC
175 175 SC2510 20250723 ... 498.1 499.6 SC
176 176 SC2511 20250723 ... 493.1 495 SC
177 177 SC2512 20250723 ... 489.9 491.4 SC
178 178 SC2601 20250723 ... 487.2 488.2 SC
179 179 SC2602 20250723 ... 484.1 485.3 SC
180 180 SC2603 20250723 ... 482.9 483.8 SC
181 181 SC2604 20250723 ... 480.3 481.3 SC
182 182 SC2605 20250723 ... 479 480.6 SC
183 183 SC2606 20250723 ... 476.7 478.2 SC
184 184 SC2607 20250723 ... 475.5 475.5 SC
185 185 SC2609 20250723 ... 471.6 472.4 SC
186 186 SC2612 20250723 ... 469.4 469.7 SC
187 187 SC2703 20250723 ... 469.5 468.6 SC
188 188 SC2706 20250723 ... 468.4 468.4 SC
189 189 SC2709 20250723 ... 462.8 462.8 SC
190 190 SC2712 20250723 ... 467.2 467.2 SC
191 191 SC2803 20250723 ... 463.4 463.4 SC
192 192 SC2806 20250723 ... 464.2 461.8 SC
193 193 LU2508 20250723 ... 3548 3563 LU
194 194 LU2509 20250723 ... 3564 3577 LU
195 195 LU2510 20250723 ... 3567 3575 LU
196 196 LU2511 20250723 ... 3552 3562 LU
197 197 LU2512 20250723 ... 3528 3554 LU
198 198 LU2601 20250723 ... 3514 3521 LU
199 199 LU2602 20250723 ... 3501 3491 LU
200 200 LU2603 20250723 ... 3488 3445 LU
201 201 LU2604 20250723 ... 3473 3478 LU
202 202 LU2605 20250723 ... 3474 3465 LU
203 203 LU2606 20250723 ... 3459 3470 LU
204 204 LU2607 20250723 ... 3453 3459 LU
205 205 FU2508 20250723 ... 2843 2863 FU
206 206 FU2509 20250723 ... 2879 2899 FU
207 207 FU2510 20250723 ... 2890 2911 FU
208 208 FU2511 20250723 ... 2891 2905 FU
209 209 FU2512 20250723 ... 2879 2885 FU
210 210 FU2601 20250723 ... 2876 2878 FU
211 211 FU2602 20250723 ... 2863 2869 FU
212 212 FU2603 20250723 ... 2854 2857 FU
213 213 FU2604 20250723 ... 2845 2843 FU
214 214 FU2605 20250723 ... 2833 2828 FU
215 215 FU2606 20250723 ... 2824 2827 FU
216 216 FU2607 20250723 ... 2808 2815 FU
217 217 BU2508 20250723 ... 3640 3644 BU
218 218 BU2509 20250723 ... 3612 3611 BU
219 219 BU2510 20250723 ... 3575 3565 BU
220 220 BU2511 20250723 ... 3534 3523 BU
221 221 BU2512 20250723 ... 3469 3458 BU
222 222 BU2601 20250723 ... 3437 3428 BU
223 223 BU2602 20250723 ... 3431 3392 BU
224 224 BU2603 20250723 ... 3417 3396 BU
225 225 BU2604 20250723 ... 3393 3389 BU
226 226 BU2605 20250723 ... 3407 3380 BU
227 227 BU2606 20250723 ... 3405 3380 BU
228 228 BU2607 20250723 ... 3392 3392 BU
229 229 BU2609 20250723 ... 3392 3369 BU
230 230 BU2612 20250723 ... 3341 3325 BU
231 231 BU2703 20250723 ... 3332 3326 BU
232 232 BU2706 20250723 ... 3332 3324 BU
233 233 BR2508 20250723 ... 12015 12020 BR
234 234 BR2509 20250723 ... 12000 12025 BR
235 235 BR2510 20250723 ... 11960 12005 BR
236 236 BR2511 20250723 ... 11960 12020 BR
237 237 BR2512 20250723 ... 11965 12030 BR
238 238 BR2601 20250723 ... 11980 12005 BR
239 239 BR2602 20250723 ... 11990 11975 BR
240 240 BR2603 20250723 ... 12020 12000 BR
241 241 BR2604 20250723 ... 12025 12005 BR
242 242 BR2605 20250723 ... 12000 11995 BR
243 243 BR2606 20250723 ... 12020 12010 BR
244 244 BR2607 20250723 ... 11995 11980 BR
245 245 RU2508 20250723 ... 14960 15020 RU
246 246 RU2509 20250723 ... 15015 15030 RU
247 247 RU2510 20250723 ... 14985 15010 RU
248 248 RU2511 20250723 ... 15010 15025 RU
249 249 RU2601 20250723 ... 15800 15800 RU
250 250 RU2603 20250723 ... 15815 15760 RU
251 251 RU2604 20250723 ... 15880 15805 RU
252 252 RU2605 20250723 ... 15935 15875 RU
253 253 RU2606 20250723 ... 15830 15875 RU
254 254 RU2607 20250723 ... 15805 15805 RU
255 255 NR2508 20250723 ... 12790 12810 NR
256 256 NR2509 20250723 ... 12820 12845 NR
257 257 NR2510 20250723 ... 12810 12830 NR
258 258 NR2511 20250723 ... 12830 12835 NR
259 259 NR2512 20250723 ... 12890 12885 NR
260 260 NR2601 20250723 ... 12925 12930 NR
261 261 NR2602 20250723 ... 12995 12905 NR
262 262 NR2603 20250723 ... 12900 12885 NR
263 263 NR2604 20250723 ... 12995 13010 NR
264 264 NR2605 20250723 ... 12995 12940 NR
265 265 NR2606 20250723 ... 12950 12980 NR
266 266 NR2607 20250723 ... 12810 12810 NR
267 267 SP2508 20250723 ... 5418 5314 SP
268 268 SP2509 20250723 ... 5424 5342 SP
269 269 SP2510 20250723 ... 5364 5308 SP
270 270 SP2511 20250723 ... 5362 5308 SP
271 271 SP2512 20250723 ... 5312 5258 SP
272 272 SP2601 20250723 ... 5532 5484 SP
273 273 SP2602 20250723 ... 5472 5420 SP
274 274 SP2603 20250723 ... 5460 5424 SP
275 275 SP2604 20250723 ... 5442 5400 SP
276 276 SP2605 20250723 ... 5456 5418 SP
277 277 SP2606 20250723 ... 5426 5418 SP
278 278 SP2607 20250723 ... 5456 5414 SP
279 279 EC2508 20250723 ... 2212.3 2276.1 EC
280 280 EC2510 20250723 ... 1526.9 1579.9 EC
281 281 EC2512 20250723 ... 1687.9 1728.6 EC
282 282 EC2602 20250723 ... 1458 1469.5 EC
283 283 EC2604 20250723 ... 1316.3 1323.9 EC
284 284 EC2606 20250723 ... 1454.3 1447.6 EC
285 285 SC_TAS2509 20250723 ... SC_TAS
286 286 SC_TAS2510 20250723 ... SC_TAS
287 287 SC_TAS2511 20250723 ... SC_TAS
[288 rows x 13 columns]
2025-07-24 16:26:32,032 - future_1d - INFO - ak.get_shfe_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 PS2508 20250723 49755.0 ... 51395.0 47655.0 PS
1 PS2509 20250723 50905.0 ... 51130.0 47470.0 PS
2 PS2510 20250723 50670.0 ... 51075.0 47315.0 PS
3 PS2511 20250723 50100.0 ... 50860.0 47220.0 PS
4 PS2512 20250723 52440.0 ... 53140.0 49395.0 PS
5 PS2601 20250723 51000.0 ... 52640.0 48930.0 PS
6 PS2602 20250723 51785.0 ... 52300.0 48595.0 PS
7 PS2603 20250723 51780.0 ... 52170.0 48685.0 PS
8 PS2604 20250723 51695.0 ... 52070.0 48800.0 PS
9 PS2605 20250723 52000.0 ... 52335.0 48615.0 PS
10 PS2606 20250723 52220.0 ... 53410.0 49520.0 PS
11 PS2607 20250723 50615.0 ... 53175.0 49445.0 PS
13 SI2508 20250723 9730.0 ... 9705.0 9425.0 SI
14 SI2509 20250723 9810.0 ... 9710.0 9470.0 SI
15 SI2510 20250723 9755.0 ... 9635.0 9405.0 SI
16 SI2511 20250723 9740.0 ... 9535.0 9340.0 SI
17 SI2512 20250723 9885.0 ... 9795.0 9605.0 SI
18 SI2601 20250723 9890.0 ... 9710.0 9550.0 SI
19 SI2602 20250723 9695.0 ... 9735.0 9510.0 SI
20 SI2603 20250723 9760.0 ... 9695.0 9490.0 SI
21 SI2604 20250723 9755.0 ... 9665.0 9485.0 SI
22 SI2605 20250723 9735.0 ... 9615.0 9470.0 SI
23 SI2606 20250723 9810.0 ... 9605.0 9450.0 SI
24 SI2607 20250723 9815.0 ... 9650.0 9490.0 SI
27 LC2508 20250723 74980.0 ... 72280.0 71900.0 LC
28 LC2509 20250723 73500.0 ... 71520.0 72320.0 LC
29 LC2510 20250723 71800.0 ... 71120.0 71600.0 LC
30 LC2511 20250723 72700.0 ... 70640.0 71260.0 LC
31 LC2512 20250723 72700.0 ... 70220.0 71260.0 LC
32 LC2601 20250723 72000.0 ... 70440.0 71100.0 LC
33 LC2602 20250723 71300.0 ... 70680.0 70800.0 LC
34 LC2603 20250723 71360.0 ... 70220.0 70540.0 LC
35 LC2604 20250723 71200.0 ... 70480.0 70760.0 LC
36 LC2605 20250723 71500.0 ... 70040.0 70780.0 LC
37 LC2606 20250723 71240.0 ... 70220.0 70600.0 LC
38 LC2607 20250723 71000.0 ... 70300.0 70520.0 LC
[36 rows x 12 columns]
2025-07-24 16:26:32,219 - future_1d - INFO - ak.get_gfex_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 a2509 20250723 4213.00 ... 4229.00 4213.00 A
1 a2511 20250723 4139.00 ... 4142.00 4132.00 A
2 a2601 20250723 4125.00 ... 4127.00 4122.00 A
3 a2603 20250723 4118.00 ... 4116.00 4110.00 A
4 a2605 20250723 4152.00 ... 4150.00 4144.00 A
5 a2607 20250723 4154.00 ... 4148.00 4142.00 A
6 b2508 20250723 3634.00 ... 3639.00 3634.00 B
7 b2509 20250723 3719.00 ... 3732.00 3717.00 B
8 b2510 20250723 3761.00 ... 3780.00 3762.00 B
9 b2511 20250723 3779.00 ... 3793.00 3775.00 B
10 b2512 20250723 3789.00 ... 3799.00 3782.00 B
11 b2601 20250723 3768.00 ... 3779.00 3762.00 B
12 b2602 20250723 3724.00 ... 3728.00 3721.00 B
13 b2603 20250723 3616.00 ... 3621.00 3614.00 B
14 b2604 20250723 3510.00 ... 3511.00 3507.00 B
15 b2605 20250723 3434.00 ... 3440.00 3431.00 B
16 b2606 20250723 3428.00 ... 3434.00 3426.00 B
17 b2607 20250723 3431.00 ... 3432.00 3425.00 B
18 bb2509 20250723 156.20 ... 153.45 156.15 BB
19 bb2511 20250723 153.95 ... 153.50 153.70 BB
20 bb2601 20250723 148.55 ... 147.60 147.90 BB
21 bb2603 20250723 0.00 ... 154.15 154.45 BB
22 bb2605 20250723 0.00 ... 154.15 154.45 BB
23 bb2607 20250723 0.00 ... 154.15 154.45 BB
24 bz2603 20250723 6278.00 ... 6222.00 6238.00 BZ
25 bz2604 20250723 6254.00 ... 6198.00 6224.00 BZ
26 bz2605 20250723 6269.00 ... 6213.00 6228.00 BZ
27 bz2606 20250723 6261.00 ... 6225.00 6219.00 BZ
28 c2509 20250723 2316.00 ... 2311.00 2325.00 C
29 c2511 20250723 2278.00 ... 2271.00 2280.00 C
30 c2601 20250723 2246.00 ... 2244.00 2250.00 C
31 c2603 20250723 2248.00 ... 2244.00 2250.00 C
32 c2605 20250723 2291.00 ... 2285.00 2290.00 C
33 c2607 20250723 2297.00 ... 2294.00 2300.00 C
34 cs2509 20250723 2670.00 ... 2669.00 2672.00 CS
35 cs2511 20250723 2615.00 ... 2614.00 2621.00 CS
36 cs2601 20250723 2627.00 ... 2626.00 2634.00 CS
37 cs2603 20250723 2617.00 ... 2616.00 2619.00 CS
38 cs2605 20250723 2653.00 ... 2658.00 2663.00 CS
39 cs2607 20250723 2659.00 ... 2662.00 2665.00 CS
40 eb2507 20250723 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250723 7511.00 ... 7465.00 7471.00 EB
42 eb2509 20250723 7491.00 ... 7433.00 7429.00 EB
43 eb2510 20250723 7420.00 ... 7398.00 7377.00 EB
44 eb2511 20250723 7365.00 ... 7356.00 7318.00 EB
45 eb2512 20250723 7340.00 ... 7334.00 7287.00 EB
46 eb2601 20250723 7350.00 ... 7335.00 7285.00 EB
47 eb2602 20250723 7366.00 ... 7349.00 7292.00 EB
48 eb2603 20250723 7364.00 ... 7358.00 7326.00 EB
49 eb2604 20250723 7372.00 ... 7366.00 7310.00 EB
50 eb2605 20250723 7384.00 ... 7363.00 7337.00 EB
51 eb2606 20250723 7377.00 ... 7375.00 7293.00 EB
52 eg2507 20250723 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250723 4410.00 ... 4405.00 4398.00 EG
54 eg2509 20250723 4459.00 ... 4440.00 4430.00 EG
55 eg2510 20250723 4447.00 ... 4445.00 4420.00 EG
56 eg2511 20250723 4471.00 ... 4448.00 4424.00 EG
57 eg2512 20250723 4470.00 ... 4462.00 4421.00 EG
58 eg2601 20250723 4456.00 ... 4446.00 4429.00 EG
59 eg2602 20250723 4461.00 ... 4440.00 4438.00 EG
60 eg2603 20250723 4425.00 ... 4430.00 4436.00 EG
61 eg2604 20250723 4472.00 ... 4462.00 4380.00 EG
62 eg2605 20250723 4475.00 ... 4473.00 4465.00 EG
63 eg2606 20250723 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250723 0.00 ... 1378.00 1375.50 FB
65 fb2509 20250723 1287.00 ... 1286.00 1285.50 FB
66 fb2510 20250723 1307.00 ... 1314.50 1310.50 FB
67 fb2511 20250723 1314.50 ... 1314.00 1311.50 FB
68 fb2512 20250723 1319.50 ... 1314.50 1314.50 FB
69 fb2601 20250723 1344.00 ... 1315.00 1317.00 FB
70 fb2602 20250723 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250723 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250723 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250723 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250723 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250723 0.00 ... 1295.00 1295.00 FB
76 i2508 20250723 829.50 ... 819.00 821.00 I
77 i2509 20250723 826.00 ... 815.50 817.00 I
78 i2510 20250723 818.50 ... 810.00 812.50 I
79 i2511 20250723 813.00 ... 803.50 807.00 I
80 i2512 20250723 806.50 ... 796.50 800.00 I
81 i2601 20250723 797.00 ... 786.50 787.50 I
82 i2602 20250723 791.50 ... 780.50 786.00 I
83 i2603 20250723 788.00 ... 777.00 782.50 I
84 i2604 20250723 783.50 ... 772.50 777.00 I
85 i2605 20250723 773.00 ... 763.50 766.50 I
86 i2606 20250723 767.50 ... 760.00 760.00 I
87 i2607 20250723 764.50 ... 754.50 754.50 I
88 j2508 20250723 1706.50 ... 1673.50 1600.00 J
89 j2509 20250723 1686.00 ... 1701.50 1644.50 J
90 j2510 20250723 1718.00 ... 1713.50 1661.50 J
91 j2511 20250723 1733.00 ... 1730.00 1721.50 J
92 j2512 20250723 1742.50 ... 1739.50 1714.00 J
93 j2601 20250723 1747.50 ... 1743.00 1699.00 J
94 j2602 20250723 1762.50 ... 1759.00 1724.50 J
95 j2603 20250723 1785.00 ... 1788.00 1676.50 J
96 j2604 20250723 1808.00 ... 1803.00 1705.50 J
97 j2605 20250723 1797.50 ... 1773.50 1746.00 J
98 j2606 20250723 1803.50 ... 1767.50 1732.50 J
99 j2607 20250723 1781.50 ... 1781.50 1730.50 J
100 jd2507 20250723 3160.00 ... 3160.00 3160.00 JD
101 jd2508 20250723 3581.00 ... 3607.00 3576.00 JD
102 jd2509 20250723 3628.00 ... 3646.00 3624.00 JD
103 jd2510 20250723 3400.00 ... 3409.00 3397.00 JD
104 jd2511 20250723 3405.00 ... 3415.00 3404.00 JD
105 jd2512 20250723 3554.00 ... 3565.00 3550.00 JD
106 jd2601 20250723 3620.00 ... 3643.00 3615.00 JD
107 jd2602 20250723 3190.00 ... 3213.00 3188.00 JD
108 jd2603 20250723 3195.00 ... 3217.00 3190.00 JD
109 jd2604 20250723 3330.00 ... 3352.00 3324.00 JD
110 jd2605 20250723 3413.00 ... 3435.00 3407.00 JD
111 jd2606 20250723 3261.00 ... 3271.00 3256.00 JD
112 jm2508 20250723 960.50 ... 1007.00 948.00 JM
113 jm2509 20250723 1068.00 ... 1110.00 1023.00 JM
114 jm2510 20250723 1111.50 ... 1137.50 1048.00 JM
115 jm2511 20250723 1116.00 ... 1152.50 1072.50 JM
116 jm2512 20250723 1131.00 ... 1164.50 1089.50 JM
117 jm2601 20250723 1148.00 ... 1177.50 1102.50 JM
118 jm2602 20250723 1163.00 ... 1186.00 1117.50 JM
119 jm2603 20250723 1166.50 ... 1185.50 1121.00 JM
120 jm2604 20250723 1184.50 ... 1197.50 1125.50 JM
121 jm2605 20250723 1189.50 ... 1204.50 1134.50 JM
122 jm2606 20250723 1196.50 ... 1219.00 1148.00 JM
123 jm2607 20250723 1218.50 ... 1246.00 1148.00 JM
124 l2508 20250723 7301.00 ... 7278.00 7269.00 L
125 l2509 20250723 7370.00 ... 7320.00 7306.00 L
126 l2510 20250723 7378.00 ... 7339.00 7331.00 L
127 l2511 20250723 7397.00 ... 7351.00 7355.00 L
128 l2512 20250723 7405.00 ... 7362.00 7373.00 L
129 l2601 20250723 7409.00 ... 7370.00 7354.00 L
130 l2602 20250723 7404.00 ... 7356.00 7331.00 L
131 l2603 20250723 7402.00 ... 7348.00 7328.00 L
132 l2604 20250723 7426.00 ... 7410.00 7354.00 L
133 l2605 20250723 7420.00 ... 7358.00 7341.00 L
134 l2606 20250723 7383.00 ... 7356.00 7333.00 L
135 l2607 20250723 7398.00 ... 7384.00 7323.00 L
136 lg2507 20250723 820.00 ... 818.50 823.00 LG
137 lg2509 20250723 841.50 ... 829.00 840.50 LG
138 lg2511 20250723 849.00 ... 831.00 845.00 LG
139 lg2601 20250723 850.00 ... 839.00 856.50 LG
140 lg2603 20250723 846.50 ... 837.00 856.50 LG
141 lg2605 20250723 847.00 ... 842.50 861.50 LG
142 lh2507 20250723 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250723 14400.00 ... 14695.00 14350.00 LH
144 lh2511 20250723 14150.00 ... 14375.00 13915.00 LH
145 lh2601 20250723 14400.00 ... 14750.00 14220.00 LH
146 lh2603 20250723 13380.00 ... 13670.00 13260.00 LH
147 lh2605 20250723 13725.00 ... 13995.00 13530.00 LH
148 m2508 20250723 3063.00 ... 3073.00 3062.00 M
149 m2509 20250723 3080.00 ... 3096.00 3076.00 M
150 m2511 20250723 3096.00 ... 3133.00 3111.00 M
151 m2512 20250723 3130.00 ... 3150.00 3126.00 M
152 m2601 20250723 3100.00 ... 3116.00 3098.00 M
153 m2603 20250723 2942.00 ... 2954.00 2939.00 M
154 m2605 20250723 2758.00 ... 2767.00 2756.00 M
155 m2607 20250723 2744.00 ... 2752.00 2742.00 M
156 p2508 20250723 8872.00 ... 8898.00 8882.00 P
157 p2509 20250723 8908.00 ... 8984.00 8928.00 P
158 p2510 20250723 8914.00 ... 8984.00 8920.00 P
159 p2511 20250723 8896.00 ... 8956.00 8900.00 P
160 p2512 20250723 8908.00 ... 8966.00 8886.00 P
161 p2601 20250723 8900.00 ... 8960.00 8888.00 P
162 p2602 20250723 8852.00 ... 8886.00 8852.00 P
163 p2603 20250723 8766.00 ... 8800.00 8756.00 P
164 p2604 20250723 8704.00 ... 8702.00 8700.00 P
165 p2605 20250723 8586.00 ... 8640.00 8586.00 P
166 p2606 20250723 8526.00 ... 8552.00 8530.00 P
167 p2607 20250723 8500.00 ... 8536.00 8512.00 P
168 pg2507 20250723 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250723 4000.00 ... 4013.00 4032.00 PG
170 pg2509 20250723 3975.00 ... 3972.00 3981.00 PG
171 pg2510 20250723 4415.00 ... 4400.00 4407.00 PG
172 pg2511 20250723 4352.00 ... 4336.00 4340.00 PG
173 pg2512 20250723 4282.00 ... 4273.00 4272.00 PG
174 pg2601 20250723 4218.00 ... 4209.00 4204.00 PG
175 pg2602 20250723 4123.00 ... 4122.00 4114.00 PG
176 pg2603 20250723 4058.00 ... 4046.00 4039.00 PG
177 pg2604 20250723 4332.00 ... 4337.00 4339.00 PG
178 pg2605 20250723 4249.00 ... 4238.00 4233.00 PG
179 pg2606 20250723 4178.00 ... 4178.00 4163.00 PG
180 pp2508 20250723 7108.00 ... 7098.00 7086.00 PP
181 pp2509 20250723 7150.00 ... 7126.00 7114.00 PP
182 pp2510 20250723 7161.00 ... 7136.00 7115.00 PP
183 pp2511 20250723 7158.00 ... 7134.00 7115.00 PP
184 pp2512 20250723 7161.00 ... 7135.00 7123.00 PP
185 pp2601 20250723 7170.00 ... 7143.00 7116.00 PP
186 pp2602 20250723 7135.00 ... 7121.00 7110.00 PP
187 pp2603 20250723 7134.00 ... 7130.00 7098.00 PP
188 pp2604 20250723 7149.00 ... 7124.00 7097.00 PP
189 pp2605 20250723 7147.00 ... 7137.00 7109.00 PP
190 pp2606 20250723 7125.00 ... 7103.00 7100.00 PP
191 pp2607 20250723 0.00 ... 7173.00 7173.00 PP
192 rr2508 20250723 3597.00 ... 3563.00 3593.00 RR
193 rr2509 20250723 3605.00 ... 3601.00 3603.00 RR
194 rr2510 20250723 3620.00 ... 3629.00 3625.00 RR
195 rr2511 20250723 3621.00 ... 3622.00 3616.00 RR
196 rr2512 20250723 3621.00 ... 3621.00 3618.00 RR
197 rr2601 20250723 3620.00 ... 3623.00 3616.00 RR
198 rr2602 20250723 3623.00 ... 3623.00 3622.00 RR
199 rr2603 20250723 3626.00 ... 3630.00 3641.00 RR
200 rr2604 20250723 3633.00 ... 3634.00 3630.00 RR
201 rr2605 20250723 3628.00 ... 3629.00 3625.00 RR
202 rr2606 20250723 3622.00 ... 3627.00 3625.00 RR
203 rr2607 20250723 0.00 ... 3617.00 3617.00 RR
204 v2508 20250723 5199.00 ... 5169.00 5145.00 V
205 v2509 20250723 5260.00 ... 5194.00 5186.00 V
206 v2510 20250723 5285.00 ... 5220.00 5217.00 V
207 v2511 20250723 5314.00 ... 5265.00 5247.00 V
208 v2512 20250723 5340.00 ... 5279.00 5280.00 V
209 v2601 20250723 5380.00 ... 5307.00 5305.00 V
210 v2602 20250723 5395.00 ... 5344.00 5328.00 V
211 v2603 20250723 5395.00 ... 5361.00 5330.00 V
212 v2604 20250723 5533.00 ... 5496.00 5471.00 V
213 v2605 20250723 5560.00 ... 5500.00 5502.00 V
214 v2606 20250723 5584.00 ... 5524.00 5508.00 V
215 v2607 20250723 5610.00 ... 5544.00 5507.00 V
216 y2508 20250723 8054.00 ... 8062.00 8052.00 Y
217 y2509 20250723 8066.00 ... 8072.00 8072.00 Y
218 y2511 20250723 8084.00 ... 8080.00 8084.00 Y
219 y2512 20250723 8086.00 ... 8086.00 8084.00 Y
220 y2601 20250723 8022.00 ... 8022.00 8022.00 Y
221 y2603 20250723 7888.00 ... 7894.00 7902.00 Y
222 y2605 20250723 7674.00 ... 7668.00 7674.00 Y
223 y2607 20250723 7654.00 ... 7664.00 7670.00 Y
[224 rows x 12 columns]
2025-07-24 16:26:32,784 - future_1d - INFO - ak.get_dce_daily('2025-07-23') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250723 7929.0 7988.0 ... 368792.29 7949.0 7898.0 AP
1 AP511 20250723 7687.0 7735.0 ... 3933.65 7698.0 7679.0 AP
2 AP512 20250723 7739.0 7759.0 ... 154.95 7748.0 7711.0 AP
3 AP601 20250723 7808.0 7846.0 ... 21258.46 7821.0 7779.0 AP
4 AP603 20250723 7734.0 7756.0 ... 417.96 7740.0 7685.0 AP
5 AP604 20250723 7756.0 7769.0 ... 93.09 7758.0 7717.0 AP
6 AP605 20250723 7799.0 7800.0 ... 288.45 7796.0 7772.0 AP
7 CF509 20250723 14250.0 14295.0 ... 1465002.82 14220.0 14175.0 CF
8 CF511 20250723 13970.0 14075.0 ... 116645.97 14010.0 13950.0 CF
9 CF601 20250723 14040.0 14150.0 ... 658454.35 14080.0 14015.0 CF
10 CF603 20250723 14025.0 14105.0 ... 4028.31 14035.0 13965.0 CF
11 CF605 20250723 14015.0 14110.0 ... 29618.59 14025.0 13965.0 CF
12 CF607 20250723 14020.0 14100.0 ... 126.44 14050.0 13975.0 CF
13 CJ509 20250723 9520.0 9640.0 ... 111958.01 9545.0 9445.0 CJ
14 CJ512 20250723 10375.0 10510.0 ... 9166.66 10415.0 10280.0 CJ
15 CJ601 20250723 10525.0 10680.0 ... 856381.30 10565.0 10440.0 CJ
16 CJ603 20250723 10615.0 10750.0 ... 10094.98 10655.0 10530.0 CJ
17 CJ605 20250723 10735.0 10865.0 ... 65153.98 10765.0 10660.0 CJ
18 CJ607 20250723 10800.0 10910.0 ... 754.96 10865.0 10725.0 CJ
19 CY508 20250723 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250723 20465.0 20495.0 ... 92971.16 20420.0 20390.0 CY
21 CY510 20250723 0.0 0.0 ... 0.00 20030.0 20000.0 CY
22 CY511 20250723 0.0 0.0 ... 0.00 20215.0 20170.0 CY
23 CY512 20250723 20040.0 20040.0 ... 10.02 20040.0 20380.0 CY
24 CY601 20250723 20330.0 20370.0 ... 355.68 20325.0 20245.0 CY
25 CY602 20250723 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250723 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250723 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250723 0.0 0.0 ... 0.00 20215.0 20200.0 CY
29 CY606 20250723 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250723 0.0 0.0 ... 0.00 20625.0 20625.0 CY
31 FG508 20250723 1250.0 1263.0 ... 7508.97 1221.0 1205.0 FG
32 FG509 20250723 1242.0 1258.0 ... 8882142.06 1223.0 1203.0 FG
33 FG510 20250723 1301.0 1324.0 ... 63797.97 1278.0 1261.0 FG
34 FG511 20250723 1296.0 1311.0 ... 107731.08 1263.0 1246.0 FG
35 FG512 20250723 1353.0 1373.0 ... 50843.76 1328.0 1308.0 FG
36 FG601 20250723 1333.0 1359.0 ... 2153813.20 1318.0 1294.0 FG
37 FG602 20250723 1369.0 1392.0 ... 3310.92 1357.0 1339.0 FG
38 FG603 20250723 1409.0 1409.0 ... 4578.17 1354.0 1330.0 FG
39 FG604 20250723 1398.0 1414.0 ... 3557.05 1385.0 1368.0 FG
40 FG605 20250723 1398.0 1410.0 ... 59805.39 1376.0 1362.0 FG
41 FG606 20250723 1407.0 1420.0 ... 2243.30 1390.0 1376.0 FG
42 FG607 20250723 1402.0 1412.0 ... 810.64 1383.0 1365.0 FG
43 JR509 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250723 2413.0 2422.0 ... 641.56 2394.0 2400.0 MA
53 MA509 20250723 2457.0 2457.0 ... 2106752.01 2430.0 2425.0 MA
54 MA510 20250723 2484.0 2484.0 ... 39622.12 2459.0 2454.0 MA
55 MA511 20250723 2510.0 2510.0 ... 70183.61 2481.0 2469.0 MA
56 MA512 20250723 2522.0 2522.0 ... 41221.90 2496.0 2486.0 MA
57 MA601 20250723 2535.0 2535.0 ... 497975.86 2510.0 2503.0 MA
58 MA602 20250723 2511.0 2514.0 ... 54.91 2496.0 2469.0 MA
59 MA603 20250723 2505.0 2508.0 ... 104.58 2490.0 2457.0 MA
60 MA604 20250723 2478.0 2480.0 ... 39.42 2463.0 2463.0 MA
61 MA605 20250723 2459.0 2459.0 ... 9146.29 2435.0 2428.0 MA
62 MA606 20250723 2464.0 2464.0 ... 53.87 2449.0 2439.0 MA
63 MA607 20250723 2439.0 2446.0 ... 82.62 2430.0 2428.0 MA
64 OI509 20250723 9469.0 9497.0 ... 2582723.61 9451.0 9517.0 OI
65 OI511 20250723 9451.0 9475.0 ... 203148.12 9433.0 9497.0 OI
66 OI601 20250723 9407.0 9436.0 ... 551749.55 9388.0 9445.0 OI
67 OI603 20250723 9362.0 9380.0 ... 3991.30 9347.0 9380.0 OI
68 OI605 20250723 9328.0 9328.0 ... 6060.95 9282.0 9313.0 OI
69 OI607 20250723 9262.0 9298.0 ... 139.04 9269.0 9297.0 OI
70 PF508 20250723 6502.0 6540.0 ... 11823.94 6480.0 6442.0 PF
71 PF509 20250723 6486.0 6540.0 ... 524104.46 6476.0 6430.0 PF
72 PF510 20250723 6546.0 6596.0 ... 172012.05 6532.0 6494.0 PF
73 PF511 20250723 6530.0 6580.0 ... 53489.82 6522.0 6486.0 PF
74 PF512 20250723 6498.0 6558.0 ... 15330.05 6504.0 6472.0 PF
75 PF601 20250723 6508.0 6560.0 ... 5462.66 6500.0 6478.0 PF
76 PF602 20250723 6506.0 6534.0 ... 29.26 6504.0 6506.0 PF
77 PF603 20250723 6546.0 6546.0 ... 29.32 6516.0 6468.0 PF
78 PF604 20250723 6576.0 6576.0 ... 29.33 6518.0 6494.0 PF
79 PF605 20250723 6576.0 6576.0 ... 36.01 6548.0 6502.0 PF
80 PF606 20250723 6516.0 6586.0 ... 29.53 6562.0 6464.0 PF
81 PF607 20250723 6576.0 6614.0 ... 16.47 6590.0 6496.0 PF
82 PK510 20250723 8130.0 8168.0 ... 162391.73 8142.0 8140.0 PK
83 PK511 20250723 7990.0 8006.0 ... 78376.79 7978.0 7998.0 PK
84 PK512 20250723 7974.0 7990.0 ... 836.95 7972.0 7982.0 PK
85 PK601 20250723 7980.0 8010.0 ... 7274.84 7994.0 8000.0 PK
86 PK603 20250723 8028.0 8034.0 ... 381.06 8022.0 8018.0 PK
87 PK604 20250723 8026.0 8038.0 ... 116.39 8028.0 8026.0 PK
88 PK605 20250723 8034.0 8050.0 ... 1442.33 8036.0 8034.0 PK
89 PL601 20250723 6600.0 6661.0 ... 276942.96 6595.0 6597.0 PL
90 PL602 20250723 6649.0 6706.0 ... 9674.54 6645.0 6649.0 PL
91 PL603 20250723 6604.0 6622.0 ... 1485.50 6573.0 6618.0 PL
92 PL604 20250723 6663.0 6663.0 ... 118.98 6610.0 6599.0 PL
93 PL605 20250723 6507.0 6546.0 ... 208.62 6519.0 6584.0 PL
94 PL606 20250723 0.0 0.0 ... 0.00 6611.0 6627.0 PL
95 PL607 20250723 0.0 0.0 ... 0.00 6596.0 6636.0 PL
96 PM509 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250723 6022.0 6086.0 ... 4504.38 6030.0 6004.0 PR
103 PR509 20250723 6010.0 6064.0 ... 632608.40 6012.0 5980.0 PR
104 PR510 20250723 6010.0 6072.0 ... 346610.24 6022.0 5988.0 PR
105 PR511 20250723 5998.0 6052.0 ... 41605.35 5996.0 5980.0 PR
106 PR512 20250723 5982.0 6030.0 ... 143.64 5986.0 5954.0 PR
107 PR601 20250723 5998.0 6006.0 ... 1585.42 5972.0 5954.0 PR
108 PR602 20250723 5974.0 5980.0 ... 26.88 5974.0 5972.0 PR
109 PR603 20250723 6022.0 6030.0 ... 45.09 6012.0 5984.0 PR
110 PR604 20250723 6030.0 6036.0 ... 45.05 6008.0 5990.0 PR
111 PR605 20250723 6044.0 6044.0 ... 72.16 6014.0 5988.0 PR
112 PR606 20250723 5998.0 5998.0 ... 9.00 5998.0 5974.0 PR
113 PR607 20250723 0.0 0.0 ... 0.00 5978.0 5978.0 PR
114 PX508 20250723 6960.0 7004.0 ... 283.89 6924.0 6912.0 PX
115 PX509 20250723 6898.0 6964.0 ... 785498.19 6890.0 6852.0 PX
116 PX510 20250723 6894.0 6950.0 ... 73696.08 6870.0 6832.0 PX
117 PX511 20250723 6842.0 6912.0 ... 119341.80 6834.0 6792.0 PX
118 PX512 20250723 6844.0 6890.0 ... 24563.12 6818.0 6776.0 PX
119 PX601 20250723 6792.0 6860.0 ... 101005.71 6802.0 6758.0 PX
120 PX602 20250723 6768.0 6796.0 ... 44.02 6772.0 6744.0 PX
121 PX603 20250723 0.0 0.0 ... 0.00 6754.0 6754.0 PX
122 PX604 20250723 0.0 0.0 ... 0.00 6740.0 6722.0 PX
123 PX605 20250723 6736.0 6800.0 ... 151.89 6752.0 6696.0 PX
124 PX606 20250723 6726.0 6730.0 ... 13.46 6728.0 6724.0 PX
125 PX607 20250723 6730.0 6746.0 ... 13.48 6740.0 6716.0 PX
126 RI509 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250723 2723.0 2778.0 ... 5295.48 2744.0 2717.0 RM
133 RM509 20250723 2732.0 2791.0 ... 988355.81 2754.0 2726.0 RM
134 RM511 20250723 2576.0 2613.0 ... 19992.11 2584.0 2564.0 RM
135 RM601 20250723 2435.0 2473.0 ... 211330.16 2448.0 2434.0 RM
136 RM603 20250723 2402.0 2433.0 ... 18815.15 2411.0 2401.0 RM
137 RM605 20250723 2378.0 2399.0 ... 41221.90 2385.0 2373.0 RM
138 RM607 20250723 2369.0 2386.0 ... 2666.35 2372.0 2364.0 RM
139 RS508 20250723 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250723 5163.0 5176.0 ... 256.07 5121.0 5155.0 RS
141 RS511 20250723 5260.0 5380.0 ... 382.86 5245.0 5214.0 RS
142 RS607 20250723 0.0 0.0 ... 0.00 5200.0 5180.0 RS
143 SA508 20250723 1364.0 1381.0 ... 7445.68 1337.0 1311.0 SA
144 SA509 20250723 1376.0 1394.0 ... 8923271.72 1349.0 1329.0 SA
145 SA510 20250723 1398.0 1412.0 ... 298810.59 1374.0 1339.0 SA
146 SA511 20250723 1395.0 1418.0 ... 408268.59 1385.0 1346.0 SA
147 SA512 20250723 1433.0 1450.0 ... 237316.92 1418.0 1385.0 SA
148 SA601 20250723 1434.0 1456.0 ... 3863312.91 1414.0 1393.0 SA
149 SA602 20250723 1442.0 1463.0 ... 33090.83 1435.0 1402.0 SA
150 SA603 20250723 1451.0 1464.0 ... 13712.75 1425.0 1408.0 SA
151 SA604 20250723 1472.0 1487.0 ... 6520.78 1443.0 1434.0 SA
152 SA605 20250723 1472.0 1492.0 ... 115183.46 1454.0 1434.0 SA
153 SA606 20250723 1475.0 1498.0 ... 6321.69 1439.0 1440.0 SA
154 SA607 20250723 1458.0 1494.0 ... 3104.31 1459.0 1441.0 SA
155 SF508 20250723 5886.0 5990.0 ... 11882.51 5850.0 5740.0 SF
156 SF509 20250723 5916.0 6020.0 ... 1178786.88 5844.0 5780.0 SF
157 SF510 20250723 5876.0 5984.0 ... 159033.85 5822.0 5742.0 SF
158 SF511 20250723 6020.0 6124.0 ... 289069.04 5984.0 5898.0 SF
159 SF512 20250723 6022.0 6098.0 ... 26610.28 5954.0 5874.0 SF
160 SF601 20250723 5978.0 6084.0 ... 75372.28 5956.0 5856.0 SF
161 SF602 20250723 5912.0 6016.0 ... 2471.51 5878.0 5798.0 SF
162 SF603 20250723 6064.0 6148.0 ... 326.27 6042.0 5894.0 SF
163 SF604 20250723 6048.0 6156.0 ... 296.76 6056.0 5926.0 SF
164 SF605 20250723 6026.0 6124.0 ... 1530.31 5990.0 5876.0 SF
165 SF606 20250723 5972.0 6058.0 ... 397.55 5890.0 5806.0 SF
166 SF607 20250723 6178.0 6178.0 ... 135.61 6028.0 5916.0 SF
167 SH508 20250723 2600.0 2606.0 ... 19964.20 2579.0 2552.0 SH
168 SH509 20250723 2652.0 2667.0 ... 4690156.54 2633.0 2617.0 SH
169 SH510 20250723 2700.0 2714.0 ... 409831.91 2671.0 2648.0 SH
170 SH511 20250723 2689.0 2704.0 ... 295993.03 2654.0 2632.0 SH
171 SH512 20250723 2700.0 2716.0 ... 85744.88 2666.0 2646.0 SH
172 SH601 20250723 2700.0 2705.0 ... 440033.89 2658.0 2632.0 SH
173 SH602 20250723 2702.0 2725.0 ... 2968.15 2681.0 2654.0 SH
174 SH603 20250723 2717.0 2723.0 ... 1964.37 2684.0 2659.0 SH
175 SH604 20250723 2754.0 2754.0 ... 422.46 2708.0 2693.0 SH
176 SH605 20250723 2756.0 2775.0 ... 9569.11 2722.0 2699.0 SH
177 SH606 20250723 2773.0 2786.0 ... 468.60 2740.0 2690.0 SH
178 SH607 20250723 2761.0 2761.0 ... 195.37 2713.0 2683.0 SH
179 SM508 20250723 6024.0 6058.0 ... 3090.60 5922.0 5952.0 SM
180 SM509 20250723 6044.0 6070.0 ... 1221851.89 5956.0 5960.0 SM
181 SM510 20250723 6020.0 6052.0 ... 79909.11 5932.0 5936.0 SM
182 SM511 20250723 6086.0 6108.0 ... 136593.22 6004.0 6014.0 SM
183 SM512 20250723 6094.0 6120.0 ... 40190.05 6008.0 6016.0 SM
184 SM601 20250723 6100.0 6126.0 ... 239156.65 6016.0 6018.0 SM
185 SM602 20250723 6094.0 6132.0 ... 643.61 6016.0 6008.0 SM
186 SM603 20250723 6110.0 6146.0 ... 572.32 6024.0 6018.0 SM
187 SM604 20250723 6126.0 6138.0 ... 168.44 6016.0 6042.0 SM
188 SM605 20250723 6146.0 6172.0 ... 4860.64 6038.0 6050.0 SM
189 SM606 20250723 6148.0 6178.0 ... 880.55 5970.0 6066.0 SM
190 SM607 20250723 6186.0 6188.0 ... 63.42 6040.0 6056.0 SM
191 SR509 20250723 5810.0 5844.0 ... 1069146.84 5826.0 5825.0 SR
192 SR511 20250723 5710.0 5728.0 ... 113884.88 5713.0 5720.0 SR
193 SR601 20250723 5638.0 5666.0 ... 189255.87 5650.0 5655.0 SR
194 SR603 20250723 5611.0 5633.0 ... 2834.00 5623.0 5627.0 SR
195 SR605 20250723 5600.0 5613.0 ... 13785.92 5604.0 5604.0 SR
196 SR607 20250723 5597.0 5607.0 ... 1254.29 5600.0 5600.0 SR
197 TA508 20250723 4804.0 4850.0 ... 16533.05 4824.0 4762.0 TA
198 TA509 20250723 4814.0 4860.0 ... 2815227.91 4808.0 4772.0 TA
199 TA510 20250723 4810.0 4858.0 ... 83410.50 4810.0 4774.0 TA
200 TA511 20250723 4806.0 4850.0 ... 42209.31 4800.0 4772.0 TA
201 TA512 20250723 4804.0 4838.0 ... 20607.82 4794.0 4768.0 TA
202 TA601 20250723 4800.0 4832.0 ... 693430.83 4792.0 4764.0 TA
203 TA602 20250723 4794.0 4822.0 ... 143.87 4796.0 4772.0 TA
204 TA603 20250723 4806.0 4828.0 ... 148.57 4794.0 4760.0 TA
205 TA604 20250723 4812.0 4830.0 ... 72.03 4802.0 4762.0 TA
206 TA605 20250723 4800.0 4846.0 ... 12034.53 4808.0 4772.0 TA
207 TA606 20250723 4828.0 4830.0 ... 19.25 4814.0 4772.0 TA
208 TA607 20250723 4858.0 4858.0 ... 2.43 4858.0 4788.0 TA
209 UR508 20250723 1805.0 1808.0 ... 1073.95 1772.0 1802.0 UR
210 UR509 20250723 1827.0 1827.0 ... 1030856.15 1788.0 1806.0 UR
211 UR510 20250723 1816.0 1816.0 ... 31074.31 1777.0 1791.0 UR
212 UR511 20250723 1826.0 1828.0 ... 23318.28 1795.0 1798.0 UR
213 UR512 20250723 1809.0 1811.0 ... 317.91 1786.0 1797.0 UR
214 UR601 20250723 1820.0 1822.0 ... 248269.47 1787.0 1787.0 UR
215 UR602 20250723 1805.0 1807.0 ... 929.58 1774.0 1787.0 UR
216 UR603 20250723 1823.0 1823.0 ... 468.72 1803.0 1805.0 UR
217 UR604 20250723 1815.0 1815.0 ... 233.13 1793.0 1803.0 UR
218 UR605 20250723 1830.0 1830.0 ... 7845.94 1798.0 1795.0 UR
219 UR606 20250723 1825.0 1825.0 ... 391.03 1794.0 1792.0 UR
220 UR607 20250723 1837.0 1837.0 ... 137.18 1805.0 1803.0 UR
221 WH509 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-24 16:26:33,062 - future_1d - INFO - ak.get_czce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 SC2508 20250723 514 ... 519.2 523.5 SC
1 SC2509 20250723 503.2 ... 503.9 506.6 SC
2 SC2510 20250723 497.8 ... 498.1 499.6 SC
3 SC2511 20250723 493.5 ... 493.1 495 SC
4 SC2512 20250723 489.5 ... 489.9 491.4 SC
5 SC2601 20250723 486.4 ... 487.2 488.2 SC
6 SC2602 20250723 484.4 ... 484.1 485.3 SC
7 SC2603 20250723 482.1 ... 482.9 483.8 SC
8 SC2604 20250723 479.7 ... 480.3 481.3 SC
9 SC2605 20250723 478.9 ... 479 480.6 SC
10 SC2606 20250723 474.8 ... 476.7 478.2 SC
11 SC2607 20250723 ... 475.5 475.5 SC
12 SC2609 20250723 475.5 ... 471.6 472.4 SC
13 SC2612 20250723 464.1 ... 469.4 469.7 SC
14 SC2703 20250723 471 ... 469.5 468.6 SC
15 SC2706 20250723 ... 468.4 468.4 SC
16 SC2709 20250723 462.8 ... 462.8 462.8 SC
17 SC2712 20250723 ... 467.2 467.2 SC
18 SC2803 20250723 ... 463.4 463.4 SC
19 SC2806 20250723 460.5 ... 464.2 461.8 SC
21 LU2508 20250723 3547 ... 3548 3563 LU
22 LU2509 20250723 3573 ... 3564 3577 LU
23 LU2510 20250723 3576 ... 3567 3575 LU
24 LU2511 20250723 3554 ... 3552 3562 LU
25 LU2512 20250723 3548 ... 3528 3554 LU
26 LU2601 20250723 3520 ... 3514 3521 LU
27 LU2602 20250723 3489 ... 3501 3491 LU
28 LU2603 20250723 3483 ... 3488 3445 LU
29 LU2604 20250723 3469 ... 3473 3478 LU
30 LU2605 20250723 3470 ... 3474 3465 LU
31 LU2606 20250723 3442 ... 3459 3470 LU
32 LU2607 20250723 3453 ... 3453 3459 LU
34 NR2508 20250723 12830 ... 12790 12810 NR
35 NR2509 20250723 12860 ... 12820 12845 NR
36 NR2510 20250723 12860 ... 12810 12830 NR
37 NR2511 20250723 12820 ... 12830 12835 NR
38 NR2512 20250723 12890 ... 12890 12885 NR
39 NR2601 20250723 12980 ... 12925 12930 NR
40 NR2602 20250723 12995 ... 12995 12905 NR
41 NR2603 20250723 12915 ... 12900 12885 NR
42 NR2604 20250723 13075 ... 12995 13010 NR
43 NR2605 20250723 13055 ... 12995 12940 NR
44 NR2606 20250723 12975 ... 12950 12980 NR
45 NR2607 20250723 ... 12810 12810 NR
47 BC2508 20250723 70850 ... 70880 70720 BC
48 BC2509 20250723 70990 ... 70930 70830 BC
49 BC2510 20250723 ... 70720 70720 BC
50 BC2511 20250723 ... 69190 69190 BC
51 BC2512 20250723 ... 70400 70400 BC
52 BC2601 20250723 ... 69480 69480 BC
53 BC2602 20250723 ... 69410 69410 BC
54 BC2603 20250723 ... 69290 69290 BC
55 BC2604 20250723 ... 69430 69430 BC
56 BC2605 20250723 ... 69480 69480 BC
57 BC2606 20250723 ... 69340 69340 BC
58 BC2607 20250723 ... 68670 68670 BC
60 EC2508 20250723 2238 ... 2212.3 2276.1 EC
61 EC2510 20250723 1556.9 ... 1526.9 1579.9 EC
62 EC2512 20250723 1721.6 ... 1687.9 1728.6 EC
63 EC2602 20250723 1468.1 ... 1458 1469.5 EC
64 EC2604 20250723 1321.4 ... 1316.3 1323.9 EC
65 EC2606 20250723 1459.2 ... 1454.3 1447.6 EC
68 SC_TAS2509 20250723 ... SC_TAS
69 SC_TAS2510 20250723 ... SC_TAS
70 SC_TAS2511 20250723 ... SC_TAS
[65 rows x 12 columns]
2025-07-24 16:26:33,127 - future_1d - INFO - ak.get_ine_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 IC2508 20250723 6195.400 ... 6170.200 6161.200 IC
1 IC2509 20250723 6135.800 ... 6120.800 6111.800 IC
2 IC2512 20250723 6024.200 ... 5997.000 5984.600 IC
3 IC2603 20250723 5913.200 ... 5882.800 5870.000 IC
4 IF2508 20250723 4126.200 ... 4117.800 4105.400 IF
5 IF2509 20250723 4117.000 ... 4109.800 4096.600 IF
6 IF2512 20250723 4087.000 ... 4079.800 4063.600 IF
7 IF2603 20250723 4055.200 ... 4051.600 4033.200 IF
8 IH2508 20250723 2802.000 ... 2801.800 2788.800 IH
9 IH2509 20250723 2803.200 ... 2802.600 2789.400 IH
10 IH2512 20250723 2806.200 ... 2804.200 2791.600 IH
11 IH2603 20250723 2810.000 ... 2805.800 2793.400 IH
12 IM2508 20250723 6595.200 ... 6570.800 6568.000 IM
13 IM2509 20250723 6521.200 ... 6499.200 6495.800 IM
14 IM2512 20250723 6340.000 ... 6316.800 6311.400 IM
15 IM2603 20250723 6177.800 ... 6158.400 6150.400 IM
16 T2509 20250723 108.500 ... 108.530 108.635 T
17 T2512 20250723 108.570 ... 108.600 108.700 T
18 T2603 20250723 108.600 ... 108.585 108.665 T
19 TF2509 20250723 105.785 ... 105.805 105.885 TF
20 TF2512 20250723 105.900 ... 105.885 105.965 TF
21 TF2603 20250723 105.945 ... 105.950 106.030 TF
22 TL2509 20250723 118.900 ... 119.350 119.520 TL
23 TL2512 20250723 118.880 ... 119.160 119.330 TL
24 TL2603 20250723 118.850 ... 118.960 119.150 TL
25 TS2509 20250723 102.390 ... 102.380 102.414 TS
26 TS2512 20250723 102.444 ... 102.464 102.490 TS
27 TS2603 20250723 102.570 ... 102.552 102.584 TS
[28 rows x 12 columns]
2025-07-24 16:26:33,409 - future_1d - INFO - ak.get_cffex_daily('2025-07-23') done
2025-07-24 16:26:35,164 - future_1d - INFO - save future_daily 2025-07-23 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250724 ... 79720 79680 CU
1 1 CU2509 20250724 ... 79840 79810 CU
2 2 CU2510 20250724 ... 79850 79810 CU
3 3 CU2511 20250724 ... 79800 79800 CU
4 4 CU2512 20250724 ... 79780 79760 CU
5 5 CU2601 20250724 ... 79740 79710 CU
6 6 CU2602 20250724 ... 79750 79670 CU
7 7 CU2603 20250724 ... 79760 79700 CU
8 8 CU2604 20250724 ... 79720 79650 CU
9 9 CU2605 20250724 ... 79760 79690 CU
10 10 CU2606 20250724 ... 79740 79660 CU
11 11 CU2607 20250724 ... 79710 79610 CU
12 12 BC2508 20250724 ... 70900 70880 BC
13 13 BC2509 20250724 ... 70980 70930 BC
14 14 BC2510 20250724 ... 70870 70720 BC
15 15 BC2511 20250724 ... 69190 69190 BC
16 16 BC2512 20250724 ... 70620 70400 BC
17 17 BC2601 20250724 ... 69620 69480 BC
18 18 BC2602 20250724 ... 69550 69410 BC
19 19 BC2603 20250724 ... 69430 69290 BC
20 20 BC2604 20250724 ... 69570 69430 BC
21 21 BC2605 20250724 ... 69480 69480 BC
22 22 BC2606 20250724 ... 69340 69340 BC
23 23 BC2607 20250724 ... 68670 68670 BC
24 24 AL2508 20250724 ... 20745 20850 AL
25 25 AL2509 20250724 ... 20735 20845 AL
26 26 AL2510 20250724 ... 20700 20780 AL
27 27 AL2511 20250724 ... 20635 20710 AL
28 28 AL2512 20250724 ... 20585 20665 AL
29 29 AL2601 20250724 ... 20570 20615 AL
30 30 AL2602 20250724 ... 20550 20645 AL
31 31 AL2603 20250724 ... 20585 20615 AL
32 32 AL2604 20250724 ... 20570 20670 AL
33 33 AL2605 20250724 ... 20605 20650 AL
34 34 AL2606 20250724 ... 20610 20665 AL
35 35 AL2607 20250724 ... 20590 20680 AL
36 36 ZN2508 20250724 ... 22930 22855 ZN
37 37 ZN2509 20250724 ... 22980 22905 ZN
38 38 ZN2510 20250724 ... 22975 22900 ZN
39 39 ZN2511 20250724 ... 22935 22870 ZN
40 40 ZN2512 20250724 ... 22880 22825 ZN
41 41 ZN2601 20250724 ... 22850 22765 ZN
42 42 ZN2602 20250724 ... 22830 22725 ZN
43 43 ZN2603 20250724 ... 22840 22720 ZN
44 44 ZN2604 20250724 ... 22855 22740 ZN
45 45 ZN2605 20250724 ... 22830 22735 ZN
46 46 ZN2606 20250724 ... 22840 22720 ZN
47 47 ZN2607 20250724 ... 22810 22720 ZN
48 48 PB2508 20250724 ... 16870 16895 PB
49 49 PB2509 20250724 ... 16890 16905 PB
50 50 PB2510 20250724 ... 16925 16925 PB
51 51 PB2511 20250724 ... 16940 16910 PB
52 52 PB2512 20250724 ... 16955 16975 PB
53 53 PB2601 20250724 ... 16995 16985 PB
54 54 PB2602 20250724 ... 17035 16985 PB
55 55 PB2603 20250724 ... 17050 17000 PB
56 56 PB2604 20250724 ... 17070 17070 PB
57 57 PB2605 20250724 ... 17050 17015 PB
58 58 PB2606 20250724 ... 17040 17015 PB
59 59 PB2607 20250724 ... 17055 17030 PB
60 60 NI2508 20250724 ... 123840 123410 NI
61 61 NI2509 20250724 ... 124040 123540 NI
62 62 NI2510 20250724 ... 124230 123650 NI
63 63 NI2511 20250724 ... 124400 123840 NI
64 64 NI2512 20250724 ... 124630 124020 NI
65 65 NI2601 20250724 ... 124870 124190 NI
66 66 NI2602 20250724 ... 124990 124550 NI
67 67 NI2603 20250724 ... 125130 124790 NI
68 68 NI2604 20250724 ... 125410 125200 NI
69 69 NI2605 20250724 ... 125630 125200 NI
70 70 NI2606 20250724 ... 125910 125510 NI
71 71 NI2607 20250724 ... 126320 125170 NI
72 72 SN2508 20250724 ... 273670 268900 SN
73 73 SN2509 20250724 ... 273920 269160 SN
74 74 SN2510 20250724 ... 273780 269100 SN
75 75 SN2511 20250724 ... 273750 269000 SN
76 76 SN2512 20250724 ... 273410 268900 SN
77 77 SN2601 20250724 ... 273290 269060 SN
78 78 SN2602 20250724 ... 272970 269210 SN
79 79 SN2603 20250724 ... 273910 267970 SN
80 80 SN2604 20250724 ... 274050 268310 SN
81 81 SN2605 20250724 ... 273630 267810 SN
82 82 SN2606 20250724 ... 274010 268130 SN
83 83 SN2607 20250724 ... 273640 269330 SN
84 84 AO2508 20250724 ... 3384 3415 AO
85 85 AO2509 20250724 ... 3385 3419 AO
86 86 AO2510 20250724 ... 3343 3372 AO
87 87 AO2511 20250724 ... 3333 3353 AO
88 88 AO2512 20250724 ... 3330 3353 AO
89 89 AO2601 20250724 ... 3328 3345 AO
90 90 AO2602 20250724 ... 3312 3304 AO
91 91 AO2603 20250724 ... 3314 3328 AO
92 92 AO2604 20250724 ... 3299 3325 AO
93 93 AO2605 20250724 ... 3298 3310 AO
94 94 AO2606 20250724 ... 3290 3306 AO
95 95 AO2607 20250724 ... 3266 3323 AO
96 96 AD2511 20250724 ... 20130 20210 AD
97 97 AD2512 20250724 ... 20080 20150 AD
98 98 AD2601 20250724 ... 20040 20135 AD
99 99 AD2602 20250724 ... 20010 20175 AD
100 100 AD2603 20250724 ... 20135 20135 AD
101 101 AD2604 20250724 ... 19935 19935 AD
102 102 AD2605 20250724 ... 19960 20035 AD
103 103 AD2606 20250724 ... 19920 19920 AD
104 104 AD2607 20250724 ... 19790 19790 AD
105 105 AU2508 20250724 ... 782.82 788.8 AU
106 106 AU2509 20250724 ... 778.42 790.1 AU
107 107 AU2510 20250724 ... 784.22 791.4 AU
108 108 AU2512 20250724 ... 785.2 793.4 AU
109 109 AU2602 20250724 ... 788.38 795.5 AU
110 110 AU2604 20250724 ... 788.22 797.94 AU
111 111 AU2606 20250724 ... 790.24 800.72 AU
112 112 AU2608 20250724 ... 792.28 802.18 AU
113 113 AG2508 20250724 ... 9381 9438 AG
114 114 AG2509 20250724 ... 9399 9455 AG
115 115 AG2510 20250724 ... 9421 9465 AG
116 116 AG2511 20250724 ... 9432 9478 AG
117 117 AG2512 20250724 ... 9430 9484 AG
118 118 AG2601 20250724 ... 9445 9497 AG
119 119 AG2602 20250724 ... 9454 9508 AG
120 120 AG2603 20250724 ... 9463 9519 AG
121 121 AG2604 20250724 ... 9481 9530 AG
122 122 AG2605 20250724 ... 9488 9546 AG
123 123 AG2606 20250724 ... 9498 9557 AG
124 124 AG2607 20250724 ... 9523 9567 AG
125 125 RB2508 20250724 ... 3225 3221 RB
126 126 RB2509 20250724 ... 3232 3236 RB
127 127 RB2510 20250724 ... 3280 3283 RB
128 128 RB2511 20250724 ... 3293 3301 RB
129 129 RB2512 20250724 ... 3333 3335 RB
130 130 RB2601 20250724 ... 3337 3337 RB
131 131 RB2602 20250724 ... 3327 3319 RB
132 132 RB2603 20250724 ... 3332 3335 RB
133 133 RB2604 20250724 ... 3348 3345 RB
134 134 RB2605 20250724 ... 3362 3357 RB
135 135 RB2606 20250724 ... 3363 3359 RB
136 136 RB2607 20250724 ... 3374 3372 RB
137 137 WR2508 20250724 ... 3212 3212 WR
138 138 WR2509 20250724 ... 3335 3335 WR
139 139 WR2510 20250724 ... 3546 3611 WR
140 140 WR2511 20250724 ... 3583 3639 WR
141 141 WR2512 20250724 ... 3570 3570 WR
142 142 WR2601 20250724 ... 3572 3625 WR
143 143 WR2602 20250724 ... 3607 3607 WR
144 144 WR2603 20250724 ... 3606 3606 WR
145 145 WR2604 20250724 ... 3570 3556 WR
146 146 WR2605 20250724 ... 3640 3640 WR
147 147 WR2606 20250724 ... 3680 3708 WR
148 148 WR2607 20250724 ... 3668 3668 WR
149 149 HC2508 20250724 ... 3441 3435 HC
150 150 HC2509 20250724 ... 3443 3442 HC
151 151 HC2510 20250724 ... 3439 3444 HC
152 152 HC2511 20250724 ... 3442 3444 HC
153 153 HC2512 20250724 ... 3441 3463 HC
154 154 HC2601 20250724 ... 3458 3458 HC
155 155 HC2602 20250724 ... 3448 3447 HC
156 156 HC2603 20250724 ... 3466 3463 HC
157 157 HC2604 20250724 ... 3484 3470 HC
158 158 HC2605 20250724 ... 3475 3470 HC
159 159 HC2606 20250724 ... 3487 3445 HC
160 160 HC2607 20250724 ... 3470 3487 HC
161 161 SS2508 20250724 ... 12925 12950 SS
162 162 SS2509 20250724 ... 12910 12945 SS
163 163 SS2510 20250724 ... 12940 12980 SS
164 164 SS2511 20250724 ... 12980 13025 SS
165 165 SS2512 20250724 ... 13005 13020 SS
166 166 SS2601 20250724 ... 13040 13080 SS
167 167 SS2602 20250724 ... 13090 13120 SS
168 168 SS2603 20250724 ... 13135 13185 SS
169 169 SS2604 20250724 ... 13210 13225 SS
170 170 SS2605 20250724 ... 13260 13265 SS
171 171 SS2606 20250724 ... 13265 13295 SS
172 172 SS2607 20250724 ... 13305 13365 SS
173 173 SC2508 20250724 ... 518.7 519.2 SC
174 174 SC2509 20250724 ... 504.3 503.9 SC
175 175 SC2510 20250724 ... 498.7 498.1 SC
176 176 SC2511 20250724 ... 494.5 493.1 SC
177 177 SC2512 20250724 ... 491.4 489.9 SC
178 178 SC2601 20250724 ... 488.6 487.2 SC
179 179 SC2602 20250724 ... 486.4 484.1 SC
180 180 SC2603 20250724 ... 483.9 482.9 SC
181 181 SC2604 20250724 ... 481.3 480.3 SC
182 182 SC2605 20250724 ... 479 479 SC
183 183 SC2606 20250724 ... 477.5 476.7 SC
184 184 SC2607 20250724 ... 475.5 475.5 SC
185 185 SC2609 20250724 ... 473.8 471.6 SC
186 186 SC2612 20250724 ... 471.9 469.4 SC
187 187 SC2703 20250724 ... 469.5 469.5 SC
188 188 SC2706 20250724 ... 468.4 468.4 SC
189 189 SC2709 20250724 ... 467 462.8 SC
190 190 SC2712 20250724 ... 467.2 467.2 SC
191 191 SC2803 20250724 ... 464.9 463.4 SC
192 192 SC2806 20250724 ... 464 464.2 SC
193 193 LU2508 20250724 ... 3539 3548 LU
194 194 LU2509 20250724 ... 3557 3564 LU
195 195 LU2510 20250724 ... 3556 3567 LU
196 196 LU2511 20250724 ... 3547 3552 LU
197 197 LU2512 20250724 ... 3521 3528 LU
198 198 LU2601 20250724 ... 3511 3514 LU
199 199 LU2602 20250724 ... 3507 3501 LU
200 200 LU2603 20250724 ... 3489 3488 LU
201 201 LU2604 20250724 ... 3481 3473 LU
202 202 LU2605 20250724 ... 3471 3474 LU
203 203 LU2606 20250724 ... 3468 3459 LU
204 204 LU2607 20250724 ... 3455 3453 LU
205 205 FU2508 20250724 ... 2822 2843 FU
206 206 FU2509 20250724 ... 2862 2879 FU
207 207 FU2510 20250724 ... 2872 2890 FU
208 208 FU2511 20250724 ... 2878 2891 FU
209 209 FU2512 20250724 ... 2872 2879 FU
210 210 FU2601 20250724 ... 2871 2876 FU
211 211 FU2602 20250724 ... 2860 2863 FU
212 212 FU2603 20250724 ... 2854 2854 FU
213 213 FU2604 20250724 ... 2846 2845 FU
214 214 FU2605 20250724 ... 2836 2833 FU
215 215 FU2606 20250724 ... 2827 2824 FU
216 216 FU2607 20250724 ... 2810 2808 FU
217 217 BU2508 20250724 ... 3610 3640 BU
218 218 BU2509 20250724 ... 3587 3612 BU
219 219 BU2510 20250724 ... 3557 3575 BU
220 220 BU2511 20250724 ... 3511 3534 BU
221 221 BU2512 20250724 ... 3447 3469 BU
222 222 BU2601 20250724 ... 3416 3437 BU
223 223 BU2602 20250724 ... 3397 3431 BU
224 224 BU2603 20250724 ... 3392 3417 BU
225 225 BU2604 20250724 ... 3384 3393 BU
226 226 BU2605 20250724 ... 3389 3407 BU
227 227 BU2606 20250724 ... 3381 3405 BU
228 228 BU2607 20250724 ... 3375 3392 BU
229 229 BU2609 20250724 ... 3371 3392 BU
230 230 BU2612 20250724 ... 3324 3341 BU
231 231 BU2703 20250724 ... 3321 3332 BU
232 232 BU2706 20250724 ... 3334 3332 BU
233 233 BR2508 20250724 ... 12070 12015 BR
234 234 BR2509 20250724 ... 12055 12000 BR
235 235 BR2510 20250724 ... 12025 11960 BR
236 236 BR2511 20250724 ... 12020 11960 BR
237 237 BR2512 20250724 ... 12040 11965 BR
238 238 BR2601 20250724 ... 12050 11980 BR
239 239 BR2602 20250724 ... 12040 11990 BR
240 240 BR2603 20250724 ... 11965 12020 BR
241 241 BR2604 20250724 ... 11940 12025 BR
242 242 BR2605 20250724 ... 12040 12000 BR
243 243 BR2606 20250724 ... 12045 12020 BR
244 244 BR2607 20250724 ... 12225 11995 BR
245 245 RU2508 20250724 ... 15185 14960 RU
246 246 RU2509 20250724 ... 15140 15015 RU
247 247 RU2510 20250724 ... 15075 14985 RU
248 248 RU2511 20250724 ... 15165 15010 RU
249 249 RU2601 20250724 ... 15915 15800 RU
250 250 RU2603 20250724 ... 16025 15815 RU
251 251 RU2604 20250724 ... 16000 15880 RU
252 252 RU2605 20250724 ... 16050 15935 RU
253 253 RU2606 20250724 ... 16225 15830 RU
254 254 RU2607 20250724 ... 15930 15805 RU
255 255 NR2508 20250724 ... 12905 12790 NR
256 256 NR2509 20250724 ... 12980 12820 NR
257 257 NR2510 20250724 ... 12975 12810 NR
258 258 NR2511 20250724 ... 13070 12830 NR
259 259 NR2512 20250724 ... 13090 12890 NR
260 260 NR2601 20250724 ... 13105 12925 NR
261 261 NR2602 20250724 ... 13145 12995 NR
262 262 NR2603 20250724 ... 12900 12900 NR
263 263 NR2604 20250724 ... 13265 12995 NR
264 264 NR2605 20250724 ... 13225 12995 NR
265 265 NR2606 20250724 ... 13280 12950 NR
266 266 NR2607 20250724 ... 12935 12810 NR
267 267 SP2508 20250724 ... 5340 5418 SP
268 268 SP2509 20250724 ... 5386 5424 SP
269 269 SP2510 20250724 ... 5336 5364 SP
270 270 SP2511 20250724 ... 5328 5362 SP
271 271 SP2512 20250724 ... 5294 5312 SP
272 272 SP2601 20250724 ... 5506 5532 SP
273 273 SP2602 20250724 ... 5438 5472 SP
274 274 SP2603 20250724 ... 5440 5460 SP
275 275 SP2604 20250724 ... 5432 5442 SP
276 276 SP2605 20250724 ... 5428 5456 SP
277 277 SP2606 20250724 ... 5446 5426 SP
278 278 SP2607 20250724 ... 5424 5456 SP
279 279 EC2508 20250724 ... 2230.5 2212.3 EC
280 280 EC2510 20250724 ... 1570 1526.9 EC
281 281 EC2512 20250724 ... 1747.5 1687.9 EC
282 282 EC2602 20250724 ... 1523.1 1458 EC
283 283 EC2604 20250724 ... 1359.6 1316.3 EC
284 284 EC2606 20250724 ... 1483.8 1454.3 EC
285 285 SC_TAS2509 20250724 ... SC_TAS
286 286 SC_TAS2510 20250724 ... SC_TAS
287 287 SC_TAS2511 20250724 ... SC_TAS
[288 rows x 13 columns]
2025-07-24 16:26:42,178 - future_1d - INFO - ak.get_shfe_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 PS2508 20250724 49170.0 ... 52225.0 51395.0 PS
1 PS2509 20250724 50025.0 ... 52150.0 51130.0 PS
2 PS2510 20250724 49500.0 ... 51760.0 51075.0 PS
3 PS2511 20250724 49750.0 ... 51665.0 50860.0 PS
4 PS2512 20250724 52375.0 ... 53635.0 53140.0 PS
5 PS2601 20250724 50980.0 ... 53195.0 52640.0 PS
6 PS2602 20250724 51040.0 ... 52345.0 52300.0 PS
7 PS2603 20250724 51360.0 ... 52605.0 52170.0 PS
8 PS2604 20250724 51035.0 ... 52130.0 52070.0 PS
9 PS2605 20250724 51045.0 ... 52610.0 52335.0 PS
10 PS2606 20250724 52520.0 ... 53400.0 53410.0 PS
11 PS2607 20250724 51455.0 ... 52825.0 53175.0 PS
13 SI2508 20250724 9640.0 ... 9595.0 9705.0 SI
14 SI2509 20250724 9560.0 ... 9680.0 9710.0 SI
15 SI2510 20250724 9325.0 ... 9610.0 9635.0 SI
16 SI2511 20250724 9385.0 ... 9520.0 9535.0 SI
17 SI2512 20250724 9555.0 ... 9795.0 9795.0 SI
18 SI2601 20250724 9585.0 ... 9720.0 9710.0 SI
19 SI2602 20250724 9525.0 ... 9710.0 9735.0 SI
20 SI2603 20250724 9505.0 ... 9675.0 9695.0 SI
21 SI2604 20250724 9490.0 ... 9690.0 9665.0 SI
22 SI2605 20250724 9510.0 ... 9685.0 9615.0 SI
23 SI2606 20250724 9475.0 ... 9620.0 9605.0 SI
24 SI2607 20250724 9445.0 ... 9650.0 9650.0 SI
27 LC2508 20250724 68680.0 ... 73520.0 72280.0 LC
28 LC2509 20250724 70180.0 ... 74560.0 71520.0 LC
29 LC2510 20250724 69200.0 ... 74040.0 71120.0 LC
30 LC2511 20250724 69400.0 ... 73300.0 70640.0 LC
31 LC2512 20250724 68980.0 ... 73220.0 70220.0 LC
32 LC2601 20250724 68820.0 ... 73220.0 70440.0 LC
33 LC2602 20250724 68940.0 ... 72780.0 70680.0 LC
34 LC2603 20250724 68600.0 ... 72320.0 70220.0 LC
35 LC2604 20250724 68940.0 ... 72640.0 70480.0 LC
36 LC2605 20250724 68300.0 ... 72540.0 70040.0 LC
37 LC2606 20250724 68700.0 ... 72180.0 70220.0 LC
38 LC2607 20250724 68820.0 ... 72640.0 70300.0 LC
[36 rows x 12 columns]
2025-07-24 16:26:42,409 - future_1d - INFO - ak.get_gfex_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 a2509 20250724 4214.00 ... 4206.00 4229.00 A
1 a2511 20250724 4136.00 ... 4128.00 4142.00 A
2 a2601 20250724 4124.00 ... 4112.00 4127.00 A
3 a2603 20250724 4113.00 ... 4098.00 4116.00 A
4 a2605 20250724 4151.00 ... 4132.00 4150.00 A
5 a2607 20250724 4147.00 ... 4133.00 4148.00 A
6 b2508 20250724 3620.00 ... 3584.00 3639.00 B
7 b2509 20250724 3723.00 ... 3679.00 3732.00 B
8 b2510 20250724 3780.00 ... 3735.00 3780.00 B
9 b2511 20250724 3794.00 ... 3750.00 3793.00 B
10 b2512 20250724 3803.00 ... 3767.00 3799.00 B
11 b2601 20250724 3776.00 ... 3742.00 3779.00 B
12 b2602 20250724 3705.00 ... 3690.00 3728.00 B
13 b2603 20250724 3625.00 ... 3600.00 3621.00 B
14 b2604 20250724 3519.00 ... 3499.00 3511.00 B
15 b2605 20250724 3445.00 ... 3439.00 3440.00 B
16 b2606 20250724 3434.00 ... 3439.00 3434.00 B
17 b2607 20250724 3450.00 ... 3443.00 3432.00 B
18 bb2509 20250724 149.70 ... 151.60 153.45 BB
19 bb2511 20250724 151.00 ... 152.30 153.50 BB
20 bb2601 20250724 145.75 ... 147.10 147.60 BB
21 bb2603 20250724 0.00 ... 153.65 154.15 BB
22 bb2605 20250724 0.00 ... 153.65 154.15 BB
23 bb2607 20250724 0.00 ... 153.65 154.15 BB
24 bz2603 20250724 6219.00 ... 6221.00 6222.00 BZ
25 bz2604 20250724 6180.00 ... 6203.00 6198.00 BZ
26 bz2605 20250724 6298.00 ... 6201.00 6213.00 BZ
27 bz2606 20250724 6200.00 ... 6207.00 6225.00 BZ
28 c2509 20250724 2320.00 ... 2318.00 2311.00 C
29 c2511 20250724 2274.00 ... 2268.00 2271.00 C
30 c2601 20250724 2249.00 ... 2242.00 2244.00 C
31 c2603 20250724 2248.00 ... 2244.00 2244.00 C
32 c2605 20250724 2290.00 ... 2285.00 2285.00 C
33 c2607 20250724 2300.00 ... 2297.00 2294.00 C
34 cs2509 20250724 2680.00 ... 2672.00 2669.00 CS
35 cs2511 20250724 2613.00 ... 2603.00 2614.00 CS
36 cs2601 20250724 2626.00 ... 2622.00 2626.00 CS
37 cs2603 20250724 2617.00 ... 2616.00 2616.00 CS
38 cs2605 20250724 2663.00 ... 2659.00 2658.00 CS
39 cs2607 20250724 2660.00 ... 2659.00 2662.00 CS
40 eb2507 20250724 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250724 7412.00 ... 7442.00 7465.00 EB
42 eb2509 20250724 7381.00 ... 7406.00 7433.00 EB
43 eb2510 20250724 7350.00 ... 7378.00 7398.00 EB
44 eb2511 20250724 7327.00 ... 7343.00 7356.00 EB
45 eb2512 20250724 7297.00 ... 7323.00 7334.00 EB
46 eb2601 20250724 7300.00 ... 7329.00 7335.00 EB
47 eb2602 20250724 7321.00 ... 7346.00 7349.00 EB
48 eb2603 20250724 7330.00 ... 7361.00 7358.00 EB
49 eb2604 20250724 7326.00 ... 7379.00 7366.00 EB
50 eb2605 20250724 7343.00 ... 7377.00 7363.00 EB
51 eb2606 20250724 7327.00 ... 7389.00 7375.00 EB
52 eg2507 20250724 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250724 4416.00 ... 4434.00 4405.00 EG
54 eg2509 20250724 4440.00 ... 4469.00 4440.00 EG
55 eg2510 20250724 4450.00 ... 4475.00 4445.00 EG
56 eg2511 20250724 4447.00 ... 4474.00 4448.00 EG
57 eg2512 20250724 4439.00 ... 4474.00 4462.00 EG
58 eg2601 20250724 4436.00 ... 4470.00 4446.00 EG
59 eg2602 20250724 0.00 ... 4440.00 4440.00 EG
60 eg2603 20250724 4467.00 ... 4474.00 4430.00 EG
61 eg2604 20250724 0.00 ... 4462.00 4462.00 EG
62 eg2605 20250724 4463.00 ... 4507.00 4473.00 EG
63 eg2606 20250724 4516.00 ... 4503.00 4440.00 EG
64 fb2508 20250724 1386.50 ... 1392.50 1378.00 FB
65 fb2509 20250724 1282.50 ... 1280.00 1286.00 FB
66 fb2510 20250724 1312.50 ... 1314.00 1314.50 FB
67 fb2511 20250724 1313.50 ... 1312.50 1314.00 FB
68 fb2512 20250724 1315.50 ... 1311.50 1314.50 FB
69 fb2601 20250724 1334.00 ... 1314.50 1315.00 FB
70 fb2602 20250724 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250724 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250724 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250724 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250724 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250724 0.00 ... 1295.00 1295.00 FB
76 i2508 20250724 816.00 ... 813.00 819.00 I
77 i2509 20250724 815.50 ... 811.50 815.50 I
78 i2510 20250724 809.50 ... 807.00 810.00 I
79 i2511 20250724 802.00 ... 801.00 803.50 I
80 i2512 20250724 795.00 ... 794.00 796.50 I
81 i2601 20250724 783.50 ... 783.50 786.50 I
82 i2602 20250724 780.00 ... 779.00 780.50 I
83 i2603 20250724 775.00 ... 776.00 777.00 I
84 i2604 20250724 773.00 ... 770.50 772.50 I
85 i2605 20250724 763.50 ... 762.00 763.50 I
86 i2606 20250724 757.50 ... 757.00 760.00 I
87 i2607 20250724 753.00 ... 750.50 754.50 I
88 j2508 20250724 1692.00 ... 1676.50 1673.50 J
89 j2509 20250724 1702.00 ... 1722.00 1701.50 J
90 j2510 20250724 1735.00 ... 1736.50 1713.50 J
91 j2511 20250724 1704.00 ... 1761.50 1730.00 J
92 j2512 20250724 1735.50 ... 1774.50 1739.50 J
93 j2601 20250724 1736.00 ... 1762.50 1743.00 J
94 j2602 20250724 1742.00 ... 1749.00 1759.00 J
95 j2603 20250724 0.00 ... 1788.00 1788.00 J
96 j2604 20250724 1887.00 ... 1887.00 1803.00 J
97 j2605 20250724 1801.00 ... 1802.00 1773.50 J
98 j2606 20250724 1755.00 ... 1849.00 1767.50 J
99 j2607 20250724 0.00 ... 1813.50 1781.50 J
100 jd2507 20250724 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250724 3605.00 ... 3578.00 3607.00 JD
102 jd2509 20250724 3635.00 ... 3634.00 3646.00 JD
103 jd2510 20250724 3407.00 ... 3397.00 3409.00 JD
104 jd2511 20250724 3410.00 ... 3406.00 3415.00 JD
105 jd2512 20250724 3560.00 ... 3563.00 3565.00 JD
106 jd2601 20250724 3640.00 ... 3652.00 3643.00 JD
107 jd2602 20250724 3215.00 ... 3216.00 3213.00 JD
108 jd2603 20250724 3195.00 ... 3213.00 3217.00 JD
109 jd2604 20250724 3350.00 ... 3355.00 3352.00 JD
110 jd2605 20250724 3441.00 ... 3443.00 3435.00 JD
111 jd2606 20250724 3261.00 ... 3268.00 3271.00 JD
112 jm2508 20250724 1024.50 ... 1061.00 1007.00 JM
113 jm2509 20250724 1140.50 ... 1166.00 1110.00 JM
114 jm2510 20250724 1180.00 ... 1183.00 1137.50 JM
115 jm2511 20250724 1183.50 ... 1201.00 1152.50 JM
116 jm2512 20250724 1187.50 ... 1208.00 1164.50 JM
117 jm2601 20250724 1180.00 ... 1221.00 1177.50 JM
118 jm2602 20250724 1202.00 ... 1239.00 1186.00 JM
119 jm2603 20250724 1203.00 ... 1230.00 1185.50 JM
120 jm2604 20250724 1204.00 ... 1236.50 1197.50 JM
121 jm2605 20250724 1220.00 ... 1242.00 1204.50 JM
122 jm2606 20250724 1220.00 ... 1254.50 1219.00 JM
123 jm2607 20250724 1254.50 ... 1285.50 1246.00 JM
124 l2508 20250724 7240.00 ... 7302.00 7278.00 L
125 l2509 20250724 7288.00 ... 7339.00 7320.00 L
126 l2510 20250724 7311.00 ... 7371.00 7339.00 L
127 l2511 20250724 7325.00 ... 7374.00 7351.00 L
128 l2512 20250724 7343.00 ... 7387.00 7362.00 L
129 l2601 20250724 7332.00 ... 7392.00 7370.00 L
130 l2602 20250724 7329.00 ... 7392.00 7356.00 L
131 l2603 20250724 7361.00 ... 7379.00 7348.00 L
132 l2604 20250724 7354.00 ... 7393.00 7410.00 L
133 l2605 20250724 7340.00 ... 7394.00 7358.00 L
134 l2606 20250724 7393.00 ... 7380.00 7356.00 L
135 l2607 20250724 7359.00 ... 7381.00 7384.00 L
136 lg2507 20250724 806.00 ... 809.50 818.50 LG
137 lg2509 20250724 824.00 ... 828.00 829.00 LG
138 lg2511 20250724 830.00 ... 833.00 831.00 LG
139 lg2601 20250724 831.00 ... 837.50 839.00 LG
140 lg2603 20250724 837.50 ... 837.00 837.00 LG
141 lg2605 20250724 842.00 ... 841.50 842.50 LG
142 lh2507 20250724 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250724 14460.00 ... 14345.00 14695.00 LH
144 lh2511 20250724 14200.00 ... 14145.00 14375.00 LH
145 lh2601 20250724 14895.00 ... 14560.00 14750.00 LH
146 lh2603 20250724 13440.00 ... 13645.00 13670.00 LH
147 lh2605 20250724 13925.00 ... 14065.00 13995.00 LH
148 m2508 20250724 3080.00 ... 3017.00 3073.00 M
149 m2509 20250724 3091.00 ... 3041.00 3096.00 M
150 m2511 20250724 3132.00 ... 3079.00 3133.00 M
151 m2512 20250724 3152.00 ... 3106.00 3150.00 M
152 m2601 20250724 3117.00 ... 3072.00 3116.00 M
153 m2603 20250724 2955.00 ... 2927.00 2954.00 M
154 m2605 20250724 2769.00 ... 2753.00 2767.00 M
155 m2607 20250724 2753.00 ... 2735.00 2752.00 M
156 p2508 20250724 8970.00 ... 8970.00 8898.00 P
157 p2509 20250724 9020.00 ... 9022.00 8984.00 P
158 p2510 20250724 8984.00 ... 9026.00 8984.00 P
159 p2511 20250724 8988.00 ... 8998.00 8956.00 P
160 p2512 20250724 8998.00 ... 9012.00 8966.00 P
161 p2601 20250724 8988.00 ... 8998.00 8960.00 P
162 p2602 20250724 8946.00 ... 8974.00 8886.00 P
163 p2603 20250724 8888.00 ... 8890.00 8800.00 P
164 p2604 20250724 0.00 ... 8702.00 8702.00 P
165 p2605 20250724 8652.00 ... 8690.00 8640.00 P
166 p2606 20250724 8574.00 ... 8610.00 8552.00 P
167 p2607 20250724 8600.00 ... 8616.00 8536.00 P
168 pg2507 20250724 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250724 4009.00 ... 4036.00 4013.00 PG
170 pg2509 20250724 3960.00 ... 3994.00 3972.00 PG
171 pg2510 20250724 4397.00 ... 4426.00 4400.00 PG
172 pg2511 20250724 4325.00 ... 4359.00 4336.00 PG
173 pg2512 20250724 4262.00 ... 4289.00 4273.00 PG
174 pg2601 20250724 4209.00 ... 4220.00 4209.00 PG
175 pg2602 20250724 4129.00 ... 4137.00 4122.00 PG
176 pg2603 20250724 4040.00 ... 4055.00 4046.00 PG
177 pg2604 20250724 4331.00 ... 4338.00 4337.00 PG
178 pg2605 20250724 4241.00 ... 4243.00 4238.00 PG
179 pg2606 20250724 4187.00 ... 4185.00 4178.00 PG
180 pp2508 20250724 7049.00 ... 7117.00 7098.00 PP
181 pp2509 20250724 7101.00 ... 7149.00 7126.00 PP
182 pp2510 20250724 7110.00 ... 7159.00 7136.00 PP
183 pp2511 20250724 7118.00 ... 7160.00 7134.00 PP
184 pp2512 20250724 7120.00 ... 7165.00 7135.00 PP
185 pp2601 20250724 7110.00 ... 7165.00 7143.00 PP
186 pp2602 20250724 7151.00 ... 7158.00 7121.00 PP
187 pp2603 20250724 7129.00 ... 7136.00 7130.00 PP
188 pp2604 20250724 7161.00 ... 7149.00 7124.00 PP
189 pp2605 20250724 7115.00 ... 7158.00 7137.00 PP
190 pp2606 20250724 7117.00 ... 7159.00 7103.00 PP
191 pp2607 20250724 7162.00 ... 7162.00 7173.00 PP
192 rr2508 20250724 3595.00 ... 3594.00 3563.00 RR
193 rr2509 20250724 3612.00 ... 3618.00 3601.00 RR
194 rr2510 20250724 3630.00 ... 3633.00 3629.00 RR
195 rr2511 20250724 3625.00 ... 3627.00 3622.00 RR
196 rr2512 20250724 3625.00 ... 3626.00 3621.00 RR
197 rr2601 20250724 3626.00 ... 3629.00 3623.00 RR
198 rr2602 20250724 3626.00 ... 3629.00 3623.00 RR
199 rr2603 20250724 3635.00 ... 3636.00 3630.00 RR
200 rr2604 20250724 3636.00 ... 3635.00 3634.00 RR
201 rr2605 20250724 3636.00 ... 3631.00 3629.00 RR
202 rr2606 20250724 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250724 0.00 ... 3617.00 3617.00 RR
204 v2508 20250724 5141.00 ... 5164.00 5169.00 V
205 v2509 20250724 5158.00 ... 5207.00 5194.00 V
206 v2510 20250724 5186.00 ... 5235.00 5220.00 V
207 v2511 20250724 5217.00 ... 5269.00 5265.00 V
208 v2512 20250724 5252.00 ... 5303.00 5279.00 V
209 v2601 20250724 5270.00 ... 5323.00 5307.00 V
210 v2602 20250724 5294.00 ... 5352.00 5344.00 V
211 v2603 20250724 5312.00 ... 5365.00 5361.00 V
212 v2604 20250724 5467.00 ... 5511.00 5496.00 V
213 v2605 20250724 5475.00 ... 5519.00 5500.00 V
214 v2606 20250724 5502.00 ... 5535.00 5524.00 V
215 v2607 20250724 5495.00 ... 5550.00 5544.00 V
216 y2508 20250724 8092.00 ... 8114.00 8062.00 Y
217 y2509 20250724 8094.00 ... 8112.00 8072.00 Y
218 y2511 20250724 8088.00 ... 8102.00 8080.00 Y
219 y2512 20250724 8108.00 ... 8118.00 8086.00 Y
220 y2601 20250724 8040.00 ... 8060.00 8022.00 Y
221 y2603 20250724 7928.00 ... 7934.00 7894.00 Y
222 y2605 20250724 7688.00 ... 7716.00 7668.00 Y
223 y2607 20250724 7686.00 ... 7700.00 7664.00 Y
[224 rows x 12 columns]
2025-07-24 16:26:43,085 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 AP510 20250724 7938.0 ... 7967.0 7949.0 AP
1 AP511 20250724 7664.0 ... 7704.0 7698.0 AP
2 AP512 20250724 7727.0 ... 7747.0 7748.0 AP
3 AP601 20250724 7800.0 ... 7834.0 7821.0 AP
4 AP603 20250724 7753.0 ... 7766.0 7740.0 AP
5 AP604 20250724 7741.0 ... 7769.0 7758.0 AP
6 AP605 20250724 7774.0 ... 7812.0 7796.0 AP
7 CF509 20250724 14180.0 ... 14160.0 14220.0 CF
8 CF511 20250724 13985.0 ... 13995.0 14010.0 CF
9 CF601 20250724 14065.0 ... 14070.0 14080.0 CF
10 CF603 20250724 14000.0 ... 14030.0 14035.0 CF
11 CF605 20250724 14015.0 ... 14005.0 14025.0 CF
12 CF607 20250724 14000.0 ... 14025.0 14050.0 CF
13 CJ509 20250724 9610.0 ... 9495.0 9545.0 CJ
14 CJ512 20250724 10430.0 ... 10315.0 10415.0 CJ
15 CJ601 20250724 10580.0 ... 10475.0 10565.0 CJ
16 CJ603 20250724 10650.0 ... 10545.0 10655.0 CJ
17 CJ605 20250724 10750.0 ... 10700.0 10765.0 CJ
18 CJ607 20250724 10755.0 ... 10790.0 10865.0 CJ
19 CY508 20250724 0.0 ... 20165.0 20165.0 CY
20 CY509 20250724 20325.0 ... 20350.0 20420.0 CY
21 CY510 20250724 0.0 ... 19960.0 20030.0 CY
22 CY511 20250724 20120.0 ... 20155.0 20215.0 CY
23 CY512 20250724 0.0 ... 20045.0 20040.0 CY
24 CY601 20250724 20225.0 ... 20260.0 20325.0 CY
25 CY602 20250724 0.0 ... 20055.0 20055.0 CY
26 CY603 20250724 0.0 ... 20305.0 20305.0 CY
27 CY604 20250724 0.0 ... 20040.0 20040.0 CY
28 CY605 20250724 0.0 ... 20215.0 20215.0 CY
29 CY606 20250724 0.0 ... 20010.0 20010.0 CY
30 CY607 20250724 0.0 ... 20595.0 20625.0 CY
31 FG508 20250724 1207.0 ... 1258.0 1221.0 FG
32 FG509 20250724 1206.0 ... 1261.0 1223.0 FG
33 FG510 20250724 1269.0 ... 1319.0 1278.0 FG
34 FG511 20250724 1249.0 ... 1301.0 1263.0 FG
35 FG512 20250724 1319.0 ... 1366.0 1328.0 FG
36 FG601 20250724 1309.0 ... 1354.0 1318.0 FG
37 FG602 20250724 1355.0 ... 1389.0 1357.0 FG
38 FG603 20250724 1345.0 ... 1377.0 1354.0 FG
39 FG604 20250724 1366.0 ... 1412.0 1385.0 FG
40 FG605 20250724 1370.0 ... 1411.0 1376.0 FG
41 FG606 20250724 1400.0 ... 1428.0 1390.0 FG
42 FG607 20250724 1385.0 ... 1414.0 1383.0 FG
43 JR509 20250724 0.0 ... 2662.0 2662.0 JR
44 JR511 20250724 0.0 ... 2662.0 2662.0 JR
45 JR601 20250724 0.0 ... 2662.0 2662.0 JR
46 JR603 20250724 0.0 ... 2662.0 2662.0 JR
47 JR605 20250724 0.0 ... 2662.0 2662.0 JR
48 JR607 20250724 0.0 ... 2662.0 2662.0 JR
49 LR509 20250724 0.0 ... 2360.0 2360.0 LR
50 LR511 20250724 0.0 ... 2360.0 2360.0 LR
51 LR601 20250724 0.0 ... 2360.0 2360.0 LR
52 MA508 20250724 2394.0 ... 2417.0 2394.0 MA
53 MA509 20250724 2417.0 ... 2465.0 2430.0 MA
54 MA510 20250724 2444.0 ... 2498.0 2459.0 MA
55 MA511 20250724 2466.0 ... 2517.0 2481.0 MA
56 MA512 20250724 2489.0 ... 2532.0 2496.0 MA
57 MA601 20250724 2504.0 ... 2539.0 2510.0 MA
58 MA602 20250724 2497.0 ... 2536.0 2496.0 MA
59 MA603 20250724 2487.0 ... 2526.0 2490.0 MA
60 MA604 20250724 2469.0 ... 2502.0 2463.0 MA
61 MA605 20250724 2431.0 ... 2463.0 2435.0 MA
62 MA606 20250724 2453.0 ... 2475.0 2449.0 MA
63 MA607 20250724 2430.0 ... 2457.0 2430.0 MA
64 OI509 20250724 9459.0 ... 9462.0 9451.0 OI
65 OI511 20250724 9439.0 ... 9441.0 9433.0 OI
66 OI601 20250724 9408.0 ... 9409.0 9388.0 OI
67 OI603 20250724 9359.0 ... 9382.0 9347.0 OI
68 OI605 20250724 9314.0 ... 9315.0 9282.0 OI
69 OI607 20250724 9269.0 ... 9314.0 9269.0 OI
70 PF508 20250724 6420.0 ... 6474.0 6480.0 PF
71 PF509 20250724 6430.0 ... 6472.0 6476.0 PF
72 PF510 20250724 6478.0 ... 6534.0 6532.0 PF
73 PF511 20250724 6474.0 ... 6524.0 6522.0 PF
74 PF512 20250724 6454.0 ... 6510.0 6504.0 PF
75 PF601 20250724 6462.0 ... 6516.0 6500.0 PF
76 PF602 20250724 6482.0 ... 6514.0 6504.0 PF
77 PF603 20250724 6496.0 ... 6528.0 6516.0 PF
78 PF604 20250724 0.0 ... 6556.0 6518.0 PF
79 PF605 20250724 6530.0 ... 6566.0 6548.0 PF
80 PF606 20250724 6534.0 ... 6576.0 6562.0 PF
81 PF607 20250724 6550.0 ... 6570.0 6590.0 PF
82 PK510 20250724 8142.0 ... 8140.0 8142.0 PK
83 PK511 20250724 7974.0 ... 7984.0 7978.0 PK
84 PK512 20250724 7968.0 ... 7984.0 7972.0 PK
85 PK601 20250724 7998.0 ... 8016.0 7994.0 PK
86 PK603 20250724 8014.0 ... 8034.0 8022.0 PK
87 PK604 20250724 8030.0 ... 8032.0 8028.0 PK
88 PK605 20250724 8040.0 ... 8036.0 8036.0 PK
89 PL601 20250724 6594.0 ... 6590.0 6595.0 PL
90 PL602 20250724 6641.0 ... 6668.0 6645.0 PL
91 PL603 20250724 6578.0 ... 6584.0 6573.0 PL
92 PL604 20250724 6494.0 ... 6494.0 6610.0 PL
93 PL605 20250724 6520.0 ... 6524.0 6519.0 PL
94 PL606 20250724 0.0 ... 6611.0 6611.0 PL
95 PL607 20250724 0.0 ... 6596.0 6596.0 PL
96 PM509 20250724 0.0 ... 3122.0 3122.0 PM
97 PM511 20250724 0.0 ... 3122.0 3122.0 PM
98 PM601 20250724 0.0 ... 3122.0 3122.0 PM
99 PM603 20250724 0.0 ... 3122.0 3122.0 PM
100 PM605 20250724 0.0 ... 3122.0 3122.0 PM
101 PM607 20250724 0.0 ... 3122.0 3122.0 PM
102 PR508 20250724 6014.0 ... 6034.0 6030.0 PR
103 PR509 20250724 5976.0 ... 6018.0 6012.0 PR
104 PR510 20250724 5992.0 ... 6024.0 6022.0 PR
105 PR511 20250724 5982.0 ... 6012.0 5996.0 PR
106 PR512 20250724 6010.0 ... 6018.0 5986.0 PR
107 PR601 20250724 5982.0 ... 5994.0 5972.0 PR
108 PR602 20250724 6008.0 ... 5992.0 5974.0 PR
109 PR603 20250724 6016.0 ... 5996.0 6012.0 PR
110 PR604 20250724 6012.0 ... 6010.0 6008.0 PR
111 PR605 20250724 6020.0 ... 6020.0 6014.0 PR
112 PR606 20250724 0.0 ... 6016.0 5998.0 PR
113 PR607 20250724 5980.0 ... 5980.0 5978.0 PR
114 PX508 20250724 6924.0 ... 6926.0 6924.0 PX
115 PX509 20250724 6860.0 ... 6902.0 6890.0 PX
116 PX510 20250724 6848.0 ... 6888.0 6870.0 PX
117 PX511 20250724 6804.0 ... 6844.0 6834.0 PX
118 PX512 20250724 6800.0 ... 6822.0 6818.0 PX
119 PX601 20250724 6782.0 ... 6804.0 6802.0 PX
120 PX602 20250724 6786.0 ... 6760.0 6772.0 PX
121 PX603 20250724 0.0 ... 6806.0 6754.0 PX
122 PX604 20250724 0.0 ... 6804.0 6740.0 PX
123 PX605 20250724 6748.0 ... 6756.0 6752.0 PX
124 PX606 20250724 6756.0 ... 6760.0 6728.0 PX
125 PX607 20250724 6760.0 ... 6764.0 6740.0 PX
126 RI509 20250724 0.0 ... 2479.0 2479.0 RI
127 RI511 20250724 0.0 ... 2479.0 2479.0 RI
128 RI601 20250724 0.0 ... 2479.0 2479.0 RI
129 RI603 20250724 0.0 ... 2479.0 2479.0 RI
130 RI605 20250724 0.0 ... 2479.0 2479.0 RI
131 RI607 20250724 0.0 ... 2479.0 2479.0 RI
132 RM508 20250724 2747.0 ... 2688.0 2744.0 RM
133 RM509 20250724 2757.0 ... 2706.0 2754.0 RM
134 RM511 20250724 2590.0 ... 2562.0 2584.0 RM
135 RM601 20250724 2445.0 ... 2414.0 2448.0 RM
136 RM603 20250724 2407.0 ... 2383.0 2411.0 RM
137 RM605 20250724 2385.0 ... 2368.0 2385.0 RM
138 RM607 20250724 2371.0 ... 2355.0 2372.0 RM
139 RS508 20250724 0.0 ... 4975.0 4976.0 RS
140 RS509 20250724 5080.0 ... 5092.0 5121.0 RS
141 RS511 20250724 5261.0 ... 5244.0 5245.0 RS
142 RS607 20250724 0.0 ... 5200.0 5200.0 RS
143 SA508 20250724 1319.0 ... 1344.0 1337.0 SA
144 SA509 20250724 1330.0 ... 1364.0 1349.0 SA
145 SA510 20250724 1359.0 ... 1378.0 1374.0 SA
146 SA511 20250724 1367.0 ... 1389.0 1385.0 SA
147 SA512 20250724 1405.0 ... 1424.0 1418.0 SA
148 SA601 20250724 1407.0 ... 1438.0 1414.0 SA
149 SA602 20250724 1418.0 ... 1458.0 1435.0 SA
150 SA603 20250724 1420.0 ... 1450.0 1425.0 SA
151 SA604 20250724 1443.0 ... 1492.0 1443.0 SA
152 SA605 20250724 1446.0 ... 1483.0 1454.0 SA
153 SA606 20250724 1459.0 ... 1510.0 1439.0 SA
154 SA607 20250724 1460.0 ... 1500.0 1459.0 SA
155 SF508 20250724 5806.0 ... 5748.0 5850.0 SF
156 SF509 20250724 5832.0 ... 5762.0 5844.0 SF
157 SF510 20250724 5796.0 ... 5752.0 5822.0 SF
158 SF511 20250724 5960.0 ... 5920.0 5984.0 SF
159 SF512 20250724 5936.0 ... 5894.0 5954.0 SF
160 SF601 20250724 5916.0 ... 5874.0 5956.0 SF
161 SF602 20250724 5836.0 ... 5810.0 5878.0 SF
162 SF603 20250724 5954.0 ... 5966.0 6042.0 SF
163 SF604 20250724 5890.0 ... 5918.0 6056.0 SF
164 SF605 20250724 5928.0 ... 5924.0 5990.0 SF
165 SF606 20250724 5846.0 ... 5878.0 5890.0 SF
166 SF607 20250724 5958.0 ... 5984.0 6028.0 SF
167 SH508 20250724 2582.0 ... 2608.0 2579.0 SH
168 SH509 20250724 2635.0 ... 2665.0 2633.0 SH
169 SH510 20250724 2681.0 ... 2703.0 2671.0 SH
170 SH511 20250724 2658.0 ... 2680.0 2654.0 SH
171 SH512 20250724 2667.0 ... 2696.0 2666.0 SH
172 SH601 20250724 2648.0 ... 2686.0 2658.0 SH
173 SH602 20250724 2692.0 ... 2712.0 2681.0 SH
174 SH603 20250724 2692.0 ... 2718.0 2684.0 SH
175 SH604 20250724 2725.0 ... 2764.0 2708.0 SH
176 SH605 20250724 2732.0 ... 2753.0 2722.0 SH
177 SH606 20250724 2728.0 ... 2773.0 2740.0 SH
178 SH607 20250724 2739.0 ... 2757.0 2713.0 SH
179 SM508 20250724 5922.0 ... 5922.0 5922.0 SM
180 SM509 20250724 5930.0 ... 5938.0 5956.0 SM
181 SM510 20250724 5910.0 ... 5924.0 5932.0 SM
182 SM511 20250724 5978.0 ... 5994.0 6004.0 SM
183 SM512 20250724 6000.0 ... 5998.0 6008.0 SM
184 SM601 20250724 5988.0 ... 5998.0 6016.0 SM
185 SM602 20250724 5938.0 ... 6000.0 6016.0 SM
186 SM603 20250724 5928.0 ... 6014.0 6024.0 SM
187 SM604 20250724 5936.0 ... 6014.0 6016.0 SM
188 SM605 20250724 6022.0 ... 6046.0 6038.0 SM
189 SM606 20250724 5994.0 ... 6086.0 5970.0 SM
190 SM607 20250724 5986.0 ... 6070.0 6040.0 SM
191 SR509 20250724 5835.0 ... 5853.0 5826.0 SR
192 SR511 20250724 5715.0 ... 5727.0 5713.0 SR
193 SR601 20250724 5658.0 ... 5664.0 5650.0 SR
194 SR603 20250724 5630.0 ... 5635.0 5623.0 SR
195 SR605 20250724 5605.0 ... 5609.0 5604.0 SR
196 SR607 20250724 5597.0 ... 5605.0 5600.0 SR
197 TA508 20250724 4780.0 ... 4816.0 4824.0 TA
198 TA509 20250724 4788.0 ... 4814.0 4808.0 TA
199 TA510 20250724 4792.0 ... 4810.0 4810.0 TA
200 TA511 20250724 4786.0 ... 4808.0 4800.0 TA
201 TA512 20250724 4784.0 ... 4802.0 4794.0 TA
202 TA601 20250724 4786.0 ... 4798.0 4792.0 TA
203 TA602 20250724 4780.0 ... 4802.0 4796.0 TA
204 TA603 20250724 4788.0 ... 4790.0 4794.0 TA
205 TA604 20250724 4782.0 ... 4802.0 4802.0 TA
206 TA605 20250724 4794.0 ... 4814.0 4808.0 TA
207 TA606 20250724 0.0 ... 4842.0 4814.0 TA
208 TA607 20250724 4812.0 ... 4826.0 4858.0 TA
209 UR508 20250724 1761.0 ... 1768.0 1772.0 UR
210 UR509 20250724 1775.0 ... 1782.0 1788.0 UR
211 UR510 20250724 1765.0 ... 1774.0 1777.0 UR
212 UR511 20250724 1792.0 ... 1798.0 1795.0 UR
213 UR512 20250724 1779.0 ... 1799.0 1786.0 UR
214 UR601 20250724 1780.0 ... 1790.0 1787.0 UR
215 UR602 20250724 1776.0 ... 1788.0 1774.0 UR
216 UR603 20250724 1788.0 ... 1806.0 1803.0 UR
217 UR604 20250724 1797.0 ... 1803.0 1793.0 UR
218 UR605 20250724 1790.0 ... 1805.0 1798.0 UR
219 UR606 20250724 1790.0 ... 1801.0 1794.0 UR
220 UR607 20250724 1803.0 ... 1809.0 1805.0 UR
221 WH509 20250724 0.0 ... 3198.0 3198.0 WH
222 WH511 20250724 0.0 ... 3198.0 3198.0 WH
223 WH601 20250724 0.0 ... 3198.0 3198.0 WH
224 WH603 20250724 0.0 ... 3198.0 3198.0 WH
225 WH605 20250724 0.0 ... 3198.0 3198.0 WH
226 WH607 20250724 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250724 0.0 ... 801.4 801.4 ZC
228 ZC509 20250724 0.0 ... 801.4 801.4 ZC
229 ZC510 20250724 0.0 ... 801.4 801.4 ZC
230 ZC511 20250724 0.0 ... 801.4 801.4 ZC
231 ZC512 20250724 0.0 ... 801.4 801.4 ZC
232 ZC601 20250724 0.0 ... 801.4 801.4 ZC
233 ZC602 20250724 0.0 ... 801.4 801.4 ZC
234 ZC603 20250724 0.0 ... 801.4 801.4 ZC
235 ZC604 20250724 0.0 ... 801.4 801.4 ZC
236 ZC605 20250724 0.0 ... 801.4 801.4 ZC
237 ZC606 20250724 0.0 ... 801.4 801.4 ZC
238 ZC607 20250724 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-24 16:26:43,353 - future_1d - INFO - ak.get_czce_daily('2025-07-24') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250724 520.4 528 ... 3786.74 518.7 519.2 SC
1 SC2509 20250724 502 511 ... 6236615.93 504.3 503.9 SC
2 SC2510 20250724 496.4 504.4 ... 756833.27 498.7 498.1 SC
3 SC2511 20250724 492.5 499.6 ... 187482.78 494.5 493.1 SC
4 SC2512 20250724 488.1 495.8 ... 11843.25 491.4 489.9 SC
5 SC2601 20250724 486.5 492.3 ... 7769.43 488.6 487.2 SC
6 SC2602 20250724 483.8 488.9 ... 4864.41 486.4 484.1 SC
7 SC2603 20250724 481.1 486 ... 725.87 483.9 482.9 SC
8 SC2604 20250724 480.3 482.7 ... 192.54 481.3 480.3 SC
9 SC2605 20250724 ... 0 479 479 SC
10 SC2606 20250724 476.3 478.6 ... 525.34 477.5 476.7 SC
11 SC2607 20250724 ... 0 475.5 475.5 SC
12 SC2609 20250724 476.5 476.5 ... 94.76 473.8 471.6 SC
13 SC2612 20250724 471.9 471.9 ... 47.19 471.9 469.4 SC
14 SC2703 20250724 ... 0 469.5 469.5 SC
15 SC2706 20250724 ... 0 468.4 468.4 SC
16 SC2709 20250724 ... 0 467 462.8 SC
17 SC2712 20250724 ... 0 467.2 467.2 SC
18 SC2803 20250724 464.9 464.9 ... 46.49 464.9 463.4 SC
19 SC2806 20250724 464.6 466.8 ... 510.46 464 464.2 SC
21 LU2508 20250724 3530 3623 ... 814.158 3539 3548 LU
22 LU2509 20250724 3560 3599 ... 63743.905 3557 3564 LU
23 LU2510 20250724 3557 3596 ... 432984.453 3556 3567 LU
24 LU2511 20250724 3541 3581 ... 36011.263 3547 3552 LU
25 LU2512 20250724 3521 3568 ... 1140.913 3521 3528 LU
26 LU2601 20250724 3501 3553 ... 1882.098 3511 3514 LU
27 LU2602 20250724 3480 3535 ... 38.585 3507 3501 LU
28 LU2603 20250724 3572 3572 ... 66.297 3489 3488 LU
29 LU2604 20250724 3456 3501 ... 24.368 3481 3473 LU
30 LU2605 20250724 3450 3485 ... 27.769 3471 3474 LU
31 LU2606 20250724 3451 3481 ... 10.406 3468 3459 LU
32 LU2607 20250724 3439 3472 ... 34.559 3455 3453 LU
34 NR2508 20250724 12750 13240 ... 135677.65 12905 12790 NR
35 NR2509 20250724 12775 13290 ... 2527939.41 12980 12820 NR
36 NR2510 20250724 12800 13245 ... 770551.205 12975 12810 NR
37 NR2511 20250724 12810 13225 ... 94007.08 13070 12830 NR
38 NR2512 20250724 12845 13225 ... 64668.965 13090 12890 NR
39 NR2601 20250724 12895 13275 ... 68692.915 13105 12925 NR
40 NR2602 20250724 13050 13260 ... 867.79 13145 12995 NR
41 NR2603 20250724 ... 0 12900 12900 NR
42 NR2604 20250724 13265 13265 ... 13.265 13265 12995 NR
43 NR2605 20250724 13250 13250 ... 92.605 13225 12995 NR
44 NR2606 20250724 13280 13280 ... 13.28 13280 12950 NR
45 NR2607 20250724 ... 0 12935 12810 NR
47 BC2508 20250724 70990 71060 ... 151780.14 70900 70880 BC
48 BC2509 20250724 71090 71200 ... 76772.905 70980 70930 BC
49 BC2510 20250724 70870 70870 ... 35.435 70870 70720 BC
50 BC2511 20250724 ... 0 69190 69190 BC
51 BC2512 20250724 ... 0 70620 70400 BC
52 BC2601 20250724 ... 0 69620 69480 BC
53 BC2602 20250724 ... 0 69550 69410 BC
54 BC2603 20250724 ... 0 69430 69290 BC
55 BC2604 20250724 ... 0 69570 69430 BC
56 BC2605 20250724 ... 0 69480 69480 BC
57 BC2606 20250724 ... 0 69340 69340 BC
58 BC2607 20250724 ... 0 68670 68670 BC
60 EC2508 20250724 2229 2250 ... 33870.5165 2230.5 2212.3 EC
61 EC2510 20250724 1520 1608 ... 511739.585 1570 1526.9 EC
62 EC2512 20250724 1714.7 1808.9 ... 71483.768 1747.5 1687.9 EC
63 EC2602 20250724 1477.3 1574.9 ... 18208.8575 1523.1 1458 EC
64 EC2604 20250724 1324 1400 ... 17546.694 1359.6 1316.3 EC
65 EC2606 20250724 1476.2 1513.8 ... 2233.168 1483.8 1454.3 EC
68 SC_TAS2509 20250724 ... SC_TAS
69 SC_TAS2510 20250724 ... SC_TAS
70 SC_TAS2511 20250724 ... SC_TAS
[65 rows x 12 columns]
2025-07-24 16:26:43,421 - future_1d - INFO - ak.get_ine_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 IC2508 20250724 6158.600 ... 6262.600 6170.200 IC
1 IC2509 20250724 6120.400 ... 6217.800 6120.800 IC
2 IC2512 20250724 6003.000 ... 6092.600 5997.000 IC
3 IC2603 20250724 5882.000 ... 5979.400 5882.800 IC
4 IF2508 20250724 4115.000 ... 4142.800 4117.800 IF
5 IF2509 20250724 4103.000 ... 4136.800 4109.800 IF
6 IF2512 20250724 4080.000 ... 4105.200 4079.800 IF
7 IF2603 20250724 4050.000 ... 4074.000 4051.600 IF
8 IH2508 20250724 2798.800 ... 2812.000 2801.800 IH
9 IH2509 20250724 2798.000 ... 2813.800 2802.600 IH
10 IH2512 20250724 2804.800 ... 2815.200 2804.200 IH
11 IH2603 20250724 2802.600 ... 2816.400 2805.800 IH
12 IM2508 20250724 6583.000 ... 6666.200 6570.800 IM
13 IM2509 20250724 6492.000 ... 6603.600 6499.200 IM
14 IM2512 20250724 6322.000 ... 6423.400 6316.800 IM
15 IM2603 20250724 6160.000 ... 6263.000 6158.400 IM
16 T2509 20250724 108.445 ... 108.260 108.530 T
17 T2512 20250724 108.525 ... 108.310 108.600 T
18 T2603 20250724 108.470 ... 108.300 108.585 T
19 TF2509 20250724 105.720 ... 105.610 105.805 TF
20 TF2512 20250724 105.835 ... 105.695 105.885 TF
21 TF2603 20250724 105.860 ... 105.765 105.950 TF
22 TL2509 20250724 119.090 ... 118.520 119.350 TL
23 TL2512 20250724 118.950 ... 118.320 119.160 TL
24 TL2603 20250724 118.600 ... 118.090 118.960 TL
25 TS2509 20250724 102.366 ... 102.310 102.380 TS
26 TS2512 20250724 102.452 ... 102.400 102.464 TS
27 TS2603 20250724 102.506 ... 102.490 102.552 TS
[28 rows x 12 columns]
2025-07-24 16:26:43,694 - future_1d - INFO - ak.get_cffex_daily('2025-07-24') done
2025-07-24 16:26:45,487 - future_1d - INFO - save future_daily 2025-07-24 add
2025-07-24 16:26:45,493 - future_1d - INFO - 0 1 2 3 4
symbol CU2508 CU2509 CU2510 CU2511 CU2512
date 2025-07-24 2025-07-24 2025-07-24 2025-07-24 2025-07-24
opencol 79840.0 79880.0 79910.0 79890.0 79880.0
high 79920.0 80020.0 80020.0 79990.0 79970.0
low 79560.0 79660.0 79670.0 79570.0 79550.0
close 79830.0 79890.0 79920.0 79880.0 79790.0
volume 37333.0 73919.0 19462.0 7181.0 7232.0
open_interest 102645.0 181496.0 88881.0 39213.0 37862.0
turnover 1488265.5 2951179.86 777028.255 286549.58 288501.83
settle 79720.0 79840.0 79850.0 79800.0 79780.0
pre_settle 79680.0 79810.0 79810.0 79800.0 79760.0
variety CU CU CU CU CU
exchange SHFE SHFE SHFE SHFE SHFE
comd cu cu cu cu cu
contract cu2508 cu2509 cu2510 cu2511 cu2512
contract_yymm 2508 2509 2510 2511 2512
maturity_month 1 2 3 4 5
maturity_day 8 39 69 100 130
=========================================================================
2025-07-24 18:25:47 Thu START TASK.01 future_1d future_daily
=========================================================================
2025-07-24 18:25:49,488 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250716 7873.0 7878.0 ... 341557.35 7844.0 7846.0 AP
1 AP511 20250716 7683.0 7694.0 ... 2001.73 7669.0 7667.0 AP
2 AP512 20250716 7686.0 7710.0 ... 99.98 7691.0 7689.0 AP
3 AP601 20250716 7720.0 7729.0 ... 12491.28 7701.0 7697.0 AP
4 AP603 20250716 7649.0 7660.0 ... 91.80 7650.0 7654.0 AP
5 AP604 20250716 7700.0 7700.0 ... 15.38 7688.0 7693.0 AP
6 AP605 20250716 7718.0 7770.0 ... 224.71 7749.0 7745.0 AP
7 CF509 20250716 13850.0 14000.0 ... 1862494.05 13945.0 13830.0 CF
8 CF511 20250716 13760.0 13865.0 ... 242191.78 13815.0 13720.0 CF
9 CF601 20250716 13820.0 13905.0 ... 569788.87 13860.0 13785.0 CF
10 CF603 20250716 13785.0 13855.0 ... 1774.72 13810.0 13735.0 CF
11 CF605 20250716 13795.0 13870.0 ... 13704.58 13820.0 13750.0 CF
12 CF607 20250716 13830.0 13850.0 ... 103.73 13830.0 13770.0 CF
13 CJ509 20250716 9300.0 9415.0 ... 82150.98 9340.0 9325.0 CJ
14 CJ512 20250716 10135.0 10285.0 ... 5765.86 10185.0 10170.0 CJ
15 CJ601 20250716 10275.0 10430.0 ... 582245.54 10330.0 10290.0 CJ
16 CJ603 20250716 10385.0 10475.0 ... 6829.05 10385.0 10365.0 CJ
17 CJ605 20250716 10485.0 10665.0 ... 47322.29 10570.0 10555.0 CJ
18 CJ607 20250716 10570.0 10705.0 ... 223.52 10645.0 10630.0 CJ
19 CY508 20250716 0.0 0.0 ... 0.00 19785.0 19700.0 CY
20 CY509 20250716 20020.0 20205.0 ... 75545.86 20135.0 20050.0 CY
21 CY510 20250716 0.0 0.0 ... 0.00 19755.0 19670.0 CY
22 CY511 20250716 0.0 0.0 ... 0.00 20060.0 20060.0 CY
23 CY512 20250716 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250716 20045.0 20145.0 ... 723.33 20095.0 20045.0 CY
25 CY602 20250716 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250716 0.0 0.0 ... 0.00 20305.0 20215.0 CY
27 CY604 20250716 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250716 20060.0 20060.0 ... 10.03 20060.0 20015.0 CY
29 CY606 20250716 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250716 0.0 0.0 ... 0.00 19830.0 19800.0 CY
31 FG508 20250716 1079.0 1085.0 ... 16688.02 1078.0 1093.0 FG
32 FG509 20250716 1070.0 1077.0 ... 2805263.94 1068.0 1082.0 FG
33 FG510 20250716 1136.0 1140.0 ... 21287.53 1130.0 1137.0 FG
34 FG511 20250716 1115.0 1124.0 ... 27059.95 1114.0 1123.0 FG
35 FG512 20250716 1182.0 1186.0 ... 13050.22 1176.0 1188.0 FG
36 FG601 20250716 1168.0 1173.0 ... 352975.00 1163.0 1176.0 FG
37 FG602 20250716 1211.0 1216.0 ... 829.89 1206.0 1215.0 FG
38 FG603 20250716 1211.0 1212.0 ... 707.06 1202.0 1212.0 FG
39 FG604 20250716 1243.0 1245.0 ... 565.94 1236.0 1250.0 FG
40 FG605 20250716 1242.0 1242.0 ... 7488.79 1232.0 1246.0 FG
41 FG606 20250716 1255.0 1258.0 ... 352.79 1251.0 1264.0 FG
42 FG607 20250716 1254.0 1254.0 ... 127.25 1248.0 1264.0 FG
43 JR509 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250716 2372.0 2377.0 ... 6745.20 2358.0 2383.0 MA
53 MA509 20250716 2386.0 2391.0 ... 1066826.29 2376.0 2392.0 MA
54 MA510 20250716 2412.0 2414.0 ... 29651.57 2400.0 2413.0 MA
55 MA511 20250716 2430.0 2431.0 ... 50754.33 2417.0 2427.0 MA
56 MA512 20250716 2448.0 2452.0 ... 31177.33 2438.0 2449.0 MA
57 MA601 20250716 2453.0 2457.0 ... 113721.09 2444.0 2457.0 MA
58 MA602 20250716 2423.0 2425.0 ... 16.97 2425.0 2440.0 MA
59 MA603 20250716 2432.0 2432.0 ... 58.18 2424.0 2434.0 MA
60 MA604 20250716 2403.0 2403.0 ... 4.80 2399.0 2417.0 MA
61 MA605 20250716 2379.0 2381.0 ... 1641.54 2369.0 2380.0 MA
62 MA606 20250716 2384.0 2384.0 ... 35.63 2376.0 2388.0 MA
63 MA607 20250716 2386.0 2386.0 ... 9.52 2379.0 2383.0 MA
64 OI509 20250716 9410.0 9499.0 ... 2269007.61 9453.0 9441.0 OI
65 OI511 20250716 9398.0 9480.0 ... 134084.43 9440.0 9421.0 OI
66 OI601 20250716 9349.0 9428.0 ... 337198.91 9383.0 9363.0 OI
67 OI603 20250716 9288.0 9362.0 ... 1603.91 9325.0 9304.0 OI
68 OI605 20250716 9224.0 9279.0 ... 4041.70 9249.0 9230.0 OI
69 OI607 20250716 9192.0 9228.0 ... 27.63 9211.0 9204.0 OI
70 PF508 20250716 6486.0 6510.0 ... 50528.06 6494.0 6524.0 PF
71 PF509 20250716 6372.0 6376.0 ... 301456.44 6360.0 6390.0 PF
72 PF510 20250716 6406.0 6406.0 ... 67250.61 6384.0 6418.0 PF
73 PF511 20250716 6358.0 6370.0 ... 32492.66 6354.0 6382.0 PF
74 PF512 20250716 6350.0 6352.0 ... 9306.65 6340.0 6358.0 PF
75 PF601 20250716 6334.0 6360.0 ... 2675.07 6348.0 6370.0 PF
76 PF602 20250716 6354.0 6354.0 ... 3.18 6354.0 6380.0 PF
77 PF603 20250716 6358.0 6358.0 ... 3.18 6358.0 6422.0 PF
78 PF604 20250716 6368.0 6388.0 ... 9.57 6378.0 6384.0 PF
79 PF605 20250716 6376.0 6384.0 ... 6.38 6380.0 6382.0 PF
80 PF606 20250716 0.0 0.0 ... 0.00 6382.0 6390.0 PF
81 PF607 20250716 0.0 0.0 ... 0.00 6412.0 6440.0 PF
82 PK510 20250716 8200.0 8244.0 ... 137493.52 8218.0 8182.0 PK
83 PK511 20250716 8084.0 8110.0 ... 74622.15 8084.0 8030.0 PK
84 PK512 20250716 8006.0 8060.0 ... 329.55 8038.0 7990.0 PK
85 PK601 20250716 8012.0 8060.0 ... 4745.29 8036.0 7996.0 PK
86 PK603 20250716 8018.0 8032.0 ... 96.23 8020.0 7984.0 PK
87 PK604 20250716 8008.0 8020.0 ... 44.07 8014.0 7996.0 PK
88 PK605 20250716 8000.0 8018.0 ... 284.34 8010.0 7980.0 PK
89 PM509 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250716 5900.0 5918.0 ... 3745.76 5904.0 5904.0 PR
96 PR509 20250716 5878.0 5900.0 ... 270213.66 5882.0 5890.0 PR
97 PR510 20250716 5896.0 5914.0 ... 113786.38 5898.0 5898.0 PR
98 PR511 20250716 5884.0 5902.0 ... 15256.89 5886.0 5888.0 PR
99 PR512 20250716 5870.0 5882.0 ... 17.63 5876.0 5886.0 PR
100 PR601 20250716 5876.0 5896.0 ... 264.62 5880.0 5896.0 PR
101 PR602 20250716 5904.0 5910.0 ... 17.72 5908.0 5956.0 PR
102 PR603 20250716 5906.0 5906.0 ... 70.87 5906.0 5964.0 PR
103 PR604 20250716 5912.0 5912.0 ... 8.87 5912.0 5968.0 PR
104 PR605 20250716 5904.0 5912.0 ... 35.42 5904.0 5942.0 PR
105 PR606 20250716 0.0 0.0 ... 0.00 5922.0 5922.0 PR
106 PR607 20250716 5944.0 5944.0 ... 17.80 5934.0 5926.0 PR
107 PX508 20250716 6810.0 6848.0 ... 313.93 6826.0 6804.0 PX
108 PX509 20250716 6702.0 6748.0 ... 484258.91 6722.0 6716.0 PX
109 PX510 20250716 6688.0 6724.0 ... 71469.35 6694.0 6688.0 PX
110 PX511 20250716 6652.0 6684.0 ... 129767.45 6658.0 6652.0 PX
111 PX512 20250716 6654.0 6666.0 ... 28200.70 6642.0 6640.0 PX
112 PX601 20250716 6620.0 6636.0 ... 31845.21 6620.0 6618.0 PX
113 PX602 20250716 0.0 0.0 ... 0.00 6612.0 6640.0 PX
114 PX603 20250716 6594.0 6594.0 ... 6.59 6594.0 6600.0 PX
115 PX604 20250716 0.0 0.0 ... 0.00 6572.0 6560.0 PX
116 PX605 20250716 6586.0 6598.0 ... 46.04 6578.0 6572.0 PX
117 PX606 20250716 6590.0 6590.0 ... 3.30 6590.0 6568.0 PX
118 PX607 20250716 0.0 0.0 ... 0.00 6582.0 6614.0 PX
119 RI509 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250716 2656.0 2658.0 ... 15034.56 2646.0 2656.0 RM
126 RM509 20250716 2662.0 2664.0 ... 797352.70 2655.0 2657.0 RM
127 RM511 20250716 2434.0 2452.0 ... 6613.17 2442.0 2430.0 RM
128 RM601 20250716 2314.0 2323.0 ... 157091.91 2314.0 2308.0 RM
129 RM603 20250716 2291.0 2300.0 ... 8205.79 2293.0 2287.0 RM
130 RM605 20250716 2305.0 2308.0 ... 20674.95 2302.0 2303.0 RM
131 RM607 20250716 2300.0 2306.0 ... 1057.16 2298.0 2301.0 RM
132 RS508 20250716 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250716 5112.0 5123.0 ... 116.85 5080.0 5085.0 RS
134 RS511 20250716 5150.0 5150.0 ... 163.73 5116.0 5113.0 RS
135 RS607 20250716 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250716 1208.0 1210.0 ... 8051.83 1201.0 1215.0 SA
137 SA509 20250716 1213.0 1221.0 ... 2847696.91 1211.0 1226.0 SA
138 SA510 20250716 1234.0 1238.0 ... 139219.10 1227.0 1244.0 SA
139 SA511 20250716 1236.0 1241.0 ... 168309.10 1230.0 1248.0 SA
140 SA512 20250716 1262.0 1266.0 ... 48225.29 1256.0 1275.0 SA
141 SA601 20250716 1263.0 1268.0 ... 842427.52 1258.0 1276.0 SA
142 SA602 20250716 1278.0 1280.0 ... 4465.79 1267.0 1287.0 SA
143 SA603 20250716 1276.0 1279.0 ... 3880.09 1270.0 1293.0 SA
144 SA604 20250716 1303.0 1303.0 ... 986.69 1295.0 1313.0 SA
145 SA605 20250716 1304.0 1306.0 ... 22338.80 1296.0 1311.0 SA
146 SA606 20250716 1310.0 1318.0 ... 1137.79 1308.0 1323.0 SA
147 SA607 20250716 1317.0 1317.0 ... 366.42 1309.0 1321.0 SA
148 SF508 20250716 5472.0 5480.0 ... 8805.77 5440.0 5492.0 SF
149 SF509 20250716 5500.0 5500.0 ... 344595.71 5452.0 5502.0 SF
150 SF510 20250716 5456.0 5464.0 ... 40466.36 5432.0 5470.0 SF
151 SF511 20250716 5610.0 5610.0 ... 83127.65 5578.0 5618.0 SF
152 SF512 20250716 5578.0 5584.0 ... 14720.32 5552.0 5594.0 SF
153 SF601 20250716 5558.0 5562.0 ... 9937.21 5524.0 5570.0 SF
154 SF602 20250716 5502.0 5502.0 ... 496.11 5452.0 5504.0 SF
155 SF603 20250716 5614.0 5636.0 ... 123.16 5598.0 5628.0 SF
156 SF604 20250716 0.0 0.0 ... 0.00 5556.0 5612.0 SF
157 SF605 20250716 5596.0 5624.0 ... 233.94 5570.0 5638.0 SF
158 SF606 20250716 5538.0 5554.0 ... 35.90 5522.0 5584.0 SF
159 SF607 20250716 5656.0 5656.0 ... 14.02 5608.0 5540.0 SF
160 SH508 20250716 2488.0 2504.0 ... 80550.56 2468.0 2492.0 SH
161 SH509 20250716 2515.0 2534.0 ... 4676100.73 2496.0 2519.0 SH
162 SH510 20250716 2529.0 2553.0 ... 371506.90 2509.0 2543.0 SH
163 SH511 20250716 2508.0 2535.0 ... 308566.61 2485.0 2523.0 SH
164 SH512 20250716 2524.0 2539.0 ... 107918.05 2500.0 2526.0 SH
165 SH601 20250716 2502.0 2515.0 ... 155103.47 2473.0 2501.0 SH
166 SH602 20250716 2507.0 2513.0 ... 768.68 2488.0 2518.0 SH
167 SH603 20250716 2524.0 2526.0 ... 763.29 2494.0 2522.0 SH
168 SH604 20250716 2563.0 2564.0 ... 303.08 2526.0 2559.0 SH
169 SH605 20250716 2558.0 2570.0 ... 3445.11 2535.0 2556.0 SH
170 SH606 20250716 2570.0 2570.0 ... 61.20 2550.0 2579.0 SH
171 SH607 20250716 2536.0 2536.0 ... 15.22 2536.0 2574.0 SH
172 SM508 20250716 5756.0 5790.0 ... 9974.06 5754.0 5778.0 SM
173 SM509 20250716 5776.0 5794.0 ... 414323.19 5764.0 5798.0 SM
174 SM510 20250716 5746.0 5776.0 ... 37044.08 5752.0 5780.0 SM
175 SM511 20250716 5826.0 5838.0 ... 57396.03 5816.0 5844.0 SM
176 SM512 20250716 5812.0 5836.0 ... 10776.60 5814.0 5840.0 SM
177 SM601 20250716 5816.0 5826.0 ... 24881.10 5802.0 5832.0 SM
178 SM602 20250716 5802.0 5802.0 ... 5.80 5802.0 5838.0 SM
179 SM603 20250716 5812.0 5812.0 ... 17.41 5804.0 5846.0 SM
180 SM604 20250716 0.0 0.0 ... 0.00 5818.0 5848.0 SM
181 SM605 20250716 5824.0 5840.0 ... 343.23 5818.0 5850.0 SM
182 SM606 20250716 5854.0 5856.0 ... 26.25 5834.0 5864.0 SM
183 SM607 20250716 5852.0 5852.0 ... 8.77 5844.0 5846.0 SM
184 SR509 20250716 5813.0 5825.0 ... 818053.29 5804.0 5802.0 SR
185 SR511 20250716 5700.0 5718.0 ... 133887.94 5698.0 5688.0 SR
186 SR601 20250716 5650.0 5655.0 ... 112569.14 5638.0 5629.0 SR
187 SR603 20250716 5615.0 5621.0 ... 2905.57 5609.0 5600.0 SR
188 SR605 20250716 5588.0 5598.0 ... 5886.42 5585.0 5578.0 SR
189 SR607 20250716 5590.0 5590.0 ... 351.51 5579.0 5576.0 SR
190 TA508 20250716 4706.0 4722.0 ... 21391.11 4708.0 4722.0 TA
191 TA509 20250716 4702.0 4720.0 ... 1315836.44 4708.0 4708.0 TA
192 TA510 20250716 4680.0 4696.0 ... 46052.84 4682.0 4684.0 TA
193 TA511 20250716 4674.0 4688.0 ... 43985.67 4676.0 4672.0 TA
194 TA512 20250716 4674.0 4682.0 ... 10483.54 4670.0 4668.0 TA
195 TA601 20250716 4664.0 4672.0 ... 276603.57 4662.0 4668.0 TA
196 TA602 20250716 0.0 0.0 ... 0.00 4660.0 4654.0 TA
197 TA603 20250716 0.0 0.0 ... 0.00 4664.0 4680.0 TA
198 TA604 20250716 4672.0 4676.0 ... 18.69 4672.0 4674.0 TA
199 TA605 20250716 4682.0 4688.0 ... 4115.60 4680.0 4684.0 TA
200 TA606 20250716 4678.0 4678.0 ... 4.68 4678.0 4694.0 TA
201 TA607 20250716 0.0 0.0 ... 0.00 4690.0 4696.0 TA
202 UR508 20250716 1731.0 1732.0 ... 784.96 1729.0 1733.0 UR
203 UR509 20250716 1731.0 1739.0 ... 439871.18 1734.0 1738.0 UR
204 UR510 20250716 1721.0 1730.0 ... 14086.97 1724.0 1729.0 UR
205 UR511 20250716 1727.0 1736.0 ... 12941.44 1729.0 1733.0 UR
206 UR512 20250716 1718.0 1724.0 ... 24.11 1722.0 1729.0 UR
207 UR601 20250716 1712.0 1715.0 ... 49013.89 1710.0 1714.0 UR
208 UR602 20250716 1706.0 1710.0 ... 341.35 1707.0 1711.0 UR
209 UR603 20250716 1732.0 1735.0 ... 41.59 1733.0 1731.0 UR
210 UR604 20250716 1730.0 1732.0 ... 10.39 1731.0 1728.0 UR
211 UR605 20250716 1726.0 1732.0 ... 2113.92 1727.0 1725.0 UR
212 UR606 20250716 1723.0 1726.0 ... 86.17 1723.0 1723.0 UR
213 UR607 20250716 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 18:25:49,895 - future_1d - INFO - ak.get_czce_daily('2025-07-16') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250716 520.2 520.9 ... 4485430.23 517.2 522.2 SC
1 SC2509 20250716 508 509.2 ... 2644025.24 507 509.3 SC
2 SC2510 20250716 501.8 502.6 ... 289837.27 500.5 502.2 SC
3 SC2511 20250716 495.8 496.6 ... 40326.01 494.7 496.2 SC
4 SC2512 20250716 491.3 492.5 ... 4960.4 491.1 493.5 SC
5 SC2601 20250716 488.5 489.6 ... 2975.66 487.8 490.1 SC
6 SC2602 20250716 485.5 487.1 ... 2763.22 484.7 486.8 SC
7 SC2603 20250716 482.5 483.3 ... 916.1 482.1 484.2 SC
8 SC2604 20250716 480.8 480.8 ... 622.86 479.1 483.1 SC
9 SC2605 20250716 478.4 481.8 ... 670.66 479 479.1 SC
10 SC2606 20250716 476.7 476.7 ... 428.18 475.7 477.9 SC
11 SC2607 20250716 ... 0 478.4 478.4 SC
12 SC2609 20250716 ... 0 473.5 475.3 SC
13 SC2612 20250716 465 466.6 ... 186.16 465.4 473.1 SC
14 SC2703 20250716 ... 0 467 468 SC
15 SC2706 20250716 462 462 ... 46.2 462 461.7 SC
16 SC2709 20250716 461.7 461.7 ... 92.34 461.7 461.3 SC
17 SC2712 20250716 461.3 461.3 ... 92.22 461.1 462.3 SC
18 SC2803 20250716 ... 0 462 462.9 SC
19 SC2806 20250716 458.6 458.6 ... 91.71 458.5 458.2 SC
21 LU2508 20250716 3644 3663 ... 3419.193 3633 3618 LU
22 LU2509 20250716 3656 3679 ... 306009.537 3649 3647 LU
23 LU2510 20250716 3617 3640 ... 203719.867 3621 3622 LU
24 LU2511 20250716 3584 3602 ... 30891.766 3591 3587 LU
25 LU2512 20250716 3564 3569 ... 245.539 3558 3551 LU
26 LU2601 20250716 3539 3553 ... 644.764 3542 3542 LU
27 LU2602 20250716 3517 3517 ... 17.541 3508 3525 LU
28 LU2603 20250716 3504 3523 ... 63.17 3509 3501 LU
29 LU2604 20250716 ... 0 3471 3471 LU
30 LU2605 20250716 3453 3476 ... 20.78 3463 3480 LU
31 LU2606 20250716 ... 0 3454 3454 LU
32 LU2607 20250716 3442 3457 ... 27.558 3444 3437 LU
34 NR2508 20250716 12330 12480 ... 258187.565 12365 12420 NR
35 NR2509 20250716 12400 12500 ... 953024.605 12390 12445 NR
36 NR2510 20250716 12385 12505 ... 85152.685 12400 12450 NR
37 NR2511 20250716 12395 12505 ... 6544.885 12415 12450 NR
38 NR2512 20250716 12420 12510 ... 1978.985 12445 12455 NR
39 NR2601 20250716 12400 12525 ... 6376.175 12450 12485 NR
40 NR2602 20250716 12425 12500 ... 635.925 12465 12545 NR
41 NR2603 20250716 ... 0 12495 12495 NR
42 NR2604 20250716 ... 0 12535 12535 NR
43 NR2605 20250716 ... 0 12565 12470 NR
44 NR2606 20250716 ... 0 12565 12510 NR
45 NR2607 20250716 ... 0 12510 12510 NR
47 BC2508 20250716 69160 69380 ... 100306.085 69170 69140 BC
48 BC2509 20250716 69220 69470 ... 30442.275 69260 69200 BC
49 BC2510 20250716 ... 0 69400 69600 BC
50 BC2511 20250716 ... 0 69190 69190 BC
51 BC2512 20250716 ... 0 69320 69320 BC
52 BC2601 20250716 ... 0 69480 69480 BC
53 BC2602 20250716 ... 0 69410 69410 BC
54 BC2603 20250716 ... 0 69290 69290 BC
55 BC2604 20250716 ... 0 69430 69430 BC
56 BC2605 20250716 ... 0 69460 69460 BC
57 BC2606 20250716 ... 0 67820 67820 BC
58 BC2607 20250716 ... 0 67820 67820 BC
60 EC2508 20250716 2128 2186.6 ... 120385.1985 2148.5 2090.7 EC
61 EC2510 20250716 1660 1719 ... 797356.2005 1652 1576.1 EC
62 EC2512 20250716 1827 1865 ... 85054.717 1807.5 1733.4 EC
63 EC2602 20250716 1516 1550 ... 12002.7735 1505.9 1479.3 EC
64 EC2604 20250716 1330 1355 ... 21288.313 1316.5 1293.3 EC
65 EC2606 20250716 1480 1498.6 ... 3062.575 1461.8 1437.8 EC
68 SC_TAS2508 20250716 0 0 ... SC_TAS
69 SC_TAS2509 20250716 ... SC_TAS
70 SC_TAS2510 20250716 ... SC_TAS
71 SC_TAS2511 20250716 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 18:25:50,037 - future_1d - INFO - ak.get_ine_daily('2025-07-16') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250716 ... 77960 77930 CU
1 1 CU2509 20250716 ... 77950 77850 CU
2 2 CU2510 20250716 ... 77890 77780 CU
3 3 CU2511 20250716 ... 77880 77760 CU
4 4 CU2512 20250716 ... 77840 77720 CU
5 5 CU2601 20250716 ... 77800 77690 CU
6 6 CU2602 20250716 ... 77780 77680 CU
7 7 CU2603 20250716 ... 77780 77680 CU
8 8 CU2604 20250716 ... 77800 77700 CU
9 9 CU2605 20250716 ... 77790 77730 CU
10 10 CU2606 20250716 ... 77760 77720 CU
11 11 CU2607 20250716 ... 77820 77720 CU
12 12 BC2508 20250716 ... 69170 69140 BC
13 13 BC2509 20250716 ... 69260 69200 BC
14 14 BC2510 20250716 ... 69400 69600 BC
15 15 BC2511 20250716 ... 69190 69190 BC
16 16 BC2512 20250716 ... 69320 69320 BC
17 17 BC2601 20250716 ... 69480 69480 BC
18 18 BC2602 20250716 ... 69410 69410 BC
19 19 BC2603 20250716 ... 69290 69290 BC
20 20 BC2604 20250716 ... 69430 69430 BC
21 21 BC2605 20250716 ... 69460 69460 BC
22 22 BC2606 20250716 ... 67820 67820 BC
23 23 BC2607 20250716 ... 67820 67820 BC
24 24 AL2508 20250716 ... 20430 20390 AL
25 25 AL2509 20250716 ... 20400 20365 AL
26 26 AL2510 20250716 ... 20345 20310 AL
27 27 AL2511 20250716 ... 20275 20260 AL
28 28 AL2512 20250716 ... 20225 20210 AL
29 29 AL2601 20250716 ... 20200 20180 AL
30 30 AL2602 20250716 ... 20200 20165 AL
31 31 AL2603 20250716 ... 20220 20190 AL
32 32 AL2604 20250716 ... 20210 20200 AL
33 33 AL2605 20250716 ... 20240 20220 AL
34 34 AL2606 20250716 ... 20235 20210 AL
35 35 AL2607 20250716 ... 20245 20210 AL
36 36 ZN2508 20250716 ... 22015 22105 ZN
37 37 ZN2509 20250716 ... 22000 22105 ZN
38 38 ZN2510 20250716 ... 21985 22090 ZN
39 39 ZN2511 20250716 ... 21955 22070 ZN
40 40 ZN2512 20250716 ... 21925 22035 ZN
41 41 ZN2601 20250716 ... 21895 21995 ZN
42 42 ZN2602 20250716 ... 21885 22000 ZN
43 43 ZN2603 20250716 ... 21895 22010 ZN
44 44 ZN2604 20250716 ... 21885 22000 ZN
45 45 ZN2605 20250716 ... 21910 22000 ZN
46 46 ZN2606 20250716 ... 21905 22020 ZN
47 47 ZN2607 20250716 ... 21880 22020 ZN
48 48 PB2508 20250716 ... 16895 17010 PB
49 49 PB2509 20250716 ... 16925 17035 PB
50 50 PB2510 20250716 ... 16950 17055 PB
51 51 PB2511 20250716 ... 16980 17045 PB
52 52 PB2512 20250716 ... 16975 17075 PB
53 53 PB2601 20250716 ... 17005 17095 PB
54 54 PB2602 20250716 ... 17030 17055 PB
55 55 PB2603 20250716 ... 17075 17075 PB
56 56 PB2604 20250716 ... 17050 17040 PB
57 57 PB2605 20250716 ... 17040 17110 PB
58 58 PB2606 20250716 ... 17030 17130 PB
59 59 PB2607 20250716 ... 17020 17130 PB
60 60 NI2508 20250716 ... 120600 119460 NI
61 61 NI2509 20250716 ... 120710 119590 NI
62 62 NI2510 20250716 ... 120870 119740 NI
63 63 NI2511 20250716 ... 120870 119970 NI
64 64 NI2512 20250716 ... 121340 120190 NI
65 65 NI2601 20250716 ... 121390 120340 NI
66 66 NI2602 20250716 ... 121790 120210 NI
67 67 NI2603 20250716 ... 121890 120610 NI
68 68 NI2604 20250716 ... 122460 120590 NI
69 69 NI2605 20250716 ... 122350 121010 NI
70 70 NI2606 20250716 ... 122530 121060 NI
71 71 NI2607 20250716 ... 123040 121060 NI
72 72 SN2508 20250716 ... 263470 263730 SN
73 73 SN2509 20250716 ... 263650 263740 SN
74 74 SN2510 20250716 ... 263640 263650 SN
75 75 SN2511 20250716 ... 263520 263450 SN
76 76 SN2512 20250716 ... 263440 263340 SN
77 77 SN2601 20250716 ... 263120 263190 SN
78 78 SN2602 20250716 ... 263410 262780 SN
79 79 SN2603 20250716 ... 262690 263540 SN
80 80 SN2604 20250716 ... 263820 263780 SN
81 81 SN2605 20250716 ... 263830 263150 SN
82 82 SN2606 20250716 ... 263980 263650 SN
83 83 SN2607 20250716 ... 262970 263650 SN
84 84 AO2508 20250716 ... 3161 3195 AO
85 85 AO2509 20250716 ... 3139 3161 AO
86 86 AO2510 20250716 ... 3106 3124 AO
87 87 AO2511 20250716 ... 3084 3108 AO
88 88 AO2512 20250716 ... 3071 3096 AO
89 89 AO2601 20250716 ... 3069 3087 AO
90 90 AO2602 20250716 ... 3052 3079 AO
91 91 AO2603 20250716 ... 3063 3074 AO
92 92 AO2604 20250716 ... 3046 3066 AO
93 93 AO2605 20250716 ... 3041 3056 AO
94 94 AO2606 20250716 ... 3038 3050 AO
95 95 AO2607 20250716 ... 3058 3050 AO
96 96 AD2511 20250716 ... 19810 19775 AD
97 97 AD2512 20250716 ... 19740 19715 AD
98 98 AD2601 20250716 ... 19725 19685 AD
99 99 AD2602 20250716 ... 19700 19650 AD
100 100 AD2603 20250716 ... 19760 19760 AD
101 101 AD2604 20250716 ... 19645 19625 AD
102 102 AD2605 20250716 ... 19585 19585 AD
103 103 AD2606 20250716 ... 19550 19550 AD
104 104 AD2607 20250716 ... 19550 19550 AD
105 105 AU2508 20250716 ... 774.1 776.12 AU
106 106 AU2509 20250716 ... 775.26 778.2 AU
107 107 AU2510 20250716 ... 776.5 778.22 AU
108 108 AU2512 20250716 ... 778.54 780.42 AU
109 109 AU2602 20250716 ... 780.42 782.58 AU
110 110 AU2604 20250716 ... 782.72 784.16 AU
111 111 AU2606 20250716 ... 784.68 786.26 AU
112 112 AU2608 20250716 ... 786 786.26 AU
113 113 AG2508 20250716 ... 9134 9156 AG
114 114 AG2509 20250716 ... 9150 9173 AG
115 115 AG2510 20250716 ... 9160 9184 AG
116 116 AG2511 20250716 ... 9172 9193 AG
117 117 AG2512 20250716 ... 9178 9202 AG
118 118 AG2601 20250716 ... 9189 9214 AG
119 119 AG2602 20250716 ... 9203 9226 AG
120 120 AG2603 20250716 ... 9211 9235 AG
121 121 AG2604 20250716 ... 9224 9251 AG
122 122 AG2605 20250716 ... 9238 9263 AG
123 123 AG2606 20250716 ... 9249 9270 AG
124 124 AG2607 20250716 ... 9256 9270 AG
125 125 RB2508 20250716 ... 3051 3071 RB
126 126 RB2509 20250716 ... 3066 3079 RB
127 127 RB2510 20250716 ... 3108 3121 RB
128 128 RB2511 20250716 ... 3134 3145 RB
129 129 RB2512 20250716 ... 3151 3160 RB
130 130 RB2601 20250716 ... 3151 3161 RB
131 131 RB2602 20250716 ... 3140 3148 RB
132 132 RB2603 20250716 ... 3146 3155 RB
133 133 RB2604 20250716 ... 3148 3152 RB
134 134 RB2605 20250716 ... 3162 3171 RB
135 135 RB2606 20250716 ... 3172 3181 RB
136 136 RB2607 20250716 ... 3178 3181 RB
137 137 WR2508 20250716 ... 3212 3212 WR
138 138 WR2509 20250716 ... 3335 3335 WR
139 139 WR2510 20250716 ... 3357 3366 WR
140 140 WR2511 20250716 ... 3408 3408 WR
141 141 WR2512 20250716 ... 3392 3392 WR
142 142 WR2601 20250716 ... 3345 3361 WR
143 143 WR2602 20250716 ... 3396 3396 WR
144 144 WR2603 20250716 ... 3387 3387 WR
145 145 WR2604 20250716 ... 3392 3392 WR
146 146 WR2605 20250716 ... 3370 3370 WR
147 147 WR2606 20250716 ... 3400 3400 WR
148 148 WR2607 20250716 ... 3400 3400 WR
149 149 HC2508 20250716 ... 3247 3261 HC
150 150 HC2509 20250716 ... 3255 3266 HC
151 151 HC2510 20250716 ... 3252 3263 HC
152 152 HC2511 20250716 ... 3257 3268 HC
153 153 HC2512 20250716 ... 3264 3276 HC
154 154 HC2601 20250716 ... 3270 3277 HC
155 155 HC2602 20250716 ... 3269 3279 HC
156 156 HC2603 20250716 ... 3271 3280 HC
157 157 HC2604 20250716 ... 3285 3276 HC
158 158 HC2605 20250716 ... 3275 3284 HC
159 159 HC2606 20250716 ... 3279 3291 HC
160 160 HC2607 20250716 ... 3294 3291 HC
161 161 SS2508 20250716 ... 12715 12695 SS
162 162 SS2509 20250716 ... 12690 12685 SS
163 163 SS2510 20250716 ... 12745 12740 SS
164 164 SS2511 20250716 ... 12780 12780 SS
165 165 SS2512 20250716 ... 12820 12805 SS
166 166 SS2601 20250716 ... 12865 12850 SS
167 167 SS2602 20250716 ... 12890 12860 SS
168 168 SS2603 20250716 ... 12930 12925 SS
169 169 SS2604 20250716 ... 12945 12975 SS
170 170 SS2605 20250716 ... 13025 13000 SS
171 171 SS2606 20250716 ... 13060 13050 SS
172 172 SS2607 20250716 ... 13090 13050 SS
173 173 SC2508 20250716 ... 517.2 522.2 SC
174 174 SC2509 20250716 ... 507 509.3 SC
175 175 SC2510 20250716 ... 500.5 502.2 SC
176 176 SC2511 20250716 ... 494.7 496.2 SC
177 177 SC2512 20250716 ... 491.1 493.5 SC
178 178 SC2601 20250716 ... 487.8 490.1 SC
179 179 SC2602 20250716 ... 484.7 486.8 SC
180 180 SC2603 20250716 ... 482.1 484.2 SC
181 181 SC2604 20250716 ... 479.1 483.1 SC
182 182 SC2605 20250716 ... 479 479.1 SC
183 183 SC2606 20250716 ... 475.7 477.9 SC
184 184 SC2607 20250716 ... 478.4 478.4 SC
185 185 SC2609 20250716 ... 473.5 475.3 SC
186 186 SC2612 20250716 ... 465.4 473.1 SC
187 187 SC2703 20250716 ... 467 468 SC
188 188 SC2706 20250716 ... 462 461.7 SC
189 189 SC2709 20250716 ... 461.7 461.3 SC
190 190 SC2712 20250716 ... 461.1 462.3 SC
191 191 SC2803 20250716 ... 462 462.9 SC
192 192 SC2806 20250716 ... 458.5 458.2 SC
193 193 LU2508 20250716 ... 3633 3618 LU
194 194 LU2509 20250716 ... 3649 3647 LU
195 195 LU2510 20250716 ... 3621 3622 LU
196 196 LU2511 20250716 ... 3591 3587 LU
197 197 LU2512 20250716 ... 3558 3551 LU
198 198 LU2601 20250716 ... 3542 3542 LU
199 199 LU2602 20250716 ... 3508 3525 LU
200 200 LU2603 20250716 ... 3509 3501 LU
201 201 LU2604 20250716 ... 3471 3471 LU
202 202 LU2605 20250716 ... 3463 3480 LU
203 203 LU2606 20250716 ... 3454 3454 LU
204 204 LU2607 20250716 ... 3444 3437 LU
205 205 FU2508 20250716 ... 2838 2828 FU
206 206 FU2509 20250716 ... 2871 2867 FU
207 207 FU2510 20250716 ... 2879 2868 FU
208 208 FU2511 20250716 ... 2867 2856 FU
209 209 FU2512 20250716 ... 2860 2848 FU
210 210 FU2601 20250716 ... 2850 2844 FU
211 211 FU2602 20250716 ... 2843 2830 FU
212 212 FU2603 20250716 ... 2829 2819 FU
213 213 FU2604 20250716 ... 2817 2809 FU
214 214 FU2605 20250716 ... 2801 2799 FU
215 215 FU2606 20250716 ... 2789 2785 FU
216 216 FU2607 20250716 ... 2778 2774 FU
217 217 BU2508 20250716 ... 3648 3665 BU
218 218 BU2509 20250716 ... 3617 3631 BU
219 219 BU2510 20250716 ... 3563 3574 BU
220 220 BU2511 20250716 ... 3511 3521 BU
221 221 BU2512 20250716 ... 3442 3452 BU
222 222 BU2601 20250716 ... 3406 3410 BU
223 223 BU2602 20250716 ... 3400 3407 BU
224 224 BU2603 20250716 ... 3395 3394 BU
225 225 BU2604 20250716 ... 3385 3386 BU
226 226 BU2605 20250716 ... 3378 3388 BU
227 227 BU2606 20250716 ... 3378 3371 BU
228 228 BU2607 20250716 ... 3371 3371 BU
229 229 BU2609 20250716 ... 3363 3355 BU
230 230 BU2612 20250716 ... 3325 3295 BU
231 231 BU2703 20250716 ... 3312 3298 BU
232 232 BU2706 20250716 ... 3325 3304 BU
233 233 BR2508 20250716 ... 11470 11590 BR
234 234 BR2509 20250716 ... 11420 11550 BR
235 235 BR2510 20250716 ... 11395 11525 BR
236 236 BR2511 20250716 ... 11400 11540 BR
237 237 BR2512 20250716 ... 11410 11540 BR
238 238 BR2601 20250716 ... 11425 11540 BR
239 239 BR2602 20250716 ... 11420 11540 BR
240 240 BR2603 20250716 ... 11430 11580 BR
241 241 BR2604 20250716 ... 11425 11560 BR
242 242 BR2605 20250716 ... 11415 11555 BR
243 243 BR2606 20250716 ... 11445 11495 BR
244 244 BR2607 20250716 ... 11395 11495 BR
245 245 RU2508 20250716 ... 14360 14410 RU
246 246 RU2509 20250716 ... 14405 14420 RU
247 247 RU2510 20250716 ... 14420 14465 RU
248 248 RU2511 20250716 ... 14435 14445 RU
249 249 RU2601 20250716 ... 15275 15300 RU
250 250 RU2603 20250716 ... 15290 15310 RU
251 251 RU2604 20250716 ... 15305 15405 RU
252 252 RU2605 20250716 ... 15370 15385 RU
253 253 RU2606 20250716 ... 15315 15315 RU
254 254 RU2607 20250716 ... 15315 15315 RU
255 255 NR2508 20250716 ... 12365 12420 NR
256 256 NR2509 20250716 ... 12390 12445 NR
257 257 NR2510 20250716 ... 12400 12450 NR
258 258 NR2511 20250716 ... 12415 12450 NR
259 259 NR2512 20250716 ... 12445 12455 NR
260 260 NR2601 20250716 ... 12450 12485 NR
261 261 NR2602 20250716 ... 12465 12545 NR
262 262 NR2603 20250716 ... 12495 12495 NR
263 263 NR2604 20250716 ... 12535 12535 NR
264 264 NR2605 20250716 ... 12565 12470 NR
265 265 NR2606 20250716 ... 12565 12510 NR
266 266 NR2607 20250716 ... 12510 12510 NR
267 267 SP2508 20250716 ... 5214 5218 SP
268 268 SP2509 20250716 ... 5240 5240 SP
269 269 SP2510 20250716 ... 5232 5236 SP
270 270 SP2511 20250716 ... 5210 5216 SP
271 271 SP2512 20250716 ... 5188 5194 SP
272 272 SP2601 20250716 ... 5398 5394 SP
273 273 SP2602 20250716 ... 5336 5334 SP
274 274 SP2603 20250716 ... 5340 5338 SP
275 275 SP2604 20250716 ... 5328 5324 SP
276 276 SP2605 20250716 ... 5336 5332 SP
277 277 SP2606 20250716 ... 5342 5330 SP
278 278 SP2607 20250716 ... 5350 5330 SP
279 279 EC2508 20250716 ... 2148.5 2090.7 EC
280 280 EC2510 20250716 ... 1652 1576.1 EC
281 281 EC2512 20250716 ... 1807.5 1733.4 EC
282 282 EC2602 20250716 ... 1505.9 1479.3 EC
283 283 EC2604 20250716 ... 1316.5 1293.3 EC
284 284 EC2606 20250716 ... 1461.8 1437.8 EC
285 285 SC_TAS2508 20250716 ... SC_TAS
286 286 SC_TAS2509 20250716 ... SC_TAS
287 287 SC_TAS2510 20250716 ... SC_TAS
288 288 SC_TAS2511 20250716 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 18:25:50,144 - future_1d - INFO - ak.get_shfe_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 a2509 20250716 4149.00 ... 4166.00 4143.00 A
1 a2511 20250716 4067.00 ... 4081.00 4063.00 A
2 a2601 20250716 4055.00 ... 4070.00 4053.00 A
3 a2603 20250716 4044.00 ... 4055.00 4043.00 A
4 a2605 20250716 4083.00 ... 4087.00 4075.00 A
5 a2607 20250716 4081.00 ... 4086.00 4089.00 A
6 b2508 20250716 3580.00 ... 3559.00 3571.00 B
7 b2509 20250716 3631.00 ... 3633.00 3635.00 B
8 b2510 20250716 3685.00 ... 3679.00 3681.00 B
9 b2511 20250716 3678.00 ... 3685.00 3682.00 B
10 b2512 20250716 3692.00 ... 3697.00 3696.00 B
11 b2601 20250716 3680.00 ... 3686.00 3679.00 B
12 b2602 20250716 3645.00 ... 3652.00 3651.00 B
13 b2603 20250716 3557.00 ... 3555.00 3558.00 B
14 b2604 20250716 3458.00 ... 3456.00 3456.00 B
15 b2605 20250716 3381.00 ... 3379.00 3379.00 B
16 b2606 20250716 3374.00 ... 3376.00 3373.00 B
17 b2607 20250716 3372.00 ... 3378.00 3370.00 B
18 bb2509 20250716 144.00 ... 144.20 145.05 BB
19 bb2511 20250716 143.70 ... 146.55 145.35 BB
20 bb2601 20250716 146.85 ... 146.60 149.35 BB
21 bb2603 20250716 0.00 ... 153.15 156.00 BB
22 bb2605 20250716 0.00 ... 153.15 156.00 BB
23 bb2607 20250716 0.00 ... 153.15 156.00 BB
24 bz2603 20250716 6151.00 ... 6153.00 6166.00 BZ
25 bz2604 20250716 6142.00 ... 6149.00 6135.00 BZ
26 bz2605 20250716 6137.00 ... 6128.00 6132.00 BZ
27 bz2606 20250716 6150.00 ... 6135.00 6141.00 BZ
28 c2509 20250716 2296.00 ... 2294.00 2301.00 C
29 c2511 20250716 2268.00 ... 2266.00 2270.00 C
30 c2601 20250716 2236.00 ... 2235.00 2237.00 C
31 c2603 20250716 2241.00 ... 2240.00 2241.00 C
32 c2605 20250716 2273.00 ... 2272.00 2274.00 C
33 c2607 20250716 2280.00 ... 2283.00 2286.00 C
34 cs2509 20250716 2641.00 ... 2638.00 2646.00 CS
35 cs2511 20250716 2602.00 ... 2597.00 2605.00 CS
36 cs2601 20250716 2608.00 ... 2606.00 2608.00 CS
37 cs2603 20250716 2595.00 ... 2595.00 2597.00 CS
38 cs2605 20250716 2643.00 ... 2641.00 2641.00 CS
39 cs2607 20250716 2641.00 ... 2639.00 2646.00 CS
40 eb2507 20250716 0.00 ... 7260.00 7253.00 EB
41 eb2508 20250716 7356.00 ... 7340.00 7395.00 EB
42 eb2509 20250716 7277.00 ... 7253.00 7290.00 EB
43 eb2510 20250716 7194.00 ... 7180.00 7205.00 EB
44 eb2511 20250716 7136.00 ... 7119.00 7138.00 EB
45 eb2512 20250716 7105.00 ... 7088.00 7110.00 EB
46 eb2601 20250716 7087.00 ... 7094.00 7110.00 EB
47 eb2602 20250716 7112.00 ... 7114.00 7139.00 EB
48 eb2603 20250716 7109.00 ... 7126.00 7137.00 EB
49 eb2604 20250716 7131.00 ... 7131.00 7140.00 EB
50 eb2605 20250716 7128.00 ... 7109.00 7150.00 EB
51 eb2606 20250716 7120.00 ... 7120.00 7140.00 EB
52 eg2507 20250716 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250716 4305.00 ... 4309.00 4305.00 EG
54 eg2509 20250716 4329.00 ... 4333.00 4338.00 EG
55 eg2510 20250716 4338.00 ... 4334.00 4343.00 EG
56 eg2511 20250716 4334.00 ... 4334.00 4352.00 EG
57 eg2512 20250716 4330.00 ... 4339.00 4353.00 EG
58 eg2601 20250716 4344.00 ... 4342.00 4348.00 EG
59 eg2602 20250716 4336.00 ... 4350.00 4356.00 EG
60 eg2603 20250716 4364.00 ... 4362.00 4353.00 EG
61 eg2604 20250716 4379.00 ... 4379.00 4363.00 EG
62 eg2605 20250716 4365.00 ... 4369.00 4371.00 EG
63 eg2606 20250716 4356.00 ... 4364.00 4376.00 EG
64 fb2508 20250716 0.00 ... 1355.50 1355.50 FB
65 fb2509 20250716 1311.00 ... 1309.00 1312.00 FB
66 fb2510 20250716 1320.50 ... 1323.00 1321.50 FB
67 fb2511 20250716 1323.50 ... 1321.50 1324.50 FB
68 fb2512 20250716 1323.50 ... 1324.00 1325.00 FB
69 fb2601 20250716 1322.00 ... 1315.50 1322.00 FB
70 fb2602 20250716 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250716 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250716 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250716 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250716 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250716 0.00 ... 1297.00 1297.00 FB
76 i2508 20250716 768.00 ... 772.50 768.00 I
77 i2509 20250716 767.00 ... 771.50 765.00 I
78 i2510 20250716 762.00 ... 765.50 759.00 I
79 i2511 20250716 754.50 ... 757.50 751.50 I
80 i2512 20250716 747.50 ... 751.00 745.50 I
81 i2601 20250716 738.00 ... 741.50 736.50 I
82 i2602 20250716 735.50 ... 738.50 734.00 I
83 i2603 20250716 731.50 ... 734.50 730.00 I
84 i2604 20250716 727.00 ... 730.00 726.50 I
85 i2605 20250716 718.50 ... 721.00 716.50 I
86 i2606 20250716 712.50 ... 715.00 711.50 I
87 i2607 20250716 709.00 ... 710.50 707.00 I
88 j2508 20250716 1489.00 ... 1474.50 1483.50 J
89 j2509 20250716 1517.00 ... 1504.00 1516.50 J
90 j2510 20250716 1530.00 ... 1518.00 1530.00 J
91 j2511 20250716 1530.50 ... 1514.00 1545.00 J
92 j2512 20250716 0.00 ... 1552.50 1552.50 J
93 j2601 20250716 1562.00 ... 1545.00 1561.00 J
94 j2602 20250716 1552.50 ... 1548.00 1572.00 J
95 j2603 20250716 0.00 ... 1589.00 1589.00 J
96 j2604 20250716 1575.50 ... 1575.50 1584.50 J
97 j2605 20250716 1598.00 ... 1578.00 1600.00 J
98 j2606 20250716 0.00 ... 1591.50 1591.50 J
99 j2607 20250716 0.00 ... 1591.50 1591.50 J
100 jd2507 20250716 2900.00 ... 2900.00 2780.00 JD
101 jd2508 20250716 3470.00 ... 3457.00 3451.00 JD
102 jd2509 20250716 3616.00 ... 3605.00 3611.00 JD
103 jd2510 20250716 3423.00 ... 3419.00 3409.00 JD
104 jd2511 20250716 3429.00 ... 3430.00 3418.00 JD
105 jd2512 20250716 3570.00 ... 3566.00 3565.00 JD
106 jd2601 20250716 3620.00 ... 3619.00 3615.00 JD
107 jd2602 20250716 3193.00 ... 3190.00 3189.00 JD
108 jd2603 20250716 3193.00 ... 3191.00 3192.00 JD
109 jd2604 20250716 3337.00 ... 3333.00 3335.00 JD
110 jd2605 20250716 3413.00 ... 3404.00 3411.00 JD
111 jd2606 20250716 3264.00 ... 3262.00 3264.00 JD
112 jm2508 20250716 857.50 ... 852.50 857.50 JM
113 jm2509 20250716 912.00 ... 904.50 910.50 JM
114 jm2510 20250716 927.50 ... 917.50 925.00 JM
115 jm2511 20250716 941.00 ... 929.50 938.50 JM
116 jm2512 20250716 955.50 ... 940.00 950.00 JM
117 jm2601 20250716 961.00 ... 948.00 959.50 JM
118 jm2602 20250716 969.50 ... 951.50 968.00 JM
119 jm2603 20250716 972.50 ... 959.00 969.50 JM
120 jm2604 20250716 978.50 ... 964.00 973.00 JM
121 jm2605 20250716 987.00 ... 972.00 979.50 JM
122 jm2606 20250716 997.00 ... 985.50 990.50 JM
123 jm2607 20250716 992.00 ... 985.50 997.50 JM
124 l2508 20250716 7182.00 ... 7189.00 7217.00 L
125 l2509 20250716 7221.00 ... 7215.00 7243.00 L
126 l2510 20250716 7230.00 ... 7217.00 7246.00 L
127 l2511 20250716 7236.00 ... 7223.00 7256.00 L
128 l2512 20250716 7238.00 ... 7228.00 7258.00 L
129 l2601 20250716 7247.00 ... 7228.00 7259.00 L
130 l2602 20250716 7237.00 ... 7229.00 7252.00 L
131 l2603 20250716 7220.00 ... 7209.00 7262.00 L
132 l2604 20250716 7238.00 ... 7230.00 7277.00 L
133 l2605 20250716 7219.00 ... 7201.00 7239.00 L
134 l2606 20250716 7225.00 ... 7215.00 7230.00 L
135 l2607 20250716 7223.00 ... 7212.00 7274.00 L
136 lg2507 20250716 802.50 ... 802.50 802.00 LG
137 lg2509 20250716 788.00 ... 792.50 789.50 LG
138 lg2511 20250716 788.50 ... 791.50 790.00 LG
139 lg2601 20250716 793.50 ... 798.00 793.50 LG
140 lg2603 20250716 797.50 ... 799.50 795.00 LG
141 lg2605 20250716 801.00 ... 805.00 803.00 LG
142 lh2507 20250716 13915.00 ... 13895.00 14000.00 LH
143 lh2509 20250716 14235.00 ... 14100.00 14280.00 LH
144 lh2511 20250716 13615.00 ... 13545.00 13625.00 LH
145 lh2601 20250716 13750.00 ... 13725.00 13770.00 LH
146 lh2603 20250716 12965.00 ... 12930.00 12975.00 LH
147 lh2605 20250716 13155.00 ... 13125.00 13170.00 LH
148 m2508 20250716 2969.00 ... 2956.00 2967.00 M
149 m2509 20250716 2980.00 ... 2978.00 2986.00 M
150 m2511 20250716 3020.00 ... 3017.00 3024.00 M
151 m2512 20250716 3041.00 ... 3041.00 3046.00 M
152 m2601 20250716 3016.00 ... 3013.00 3019.00 M
153 m2603 20250716 2869.00 ... 2865.00 2870.00 M
154 m2605 20250716 2703.00 ... 2700.00 2702.00 M
155 m2607 20250716 2700.00 ... 2699.00 2704.00 M
156 p2508 20250716 8758.00 ... 8740.00 8768.00 P
157 p2509 20250716 8704.00 ... 8720.00 8754.00 P
158 p2510 20250716 8710.00 ... 8714.00 8732.00 P
159 p2511 20250716 8704.00 ... 8716.00 8724.00 P
160 p2512 20250716 8700.00 ... 8712.00 8732.00 P
161 p2601 20250716 8670.00 ... 8700.00 8720.00 P
162 p2602 20250716 8680.00 ... 8680.00 8692.00 P
163 p2603 20250716 8650.00 ... 8640.00 8642.00 P
164 p2604 20250716 0.00 ... 8586.00 8586.00 P
165 p2605 20250716 8478.00 ... 8490.00 8500.00 P
166 p2606 20250716 8456.00 ... 8452.00 8452.00 P
167 p2607 20250716 0.00 ... 8420.00 8420.00 P
168 pg2507 20250716 4072.00 ... 4056.00 4150.00 PG
169 pg2508 20250716 4120.00 ... 4108.00 4160.00 PG
170 pg2509 20250716 4028.00 ... 4019.00 4059.00 PG
171 pg2510 20250716 4450.00 ... 4442.00 4478.00 PG
172 pg2511 20250716 4361.00 ... 4360.00 4396.00 PG
173 pg2512 20250716 4284.00 ... 4285.00 4329.00 PG
174 pg2601 20250716 4205.00 ... 4210.00 4235.00 PG
175 pg2602 20250716 4128.00 ... 4124.00 4155.00 PG
176 pg2603 20250716 4053.00 ... 4046.00 4064.00 PG
177 pg2604 20250716 4343.00 ... 4347.00 4348.00 PG
178 pg2605 20250716 4263.00 ... 4241.00 4250.00 PG
179 pg2606 20250716 4164.00 ... 4179.00 4218.00 PG
180 pp2508 20250716 7000.00 ... 6996.00 7009.00 PP
181 pp2509 20250716 7018.00 ... 7014.00 7036.00 PP
182 pp2510 20250716 7007.00 ... 6993.00 7018.00 PP
183 pp2511 20250716 7008.00 ... 6999.00 7023.00 PP
184 pp2512 20250716 7020.00 ... 7008.00 7032.00 PP
185 pp2601 20250716 7027.00 ... 7012.00 7040.00 PP
186 pp2602 20250716 7005.00 ... 7005.00 7005.00 PP
187 pp2603 20250716 0.00 ... 7009.00 7048.00 PP
188 pp2604 20250716 0.00 ... 7014.00 7051.00 PP
189 pp2605 20250716 7018.00 ... 7009.00 7035.00 PP
190 pp2606 20250716 6999.00 ... 6993.00 7006.00 PP
191 pp2607 20250716 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250716 3579.00 ... 3580.00 3583.00 RR
193 rr2509 20250716 3611.00 ... 3613.00 3605.00 RR
194 rr2510 20250716 3616.00 ... 3617.00 3614.00 RR
195 rr2511 20250716 3617.00 ... 3619.00 3611.00 RR
196 rr2512 20250716 3611.00 ... 3608.00 3606.00 RR
197 rr2601 20250716 3612.00 ... 3611.00 3610.00 RR
198 rr2602 20250716 3617.00 ... 3614.00 3615.00 RR
199 rr2603 20250716 3611.00 ... 3615.00 3617.00 RR
200 rr2604 20250716 3619.00 ... 3623.00 3621.00 RR
201 rr2605 20250716 3620.00 ... 3620.00 3619.00 RR
202 rr2606 20250716 3613.00 ... 3614.00 3615.00 RR
203 rr2607 20250716 0.00 ... 3618.00 3618.00 RR
204 v2508 20250716 4926.00 ... 4908.00 4949.00 V
205 v2509 20250716 4978.00 ... 4950.00 4991.00 V
206 v2510 20250716 5002.00 ... 4977.00 5017.00 V
207 v2511 20250716 5026.00 ... 5003.00 5048.00 V
208 v2512 20250716 5056.00 ... 5032.00 5069.00 V
209 v2601 20250716 5082.00 ... 5062.00 5098.00 V
210 v2602 20250716 5096.00 ... 5081.00 5109.00 V
211 v2603 20250716 5115.00 ... 5100.00 5135.00 V
212 v2604 20250716 5245.00 ... 5243.00 5283.00 V
213 v2605 20250716 5271.00 ... 5250.00 5287.00 V
214 v2606 20250716 5287.00 ... 5260.00 5276.00 V
215 v2607 20250716 5300.00 ... 5276.00 5345.00 V
216 y2508 20250716 8034.00 ... 8028.00 8016.00 Y
217 y2509 20250716 8020.00 ... 8032.00 8012.00 Y
218 y2511 20250716 8016.00 ... 8030.00 8010.00 Y
219 y2512 20250716 8042.00 ... 8044.00 8030.00 Y
220 y2601 20250716 7968.00 ... 7992.00 7964.00 Y
221 y2603 20250716 7862.00 ... 7864.00 7860.00 Y
222 y2605 20250716 7638.00 ... 7648.00 7636.00 Y
223 y2607 20250716 7650.00 ... 7636.00 7584.00 Y
[224 rows x 12 columns]
2025-07-24 18:25:50,890 - future_1d - INFO - ak.get_dce_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 IC2507 20250716 6012.000 ... 6012.200 6004.000 IC
1 IC2508 20250716 5957.000 ... 5954.800 5947.400 IC
2 IC2509 20250716 5891.600 ... 5899.600 5892.800 IC
3 IC2512 20250716 5779.200 ... 5773.600 5769.800 IC
4 IF2507 20250716 4014.000 ... 4001.200 4009.800 IF
5 IF2508 20250716 4003.200 ... 3987.200 3994.400 IF
6 IF2509 20250716 3981.200 ... 3974.800 3981.400 IF
7 IF2512 20250716 3951.000 ... 3940.200 3948.000 IF
8 IH2507 20250716 2742.200 ... 2734.200 2740.200 IH
9 IH2508 20250716 2737.000 ... 2732.200 2737.000 IH
10 IH2509 20250716 2737.000 ... 2730.800 2735.800 IH
11 IH2512 20250716 2739.000 ... 2732.200 2737.000 IH
12 IM2507 20250716 6431.600 ... 6446.000 6418.400 IM
13 IM2508 20250716 6373.800 ... 6375.200 6348.400 IM
14 IM2509 20250716 6288.000 ... 6300.800 6274.800 IM
15 IM2512 20250716 6100.200 ... 6118.600 6096.200 IM
16 T2509 20250716 108.905 ... 108.860 108.885 T
17 T2512 20250716 108.955 ... 108.920 108.920 T
18 T2603 20250716 108.925 ... 108.885 108.900 T
19 TF2509 20250716 106.025 ... 106.020 106.015 TF
20 TF2512 20250716 106.120 ... 106.090 106.080 TF
21 TF2603 20250716 106.165 ... 106.130 106.120 TF
22 TL2509 20250716 120.830 ... 120.750 120.770 TL
23 TL2512 20250716 120.660 ... 120.590 120.590 TL
24 TL2603 20250716 120.510 ... 120.370 120.360 TL
25 TS2509 20250716 102.428 ... 102.430 102.414 TS
26 TS2512 20250716 102.508 ... 102.506 102.498 TS
27 TS2603 20250716 102.616 ... 102.598 102.600 TS
[28 rows x 12 columns]
2025-07-24 18:25:51,178 - future_1d - INFO - ak.get_cffex_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 PS2508 20250716 42360.0 ... 42515.0 42310.0 PS
1 PS2509 20250716 42000.0 ... 42240.0 41995.0 PS
2 PS2510 20250716 41895.0 ... 41850.0 41520.0 PS
3 PS2511 20250716 41000.0 ... 41300.0 40785.0 PS
4 PS2512 20250716 43030.0 ... 43495.0 42915.0 PS
5 PS2601 20250716 43330.0 ... 43300.0 42780.0 PS
6 PS2602 20250716 43000.0 ... 43170.0 42750.0 PS
7 PS2603 20250716 42960.0 ... 43090.0 42700.0 PS
8 PS2604 20250716 42920.0 ... 43000.0 42630.0 PS
9 PS2605 20250716 42900.0 ... 43025.0 42625.0 PS
10 PS2606 20250716 43360.0 ... 44180.0 43460.0 PS
11 PS2607 20250716 43235.0 ... 44055.0 43325.0 PS
13 SI2508 20250716 8725.0 ... 8670.0 8760.0 SI
14 SI2509 20250716 8740.0 ... 8680.0 8765.0 SI
15 SI2510 20250716 8680.0 ... 8655.0 8725.0 SI
16 SI2511 20250716 8655.0 ... 8610.0 8670.0 SI
17 SI2512 20250716 9015.0 ... 8920.0 8950.0 SI
18 SI2601 20250716 8910.0 ... 8860.0 8890.0 SI
19 SI2602 20250716 8875.0 ... 8845.0 8865.0 SI
20 SI2603 20250716 8850.0 ... 8820.0 8885.0 SI
21 SI2604 20250716 8825.0 ... 8835.0 8850.0 SI
22 SI2605 20250716 8825.0 ... 8830.0 8840.0 SI
23 SI2606 20250716 8805.0 ... 8825.0 8845.0 SI
24 SI2607 20250716 8805.0 ... 8820.0 8825.0 SI
27 LC2508 20250716 67340.0 ... 66660.0 66360.0 LC
28 LC2509 20250716 67300.0 ... 66320.0 66160.0 LC
29 LC2510 20250716 66300.0 ... 66060.0 65920.0 LC
30 LC2511 20250716 66600.0 ... 65820.0 65720.0 LC
31 LC2512 20250716 66100.0 ... 66160.0 66100.0 LC
32 LC2601 20250716 66460.0 ... 66080.0 66000.0 LC
33 LC2602 20250716 66660.0 ... 66120.0 66080.0 LC
34 LC2603 20250716 66500.0 ... 66140.0 66020.0 LC
35 LC2604 20250716 67320.0 ... 66580.0 66620.0 LC
36 LC2605 20250716 66900.0 ... 66700.0 66620.0 LC
37 LC2606 20250716 67300.0 ... 66680.0 66600.0 LC
38 LC2607 20250716 67380.0 ... 66600.0 66580.0 LC
[36 rows x 12 columns]
2025-07-24 18:25:51,343 - future_1d - INFO - ak.get_gfex_daily('2025-07-16') done
2025-07-24 18:25:53,082 - future_1d - INFO - save future_daily 2025-07-16 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250717 7850.0 7872.0 ... 203686.08 7831.0 7844.0 AP
1 AP511 20250717 7671.0 7683.0 ... 689.12 7657.0 7669.0 AP
2 AP512 20250717 7684.0 7685.0 ... 92.04 7670.0 7691.0 AP
3 AP601 20250717 7693.0 7720.0 ... 7108.49 7693.0 7701.0 AP
4 AP603 20250717 7618.0 7635.0 ... 22.88 7628.0 7650.0 AP
5 AP604 20250717 7665.0 7687.0 ... 46.06 7676.0 7688.0 AP
6 AP605 20250717 7740.0 7747.0 ... 92.82 7735.0 7749.0 AP
7 CF509 20250717 13980.0 14285.0 ... 3379128.60 14155.0 13945.0 CF
8 CF511 20250717 13825.0 14070.0 ... 266088.81 13960.0 13815.0 CF
9 CF601 20250717 13840.0 14085.0 ... 1070994.12 13980.0 13860.0 CF
10 CF603 20250717 13805.0 14025.0 ... 2394.07 13920.0 13810.0 CF
11 CF605 20250717 13840.0 14050.0 ... 27470.12 13930.0 13820.0 CF
12 CF607 20250717 13895.0 14050.0 ... 209.45 13965.0 13830.0 CF
13 CJ509 20250717 9340.0 9425.0 ... 77086.59 9365.0 9340.0 CJ
14 CJ512 20250717 10215.0 10295.0 ... 9382.67 10220.0 10185.0 CJ
15 CJ601 20250717 10350.0 10440.0 ... 580615.74 10360.0 10330.0 CJ
16 CJ603 20250717 10410.0 10525.0 ... 10388.49 10450.0 10385.0 CJ
17 CJ605 20250717 10580.0 10675.0 ... 53062.11 10610.0 10570.0 CJ
18 CJ607 20250717 10670.0 10735.0 ... 160.44 10695.0 10645.0 CJ
19 CY508 20250717 0.0 0.0 ... 0.00 20000.0 19785.0 CY
20 CY509 20250717 20170.0 20470.0 ... 107040.60 20355.0 20135.0 CY
21 CY510 20250717 0.0 0.0 ... 0.00 19970.0 19755.0 CY
22 CY511 20250717 20150.0 20150.0 ... 10.08 20150.0 20060.0 CY
23 CY512 20250717 20570.0 20570.0 ... 20.38 20380.0 19910.0 CY
24 CY601 20250717 20165.0 20380.0 ... 1023.63 20270.0 20095.0 CY
25 CY602 20250717 0.0 0.0 ... 0.00 19960.0 19840.0 CY
26 CY603 20250717 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250717 0.0 0.0 ... 0.00 19880.0 19750.0 CY
28 CY605 20250717 0.0 0.0 ... 0.00 20170.0 20060.0 CY
29 CY606 20250717 0.0 0.0 ... 0.00 19955.0 19800.0 CY
30 CY607 20250717 0.0 0.0 ... 0.00 19900.0 19830.0 CY
31 FG508 20250717 1082.0 1110.0 ... 18978.91 1092.0 1078.0 FG
32 FG509 20250717 1069.0 1097.0 ... 3968366.66 1083.0 1068.0 FG
33 FG510 20250717 1133.0 1151.0 ... 21526.48 1142.0 1130.0 FG
34 FG511 20250717 1117.0 1130.0 ... 43513.69 1123.0 1114.0 FG
35 FG512 20250717 1178.0 1190.0 ... 30135.61 1183.0 1176.0 FG
36 FG601 20250717 1162.0 1173.0 ... 494627.01 1166.0 1163.0 FG
37 FG602 20250717 1205.0 1214.0 ... 1359.16 1209.0 1206.0 FG
38 FG603 20250717 1203.0 1209.0 ... 1085.54 1203.0 1202.0 FG
39 FG604 20250717 1238.0 1245.0 ... 413.92 1239.0 1236.0 FG
40 FG605 20250717 1232.0 1240.0 ... 10462.93 1235.0 1232.0 FG
41 FG606 20250717 1252.0 1258.0 ... 316.03 1254.0 1251.0 FG
42 FG607 20250717 1253.0 1255.0 ... 82.56 1251.0 1248.0 FG
43 JR509 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250717 2350.0 2360.0 ... 2649.43 2351.0 2358.0 MA
53 MA509 20250717 2361.0 2380.0 ... 1064646.22 2369.0 2376.0 MA
54 MA510 20250717 2387.0 2403.0 ... 24917.13 2393.0 2400.0 MA
55 MA511 20250717 2402.0 2421.0 ... 35170.36 2410.0 2417.0 MA
56 MA512 20250717 2424.0 2439.0 ... 11806.18 2429.0 2438.0 MA
57 MA601 20250717 2426.0 2445.0 ... 115671.73 2436.0 2444.0 MA
58 MA602 20250717 2421.0 2429.0 ... 43.57 2421.0 2425.0 MA
59 MA603 20250717 2415.0 2427.0 ... 84.73 2421.0 2424.0 MA
60 MA604 20250717 2399.0 2402.0 ... 9.60 2401.0 2399.0 MA
61 MA605 20250717 2360.0 2369.0 ... 1866.61 2363.0 2369.0 MA
62 MA606 20250717 2370.0 2376.0 ... 54.53 2371.0 2376.0 MA
63 MA607 20250717 2365.0 2376.0 ... 64.08 2373.0 2379.0 MA
64 OI509 20250717 9451.0 9469.0 ... 3199880.91 9431.0 9453.0 OI
65 OI511 20250717 9445.0 9452.0 ... 217275.93 9414.0 9440.0 OI
66 OI601 20250717 9388.0 9404.0 ... 521170.69 9366.0 9383.0 OI
67 OI603 20250717 9325.0 9354.0 ... 2467.30 9311.0 9325.0 OI
68 OI605 20250717 9232.0 9280.0 ... 10273.54 9247.0 9249.0 OI
69 OI607 20250717 9217.0 9247.0 ... 64.53 9218.0 9211.0 OI
70 PF508 20250717 6482.0 6524.0 ... 48909.11 6496.0 6494.0 PF
71 PF509 20250717 6342.0 6384.0 ... 355504.78 6354.0 6360.0 PF
72 PF510 20250717 6370.0 6406.0 ... 115045.53 6376.0 6384.0 PF
73 PF511 20250717 6344.0 6376.0 ... 58078.46 6346.0 6354.0 PF
74 PF512 20250717 6328.0 6360.0 ... 11006.19 6332.0 6340.0 PF
75 PF601 20250717 6338.0 6366.0 ... 2760.01 6338.0 6348.0 PF
76 PF602 20250717 0.0 0.0 ... 0.00 6354.0 6354.0 PF
77 PF603 20250717 0.0 0.0 ... 0.00 6358.0 6358.0 PF
78 PF604 20250717 0.0 0.0 ... 0.00 6378.0 6378.0 PF
79 PF605 20250717 0.0 0.0 ... 0.00 6380.0 6380.0 PF
80 PF606 20250717 0.0 0.0 ... 0.00 6382.0 6382.0 PF
81 PF607 20250717 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250717 8242.0 8288.0 ... 220599.98 8258.0 8218.0 PK
83 PK511 20250717 8100.0 8126.0 ... 87989.25 8100.0 8084.0 PK
84 PK512 20250717 8058.0 8070.0 ... 277.75 8052.0 8038.0 PK
85 PK601 20250717 8060.0 8076.0 ... 6304.35 8052.0 8036.0 PK
86 PK603 20250717 8012.0 8038.0 ... 180.51 8022.0 8020.0 PK
87 PK604 20250717 8012.0 8030.0 ... 28.08 8022.0 8014.0 PK
88 PK605 20250717 8006.0 8036.0 ... 429.10 8022.0 8010.0 PK
89 PM509 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250717 5890.0 5932.0 ... 6341.67 5922.0 5904.0 PR
96 PR509 20250717 5872.0 5914.0 ... 330697.52 5894.0 5882.0 PR
97 PR510 20250717 5878.0 5932.0 ... 210704.26 5908.0 5898.0 PR
98 PR511 20250717 5876.0 5918.0 ... 42192.57 5898.0 5886.0 PR
99 PR512 20250717 5868.0 5894.0 ... 97.10 5886.0 5876.0 PR
100 PR601 20250717 5868.0 5910.0 ... 1296.59 5880.0 5880.0 PR
101 PR602 20250717 0.0 0.0 ... 0.00 5902.0 5908.0 PR
102 PR603 20250717 0.0 0.0 ... 0.00 5904.0 5906.0 PR
103 PR604 20250717 0.0 0.0 ... 0.00 5910.0 5912.0 PR
104 PR605 20250717 5890.0 5890.0 ... 8.84 5890.0 5904.0 PR
105 PR606 20250717 0.0 0.0 ... 0.00 5914.0 5922.0 PR
106 PR607 20250717 0.0 0.0 ... 0.00 5924.0 5934.0 PR
107 PX508 20250717 6808.0 6884.0 ... 216.00 6858.0 6826.0 PX
108 PX509 20250717 6692.0 6752.0 ... 536168.96 6714.0 6722.0 PX
109 PX510 20250717 6670.0 6724.0 ... 94646.17 6692.0 6694.0 PX
110 PX511 20250717 6636.0 6680.0 ... 152380.49 6646.0 6658.0 PX
111 PX512 20250717 6622.0 6662.0 ... 20560.53 6626.0 6642.0 PX
112 PX601 20250717 6596.0 6632.0 ... 41733.36 6602.0 6620.0 PX
113 PX602 20250717 6576.0 6590.0 ... 19.74 6580.0 6612.0 PX
114 PX603 20250717 0.0 0.0 ... 0.00 6594.0 6594.0 PX
115 PX604 20250717 6562.0 6562.0 ... 3.28 6562.0 6572.0 PX
116 PX605 20250717 6554.0 6580.0 ... 39.37 6562.0 6578.0 PX
117 PX606 20250717 6558.0 6592.0 ... 52.51 6564.0 6590.0 PX
118 PX607 20250717 6588.0 6588.0 ... 3.29 6588.0 6582.0 PX
119 RI509 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250717 2644.0 2712.0 ... 19367.47 2678.0 2646.0 RM
126 RM509 20250717 2651.0 2723.0 ... 1405382.84 2694.0 2655.0 RM
127 RM511 20250717 2438.0 2532.0 ... 24762.45 2497.0 2442.0 RM
128 RM601 20250717 2310.0 2388.0 ... 363842.22 2353.0 2314.0 RM
129 RM603 20250717 2292.0 2348.0 ... 29121.09 2321.0 2293.0 RM
130 RM605 20250717 2302.0 2343.0 ... 62634.08 2324.0 2302.0 RM
131 RM607 20250717 2298.0 2334.0 ... 2019.01 2313.0 2298.0 RM
132 RS508 20250717 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250717 5041.0 5068.0 ... 50.59 5059.0 5080.0 RS
134 RS511 20250717 5052.0 5109.0 ... 315.57 5090.0 5116.0 RS
135 RS607 20250717 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250717 1201.0 1219.0 ... 6196.61 1208.0 1201.0 SA
137 SA509 20250717 1207.0 1228.0 ... 3306391.71 1216.0 1211.0 SA
138 SA510 20250717 1226.0 1244.0 ... 194381.81 1232.0 1227.0 SA
139 SA511 20250717 1228.0 1246.0 ... 229733.41 1235.0 1230.0 SA
140 SA512 20250717 1252.0 1270.0 ... 50255.03 1262.0 1256.0 SA
141 SA601 20250717 1255.0 1273.0 ... 829594.24 1264.0 1258.0 SA
142 SA602 20250717 1269.0 1282.0 ... 5523.25 1277.0 1267.0 SA
143 SA603 20250717 1269.0 1283.0 ... 1811.71 1276.0 1270.0 SA
144 SA604 20250717 1295.0 1305.0 ... 670.17 1299.0 1295.0 SA
145 SA605 20250717 1292.0 1308.0 ... 23523.74 1300.0 1296.0 SA
146 SA606 20250717 1307.0 1319.0 ... 842.50 1312.0 1308.0 SA
147 SA607 20250717 1311.0 1320.0 ... 210.17 1314.0 1309.0 SA
148 SF508 20250717 5450.0 5468.0 ... 13647.85 5448.0 5440.0 SF
149 SF509 20250717 5450.0 5484.0 ... 334797.18 5456.0 5452.0 SF
150 SF510 20250717 5432.0 5452.0 ... 86513.29 5422.0 5432.0 SF
151 SF511 20250717 5588.0 5600.0 ... 109693.59 5570.0 5578.0 SF
152 SF512 20250717 5552.0 5572.0 ... 8769.45 5542.0 5552.0 SF
153 SF601 20250717 5520.0 5548.0 ... 11474.02 5524.0 5524.0 SF
154 SF602 20250717 5470.0 5490.0 ... 366.57 5472.0 5452.0 SF
155 SF603 20250717 5606.0 5622.0 ... 16.84 5612.0 5598.0 SF
156 SF604 20250717 0.0 0.0 ... 0.00 5574.0 5556.0 SF
157 SF605 20250717 5580.0 5600.0 ... 117.32 5588.0 5570.0 SF
158 SF606 20250717 5538.0 5540.0 ... 13.83 5534.0 5522.0 SF
159 SF607 20250717 0.0 0.0 ... 0.00 5640.0 5608.0 SF
160 SH508 20250717 2437.0 2459.0 ... 33764.47 2443.0 2468.0 SH
161 SH509 20250717 2465.0 2488.0 ... 2768978.12 2474.0 2496.0 SH
162 SH510 20250717 2484.0 2510.0 ... 400586.24 2492.0 2509.0 SH
163 SH511 20250717 2459.0 2491.0 ... 282835.42 2472.0 2485.0 SH
164 SH512 20250717 2468.0 2495.0 ... 44980.74 2478.0 2500.0 SH
165 SH601 20250717 2453.0 2473.0 ... 99330.85 2459.0 2473.0 SH
166 SH602 20250717 2483.0 2492.0 ... 864.28 2484.0 2488.0 SH
167 SH603 20250717 2484.0 2501.0 ... 806.39 2489.0 2494.0 SH
168 SH604 20250717 2529.0 2530.0 ... 22.73 2526.0 2526.0 SH
169 SH605 20250717 2513.0 2533.0 ... 1050.78 2520.0 2535.0 SH
170 SH606 20250717 2539.0 2548.0 ... 45.64 2535.0 2550.0 SH
171 SH607 20250717 2538.0 2558.0 ... 61.09 2545.0 2536.0 SH
172 SM508 20250717 5778.0 5792.0 ... 4473.80 5762.0 5754.0 SM
173 SM509 20250717 5780.0 5804.0 ... 424026.85 5774.0 5764.0 SM
174 SM510 20250717 5778.0 5786.0 ... 29298.72 5756.0 5752.0 SM
175 SM511 20250717 5822.0 5850.0 ... 59214.29 5824.0 5816.0 SM
176 SM512 20250717 5830.0 5848.0 ... 11637.23 5820.0 5814.0 SM
177 SM601 20250717 5812.0 5840.0 ... 29023.96 5814.0 5802.0 SM
178 SM602 20250717 5834.0 5834.0 ... 11.63 5814.0 5802.0 SM
179 SM603 20250717 5808.0 5808.0 ... 2.90 5808.0 5804.0 SM
180 SM604 20250717 0.0 0.0 ... 0.00 5830.0 5818.0 SM
181 SM605 20250717 5836.0 5850.0 ... 425.84 5834.0 5818.0 SM
182 SM606 20250717 0.0 0.0 ... 0.00 5842.0 5834.0 SM
183 SM607 20250717 0.0 0.0 ... 0.00 5850.0 5844.0 SM
184 SR509 20250717 5802.0 5833.0 ... 997495.25 5814.0 5804.0 SR
185 SR511 20250717 5695.0 5722.0 ... 128147.96 5704.0 5698.0 SR
186 SR601 20250717 5632.0 5656.0 ... 116820.11 5645.0 5638.0 SR
187 SR603 20250717 5600.0 5623.0 ... 2324.16 5614.0 5609.0 SR
188 SR605 20250717 5577.0 5596.0 ... 5189.72 5586.0 5585.0 SR
189 SR607 20250717 5568.0 5589.0 ... 401.69 5579.0 5579.0 SR
190 TA508 20250717 4692.0 4732.0 ... 10699.23 4712.0 4708.0 TA
191 TA509 20250717 4690.0 4726.0 ... 1627910.49 4708.0 4708.0 TA
192 TA510 20250717 4662.0 4698.0 ... 50188.56 4676.0 4682.0 TA
193 TA511 20250717 4654.0 4688.0 ... 38889.99 4666.0 4676.0 TA
194 TA512 20250717 4646.0 4676.0 ... 9429.92 4658.0 4670.0 TA
195 TA601 20250717 4634.0 4666.0 ... 310255.05 4646.0 4662.0 TA
196 TA602 20250717 4646.0 4660.0 ... 16.28 4650.0 4660.0 TA
197 TA603 20250717 4642.0 4654.0 ... 34.81 4642.0 4664.0 TA
198 TA604 20250717 4648.0 4662.0 ... 39.52 4650.0 4672.0 TA
199 TA605 20250717 4670.0 4672.0 ... 6847.84 4658.0 4680.0 TA
200 TA606 20250717 4664.0 4678.0 ... 13.99 4666.0 4678.0 TA
201 TA607 20250717 4662.0 4662.0 ... 2.33 4662.0 4690.0 TA
202 UR508 20250717 1724.0 1740.0 ... 249.70 1734.0 1729.0 UR
203 UR509 20250717 1733.0 1747.0 ... 477535.00 1740.0 1734.0 UR
204 UR510 20250717 1726.0 1738.0 ... 15153.80 1732.0 1724.0 UR
205 UR511 20250717 1731.0 1741.0 ... 16904.81 1734.0 1729.0 UR
206 UR512 20250717 1722.0 1727.0 ... 179.27 1724.0 1722.0 UR
207 UR601 20250717 1710.0 1722.0 ... 56956.51 1715.0 1710.0 UR
208 UR602 20250717 1709.0 1717.0 ... 352.88 1713.0 1707.0 UR
209 UR603 20250717 1736.0 1745.0 ... 226.61 1743.0 1733.0 UR
210 UR604 20250717 1733.0 1737.0 ... 24.29 1735.0 1731.0 UR
211 UR605 20250717 1727.0 1732.0 ... 2046.85 1729.0 1727.0 UR
212 UR606 20250717 1720.0 1727.0 ... 120.70 1724.0 1723.0 UR
213 UR607 20250717 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 18:25:56,481 - future_1d - INFO - ak.get_czce_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 SC2508 20250717 513 ... 513.6 517.2 SC
1 SC2509 20250717 503 ... 502.9 507 SC
2 SC2510 20250717 496.8 ... 496.6 500.5 SC
3 SC2511 20250717 490 ... 491.3 494.7 SC
4 SC2512 20250717 486 ... 488 491.1 SC
5 SC2601 20250717 481.9 ... 485 487.8 SC
6 SC2602 20250717 478.7 ... 481 484.7 SC
7 SC2603 20250717 478.1 ... 480.1 482.1 SC
8 SC2604 20250717 476.1 ... 476.1 479.1 SC
9 SC2605 20250717 474.5 ... 474.5 479 SC
10 SC2606 20250717 471.3 ... 473.4 475.7 SC
11 SC2607 20250717 ... 475.5 478.4 SC
12 SC2609 20250717 ... 473.5 473.5 SC
13 SC2612 20250717 463.7 ... 466.7 465.4 SC
14 SC2703 20250717 460.9 ... 463.8 467 SC
15 SC2706 20250717 459.9 ... 461.7 462 SC
16 SC2709 20250717 ... 461.7 461.7 SC
17 SC2712 20250717 457.8 ... 460 461.1 SC
18 SC2803 20250717 ... 461.9 462 SC
19 SC2806 20250717 456.8 ... 457.6 458.5 SC
21 LU2508 20250717 3575 ... 3568 3633 LU
22 LU2509 20250717 3601 ... 3585 3649 LU
23 LU2510 20250717 3581 ... 3579 3621 LU
24 LU2511 20250717 3566 ... 3558 3591 LU
25 LU2512 20250717 3558 ... 3536 3558 LU
26 LU2601 20250717 3513 ... 3518 3542 LU
27 LU2602 20250717 3496 ... 3496 3508 LU
28 LU2603 20250717 3472 ... 3479 3509 LU
29 LU2604 20250717 3452 ... 3452 3471 LU
30 LU2605 20250717 3450 ... 3441 3463 LU
31 LU2606 20250717 3395 ... 3411 3454 LU
32 LU2607 20250717 3410 ... 3419 3444 LU
34 NR2508 20250717 12455 ... 12520 12365 NR
35 NR2509 20250717 12470 ... 12540 12390 NR
36 NR2510 20250717 12480 ... 12560 12400 NR
37 NR2511 20250717 12450 ... 12575 12415 NR
38 NR2512 20250717 12525 ... 12610 12445 NR
39 NR2601 20250717 12485 ... 12585 12450 NR
40 NR2602 20250717 12620 ... 12630 12465 NR
41 NR2603 20250717 ... 12495 12495 NR
42 NR2604 20250717 12690 ... 12690 12535 NR
43 NR2605 20250717 12660 ... 12695 12565 NR
44 NR2606 20250717 12635 ... 12635 12565 NR
45 NR2607 20250717 ... 12510 12510 NR
47 BC2508 20250717 69010 ... 69080 69170 BC
48 BC2509 20250717 69150 ... 69190 69260 BC
49 BC2510 20250717 ... 69250 69400 BC
50 BC2511 20250717 ... 69190 69190 BC
51 BC2512 20250717 ... 69320 69320 BC
52 BC2601 20250717 ... 69480 69480 BC
53 BC2602 20250717 ... 69410 69410 BC
54 BC2603 20250717 ... 69290 69290 BC
55 BC2604 20250717 ... 69430 69430 BC
56 BC2605 20250717 ... 69460 69460 BC
57 BC2606 20250717 ... 67820 67820 BC
58 BC2607 20250717 ... 67820 67820 BC
60 EC2508 20250717 2153 ... 2141.6 2148.5 EC
61 EC2510 20250717 1609 ... 1588.4 1652 EC
62 EC2512 20250717 1774.2 ... 1752.1 1807.5 EC
63 EC2602 20250717 1485.5 ... 1470.3 1505.9 EC
64 EC2604 20250717 1289.1 ... 1289.8 1316.5 EC
65 EC2606 20250717 1421.6 ... 1443.4 1461.8 EC
68 SC_TAS2508 20250717 ... SC_TAS
69 SC_TAS2509 20250717 ... SC_TAS
70 SC_TAS2510 20250717 ... SC_TAS
71 SC_TAS2511 20250717 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 18:25:56,555 - future_1d - INFO - ak.get_ine_daily('2025-07-17') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250717 ... 77900 77960 CU
1 1 CU2509 20250717 ... 77920 77950 CU
2 2 CU2510 20250717 ... 77870 77890 CU
3 3 CU2511 20250717 ... 77840 77880 CU
4 4 CU2512 20250717 ... 77770 77840 CU
5 5 CU2601 20250717 ... 77720 77800 CU
6 6 CU2602 20250717 ... 77680 77780 CU
7 7 CU2603 20250717 ... 77690 77780 CU
8 8 CU2604 20250717 ... 77710 77800 CU
9 9 CU2605 20250717 ... 77710 77790 CU
10 10 CU2606 20250717 ... 77680 77760 CU
11 11 CU2607 20250717 ... 77670 77820 CU
12 12 BC2508 20250717 ... 69080 69170 BC
13 13 BC2509 20250717 ... 69190 69260 BC
14 14 BC2510 20250717 ... 69250 69400 BC
15 15 BC2511 20250717 ... 69190 69190 BC
16 16 BC2512 20250717 ... 69320 69320 BC
17 17 BC2601 20250717 ... 69480 69480 BC
18 18 BC2602 20250717 ... 69410 69410 BC
19 19 BC2603 20250717 ... 69290 69290 BC
20 20 BC2604 20250717 ... 69430 69430 BC
21 21 BC2605 20250717 ... 69460 69460 BC
22 22 BC2606 20250717 ... 67820 67820 BC
23 23 BC2607 20250717 ... 67820 67820 BC
24 24 AL2508 20250717 ... 20455 20430 AL
25 25 AL2509 20250717 ... 20425 20400 AL
26 26 AL2510 20250717 ... 20365 20345 AL
27 27 AL2511 20250717 ... 20300 20275 AL
28 28 AL2512 20250717 ... 20245 20225 AL
29 29 AL2601 20250717 ... 20220 20200 AL
30 30 AL2602 20250717 ... 20215 20200 AL
31 31 AL2603 20250717 ... 20230 20220 AL
32 32 AL2604 20250717 ... 20230 20210 AL
33 33 AL2605 20250717 ... 20255 20240 AL
34 34 AL2606 20250717 ... 20250 20235 AL
35 35 AL2607 20250717 ... 20245 20245 AL
36 36 ZN2508 20250717 ... 22080 22015 ZN
37 37 ZN2509 20250717 ... 22060 22000 ZN
38 38 ZN2510 20250717 ... 22035 21985 ZN
39 39 ZN2511 20250717 ... 22005 21955 ZN
40 40 ZN2512 20250717 ... 21970 21925 ZN
41 41 ZN2601 20250717 ... 21935 21895 ZN
42 42 ZN2602 20250717 ... 21935 21885 ZN
43 43 ZN2603 20250717 ... 21945 21895 ZN
44 44 ZN2604 20250717 ... 22010 21885 ZN
45 45 ZN2605 20250717 ... 21965 21910 ZN
46 46 ZN2606 20250717 ... 21925 21905 ZN
47 47 ZN2607 20250717 ... 22000 21880 ZN
48 48 PB2508 20250717 ... 16870 16895 PB
49 49 PB2509 20250717 ... 16905 16925 PB
50 50 PB2510 20250717 ... 16945 16950 PB
51 51 PB2511 20250717 ... 16975 16980 PB
52 52 PB2512 20250717 ... 16980 16975 PB
53 53 PB2601 20250717 ... 17025 17005 PB
54 54 PB2602 20250717 ... 16965 17030 PB
55 55 PB2603 20250717 ... 16990 17075 PB
56 56 PB2604 20250717 ... 16990 17050 PB
57 57 PB2605 20250717 ... 16985 17040 PB
58 58 PB2606 20250717 ... 17005 17030 PB
59 59 PB2607 20250717 ... 16990 17020 PB
60 60 NI2508 20250717 ... 119630 120600 NI
61 61 NI2509 20250717 ... 119760 120710 NI
62 62 NI2510 20250717 ... 119900 120870 NI
63 63 NI2511 20250717 ... 119950 120870 NI
64 64 NI2512 20250717 ... 120200 121340 NI
65 65 NI2601 20250717 ... 120460 121390 NI
66 66 NI2602 20250717 ... 120700 121790 NI
67 67 NI2603 20250717 ... 120840 121890 NI
68 68 NI2604 20250717 ... 121130 122460 NI
69 69 NI2605 20250717 ... 121400 122350 NI
70 70 NI2606 20250717 ... 121380 122530 NI
71 71 NI2607 20250717 ... 121360 123040 NI
72 72 SN2508 20250717 ... 261740 263470 SN
73 73 SN2509 20250717 ... 261930 263650 SN
74 74 SN2510 20250717 ... 261940 263640 SN
75 75 SN2511 20250717 ... 262010 263520 SN
76 76 SN2512 20250717 ... 262120 263440 SN
77 77 SN2601 20250717 ... 262400 263120 SN
78 78 SN2602 20250717 ... 262080 263410 SN
79 79 SN2603 20250717 ... 262640 262690 SN
80 80 SN2604 20250717 ... 262930 263820 SN
81 81 SN2605 20250717 ... 262620 263830 SN
82 82 SN2606 20250717 ... 262240 263980 SN
83 83 SN2607 20250717 ... 262000 262970 SN
84 84 AO2508 20250717 ... 3093 3161 AO
85 85 AO2509 20250717 ... 3082 3139 AO
86 86 AO2510 20250717 ... 3066 3106 AO
87 87 AO2511 20250717 ... 3053 3084 AO
88 88 AO2512 20250717 ... 3044 3071 AO
89 89 AO2601 20250717 ... 3040 3069 AO
90 90 AO2602 20250717 ... 3033 3052 AO
91 91 AO2603 20250717 ... 3030 3063 AO
92 92 AO2604 20250717 ... 3022 3046 AO
93 93 AO2605 20250717 ... 3017 3041 AO
94 94 AO2606 20250717 ... 3010 3038 AO
95 95 AO2607 20250717 ... 3009 3058 AO
96 96 AD2511 20250717 ... 19835 19810 AD
97 97 AD2512 20250717 ... 19760 19740 AD
98 98 AD2601 20250717 ... 19705 19725 AD
99 99 AD2602 20250717 ... 19680 19700 AD
100 100 AD2603 20250717 ... 19760 19760 AD
101 101 AD2604 20250717 ... 19675 19645 AD
102 102 AD2605 20250717 ... 19595 19585 AD
103 103 AD2606 20250717 ... 19600 19550 AD
104 104 AD2607 20250717 ... 19550 19550 AD
105 105 AU2508 20250717 ... 775.56 774.1 AU
106 106 AU2509 20250717 ... 776.22 775.26 AU
107 107 AU2510 20250717 ... 777.66 776.5 AU
108 108 AU2512 20250717 ... 779.78 778.54 AU
109 109 AU2602 20250717 ... 782.38 780.42 AU
110 110 AU2604 20250717 ... 784.48 782.72 AU
111 111 AU2606 20250717 ... 786.5 784.68 AU
112 112 AU2608 20250717 ... 787.68 786 AU
113 113 AG2508 20250717 ... 9123 9134 AG
114 114 AG2509 20250717 ... 9133 9150 AG
115 115 AG2510 20250717 ... 9149 9160 AG
116 116 AG2511 20250717 ... 9158 9172 AG
117 117 AG2512 20250717 ... 9167 9178 AG
118 118 AG2601 20250717 ... 9166 9189 AG
119 119 AG2602 20250717 ... 9189 9203 AG
120 120 AG2603 20250717 ... 9203 9211 AG
121 121 AG2604 20250717 ... 9210 9224 AG
122 122 AG2605 20250717 ... 9224 9238 AG
123 123 AG2606 20250717 ... 9240 9249 AG
124 124 AG2607 20250717 ... 9249 9256 AG
125 125 RB2508 20250717 ... 3066 3051 RB
126 126 RB2509 20250717 ... 3080 3066 RB
127 127 RB2510 20250717 ... 3124 3108 RB
128 128 RB2511 20250717 ... 3148 3134 RB
129 129 RB2512 20250717 ... 3170 3151 RB
130 130 RB2601 20250717 ... 3171 3151 RB
131 131 RB2602 20250717 ... 3159 3140 RB
132 132 RB2603 20250717 ... 3166 3146 RB
133 133 RB2604 20250717 ... 3170 3148 RB
134 134 RB2605 20250717 ... 3186 3162 RB
135 135 RB2606 20250717 ... 3193 3172 RB
136 136 RB2607 20250717 ... 3199 3178 RB
137 137 WR2508 20250717 ... 3212 3212 WR
138 138 WR2509 20250717 ... 3335 3335 WR
139 139 WR2510 20250717 ... 3377 3357 WR
140 140 WR2511 20250717 ... 3408 3408 WR
141 141 WR2512 20250717 ... 3392 3392 WR
142 142 WR2601 20250717 ... 3355 3345 WR
143 143 WR2602 20250717 ... 3396 3396 WR
144 144 WR2603 20250717 ... 3387 3387 WR
145 145 WR2604 20250717 ... 3392 3392 WR
146 146 WR2605 20250717 ... 3370 3370 WR
147 147 WR2606 20250717 ... 3400 3400 WR
148 148 WR2607 20250717 ... 3400 3400 WR
149 149 HC2508 20250717 ... 3274 3247 HC
150 150 HC2509 20250717 ... 3281 3255 HC
151 151 HC2510 20250717 ... 3280 3252 HC
152 152 HC2511 20250717 ... 3284 3257 HC
153 153 HC2512 20250717 ... 3286 3264 HC
154 154 HC2601 20250717 ... 3295 3270 HC
155 155 HC2602 20250717 ... 3295 3269 HC
156 156 HC2603 20250717 ... 3298 3271 HC
157 157 HC2604 20250717 ... 3304 3285 HC
158 158 HC2605 20250717 ... 3298 3275 HC
159 159 HC2606 20250717 ... 3305 3279 HC
160 160 HC2607 20250717 ... 3315 3294 HC
161 161 SS2508 20250717 ... 12695 12715 SS
162 162 SS2509 20250717 ... 12675 12690 SS
163 163 SS2510 20250717 ... 12725 12745 SS
164 164 SS2511 20250717 ... 12755 12780 SS
165 165 SS2512 20250717 ... 12795 12820 SS
166 166 SS2601 20250717 ... 12845 12865 SS
167 167 SS2602 20250717 ... 12855 12890 SS
168 168 SS2603 20250717 ... 12900 12930 SS
169 169 SS2604 20250717 ... 12940 12945 SS
170 170 SS2605 20250717 ... 13000 13025 SS
171 171 SS2606 20250717 ... 13045 13060 SS
172 172 SS2607 20250717 ... 13055 13090 SS
173 173 SC2508 20250717 ... 513.6 517.2 SC
174 174 SC2509 20250717 ... 502.9 507 SC
175 175 SC2510 20250717 ... 496.6 500.5 SC
176 176 SC2511 20250717 ... 491.3 494.7 SC
177 177 SC2512 20250717 ... 488 491.1 SC
178 178 SC2601 20250717 ... 485 487.8 SC
179 179 SC2602 20250717 ... 481 484.7 SC
180 180 SC2603 20250717 ... 480.1 482.1 SC
181 181 SC2604 20250717 ... 476.1 479.1 SC
182 182 SC2605 20250717 ... 474.5 479 SC
183 183 SC2606 20250717 ... 473.4 475.7 SC
184 184 SC2607 20250717 ... 475.5 478.4 SC
185 185 SC2609 20250717 ... 473.5 473.5 SC
186 186 SC2612 20250717 ... 466.7 465.4 SC
187 187 SC2703 20250717 ... 463.8 467 SC
188 188 SC2706 20250717 ... 461.7 462 SC
189 189 SC2709 20250717 ... 461.7 461.7 SC
190 190 SC2712 20250717 ... 460 461.1 SC
191 191 SC2803 20250717 ... 461.9 462 SC
192 192 SC2806 20250717 ... 457.6 458.5 SC
193 193 LU2508 20250717 ... 3568 3633 LU
194 194 LU2509 20250717 ... 3585 3649 LU
195 195 LU2510 20250717 ... 3579 3621 LU
196 196 LU2511 20250717 ... 3558 3591 LU
197 197 LU2512 20250717 ... 3536 3558 LU
198 198 LU2601 20250717 ... 3518 3542 LU
199 199 LU2602 20250717 ... 3496 3508 LU
200 200 LU2603 20250717 ... 3479 3509 LU
201 201 LU2604 20250717 ... 3452 3471 LU
202 202 LU2605 20250717 ... 3441 3463 LU
203 203 LU2606 20250717 ... 3411 3454 LU
204 204 LU2607 20250717 ... 3419 3444 LU
205 205 FU2508 20250717 ... 2820 2838 FU
206 206 FU2509 20250717 ... 2861 2871 FU
207 207 FU2510 20250717 ... 2873 2879 FU
208 208 FU2511 20250717 ... 2866 2867 FU
209 209 FU2512 20250717 ... 2854 2860 FU
210 210 FU2601 20250717 ... 2844 2850 FU
211 211 FU2602 20250717 ... 2835 2843 FU
212 212 FU2603 20250717 ... 2823 2829 FU
213 213 FU2604 20250717 ... 2812 2817 FU
214 214 FU2605 20250717 ... 2790 2801 FU
215 215 FU2606 20250717 ... 2780 2789 FU
216 216 FU2607 20250717 ... 2771 2778 FU
217 217 BU2508 20250717 ... 3651 3648 BU
218 218 BU2509 20250717 ... 3628 3617 BU
219 219 BU2510 20250717 ... 3574 3563 BU
220 220 BU2511 20250717 ... 3521 3511 BU
221 221 BU2512 20250717 ... 3455 3442 BU
222 222 BU2601 20250717 ... 3413 3406 BU
223 223 BU2602 20250717 ... 3420 3400 BU
224 224 BU2603 20250717 ... 3401 3395 BU
225 225 BU2604 20250717 ... 3402 3385 BU
226 226 BU2605 20250717 ... 3397 3378 BU
227 227 BU2606 20250717 ... 3394 3378 BU
228 228 BU2607 20250717 ... 3371 3371 BU
229 229 BU2609 20250717 ... 3363 3363 BU
230 230 BU2612 20250717 ... 3327 3325 BU
231 231 BU2703 20250717 ... 3338 3312 BU
232 232 BU2706 20250717 ... 3337 3325 BU
233 233 BR2508 20250717 ... 11520 11470 BR
234 234 BR2509 20250717 ... 11480 11420 BR
235 235 BR2510 20250717 ... 11470 11395 BR
236 236 BR2511 20250717 ... 11475 11400 BR
237 237 BR2512 20250717 ... 11490 11410 BR
238 238 BR2601 20250717 ... 11500 11425 BR
239 239 BR2602 20250717 ... 11510 11420 BR
240 240 BR2603 20250717 ... 11460 11430 BR
241 241 BR2604 20250717 ... 11510 11425 BR
242 242 BR2605 20250717 ... 11500 11415 BR
243 243 BR2606 20250717 ... 11490 11445 BR
244 244 BR2607 20250717 ... 11530 11395 BR
245 245 RU2508 20250717 ... 14575 14360 RU
246 246 RU2509 20250717 ... 14570 14405 RU
247 247 RU2510 20250717 ... 14550 14420 RU
248 248 RU2511 20250717 ... 14570 14435 RU
249 249 RU2601 20250717 ... 15440 15275 RU
250 250 RU2603 20250717 ... 15385 15290 RU
251 251 RU2604 20250717 ... 15450 15305 RU
252 252 RU2605 20250717 ... 15495 15370 RU
253 253 RU2606 20250717 ... 15525 15315 RU
254 254 RU2607 20250717 ... 15570 15315 RU
255 255 NR2508 20250717 ... 12520 12365 NR
256 256 NR2509 20250717 ... 12540 12390 NR
257 257 NR2510 20250717 ... 12560 12400 NR
258 258 NR2511 20250717 ... 12575 12415 NR
259 259 NR2512 20250717 ... 12610 12445 NR
260 260 NR2601 20250717 ... 12585 12450 NR
261 261 NR2602 20250717 ... 12630 12465 NR
262 262 NR2603 20250717 ... 12495 12495 NR
263 263 NR2604 20250717 ... 12690 12535 NR
264 264 NR2605 20250717 ... 12695 12565 NR
265 265 NR2606 20250717 ... 12635 12565 NR
266 266 NR2607 20250717 ... 12510 12510 NR
267 267 SP2508 20250717 ... 5212 5214 SP
268 268 SP2509 20250717 ... 5246 5240 SP
269 269 SP2510 20250717 ... 5242 5232 SP
270 270 SP2511 20250717 ... 5220 5210 SP
271 271 SP2512 20250717 ... 5186 5188 SP
272 272 SP2601 20250717 ... 5408 5398 SP
273 273 SP2602 20250717 ... 5344 5336 SP
274 274 SP2603 20250717 ... 5346 5340 SP
275 275 SP2604 20250717 ... 5340 5328 SP
276 276 SP2605 20250717 ... 5346 5336 SP
277 277 SP2606 20250717 ... 5350 5342 SP
278 278 SP2607 20250717 ... 5350 5350 SP
279 279 EC2508 20250717 ... 2141.6 2148.5 EC
280 280 EC2510 20250717 ... 1588.4 1652 EC
281 281 EC2512 20250717 ... 1752.1 1807.5 EC
282 282 EC2602 20250717 ... 1470.3 1505.9 EC
283 283 EC2604 20250717 ... 1289.8 1316.5 EC
284 284 EC2606 20250717 ... 1443.4 1461.8 EC
285 285 SC_TAS2508 20250717 ... SC_TAS
286 286 SC_TAS2509 20250717 ... SC_TAS
287 287 SC_TAS2510 20250717 ... SC_TAS
288 288 SC_TAS2511 20250717 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 18:25:56,660 - future_1d - INFO - ak.get_shfe_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 a2509 20250717 4179.00 ... 4194.00 4166.00 A
1 a2511 20250717 4093.00 ... 4106.00 4081.00 A
2 a2601 20250717 4081.00 ... 4095.00 4070.00 A
3 a2603 20250717 4064.00 ... 4084.00 4055.00 A
4 a2605 20250717 4108.00 ... 4117.00 4087.00 A
5 a2607 20250717 4109.00 ... 4113.00 4086.00 A
6 b2508 20250717 3558.00 ... 3582.00 3559.00 B
7 b2509 20250717 3632.00 ... 3667.00 3633.00 B
8 b2510 20250717 3666.00 ... 3716.00 3679.00 B
9 b2511 20250717 3690.00 ... 3718.00 3685.00 B
10 b2512 20250717 3699.00 ... 3729.00 3697.00 B
11 b2601 20250717 3686.00 ... 3711.00 3686.00 B
12 b2602 20250717 3665.00 ... 3673.00 3652.00 B
13 b2603 20250717 3560.00 ... 3576.00 3555.00 B
14 b2604 20250717 3460.00 ... 3470.00 3456.00 B
15 b2605 20250717 3383.00 ... 3395.00 3379.00 B
16 b2606 20250717 3380.00 ... 3385.00 3376.00 B
17 b2607 20250717 3385.00 ... 3388.00 3378.00 B
18 bb2509 20250717 143.55 ... 146.75 144.20 BB
19 bb2511 20250717 143.55 ... 148.35 146.55 BB
20 bb2601 20250717 144.00 ... 145.40 146.60 BB
21 bb2603 20250717 0.00 ... 151.90 153.15 BB
22 bb2605 20250717 0.00 ... 151.90 153.15 BB
23 bb2607 20250717 0.00 ... 151.90 153.15 BB
24 bz2603 20250717 6155.00 ... 6139.00 6153.00 BZ
25 bz2604 20250717 6151.00 ... 6132.00 6149.00 BZ
26 bz2605 20250717 6152.00 ... 6120.00 6128.00 BZ
27 bz2606 20250717 6116.00 ... 6122.00 6135.00 BZ
28 c2509 20250717 2290.00 ... 2286.00 2294.00 C
29 c2511 20250717 2260.00 ... 2259.00 2266.00 C
30 c2601 20250717 2234.00 ... 2234.00 2235.00 C
31 c2603 20250717 2238.00 ... 2240.00 2240.00 C
32 c2605 20250717 2271.00 ... 2273.00 2272.00 C
33 c2607 20250717 2281.00 ... 2285.00 2283.00 C
34 cs2509 20250717 2635.00 ... 2632.00 2638.00 CS
35 cs2511 20250717 2590.00 ... 2588.00 2597.00 CS
36 cs2601 20250717 2602.00 ... 2603.00 2606.00 CS
37 cs2603 20250717 2589.00 ... 2591.00 2595.00 CS
38 cs2605 20250717 2640.00 ... 2639.00 2641.00 CS
39 cs2607 20250717 2636.00 ... 2638.00 2639.00 CS
40 eb2507 20250717 0.00 ... 7260.00 7260.00 EB
41 eb2508 20250717 7310.00 ... 7290.00 7340.00 EB
42 eb2509 20250717 7220.00 ... 7221.00 7253.00 EB
43 eb2510 20250717 7158.00 ... 7160.00 7180.00 EB
44 eb2511 20250717 7093.00 ... 7102.00 7119.00 EB
45 eb2512 20250717 7070.00 ... 7073.00 7088.00 EB
46 eb2601 20250717 7079.00 ... 7074.00 7094.00 EB
47 eb2602 20250717 7108.00 ... 7092.00 7114.00 EB
48 eb2603 20250717 7112.00 ... 7109.00 7126.00 EB
49 eb2604 20250717 7115.00 ... 7113.00 7131.00 EB
50 eb2605 20250717 7117.00 ... 7114.00 7109.00 EB
51 eb2606 20250717 7102.00 ... 7102.00 7120.00 EB
52 eg2507 20250717 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250717 4306.00 ... 4326.00 4309.00 EG
54 eg2509 20250717 4351.00 ... 4367.00 4333.00 EG
55 eg2510 20250717 4353.00 ... 4368.00 4334.00 EG
56 eg2511 20250717 4354.00 ... 4355.00 4334.00 EG
57 eg2512 20250717 4350.00 ... 4355.00 4339.00 EG
58 eg2601 20250717 4322.00 ... 4350.00 4342.00 EG
59 eg2602 20250717 4353.00 ... 4353.00 4350.00 EG
60 eg2603 20250717 4357.00 ... 4355.00 4362.00 EG
61 eg2604 20250717 4380.00 ... 4380.00 4379.00 EG
62 eg2605 20250717 4375.00 ... 4383.00 4369.00 EG
63 eg2606 20250717 4383.00 ... 4380.00 4364.00 EG
64 fb2508 20250717 1355.50 ... 1356.50 1355.50 FB
65 fb2509 20250717 1312.00 ... 1294.00 1309.00 FB
66 fb2510 20250717 1325.00 ... 1309.00 1323.00 FB
67 fb2511 20250717 1325.50 ... 1306.50 1321.50 FB
68 fb2512 20250717 1328.00 ... 1309.50 1324.00 FB
69 fb2601 20250717 1330.50 ... 1307.50 1315.50 FB
70 fb2602 20250717 0.00 ... 1305.50 1294.00 FB
71 fb2603 20250717 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250717 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250717 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250717 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250717 0.00 ... 1297.00 1297.00 FB
76 i2508 20250717 772.00 ... 781.00 772.50 I
77 i2509 20250717 773.00 ... 782.00 771.50 I
78 i2510 20250717 767.50 ... 776.50 765.50 I
79 i2511 20250717 759.00 ... 768.00 757.50 I
80 i2512 20250717 752.50 ... 760.00 751.00 I
81 i2601 20250717 742.00 ... 750.00 741.50 I
82 i2602 20250717 739.00 ... 747.00 738.50 I
83 i2603 20250717 736.50 ... 742.00 734.50 I
84 i2604 20250717 731.00 ... 737.00 730.00 I
85 i2605 20250717 720.50 ... 728.00 721.00 I
86 i2606 20250717 717.00 ... 722.50 715.00 I
87 i2607 20250717 712.00 ... 717.50 710.50 I
88 j2508 20250717 1470.00 ... 1467.00 1474.50 J
89 j2509 20250717 1486.50 ... 1499.50 1504.00 J
90 j2510 20250717 1501.00 ... 1509.00 1518.00 J
91 j2511 20250717 1531.50 ... 1533.50 1514.00 J
92 j2512 20250717 1537.00 ... 1537.00 1552.50 J
93 j2601 20250717 1532.50 ... 1542.50 1545.00 J
94 j2602 20250717 0.00 ... 1545.50 1548.00 J
95 j2603 20250717 0.00 ... 1589.00 1589.00 J
96 j2604 20250717 0.00 ... 1575.50 1575.50 J
97 j2605 20250717 1583.50 ... 1584.50 1578.00 J
98 j2606 20250717 1587.50 ... 1587.50 1591.50 J
99 j2607 20250717 0.00 ... 1591.50 1591.50 J
100 jd2507 20250717 2729.00 ... 2814.00 2900.00 JD
101 jd2508 20250717 3470.00 ... 3462.00 3457.00 JD
102 jd2509 20250717 3600.00 ... 3594.00 3605.00 JD
103 jd2510 20250717 3420.00 ... 3388.00 3419.00 JD
104 jd2511 20250717 3421.00 ... 3393.00 3430.00 JD
105 jd2512 20250717 3563.00 ... 3541.00 3566.00 JD
106 jd2601 20250717 3615.00 ... 3601.00 3619.00 JD
107 jd2602 20250717 3191.00 ... 3176.00 3190.00 JD
108 jd2603 20250717 3192.00 ... 3179.00 3191.00 JD
109 jd2604 20250717 3331.00 ... 3313.00 3333.00 JD
110 jd2605 20250717 3403.00 ... 3390.00 3404.00 JD
111 jd2606 20250717 3264.00 ... 3258.00 3262.00 JD
112 jm2508 20250717 840.00 ... 850.50 852.50 JM
113 jm2509 20250717 895.00 ... 903.00 904.50 JM
114 jm2510 20250717 907.50 ... 915.00 917.50 JM
115 jm2511 20250717 922.50 ... 929.50 929.50 JM
116 jm2512 20250717 934.50 ... 944.00 940.00 JM
117 jm2601 20250717 942.50 ... 951.50 948.00 JM
118 jm2602 20250717 954.50 ... 960.00 951.50 JM
119 jm2603 20250717 959.00 ... 965.50 959.00 JM
120 jm2604 20250717 963.00 ... 968.00 964.00 JM
121 jm2605 20250717 968.50 ... 976.50 972.00 JM
122 jm2606 20250717 977.00 ... 984.50 985.50 JM
123 jm2607 20250717 988.50 ... 994.50 985.50 JM
124 l2508 20250717 7189.00 ... 7197.00 7189.00 L
125 l2509 20250717 7204.00 ... 7209.00 7215.00 L
126 l2510 20250717 7207.00 ... 7216.00 7217.00 L
127 l2511 20250717 7214.00 ... 7219.00 7223.00 L
128 l2512 20250717 7218.00 ... 7222.00 7228.00 L
129 l2601 20250717 7208.00 ... 7224.00 7228.00 L
130 l2602 20250717 7206.00 ... 7206.00 7229.00 L
131 l2603 20250717 0.00 ... 7209.00 7209.00 L
132 l2604 20250717 0.00 ... 7230.00 7230.00 L
133 l2605 20250717 7200.00 ... 7196.00 7201.00 L
134 l2606 20250717 7185.00 ... 7191.00 7215.00 L
135 l2607 20250717 7210.00 ... 7209.00 7212.00 L
136 lg2507 20250717 809.00 ... 801.00 802.50 LG
137 lg2509 20250717 799.50 ... 817.50 792.50 LG
138 lg2511 20250717 796.00 ... 813.50 791.50 LG
139 lg2601 20250717 806.50 ... 820.50 798.00 LG
140 lg2603 20250717 810.50 ... 817.00 799.50 LG
141 lg2605 20250717 815.00 ... 827.50 805.00 LG
142 lh2507 20250717 14000.00 ... 14010.00 13895.00 LH
143 lh2509 20250717 14000.00 ... 13985.00 14100.00 LH
144 lh2511 20250717 13505.00 ... 13505.00 13545.00 LH
145 lh2601 20250717 13690.00 ... 13720.00 13725.00 LH
146 lh2603 20250717 12910.00 ... 12940.00 12930.00 LH
147 lh2605 20250717 13130.00 ... 13130.00 13125.00 LH
148 m2508 20250717 2955.00 ... 2985.00 2956.00 M
149 m2509 20250717 2977.00 ... 3011.00 2978.00 M
150 m2511 20250717 3015.00 ... 3051.00 3017.00 M
151 m2512 20250717 3037.00 ... 3069.00 3041.00 M
152 m2601 20250717 3010.00 ... 3038.00 3013.00 M
153 m2603 20250717 2869.00 ... 2887.00 2865.00 M
154 m2605 20250717 2701.00 ... 2715.00 2700.00 M
155 m2607 20250717 2704.00 ... 2711.00 2699.00 M
156 p2508 20250717 8728.00 ... 8758.00 8740.00 P
157 p2509 20250717 8730.00 ... 8764.00 8720.00 P
158 p2510 20250717 8714.00 ... 8770.00 8714.00 P
159 p2511 20250717 8704.00 ... 8766.00 8716.00 P
160 p2512 20250717 8734.00 ... 8742.00 8712.00 P
161 p2601 20250717 8702.00 ... 8752.00 8700.00 P
162 p2602 20250717 8696.00 ... 8710.00 8680.00 P
163 p2603 20250717 8652.00 ... 8668.00 8640.00 P
164 p2604 20250717 0.00 ... 8586.00 8586.00 P
165 p2605 20250717 8484.00 ... 8526.00 8490.00 P
166 p2606 20250717 8468.00 ... 8464.00 8452.00 P
167 p2607 20250717 0.00 ... 8420.00 8420.00 P
168 pg2507 20250717 0.00 ... 4056.00 4056.00 PG
169 pg2508 20250717 4092.00 ... 4079.00 4108.00 PG
170 pg2509 20250717 3994.00 ... 3992.00 4019.00 PG
171 pg2510 20250717 4425.00 ... 4412.00 4442.00 PG
172 pg2511 20250717 4344.00 ... 4334.00 4360.00 PG
173 pg2512 20250717 4277.00 ... 4259.00 4285.00 PG
174 pg2601 20250717 4190.00 ... 4187.00 4210.00 PG
175 pg2602 20250717 4101.00 ... 4106.00 4124.00 PG
176 pg2603 20250717 4036.00 ... 4027.00 4046.00 PG
177 pg2604 20250717 4325.00 ... 4323.00 4347.00 PG
178 pg2605 20250717 4226.00 ... 4223.00 4241.00 PG
179 pg2606 20250717 4139.00 ... 4148.00 4179.00 PG
180 pp2508 20250717 6986.00 ... 6990.00 6996.00 PP
181 pp2509 20250717 7001.00 ... 7010.00 7014.00 PP
182 pp2510 20250717 6985.00 ... 6994.00 6993.00 PP
183 pp2511 20250717 6989.00 ... 6998.00 6999.00 PP
184 pp2512 20250717 6997.00 ... 7002.00 7008.00 PP
185 pp2601 20250717 6999.00 ... 7006.00 7012.00 PP
186 pp2602 20250717 0.00 ... 7005.00 7005.00 PP
187 pp2603 20250717 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250717 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250717 6996.00 ... 6999.00 7009.00 PP
190 pp2606 20250717 6990.00 ... 6990.00 6993.00 PP
191 pp2607 20250717 0.00 ... 7032.00 7033.00 PP
192 rr2508 20250717 3576.00 ... 3574.00 3580.00 RR
193 rr2509 20250717 3619.00 ... 3617.00 3613.00 RR
194 rr2510 20250717 3627.00 ... 3625.00 3617.00 RR
195 rr2511 20250717 3620.00 ... 3616.00 3619.00 RR
196 rr2512 20250717 3615.00 ... 3613.00 3608.00 RR
197 rr2601 20250717 3618.00 ... 3617.00 3611.00 RR
198 rr2602 20250717 3620.00 ... 3620.00 3614.00 RR
199 rr2603 20250717 0.00 ... 3615.00 3615.00 RR
200 rr2604 20250717 3626.00 ... 3626.00 3623.00 RR
201 rr2605 20250717 3622.00 ... 3622.00 3620.00 RR
202 rr2606 20250717 3614.00 ... 3614.00 3614.00 RR
203 rr2607 20250717 0.00 ... 3618.00 3618.00 RR
204 v2508 20250717 4895.00 ... 4906.00 4908.00 V
205 v2509 20250717 4932.00 ... 4944.00 4950.00 V
206 v2510 20250717 4956.00 ... 4974.00 4977.00 V
207 v2511 20250717 4990.00 ... 5003.00 5003.00 V
208 v2512 20250717 5019.00 ... 5031.00 5032.00 V
209 v2601 20250717 5041.00 ... 5061.00 5062.00 V
210 v2602 20250717 5041.00 ... 5075.00 5081.00 V
211 v2603 20250717 5098.00 ... 5101.00 5100.00 V
212 v2604 20250717 5236.00 ... 5238.00 5243.00 V
213 v2605 20250717 5230.00 ... 5254.00 5250.00 V
214 v2606 20250717 5262.00 ... 5270.00 5260.00 V
215 v2607 20250717 5291.00 ... 5285.00 5276.00 V
216 y2508 20250717 8010.00 ... 8030.00 8028.00 Y
217 y2509 20250717 8034.00 ... 8052.00 8032.00 Y
218 y2511 20250717 8040.00 ... 8060.00 8030.00 Y
219 y2512 20250717 8056.00 ... 8072.00 8044.00 Y
220 y2601 20250717 8000.00 ... 8012.00 7992.00 Y
221 y2603 20250717 7868.00 ... 7892.00 7864.00 Y
222 y2605 20250717 7654.00 ... 7660.00 7648.00 Y
223 y2607 20250717 7652.00 ... 7642.00 7636.00 Y
[224 rows x 12 columns]
2025-07-24 18:25:57,387 - future_1d - INFO - ak.get_dce_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 IC2507 20250717 6010.000 ... 6077.600 6012.200 IC
1 IC2508 20250717 5960.000 ... 6025.200 5954.800 IC
2 IC2509 20250717 5900.000 ... 5972.400 5899.600 IC
3 IC2512 20250717 5766.000 ... 5845.000 5773.600 IC
4 IF2507 20250717 4003.600 ... 4028.400 4001.200 IF
5 IF2508 20250717 3979.600 ... 4018.200 3987.200 IF
6 IF2509 20250717 3976.000 ... 4005.400 3974.800 IF
7 IF2512 20250717 3928.800 ... 3970.000 3940.200 IF
8 IH2507 20250717 2732.800 ... 2741.000 2734.200 IH
9 IH2508 20250717 2728.600 ... 2738.600 2732.200 IH
10 IH2509 20250717 2728.200 ... 2738.200 2730.800 IH
11 IH2512 20250717 2731.200 ... 2740.400 2732.200 IH
12 IM2507 20250717 6441.000 ... 6525.000 6446.000 IM
13 IM2508 20250717 6375.800 ... 6458.000 6375.200 IM
14 IM2509 20250717 6295.000 ... 6383.600 6300.800 IM
15 IM2512 20250717 6114.200 ... 6197.000 6118.600 IM
16 T2509 20250717 108.865 ... 108.875 108.860 T
17 T2512 20250717 108.915 ... 108.930 108.920 T
18 T2603 20250717 108.885 ... 108.910 108.885 T
19 TF2509 20250717 106.020 ... 106.040 106.020 TF
20 TF2512 20250717 106.095 ... 106.105 106.090 TF
21 TF2603 20250717 106.145 ... 106.160 106.130 TF
22 TL2509 20250717 120.750 ... 120.730 120.750 TL
23 TL2512 20250717 120.610 ... 120.550 120.590 TL
24 TL2603 20250717 120.400 ... 120.320 120.370 TL
25 TS2509 20250717 102.428 ... 102.436 102.430 TS
26 TS2512 20250717 102.472 ... 102.504 102.506 TS
27 TS2603 20250717 102.598 ... 102.594 102.598 TS
[28 rows x 12 columns]
2025-07-24 18:25:57,672 - future_1d - INFO - ak.get_cffex_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 PS2508 20250717 43900.0 ... 44300.0 42515.0 PS
1 PS2509 20250717 43655.0 ... 44015.0 42240.0 PS
2 PS2510 20250717 43095.0 ... 43725.0 41850.0 PS
3 PS2511 20250717 42815.0 ... 43260.0 41300.0 PS
4 PS2512 20250717 44495.0 ... 45265.0 43495.0 PS
5 PS2601 20250717 44000.0 ... 45035.0 43300.0 PS
6 PS2602 20250717 44540.0 ... 45355.0 43170.0 PS
7 PS2603 20250717 44000.0 ... 45185.0 43090.0 PS
8 PS2604 20250717 44150.0 ... 44630.0 43000.0 PS
9 PS2605 20250717 43680.0 ... 44580.0 43025.0 PS
10 PS2606 20250717 44600.0 ... 46000.0 44180.0 PS
11 PS2607 20250717 45215.0 ... 45995.0 44055.0 PS
13 SI2508 20250717 8720.0 ... 8715.0 8670.0 SI
14 SI2509 20250717 8750.0 ... 8710.0 8680.0 SI
15 SI2510 20250717 8800.0 ... 8700.0 8655.0 SI
16 SI2511 20250717 8695.0 ... 8640.0 8610.0 SI
17 SI2512 20250717 8960.0 ... 8950.0 8920.0 SI
18 SI2601 20250717 8930.0 ... 8895.0 8860.0 SI
19 SI2602 20250717 8940.0 ... 8885.0 8845.0 SI
20 SI2603 20250717 8930.0 ... 8880.0 8820.0 SI
21 SI2604 20250717 8910.0 ... 8865.0 8835.0 SI
22 SI2605 20250717 8895.0 ... 8860.0 8830.0 SI
23 SI2606 20250717 8925.0 ... 8860.0 8825.0 SI
24 SI2607 20250717 8905.0 ... 8860.0 8820.0 SI
27 LC2508 20250717 67300.0 ... 67940.0 66660.0 LC
28 LC2509 20250717 66800.0 ... 68040.0 66320.0 LC
29 LC2510 20250717 66120.0 ... 67800.0 66060.0 LC
30 LC2511 20250717 65980.0 ... 67260.0 65820.0 LC
31 LC2512 20250717 66400.0 ... 67420.0 66160.0 LC
32 LC2601 20250717 66660.0 ... 67240.0 66080.0 LC
33 LC2602 20250717 66500.0 ... 67460.0 66120.0 LC
34 LC2603 20250717 66400.0 ... 67260.0 66140.0 LC
35 LC2604 20250717 66920.0 ... 67500.0 66580.0 LC
36 LC2605 20250717 67000.0 ... 67420.0 66700.0 LC
37 LC2606 20250717 66980.0 ... 67400.0 66680.0 LC
38 LC2607 20250717 67000.0 ... 67380.0 66600.0 LC
[36 rows x 12 columns]
2025-07-24 18:25:58,033 - future_1d - INFO - ak.get_gfex_daily('2025-07-17') done
2025-07-24 18:25:59,770 - future_1d - INFO - save future_daily 2025-07-17 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250718 7855.0 7906.0 ... 432119.96 7878.0 7831.0 AP
1 AP511 20250718 7693.0 7720.0 ... 7280.03 7663.0 7657.0 AP
2 AP512 20250718 7712.0 7731.0 ... 1030.69 7692.0 7670.0 AP
3 AP601 20250718 7703.0 7770.0 ... 24238.72 7742.0 7693.0 AP
4 AP603 20250718 7655.0 7699.0 ... 130.56 7680.0 7628.0 AP
5 AP604 20250718 7715.0 7722.0 ... 69.44 7716.0 7676.0 AP
6 AP605 20250718 7766.0 7766.0 ... 317.98 7756.0 7735.0 AP
7 CF509 20250718 14250.0 14375.0 ... 2614630.44 14300.0 14155.0 CF
8 CF511 20250718 13945.0 14005.0 ... 171819.58 13955.0 13960.0 CF
9 CF601 20250718 13960.0 14035.0 ... 670803.22 13980.0 13980.0 CF
10 CF603 20250718 13915.0 13985.0 ... 3540.16 13940.0 13920.0 CF
11 CF605 20250718 13945.0 13980.0 ... 21726.85 13935.0 13930.0 CF
12 CF607 20250718 13935.0 13985.0 ... 230.43 13965.0 13965.0 CF
13 CJ509 20250718 9400.0 9450.0 ... 68986.85 9395.0 9365.0 CJ
14 CJ512 20250718 10275.0 10330.0 ... 8703.16 10270.0 10220.0 CJ
15 CJ601 20250718 10405.0 10490.0 ... 659607.65 10400.0 10360.0 CJ
16 CJ603 20250718 10485.0 10550.0 ... 6759.79 10480.0 10450.0 CJ
17 CJ605 20250718 10620.0 10690.0 ... 46979.95 10620.0 10610.0 CJ
18 CJ607 20250718 10705.0 10750.0 ... 946.60 10695.0 10695.0 CJ
19 CY508 20250718 0.0 0.0 ... 0.00 20165.0 20000.0 CY
20 CY509 20250718 20470.0 20600.0 ... 90680.33 20525.0 20355.0 CY
21 CY510 20250718 0.0 0.0 ... 0.00 20135.0 19970.0 CY
22 CY511 20250718 0.0 0.0 ... 0.00 20150.0 20150.0 CY
23 CY512 20250718 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250718 20275.0 20365.0 ... 1095.30 20285.0 20270.0 CY
25 CY602 20250718 0.0 0.0 ... 0.00 19980.0 19960.0 CY
26 CY603 20250718 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250718 0.0 0.0 ... 0.00 19905.0 19880.0 CY
28 CY605 20250718 0.0 0.0 ... 0.00 20170.0 20170.0 CY
29 CY606 20250718 0.0 0.0 ... 0.00 20010.0 19955.0 CY
30 CY607 20250718 0.0 0.0 ... 0.00 19970.0 19900.0 CY
31 FG508 20250718 1108.0 1134.0 ... 14365.18 1110.0 1092.0 FG
32 FG509 20250718 1091.0 1118.0 ... 5544811.37 1095.0 1083.0 FG
33 FG510 20250718 1151.0 1169.0 ... 24677.46 1151.0 1142.0 FG
34 FG511 20250718 1122.0 1149.0 ... 40763.73 1131.0 1123.0 FG
35 FG512 20250718 1185.0 1206.0 ... 19584.24 1190.0 1183.0 FG
36 FG601 20250718 1170.0 1192.0 ... 605939.92 1175.0 1166.0 FG
37 FG602 20250718 1215.0 1233.0 ... 807.47 1220.0 1209.0 FG
38 FG603 20250718 1209.0 1227.0 ... 1355.38 1215.0 1203.0 FG
39 FG604 20250718 1243.0 1265.0 ... 625.58 1251.0 1239.0 FG
40 FG605 20250718 1235.0 1261.0 ... 17647.42 1247.0 1235.0 FG
41 FG606 20250718 1256.0 1280.0 ... 663.31 1266.0 1254.0 FG
42 FG607 20250718 1253.0 1276.0 ... 212.30 1264.0 1251.0 FG
43 JR509 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250718 2355.0 2369.0 ... 1552.76 2353.0 2351.0 MA
53 MA509 20250718 2373.0 2392.0 ... 1524182.05 2374.0 2369.0 MA
54 MA510 20250718 2401.0 2416.0 ... 40664.17 2398.0 2393.0 MA
55 MA511 20250718 2414.0 2431.0 ... 55647.94 2414.0 2410.0 MA
56 MA512 20250718 2436.0 2450.0 ... 22685.58 2434.0 2429.0 MA
57 MA601 20250718 2440.0 2456.0 ... 184775.09 2442.0 2436.0 MA
58 MA602 20250718 2432.0 2434.0 ... 14.56 2427.0 2421.0 MA
59 MA603 20250718 2428.0 2440.0 ... 36.42 2428.0 2421.0 MA
60 MA604 20250718 2406.0 2409.0 ... 19.23 2404.0 2401.0 MA
61 MA605 20250718 2368.0 2382.0 ... 2545.35 2370.0 2363.0 MA
62 MA606 20250718 2380.0 2387.0 ... 68.99 2379.0 2371.0 MA
63 MA607 20250718 2375.0 2380.0 ... 33.23 2373.0 2373.0 MA
64 OI509 20250718 9444.0 9601.0 ... 3191660.24 9529.0 9431.0 OI
65 OI511 20250718 9435.0 9583.0 ... 197932.10 9516.0 9414.0 OI
66 OI601 20250718 9375.0 9526.0 ... 513439.81 9458.0 9366.0 OI
67 OI603 20250718 9344.0 9471.0 ... 1334.44 9397.0 9311.0 OI
68 OI605 20250718 9274.0 9400.0 ... 4916.66 9347.0 9247.0 OI
69 OI607 20250718 0.0 0.0 ... 0.00 9343.0 9218.0 OI
70 PF508 20250718 6504.0 6590.0 ... 103731.49 6500.0 6496.0 PF
71 PF509 20250718 6366.0 6474.0 ... 642113.70 6406.0 6354.0 PF
72 PF510 20250718 6402.0 6500.0 ... 214881.79 6432.0 6376.0 PF
73 PF511 20250718 6370.0 6478.0 ... 79798.34 6410.0 6346.0 PF
74 PF512 20250718 6354.0 6444.0 ... 18560.95 6390.0 6332.0 PF
75 PF601 20250718 6362.0 6442.0 ... 10136.94 6388.0 6338.0 PF
76 PF602 20250718 6402.0 6448.0 ... 92.69 6392.0 6354.0 PF
77 PF603 20250718 6416.0 6464.0 ... 44.81 6402.0 6358.0 PF
78 PF604 20250718 6430.0 6478.0 ... 16.12 6450.0 6378.0 PF
79 PF605 20250718 6484.0 6490.0 ... 61.52 6476.0 6380.0 PF
80 PF606 20250718 0.0 0.0 ... 0.00 6412.0 6382.0 PF
81 PF607 20250718 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250718 8270.0 8286.0 ... 191143.72 8242.0 8258.0 PK
83 PK511 20250718 8102.0 8120.0 ... 96346.54 8072.0 8100.0 PK
84 PK512 20250718 8052.0 8052.0 ... 951.16 8028.0 8052.0 PK
85 PK601 20250718 8060.0 8076.0 ... 7886.24 8036.0 8052.0 PK
86 PK603 20250718 8038.0 8038.0 ... 232.71 8024.0 8022.0 PK
87 PK604 20250718 8028.0 8040.0 ... 168.50 8024.0 8022.0 PK
88 PK605 20250718 8040.0 8040.0 ... 545.81 8028.0 8022.0 PK
89 PM509 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250718 5926.0 6004.0 ... 7277.94 5962.0 5922.0 PR
96 PR509 20250718 5908.0 5990.0 ... 520108.85 5938.0 5894.0 PR
97 PR510 20250718 5914.0 5994.0 ... 235166.94 5944.0 5908.0 PR
98 PR511 20250718 5906.0 5974.0 ... 32129.97 5932.0 5898.0 PR
99 PR512 20250718 5892.0 5942.0 ... 88.66 5910.0 5886.0 PR
100 PR601 20250718 5866.0 5914.0 ... 1820.59 5892.0 5880.0 PR
101 PR602 20250718 5910.0 5932.0 ... 17.76 5922.0 5902.0 PR
102 PR603 20250718 5934.0 5934.0 ... 26.64 5922.0 5904.0 PR
103 PR604 20250718 5910.0 5910.0 ... 8.87 5910.0 5910.0 PR
104 PR605 20250718 5940.0 5940.0 ... 17.82 5940.0 5890.0 PR
105 PR606 20250718 0.0 0.0 ... 0.00 5914.0 5914.0 PR
106 PR607 20250718 5926.0 5926.0 ... 8.89 5926.0 5924.0 PR
107 PX508 20250718 6862.0 7022.0 ... 677.66 6950.0 6858.0 PX
108 PX509 20250718 6750.0 6898.0 ... 964046.17 6808.0 6714.0 PX
109 PX510 20250718 6722.0 6860.0 ... 149960.87 6754.0 6692.0 PX
110 PX511 20250718 6662.0 6812.0 ... 230451.32 6712.0 6646.0 PX
111 PX512 20250718 6656.0 6772.0 ... 24101.64 6698.0 6626.0 PX
112 PX601 20250718 6616.0 6734.0 ... 63545.84 6662.0 6602.0 PX
113 PX602 20250718 6612.0 6670.0 ... 19.96 6654.0 6580.0 PX
114 PX603 20250718 6652.0 6652.0 ... 13.28 6638.0 6594.0 PX
115 PX604 20250718 6636.0 6640.0 ... 9.94 6630.0 6562.0 PX
116 PX605 20250718 6580.0 6680.0 ... 162.65 6640.0 6562.0 PX
117 PX606 20250718 6602.0 6636.0 ... 33.07 6616.0 6564.0 PX
118 PX607 20250718 6628.0 6628.0 ... 3.31 6628.0 6588.0 PX
119 RI509 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250718 2703.0 2729.0 ... 5419.86 2710.0 2678.0 RM
126 RM509 20250718 2719.0 2743.0 ... 1017047.69 2721.0 2694.0 RM
127 RM511 20250718 2513.0 2540.0 ... 18003.97 2529.0 2497.0 RM
128 RM601 20250718 2384.0 2402.0 ... 288045.72 2386.0 2353.0 RM
129 RM603 20250718 2345.0 2367.0 ... 15623.07 2351.0 2321.0 RM
130 RM605 20250718 2342.0 2359.0 ... 52322.31 2346.0 2324.0 RM
131 RM607 20250718 2334.0 2352.0 ... 2120.30 2340.0 2313.0 RM
132 RS508 20250718 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250718 5168.0 5168.0 ... 154.24 5141.0 5059.0 RS
134 RS511 20250718 5159.0 5213.0 ... 113.99 5181.0 5090.0 RS
135 RS607 20250718 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250718 1212.0 1233.0 ... 4228.48 1217.0 1208.0 SA
137 SA509 20250718 1225.0 1241.0 ... 4333825.21 1226.0 1216.0 SA
138 SA510 20250718 1239.0 1256.0 ... 146480.76 1240.0 1232.0 SA
139 SA511 20250718 1244.0 1259.0 ... 321675.05 1244.0 1235.0 SA
140 SA512 20250718 1270.0 1285.0 ... 184535.55 1272.0 1262.0 SA
141 SA601 20250718 1273.0 1289.0 ... 1068529.22 1273.0 1264.0 SA
142 SA602 20250718 1284.0 1299.0 ... 7798.90 1286.0 1277.0 SA
143 SA603 20250718 1287.0 1299.0 ... 7715.66 1282.0 1276.0 SA
144 SA604 20250718 1305.0 1324.0 ... 2757.83 1312.0 1299.0 SA
145 SA605 20250718 1307.0 1327.0 ... 50879.44 1314.0 1300.0 SA
146 SA606 20250718 1320.0 1335.0 ... 1704.45 1323.0 1312.0 SA
147 SA607 20250718 1321.0 1335.0 ... 888.41 1322.0 1314.0 SA
148 SF508 20250718 5530.0 5576.0 ... 5075.94 5524.0 5448.0 SF
149 SF509 20250718 5532.0 5592.0 ... 578899.72 5532.0 5456.0 SF
150 SF510 20250718 5498.0 5550.0 ... 90193.58 5488.0 5422.0 SF
151 SF511 20250718 5662.0 5696.0 ... 127700.94 5636.0 5570.0 SF
152 SF512 20250718 5630.0 5660.0 ... 11118.47 5604.0 5542.0 SF
153 SF601 20250718 5584.0 5638.0 ... 20643.77 5584.0 5524.0 SF
154 SF602 20250718 5540.0 5574.0 ... 566.63 5528.0 5472.0 SF
155 SF603 20250718 5672.0 5716.0 ... 90.80 5676.0 5612.0 SF
156 SF604 20250718 5618.0 5618.0 ... 2.81 5618.0 5574.0 SF
157 SF605 20250718 5666.0 5690.0 ... 530.31 5642.0 5588.0 SF
158 SF606 20250718 5614.0 5614.0 ... 16.71 5570.0 5534.0 SF
159 SF607 20250718 0.0 0.0 ... 0.00 5640.0 5640.0 SF
160 SH508 20250718 2456.0 2479.0 ... 30199.09 2453.0 2443.0 SH
161 SH509 20250718 2487.0 2508.0 ... 3605197.74 2482.0 2474.0 SH
162 SH510 20250718 2500.0 2529.0 ... 380894.12 2500.0 2492.0 SH
163 SH511 20250718 2493.0 2508.0 ... 270053.41 2477.0 2472.0 SH
164 SH512 20250718 2494.0 2511.0 ... 64981.59 2481.0 2478.0 SH
165 SH601 20250718 2473.0 2492.0 ... 214948.83 2458.0 2459.0 SH
166 SH602 20250718 2498.0 2517.0 ... 1049.57 2481.0 2484.0 SH
167 SH603 20250718 2500.0 2521.0 ... 775.95 2487.0 2489.0 SH
168 SH604 20250718 2544.0 2544.0 ... 60.39 2516.0 2526.0 SH
169 SH605 20250718 2529.0 2550.0 ... 3071.85 2522.0 2520.0 SH
170 SH606 20250718 2552.0 2556.0 ... 129.96 2548.0 2535.0 SH
171 SH607 20250718 2554.0 2554.0 ... 129.70 2543.0 2545.0 SH
172 SM508 20250718 5810.0 5862.0 ... 5302.74 5814.0 5762.0 SM
173 SM509 20250718 5840.0 5872.0 ... 797716.41 5824.0 5774.0 SM
174 SM510 20250718 5824.0 5838.0 ... 55141.77 5800.0 5756.0 SM
175 SM511 20250718 5898.0 5906.0 ... 105802.65 5864.0 5824.0 SM
176 SM512 20250718 5884.0 5898.0 ... 19379.68 5860.0 5820.0 SM
177 SM601 20250718 5874.0 5896.0 ... 91816.89 5850.0 5814.0 SM
178 SM602 20250718 5890.0 5896.0 ... 55.62 5856.0 5814.0 SM
179 SM603 20250718 5890.0 5890.0 ... 140.64 5860.0 5808.0 SM
180 SM604 20250718 5888.0 5888.0 ... 41.01 5860.0 5830.0 SM
181 SM605 20250718 5868.0 5904.0 ... 841.05 5862.0 5834.0 SM
182 SM606 20250718 5882.0 5882.0 ... 20.56 5876.0 5842.0 SM
183 SM607 20250718 5862.0 5862.0 ... 5.86 5862.0 5850.0 SM
184 SR509 20250718 5840.0 5845.0 ... 943446.06 5828.0 5814.0 SR
185 SR511 20250718 5730.0 5737.0 ... 125538.77 5722.0 5704.0 SR
186 SR601 20250718 5663.0 5671.0 ... 101679.45 5659.0 5645.0 SR
187 SR603 20250718 5629.0 5629.0 ... 2867.91 5623.0 5614.0 SR
188 SR605 20250718 5599.0 5604.0 ... 5070.23 5596.0 5586.0 SR
189 SR607 20250718 5590.0 5594.0 ... 262.68 5589.0 5579.0 SR
190 TA508 20250718 4726.0 4814.0 ... 9030.56 4760.0 4712.0 TA
191 TA509 20250718 4720.0 4810.0 ... 3062703.16 4752.0 4708.0 TA
192 TA510 20250718 4692.0 4788.0 ... 86281.54 4730.0 4676.0 TA
193 TA511 20250718 4678.0 4772.0 ... 69604.33 4722.0 4666.0 TA
194 TA512 20250718 4672.0 4752.0 ... 29322.16 4716.0 4658.0 TA
195 TA601 20250718 4660.0 4738.0 ... 668401.30 4686.0 4646.0 TA
196 TA602 20250718 4664.0 4728.0 ... 220.03 4682.0 4650.0 TA
197 TA603 20250718 4656.0 4718.0 ... 58.61 4690.0 4642.0 TA
198 TA604 20250718 4662.0 4724.0 ... 175.44 4680.0 4650.0 TA
199 TA605 20250718 4668.0 4742.0 ... 6330.84 4700.0 4658.0 TA
200 TA606 20250718 4672.0 4712.0 ... 14.08 4692.0 4666.0 TA
201 TA607 20250718 4672.0 4710.0 ... 4.69 4692.0 4662.0 TA
202 UR508 20250718 1746.0 1765.0 ... 747.26 1754.0 1734.0 UR
203 UR509 20250718 1750.0 1774.0 ... 719830.65 1758.0 1740.0 UR
204 UR510 20250718 1744.0 1762.0 ... 20475.95 1749.0 1732.0 UR
205 UR511 20250718 1745.0 1762.0 ... 20616.48 1749.0 1734.0 UR
206 UR512 20250718 1742.0 1748.0 ... 215.09 1735.0 1724.0 UR
207 UR601 20250718 1723.0 1741.0 ... 104549.15 1730.0 1715.0 UR
208 UR602 20250718 1721.0 1735.0 ... 620.81 1724.0 1713.0 UR
209 UR603 20250718 1754.0 1760.0 ... 115.83 1755.0 1743.0 UR
210 UR604 20250718 1739.0 1751.0 ... 41.88 1745.0 1735.0 UR
211 UR605 20250718 1734.0 1747.0 ... 2954.62 1738.0 1729.0 UR
212 UR606 20250718 1732.0 1741.0 ... 277.31 1733.0 1724.0 UR
213 UR607 20250718 1747.0 1747.0 ... 10.46 1743.0 1734.0 UR
214 WH509 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 18:26:09,637 - future_1d - INFO - ak.get_czce_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 SC2508 20250718 517.9 ... 523.5 513.6 SC
1 SC2509 20250718 506.7 ... 511.1 502.9 SC
2 SC2510 20250718 499.9 ... 504.1 496.6 SC
3 SC2511 20250718 494.2 ... 498.6 491.3 SC
4 SC2512 20250718 489.5 ... 495 488 SC
5 SC2601 20250718 486.2 ... 490.5 485 SC
6 SC2602 20250718 484 ... 488 481 SC
7 SC2603 20250718 482.2 ... 485.7 480.1 SC
8 SC2604 20250718 483.4 ... 483.9 476.1 SC
9 SC2605 20250718 ... 479.5 474.5 SC
10 SC2606 20250718 480 ... 480.5 473.4 SC
11 SC2607 20250718 ... 475.5 475.5 SC
12 SC2609 20250718 468.9 ... 471.9 473.5 SC
13 SC2612 20250718 467.3 ... 471.1 466.7 SC
14 SC2703 20250718 472.1 ... 472.1 463.8 SC
15 SC2706 20250718 471.4 ... 471.4 461.7 SC
16 SC2709 20250718 466.1 ... 469.1 461.7 SC
17 SC2712 20250718 ... 467.2 460 SC
18 SC2803 20250718 ... 465 461.9 SC
19 SC2806 20250718 465.6 ... 466.8 457.6 SC
21 LU2508 20250718 3586 ... 3592 3568 LU
22 LU2509 20250718 3593 ... 3596 3585 LU
23 LU2510 20250718 3574 ... 3595 3579 LU
24 LU2511 20250718 3548 ... 3572 3558 LU
25 LU2512 20250718 3531 ... 3545 3536 LU
26 LU2601 20250718 3514 ... 3541 3518 LU
27 LU2602 20250718 3500 ... 3527 3496 LU
28 LU2603 20250718 3486 ... 3514 3479 LU
29 LU2604 20250718 ... 3477 3452 LU
30 LU2605 20250718 3490 ... 3494 3441 LU
31 LU2606 20250718 3480 ... 3486 3411 LU
32 LU2607 20250718 3438 ... 3456 3419 LU
34 NR2508 20250718 12560 ... 12700 12520 NR
35 NR2509 20250718 12550 ... 12730 12540 NR
36 NR2510 20250718 12600 ... 12730 12560 NR
37 NR2511 20250718 12575 ... 12765 12575 NR
38 NR2512 20250718 12620 ... 12825 12610 NR
39 NR2601 20250718 12595 ... 12805 12585 NR
40 NR2602 20250718 12760 ... 12825 12630 NR
41 NR2603 20250718 12875 ... 12860 12495 NR
42 NR2604 20250718 12855 ... 12840 12690 NR
43 NR2605 20250718 12870 ... 12885 12695 NR
44 NR2606 20250718 12950 ... 12950 12635 NR
45 NR2607 20250718 ... 12520 12510 NR
47 BC2508 20250718 68990 ... 69490 69080 BC
48 BC2509 20250718 69080 ... 69570 69190 BC
49 BC2510 20250718 69310 ... 69630 69250 BC
50 BC2511 20250718 ... 69190 69190 BC
51 BC2512 20250718 ... 69320 69320 BC
52 BC2601 20250718 ... 69480 69480 BC
53 BC2602 20250718 ... 69410 69410 BC
54 BC2603 20250718 ... 69290 69290 BC
55 BC2604 20250718 ... 69430 69430 BC
56 BC2605 20250718 ... 69460 69460 BC
57 BC2606 20250718 ... 68190 67820 BC
58 BC2607 20250718 ... 67820 67820 BC
60 EC2508 20250718 2170.2 ... 2219.6 2141.6 EC
61 EC2510 20250718 1602 ... 1631.1 1588.4 EC
62 EC2512 20250718 1770 ... 1809.5 1752.1 EC
63 EC2602 20250718 1490 ... 1513.1 1470.3 EC
64 EC2604 20250718 1301.7 ... 1332.9 1289.8 EC
65 EC2606 20250718 1431.2 ... 1459.3 1443.4 EC
68 SC_TAS2508 20250718 ... SC_TAS
69 SC_TAS2509 20250718 ... SC_TAS
70 SC_TAS2510 20250718 ... SC_TAS
71 SC_TAS2511 20250718 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 18:26:09,698 - future_1d - INFO - ak.get_ine_daily('2025-07-18') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250718 ... 78310 77900 CU
1 1 CU2509 20250718 ... 78330 77920 CU
2 2 CU2510 20250718 ... 78290 77870 CU
3 3 CU2511 20250718 ... 78230 77840 CU
4 4 CU2512 20250718 ... 78160 77770 CU
5 5 CU2601 20250718 ... 78120 77720 CU
6 6 CU2602 20250718 ... 78100 77680 CU
7 7 CU2603 20250718 ... 78040 77690 CU
8 8 CU2604 20250718 ... 78020 77710 CU
9 9 CU2605 20250718 ... 78070 77710 CU
10 10 CU2606 20250718 ... 78080 77680 CU
11 11 CU2607 20250718 ... 78120 77670 CU
12 12 BC2508 20250718 ... 69490 69080 BC
13 13 BC2509 20250718 ... 69570 69190 BC
14 14 BC2510 20250718 ... 69630 69250 BC
15 15 BC2511 20250718 ... 69190 69190 BC
16 16 BC2512 20250718 ... 69320 69320 BC
17 17 BC2601 20250718 ... 69480 69480 BC
18 18 BC2602 20250718 ... 69410 69410 BC
19 19 BC2603 20250718 ... 69290 69290 BC
20 20 BC2604 20250718 ... 69430 69430 BC
21 21 BC2605 20250718 ... 69460 69460 BC
22 22 BC2606 20250718 ... 68190 67820 BC
23 23 BC2607 20250718 ... 67820 67820 BC
24 24 AL2508 20250718 ... 20550 20455 AL
25 25 AL2509 20250718 ... 20505 20425 AL
26 26 AL2510 20250718 ... 20435 20365 AL
27 27 AL2511 20250718 ... 20365 20300 AL
28 28 AL2512 20250718 ... 20315 20245 AL
29 29 AL2601 20250718 ... 20285 20220 AL
30 30 AL2602 20250718 ... 20285 20215 AL
31 31 AL2603 20250718 ... 20285 20230 AL
32 32 AL2604 20250718 ... 20300 20230 AL
33 33 AL2605 20250718 ... 20295 20255 AL
34 34 AL2606 20250718 ... 20315 20250 AL
35 35 AL2607 20250718 ... 20315 20245 AL
36 36 ZN2508 20250718 ... 22295 22080 ZN
37 37 ZN2509 20250718 ... 22300 22060 ZN
38 38 ZN2510 20250718 ... 22275 22035 ZN
39 39 ZN2511 20250718 ... 22235 22005 ZN
40 40 ZN2512 20250718 ... 22190 21970 ZN
41 41 ZN2601 20250718 ... 22165 21935 ZN
42 42 ZN2602 20250718 ... 22110 21935 ZN
43 43 ZN2603 20250718 ... 22150 21945 ZN
44 44 ZN2604 20250718 ... 22165 22010 ZN
45 45 ZN2605 20250718 ... 22125 21965 ZN
46 46 ZN2606 20250718 ... 22135 21925 ZN
47 47 ZN2607 20250718 ... 22135 22000 ZN
48 48 PB2508 20250718 ... 16815 16870 PB
49 49 PB2509 20250718 ... 16850 16905 PB
50 50 PB2510 20250718 ... 16875 16945 PB
51 51 PB2511 20250718 ... 16890 16975 PB
52 52 PB2512 20250718 ... 16905 16980 PB
53 53 PB2601 20250718 ... 16900 17025 PB
54 54 PB2602 20250718 ... 16965 16965 PB
55 55 PB2603 20250718 ... 16955 16990 PB
56 56 PB2604 20250718 ... 16950 16990 PB
57 57 PB2605 20250718 ... 16975 16985 PB
58 58 PB2606 20250718 ... 16980 17005 PB
59 59 PB2607 20250718 ... 16980 16990 PB
60 60 NI2508 20250718 ... 120250 119630 NI
61 61 NI2509 20250718 ... 120330 119760 NI
62 62 NI2510 20250718 ... 120400 119900 NI
63 63 NI2511 20250718 ... 120370 119950 NI
64 64 NI2512 20250718 ... 120660 120200 NI
65 65 NI2601 20250718 ... 120920 120460 NI
66 66 NI2602 20250718 ... 121100 120700 NI
67 67 NI2603 20250718 ... 121260 120840 NI
68 68 NI2604 20250718 ... 121480 121130 NI
69 69 NI2605 20250718 ... 121770 121400 NI
70 70 NI2606 20250718 ... 122040 121380 NI
71 71 NI2607 20250718 ... 121820 121360 NI
72 72 SN2508 20250718 ... 263900 261740 SN
73 73 SN2509 20250718 ... 264190 261930 SN
74 74 SN2510 20250718 ... 264280 261940 SN
75 75 SN2511 20250718 ... 264400 262010 SN
76 76 SN2512 20250718 ... 264710 262120 SN
77 77 SN2601 20250718 ... 264790 262400 SN
78 78 SN2602 20250718 ... 264700 262080 SN
79 79 SN2603 20250718 ... 264500 262640 SN
80 80 SN2604 20250718 ... 265010 262930 SN
81 81 SN2605 20250718 ... 265510 262620 SN
82 82 SN2606 20250718 ... 266120 262240 SN
83 83 SN2607 20250718 ... 265090 262000 SN
84 84 AO2508 20250718 ... 3148 3093 AO
85 85 AO2509 20250718 ... 3124 3082 AO
86 86 AO2510 20250718 ... 3106 3066 AO
87 87 AO2511 20250718 ... 3099 3053 AO
88 88 AO2512 20250718 ... 3093 3044 AO
89 89 AO2601 20250718 ... 3087 3040 AO
90 90 AO2602 20250718 ... 3087 3033 AO
91 91 AO2603 20250718 ... 3073 3030 AO
92 92 AO2604 20250718 ... 3058 3022 AO
93 93 AO2605 20250718 ... 3055 3017 AO
94 94 AO2606 20250718 ... 3048 3010 AO
95 95 AO2607 20250718 ... 3046 3009 AO
96 96 AD2511 20250718 ... 19885 19835 AD
97 97 AD2512 20250718 ... 19820 19760 AD
98 98 AD2601 20250718 ... 19740 19705 AD
99 99 AD2602 20250718 ... 19685 19680 AD
100 100 AD2603 20250718 ... 19680 19760 AD
101 101 AD2604 20250718 ... 19690 19675 AD
102 102 AD2605 20250718 ... 19640 19595 AD
103 103 AD2606 20250718 ... 19635 19600 AD
104 104 AD2607 20250718 ... 19550 19550 AD
105 105 AU2508 20250718 ... 773 775.56 AU
106 106 AU2509 20250718 ... 773.84 776.22 AU
107 107 AU2510 20250718 ... 775.34 777.66 AU
108 108 AU2512 20250718 ... 777.26 779.78 AU
109 109 AU2602 20250718 ... 779.48 782.38 AU
110 110 AU2604 20250718 ... 782.12 784.48 AU
111 111 AU2606 20250718 ... 783.84 786.5 AU
112 112 AU2608 20250718 ... 786.84 787.68 AU
113 113 AG2508 20250718 ... 9159 9123 AG
114 114 AG2509 20250718 ... 9176 9133 AG
115 115 AG2510 20250718 ... 9186 9149 AG
116 116 AG2511 20250718 ... 9199 9158 AG
117 117 AG2512 20250718 ... 9205 9167 AG
118 118 AG2601 20250718 ... 9221 9166 AG
119 119 AG2602 20250718 ... 9234 9189 AG
120 120 AG2603 20250718 ... 9251 9203 AG
121 121 AG2604 20250718 ... 9256 9210 AG
122 122 AG2605 20250718 ... 9272 9224 AG
123 123 AG2606 20250718 ... 9285 9240 AG
124 124 AG2607 20250718 ... 9315 9249 AG
125 125 RB2508 20250718 ... 3083 3066 RB
126 126 RB2509 20250718 ... 3103 3080 RB
127 127 RB2510 20250718 ... 3156 3124 RB
128 128 RB2511 20250718 ... 3178 3148 RB
129 129 RB2512 20250718 ... 3200 3170 RB
130 130 RB2601 20250718 ... 3200 3171 RB
131 131 RB2602 20250718 ... 3190 3159 RB
132 132 RB2603 20250718 ... 3196 3166 RB
133 133 RB2604 20250718 ... 3197 3170 RB
134 134 RB2605 20250718 ... 3213 3186 RB
135 135 RB2606 20250718 ... 3220 3193 RB
136 136 RB2607 20250718 ... 3225 3199 RB
137 137 WR2508 20250718 ... 3212 3212 WR
138 138 WR2509 20250718 ... 3335 3335 WR
139 139 WR2510 20250718 ... 3431 3377 WR
140 140 WR2511 20250718 ... 3408 3408 WR
141 141 WR2512 20250718 ... 3447 3392 WR
142 142 WR2601 20250718 ... 3400 3355 WR
143 143 WR2602 20250718 ... 3396 3396 WR
144 144 WR2603 20250718 ... 3387 3387 WR
145 145 WR2604 20250718 ... 3437 3392 WR
146 146 WR2605 20250718 ... 3379 3370 WR
147 147 WR2606 20250718 ... 3400 3400 WR
148 148 WR2607 20250718 ... 3400 3400 WR
149 149 HC2508 20250718 ... 3304 3274 HC
150 150 HC2509 20250718 ... 3326 3281 HC
151 151 HC2510 20250718 ... 3321 3280 HC
152 152 HC2511 20250718 ... 3325 3284 HC
153 153 HC2512 20250718 ... 3328 3286 HC
154 154 HC2601 20250718 ... 3332 3295 HC
155 155 HC2602 20250718 ... 3335 3295 HC
156 156 HC2603 20250718 ... 3338 3298 HC
157 157 HC2604 20250718 ... 3353 3304 HC
158 158 HC2605 20250718 ... 3333 3298 HC
159 159 HC2606 20250718 ... 3344 3305 HC
160 160 HC2607 20250718 ... 3336 3315 HC
161 161 SS2508 20250718 ... 12745 12695 SS
162 162 SS2509 20250718 ... 12735 12675 SS
163 163 SS2510 20250718 ... 12775 12725 SS
164 164 SS2511 20250718 ... 12805 12755 SS
165 165 SS2512 20250718 ... 12830 12795 SS
166 166 SS2601 20250718 ... 12875 12845 SS
167 167 SS2602 20250718 ... 12910 12855 SS
168 168 SS2603 20250718 ... 12965 12900 SS
169 169 SS2604 20250718 ... 13005 12940 SS
170 170 SS2605 20250718 ... 13025 13000 SS
171 171 SS2606 20250718 ... 13045 13045 SS
172 172 SS2607 20250718 ... 13090 13055 SS
173 173 SC2508 20250718 ... 523.5 513.6 SC
174 174 SC2509 20250718 ... 511.1 502.9 SC
175 175 SC2510 20250718 ... 504.1 496.6 SC
176 176 SC2511 20250718 ... 498.6 491.3 SC
177 177 SC2512 20250718 ... 495 488 SC
178 178 SC2601 20250718 ... 490.5 485 SC
179 179 SC2602 20250718 ... 488 481 SC
180 180 SC2603 20250718 ... 485.7 480.1 SC
181 181 SC2604 20250718 ... 483.9 476.1 SC
182 182 SC2605 20250718 ... 479.5 474.5 SC
183 183 SC2606 20250718 ... 480.5 473.4 SC
184 184 SC2607 20250718 ... 475.5 475.5 SC
185 185 SC2609 20250718 ... 471.9 473.5 SC
186 186 SC2612 20250718 ... 471.1 466.7 SC
187 187 SC2703 20250718 ... 472.1 463.8 SC
188 188 SC2706 20250718 ... 471.4 461.7 SC
189 189 SC2709 20250718 ... 469.1 461.7 SC
190 190 SC2712 20250718 ... 467.2 460 SC
191 191 SC2803 20250718 ... 465 461.9 SC
192 192 SC2806 20250718 ... 466.8 457.6 SC
193 193 LU2508 20250718 ... 3592 3568 LU
194 194 LU2509 20250718 ... 3596 3585 LU
195 195 LU2510 20250718 ... 3595 3579 LU
196 196 LU2511 20250718 ... 3572 3558 LU
197 197 LU2512 20250718 ... 3545 3536 LU
198 198 LU2601 20250718 ... 3541 3518 LU
199 199 LU2602 20250718 ... 3527 3496 LU
200 200 LU2603 20250718 ... 3514 3479 LU
201 201 LU2604 20250718 ... 3477 3452 LU
202 202 LU2605 20250718 ... 3494 3441 LU
203 203 LU2606 20250718 ... 3486 3411 LU
204 204 LU2607 20250718 ... 3456 3419 LU
205 205 FU2508 20250718 ... 2854 2820 FU
206 206 FU2509 20250718 ... 2880 2861 FU
207 207 FU2510 20250718 ... 2889 2873 FU
208 208 FU2511 20250718 ... 2882 2866 FU
209 209 FU2512 20250718 ... 2871 2854 FU
210 210 FU2601 20250718 ... 2863 2844 FU
211 211 FU2602 20250718 ... 2851 2835 FU
212 212 FU2603 20250718 ... 2838 2823 FU
213 213 FU2604 20250718 ... 2825 2812 FU
214 214 FU2605 20250718 ... 2803 2790 FU
215 215 FU2606 20250718 ... 2796 2780 FU
216 216 FU2607 20250718 ... 2785 2771 FU
217 217 BU2508 20250718 ... 3669 3651 BU
218 218 BU2509 20250718 ... 3647 3628 BU
219 219 BU2510 20250718 ... 3594 3574 BU
220 220 BU2511 20250718 ... 3542 3521 BU
221 221 BU2512 20250718 ... 3471 3455 BU
222 222 BU2601 20250718 ... 3433 3413 BU
223 223 BU2602 20250718 ... 3412 3420 BU
224 224 BU2603 20250718 ... 3409 3401 BU
225 225 BU2604 20250718 ... 3408 3402 BU
226 226 BU2605 20250718 ... 3399 3397 BU
227 227 BU2606 20250718 ... 3398 3394 BU
228 228 BU2607 20250718 ... 3407 3371 BU
229 229 BU2609 20250718 ... 3403 3363 BU
230 230 BU2612 20250718 ... 3338 3327 BU
231 231 BU2703 20250718 ... 3325 3338 BU
232 232 BU2706 20250718 ... 3326 3337 BU
233 233 BR2508 20250718 ... 11710 11520 BR
234 234 BR2509 20250718 ... 11675 11480 BR
235 235 BR2510 20250718 ... 11650 11470 BR
236 236 BR2511 20250718 ... 11655 11475 BR
237 237 BR2512 20250718 ... 11655 11490 BR
238 238 BR2601 20250718 ... 11650 11500 BR
239 239 BR2602 20250718 ... 11630 11510 BR
240 240 BR2603 20250718 ... 11650 11460 BR
241 241 BR2604 20250718 ... 11630 11510 BR
242 242 BR2605 20250718 ... 11640 11500 BR
243 243 BR2606 20250718 ... 11640 11490 BR
244 244 BR2607 20250718 ... 11665 11530 BR
245 245 RU2508 20250718 ... 14795 14575 RU
246 246 RU2509 20250718 ... 14840 14570 RU
247 247 RU2510 20250718 ... 14835 14550 RU
248 248 RU2511 20250718 ... 14820 14570 RU
249 249 RU2601 20250718 ... 15650 15440 RU
250 250 RU2603 20250718 ... 15620 15385 RU
251 251 RU2604 20250718 ... 15670 15450 RU
252 252 RU2605 20250718 ... 15685 15495 RU
253 253 RU2606 20250718 ... 15670 15525 RU
254 254 RU2607 20250718 ... 15695 15570 RU
255 255 NR2508 20250718 ... 12700 12520 NR
256 256 NR2509 20250718 ... 12730 12540 NR
257 257 NR2510 20250718 ... 12730 12560 NR
258 258 NR2511 20250718 ... 12765 12575 NR
259 259 NR2512 20250718 ... 12825 12610 NR
260 260 NR2601 20250718 ... 12805 12585 NR
261 261 NR2602 20250718 ... 12825 12630 NR
262 262 NR2603 20250718 ... 12860 12495 NR
263 263 NR2604 20250718 ... 12840 12690 NR
264 264 NR2605 20250718 ... 12885 12695 NR
265 265 NR2606 20250718 ... 12950 12635 NR
266 266 NR2607 20250718 ... 12520 12510 NR
267 267 SP2508 20250718 ... 5276 5212 SP
268 268 SP2509 20250718 ... 5292 5246 SP
269 269 SP2510 20250718 ... 5284 5242 SP
270 270 SP2511 20250718 ... 5262 5220 SP
271 271 SP2512 20250718 ... 5218 5186 SP
272 272 SP2601 20250718 ... 5444 5408 SP
273 273 SP2602 20250718 ... 5396 5344 SP
274 274 SP2603 20250718 ... 5392 5346 SP
275 275 SP2604 20250718 ... 5384 5340 SP
276 276 SP2605 20250718 ... 5386 5346 SP
277 277 SP2606 20250718 ... 5380 5350 SP
278 278 SP2607 20250718 ... 5390 5350 SP
279 279 EC2508 20250718 ... 2219.6 2141.6 EC
280 280 EC2510 20250718 ... 1631.1 1588.4 EC
281 281 EC2512 20250718 ... 1809.5 1752.1 EC
282 282 EC2602 20250718 ... 1513.1 1470.3 EC
283 283 EC2604 20250718 ... 1332.9 1289.8 EC
284 284 EC2606 20250718 ... 1459.3 1443.4 EC
285 285 SC_TAS2508 20250718 ... SC_TAS
286 286 SC_TAS2509 20250718 ... SC_TAS
287 287 SC_TAS2510 20250718 ... SC_TAS
288 288 SC_TAS2511 20250718 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 18:26:09,799 - future_1d - INFO - ak.get_shfe_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 a2509 20250718 4200.00 ... 4198.00 4194.00 A
1 a2511 20250718 4115.00 ... 4117.00 4106.00 A
2 a2601 20250718 4103.00 ... 4108.00 4095.00 A
3 a2603 20250718 4091.00 ... 4097.00 4084.00 A
4 a2605 20250718 4118.00 ... 4132.00 4117.00 A
5 a2607 20250718 4123.00 ... 4122.00 4113.00 A
6 b2508 20250718 3615.00 ... 3641.00 3582.00 B
7 b2509 20250718 3688.00 ... 3711.00 3667.00 B
8 b2510 20250718 3731.00 ... 3752.00 3716.00 B
9 b2511 20250718 3730.00 ... 3757.00 3718.00 B
10 b2512 20250718 3746.00 ... 3766.00 3729.00 B
11 b2601 20250718 3728.00 ... 3756.00 3711.00 B
12 b2602 20250718 3689.00 ... 3700.00 3673.00 B
13 b2603 20250718 3589.00 ... 3602.00 3576.00 B
14 b2604 20250718 3487.00 ... 3492.00 3470.00 B
15 b2605 20250718 3404.00 ... 3419.00 3395.00 B
16 b2606 20250718 3394.00 ... 3410.00 3385.00 B
17 b2607 20250718 3403.00 ... 3417.00 3388.00 B
18 bb2509 20250718 150.45 ... 152.30 146.75 BB
19 bb2511 20250718 148.95 ... 150.80 148.35 BB
20 bb2601 20250718 146.85 ... 146.45 145.40 BB
21 bb2603 20250718 0.00 ... 152.95 151.90 BB
22 bb2605 20250718 0.00 ... 152.95 151.90 BB
23 bb2607 20250718 0.00 ... 152.95 151.90 BB
24 bz2603 20250718 6125.00 ... 6156.00 6139.00 BZ
25 bz2604 20250718 6117.00 ... 6139.00 6132.00 BZ
26 bz2605 20250718 6120.00 ... 6132.00 6120.00 BZ
27 bz2606 20250718 6115.00 ... 6130.00 6122.00 BZ
28 c2509 20250718 2300.00 ... 2305.00 2286.00 C
29 c2511 20250718 2266.00 ... 2273.00 2259.00 C
30 c2601 20250718 2240.00 ... 2240.00 2234.00 C
31 c2603 20250718 2244.00 ... 2242.00 2240.00 C
32 c2605 20250718 2278.00 ... 2281.00 2273.00 C
33 c2607 20250718 2294.00 ... 2294.00 2285.00 C
34 cs2509 20250718 2649.00 ... 2650.00 2632.00 CS
35 cs2511 20250718 2598.00 ... 2600.00 2588.00 CS
36 cs2601 20250718 2611.00 ... 2611.00 2603.00 CS
37 cs2603 20250718 2598.00 ... 2600.00 2591.00 CS
38 cs2605 20250718 2641.00 ... 2645.00 2639.00 CS
39 cs2607 20250718 2648.00 ... 2652.00 2638.00 CS
40 eb2507 20250718 7350.00 ... 7350.00 7260.00 EB
41 eb2508 20250718 7291.00 ... 7317.00 7290.00 EB
42 eb2509 20250718 7233.00 ... 7246.00 7221.00 EB
43 eb2510 20250718 7170.00 ... 7189.00 7160.00 EB
44 eb2511 20250718 7122.00 ... 7131.00 7102.00 EB
45 eb2512 20250718 7093.00 ... 7107.00 7073.00 EB
46 eb2601 20250718 7092.00 ... 7108.00 7074.00 EB
47 eb2602 20250718 7116.00 ... 7124.00 7092.00 EB
48 eb2603 20250718 7137.00 ... 7134.00 7109.00 EB
49 eb2604 20250718 7136.00 ... 7151.00 7113.00 EB
50 eb2605 20250718 7128.00 ... 7142.00 7114.00 EB
51 eb2606 20250718 7123.00 ... 7144.00 7102.00 EB
52 eg2507 20250718 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250718 4331.00 ... 4345.00 4326.00 EG
54 eg2509 20250718 4381.00 ... 4376.00 4367.00 EG
55 eg2510 20250718 4368.00 ... 4371.00 4368.00 EG
56 eg2511 20250718 4396.00 ... 4372.00 4355.00 EG
57 eg2512 20250718 4357.00 ... 4367.00 4355.00 EG
58 eg2601 20250718 4360.00 ... 4362.00 4350.00 EG
59 eg2602 20250718 4364.00 ... 4365.00 4353.00 EG
60 eg2603 20250718 4366.00 ... 4366.00 4355.00 EG
61 eg2604 20250718 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250718 4396.00 ... 4393.00 4383.00 EG
63 eg2606 20250718 0.00 ... 4380.00 4380.00 EG
64 fb2508 20250718 1349.50 ... 1358.50 1356.50 FB
65 fb2509 20250718 1287.50 ... 1285.00 1294.00 FB
66 fb2510 20250718 1305.00 ... 1302.50 1309.00 FB
67 fb2511 20250718 1312.00 ... 1302.00 1306.50 FB
68 fb2512 20250718 1323.00 ... 1309.00 1309.50 FB
69 fb2601 20250718 1318.50 ... 1302.00 1307.50 FB
70 fb2602 20250718 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250718 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250718 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250718 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250718 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250718 0.00 ... 1297.00 1297.00 FB
76 i2508 20250718 792.00 ... 794.00 781.00 I
77 i2509 20250718 788.50 ... 792.50 782.00 I
78 i2510 20250718 784.00 ... 784.50 776.50 I
79 i2511 20250718 775.00 ... 776.50 768.00 I
80 i2512 20250718 765.00 ... 769.50 760.00 I
81 i2601 20250718 757.00 ... 759.00 750.00 I
82 i2602 20250718 752.50 ... 755.50 747.00 I
83 i2603 20250718 747.00 ... 751.50 742.00 I
84 i2604 20250718 741.50 ... 745.50 737.00 I
85 i2605 20250718 733.50 ... 735.50 728.00 I
86 i2606 20250718 728.00 ... 730.50 722.50 I
87 i2607 20250718 723.00 ... 725.00 717.50 I
88 j2508 20250718 1467.00 ... 1477.00 1467.00 J
89 j2509 20250718 1520.00 ... 1526.00 1499.50 J
90 j2510 20250718 1528.50 ... 1544.00 1509.00 J
91 j2511 20250718 1557.50 ... 1549.50 1533.50 J
92 j2512 20250718 1563.00 ... 1565.50 1537.00 J
93 j2601 20250718 1562.00 ... 1570.00 1542.50 J
94 j2602 20250718 0.00 ... 1572.50 1545.50 J
95 j2603 20250718 0.00 ... 1589.00 1589.00 J
96 j2604 20250718 0.00 ... 1575.50 1575.50 J
97 j2605 20250718 1590.00 ... 1601.00 1584.50 J
98 j2606 20250718 1620.00 ... 1620.00 1587.50 J
99 j2607 20250718 0.00 ... 1591.50 1591.50 J
100 jd2507 20250718 2982.00 ... 2982.00 2814.00 JD
101 jd2508 20250718 3485.00 ... 3513.00 3462.00 JD
102 jd2509 20250718 3608.00 ... 3613.00 3594.00 JD
103 jd2510 20250718 3379.00 ... 3373.00 3388.00 JD
104 jd2511 20250718 3385.00 ... 3387.00 3393.00 JD
105 jd2512 20250718 3539.00 ... 3543.00 3541.00 JD
106 jd2601 20250718 3585.00 ... 3606.00 3601.00 JD
107 jd2602 20250718 3175.00 ... 3175.00 3176.00 JD
108 jd2603 20250718 3183.00 ... 3179.00 3179.00 JD
109 jd2604 20250718 3318.00 ... 3311.00 3313.00 JD
110 jd2605 20250718 3395.00 ... 3394.00 3390.00 JD
111 jd2606 20250718 3248.00 ... 3254.00 3258.00 JD
112 jm2508 20250718 866.00 ... 869.50 850.50 JM
113 jm2509 20250718 922.00 ... 932.50 903.00 JM
114 jm2510 20250718 932.00 ... 943.00 915.00 JM
115 jm2511 20250718 943.50 ... 957.00 929.50 JM
116 jm2512 20250718 962.50 ... 970.00 944.00 JM
117 jm2601 20250718 971.50 ... 978.00 951.50 JM
118 jm2602 20250718 974.00 ... 983.00 960.00 JM
119 jm2603 20250718 977.00 ... 987.00 965.50 JM
120 jm2604 20250718 983.50 ... 990.00 968.00 JM
121 jm2605 20250718 990.00 ... 995.00 976.50 JM
122 jm2606 20250718 1000.00 ... 1001.00 984.50 JM
123 jm2607 20250718 1013.50 ... 1020.50 994.50 JM
124 l2508 20250718 7197.00 ... 7203.00 7197.00 L
125 l2509 20250718 7218.00 ... 7225.00 7209.00 L
126 l2510 20250718 7222.00 ... 7236.00 7216.00 L
127 l2511 20250718 7229.00 ... 7239.00 7219.00 L
128 l2512 20250718 7231.00 ... 7243.00 7222.00 L
129 l2601 20250718 7235.00 ... 7248.00 7224.00 L
130 l2602 20250718 7229.00 ... 7224.00 7206.00 L
131 l2603 20250718 7235.00 ... 7225.00 7209.00 L
132 l2604 20250718 0.00 ... 7230.00 7230.00 L
133 l2605 20250718 7212.00 ... 7224.00 7196.00 L
134 l2606 20250718 7223.00 ... 7228.00 7191.00 L
135 l2607 20250718 7229.00 ... 7229.00 7209.00 L
136 lg2507 20250718 806.00 ... 807.00 801.00 LG
137 lg2509 20250718 838.00 ... 834.00 817.50 LG
138 lg2511 20250718 833.50 ... 832.50 813.50 LG
139 lg2601 20250718 840.00 ... 841.50 820.50 LG
140 lg2603 20250718 841.00 ... 840.50 817.00 LG
141 lg2605 20250718 854.00 ... 849.50 827.50 LG
142 lh2507 20250718 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250718 14065.00 ... 14115.00 13985.00 LH
144 lh2511 20250718 13555.00 ... 13610.00 13505.00 LH
145 lh2601 20250718 13800.00 ... 13805.00 13720.00 LH
146 lh2603 20250718 12985.00 ... 12990.00 12940.00 LH
147 lh2605 20250718 13140.00 ... 13195.00 13130.00 LH
148 m2508 20250718 3016.00 ... 3025.00 2985.00 M
149 m2509 20250718 3031.00 ... 3043.00 3011.00 M
150 m2511 20250718 3074.00 ... 3083.00 3051.00 M
151 m2512 20250718 3084.00 ... 3097.00 3069.00 M
152 m2601 20250718 3053.00 ... 3070.00 3038.00 M
153 m2603 20250718 2898.00 ... 2912.00 2887.00 M
154 m2605 20250718 2725.00 ... 2738.00 2715.00 M
155 m2607 20250718 2721.00 ... 2734.00 2711.00 M
156 p2508 20250718 8782.00 ... 8904.00 8758.00 P
157 p2509 20250718 8800.00 ... 8896.00 8764.00 P
158 p2510 20250718 8798.00 ... 8902.00 8770.00 P
159 p2511 20250718 8788.00 ... 8868.00 8766.00 P
160 p2512 20250718 8790.00 ... 8880.00 8742.00 P
161 p2601 20250718 8780.00 ... 8876.00 8752.00 P
162 p2602 20250718 8838.00 ... 8830.00 8710.00 P
163 p2603 20250718 8740.00 ... 8764.00 8668.00 P
164 p2604 20250718 0.00 ... 8632.00 8586.00 P
165 p2605 20250718 8550.00 ... 8608.00 8526.00 P
166 p2606 20250718 8544.00 ... 8544.00 8464.00 P
167 p2607 20250718 0.00 ... 8508.00 8420.00 P
168 pg2507 20250718 4088.00 ... 4048.00 4056.00 PG
169 pg2508 20250718 4084.00 ... 4062.00 4079.00 PG
170 pg2509 20250718 3992.00 ... 3988.00 3992.00 PG
171 pg2510 20250718 4403.00 ... 4402.00 4412.00 PG
172 pg2511 20250718 4325.00 ... 4322.00 4334.00 PG
173 pg2512 20250718 4250.00 ... 4251.00 4259.00 PG
174 pg2601 20250718 4176.00 ... 4178.00 4187.00 PG
175 pg2602 20250718 4096.00 ... 4101.00 4106.00 PG
176 pg2603 20250718 4017.00 ... 4019.00 4027.00 PG
177 pg2604 20250718 4310.00 ... 4315.00 4323.00 PG
178 pg2605 20250718 4229.00 ... 4212.00 4223.00 PG
179 pg2606 20250718 4159.00 ... 4153.00 4148.00 PG
180 pp2508 20250718 6991.00 ... 7000.00 6990.00 PP
181 pp2509 20250718 7023.00 ... 7022.00 7010.00 PP
182 pp2510 20250718 7006.00 ... 7015.00 6994.00 PP
183 pp2511 20250718 7010.00 ... 7018.00 6998.00 PP
184 pp2512 20250718 7013.00 ... 7023.00 7002.00 PP
185 pp2601 20250718 7020.00 ... 7021.00 7006.00 PP
186 pp2602 20250718 7021.00 ... 7021.00 7005.00 PP
187 pp2603 20250718 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250718 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250718 7005.00 ... 7020.00 6999.00 PP
190 pp2606 20250718 7010.00 ... 7001.00 6990.00 PP
191 pp2607 20250718 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250718 3582.00 ... 3579.00 3574.00 RR
193 rr2509 20250718 3620.00 ... 3618.00 3617.00 RR
194 rr2510 20250718 3627.00 ... 3630.00 3625.00 RR
195 rr2511 20250718 3620.00 ... 3621.00 3616.00 RR
196 rr2512 20250718 3609.00 ... 3614.00 3613.00 RR
197 rr2601 20250718 3620.00 ... 3618.00 3617.00 RR
198 rr2602 20250718 3613.00 ... 3621.00 3620.00 RR
199 rr2603 20250718 3621.00 ... 3641.00 3615.00 RR
200 rr2604 20250718 3626.00 ... 3626.00 3626.00 RR
201 rr2605 20250718 3630.00 ... 3628.00 3622.00 RR
202 rr2606 20250718 3620.00 ... 3620.00 3614.00 RR
203 rr2607 20250718 0.00 ... 3618.00 3618.00 RR
204 v2508 20250718 4911.00 ... 4921.00 4906.00 V
205 v2509 20250718 4955.00 ... 4957.00 4944.00 V
206 v2510 20250718 4986.00 ... 4989.00 4974.00 V
207 v2511 20250718 5020.00 ... 5014.00 5003.00 V
208 v2512 20250718 5045.00 ... 5047.00 5031.00 V
209 v2601 20250718 5074.00 ... 5075.00 5061.00 V
210 v2602 20250718 5098.00 ... 5101.00 5075.00 V
211 v2603 20250718 5125.00 ... 5127.00 5101.00 V
212 v2604 20250718 5287.00 ... 5263.00 5238.00 V
213 v2605 20250718 5262.00 ... 5271.00 5254.00 V
214 v2606 20250718 5300.00 ... 5291.00 5270.00 V
215 v2607 20250718 5318.00 ... 5305.00 5285.00 V
216 y2508 20250718 8042.00 ... 8138.00 8030.00 Y
217 y2509 20250718 8096.00 ... 8130.00 8052.00 Y
218 y2511 20250718 8086.00 ... 8138.00 8060.00 Y
219 y2512 20250718 8106.00 ... 8154.00 8072.00 Y
220 y2601 20250718 8040.00 ... 8094.00 8012.00 Y
221 y2603 20250718 7904.00 ... 7950.00 7892.00 Y
222 y2605 20250718 7676.00 ... 7716.00 7660.00 Y
223 y2607 20250718 7776.00 ... 7714.00 7642.00 Y
[224 rows x 12 columns]
2025-07-24 18:26:10,444 - future_1d - INFO - ak.get_dce_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 IC2507 20250718 6093.000 ... 6086.460 6077.600 IC
1 IC2508 20250718 6048.200 ... 6046.600 6025.200 IC
2 IC2509 20250718 5988.800 ... 5993.200 5972.400 IC
3 IC2512 20250718 5867.200 ... 5866.200 5845.000 IC
4 IF2507 20250718 4038.000 ... 4050.540 4028.400 IF
5 IF2508 20250718 4028.000 ... 4047.000 4018.200 IF
6 IF2509 20250718 4018.800 ... 4035.200 4005.400 IF
7 IF2512 20250718 3980.000 ... 3999.200 3970.000 IF
8 IH2507 20250718 2749.400 ... 2758.540 2741.000 IH
9 IH2508 20250718 2745.000 ... 2764.200 2738.600 IH
10 IH2509 20250718 2746.000 ... 2763.200 2738.200 IH
11 IH2512 20250718 2747.000 ... 2764.400 2740.400 IH
12 IM2507 20250718 6549.600 ... 6534.620 6525.000 IM
13 IM2508 20250718 6473.200 ... 6478.200 6458.000 IM
14 IM2509 20250718 6406.000 ... 6403.800 6383.600 IM
15 IM2512 20250718 6225.200 ... 6220.800 6197.000 IM
16 T2509 20250718 108.835 ... 108.810 108.875 T
17 T2512 20250718 108.905 ... 108.865 108.930 T
18 T2603 20250718 108.895 ... 108.840 108.910 T
19 TF2509 20250718 106.005 ... 106.005 106.040 TF
20 TF2512 20250718 106.090 ... 106.060 106.105 TF
21 TF2603 20250718 106.095 ... 106.110 106.160 TF
22 TL2509 20250718 120.630 ... 120.530 120.730 TL
23 TL2512 20250718 120.480 ... 120.350 120.550 TL
24 TL2603 20250718 120.230 ... 120.130 120.320 TL
25 TS2509 20250718 102.436 ... 102.434 102.436 TS
26 TS2512 20250718 102.502 ... 102.500 102.504 TS
27 TS2603 20250718 102.586 ... 102.592 102.594 TS
[28 rows x 12 columns]
2025-07-24 18:26:10,710 - future_1d - INFO - ak.get_cffex_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 PS2508 20250718 45695.0 ... 44670.0 44300.0 PS
1 PS2509 20250718 45105.0 ... 44175.0 44015.0 PS
2 PS2510 20250718 45180.0 ... 43905.0 43725.0 PS
3 PS2511 20250718 44800.0 ... 43535.0 43260.0 PS
4 PS2512 20250718 46500.0 ... 45790.0 45265.0 PS
5 PS2601 20250718 46625.0 ... 45550.0 45035.0 PS
6 PS2602 20250718 46225.0 ... 45270.0 45355.0 PS
7 PS2603 20250718 46120.0 ... 45325.0 45185.0 PS
8 PS2604 20250718 46075.0 ... 44790.0 44630.0 PS
9 PS2605 20250718 46395.0 ... 45200.0 44580.0 PS
10 PS2606 20250718 47300.0 ... 46070.0 46000.0 PS
11 PS2607 20250718 46795.0 ... 45585.0 45995.0 PS
13 SI2508 20250718 8805.0 ... 8840.0 8715.0 SI
14 SI2509 20250718 8840.0 ... 8820.0 8710.0 SI
15 SI2510 20250718 8785.0 ... 8805.0 8700.0 SI
16 SI2511 20250718 8780.0 ... 8730.0 8640.0 SI
17 SI2512 20250718 9030.0 ... 9035.0 8950.0 SI
18 SI2601 20250718 8990.0 ... 8970.0 8895.0 SI
19 SI2602 20250718 8955.0 ... 8970.0 8885.0 SI
20 SI2603 20250718 8990.0 ... 8955.0 8880.0 SI
21 SI2604 20250718 8930.0 ... 8950.0 8865.0 SI
22 SI2605 20250718 8905.0 ... 8910.0 8860.0 SI
23 SI2606 20250718 8905.0 ... 8885.0 8860.0 SI
24 SI2607 20250718 8905.0 ... 8875.0 8860.0 SI
27 LC2508 20250718 69140.0 ... 69620.0 67940.0 LC
28 LC2509 20250718 68980.0 ... 69520.0 68040.0 LC
29 LC2510 20250718 68380.0 ... 68800.0 67800.0 LC
30 LC2511 20250718 68860.0 ... 68360.0 67260.0 LC
31 LC2512 20250718 68720.0 ... 68380.0 67420.0 LC
32 LC2601 20250718 68400.0 ... 68240.0 67240.0 LC
33 LC2602 20250718 68220.0 ... 68120.0 67460.0 LC
34 LC2603 20250718 68180.0 ... 68100.0 67260.0 LC
35 LC2604 20250718 68000.0 ... 68440.0 67500.0 LC
36 LC2605 20250718 68000.0 ... 68440.0 67420.0 LC
37 LC2606 20250718 68380.0 ... 68300.0 67400.0 LC
38 LC2607 20250718 68440.0 ... 68300.0 67380.0 LC
[36 rows x 12 columns]
2025-07-24 18:26:10,856 - future_1d - INFO - ak.get_gfex_daily('2025-07-18') done
2025-07-24 18:26:12,577 - future_1d - INFO - save future_daily 2025-07-18 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250721 7900.0 7958.0 ... 375658.99 7929.0 7878.0 AP
1 AP511 20250721 7687.0 7735.0 ... 2472.12 7701.0 7663.0 AP
2 AP512 20250721 7728.0 7757.0 ... 324.64 7730.0 7692.0 AP
3 AP601 20250721 7775.0 7825.0 ... 20406.76 7801.0 7742.0 AP
4 AP603 20250721 7686.0 7725.0 ... 277.52 7709.0 7680.0 AP
5 AP604 20250721 7727.0 7756.0 ... 100.57 7736.0 7716.0 AP
6 AP605 20250721 7783.0 7800.0 ... 256.89 7784.0 7756.0 AP
7 CF509 20250721 14295.0 14295.0 ... 2067628.59 14210.0 14300.0 CF
8 CF511 20250721 13910.0 13980.0 ... 135917.27 13925.0 13955.0 CF
9 CF601 20250721 13990.0 14040.0 ... 434827.07 13980.0 13980.0 CF
10 CF603 20250721 13920.0 13995.0 ... 3092.89 13930.0 13940.0 CF
11 CF605 20250721 13950.0 13995.0 ... 16398.15 13930.0 13935.0 CF
12 CF607 20250721 13915.0 13995.0 ... 195.46 13960.0 13965.0 CF
13 CJ509 20250721 9370.0 9495.0 ... 131475.60 9410.0 9395.0 CJ
14 CJ512 20250721 10220.0 10370.0 ... 12073.71 10245.0 10270.0 CJ
15 CJ601 20250721 10370.0 10530.0 ... 1111814.31 10410.0 10400.0 CJ
16 CJ603 20250721 10450.0 10590.0 ... 14116.21 10485.0 10480.0 CJ
17 CJ605 20250721 10600.0 10725.0 ... 79717.18 10620.0 10620.0 CJ
18 CJ607 20250721 10700.0 10835.0 ... 1132.64 10735.0 10695.0 CJ
19 CY508 20250721 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250721 20540.0 20540.0 ... 90622.28 20450.0 20525.0 CY
21 CY510 20250721 0.0 0.0 ... 0.00 20060.0 20135.0 CY
22 CY511 20250721 20165.0 20165.0 ... 10.08 20165.0 20150.0 CY
23 CY512 20250721 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250721 20225.0 20295.0 ... 232.84 20245.0 20285.0 CY
25 CY602 20250721 0.0 0.0 ... 0.00 19980.0 19980.0 CY
26 CY603 20250721 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250721 0.0 0.0 ... 0.00 19955.0 19905.0 CY
28 CY605 20250721 20190.0 20190.0 ... 10.10 20190.0 20170.0 CY
29 CY606 20250721 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250721 0.0 0.0 ... 0.00 19970.0 19970.0 CY
31 FG508 20250721 1104.0 1194.0 ... 21486.10 1160.0 1110.0 FG
32 FG509 20250721 1095.0 1186.0 ... 9509176.11 1145.0 1095.0 FG
33 FG510 20250721 1147.0 1240.0 ... 56637.12 1205.0 1151.0 FG
34 FG511 20250721 1135.0 1225.0 ... 76073.53 1186.0 1131.0 FG
35 FG512 20250721 1191.0 1285.0 ... 42700.88 1248.0 1190.0 FG
36 FG601 20250721 1175.0 1271.0 ... 1439757.53 1231.0 1175.0 FG
37 FG602 20250721 1216.0 1311.0 ... 2996.86 1273.0 1220.0 FG
38 FG603 20250721 1215.0 1304.0 ... 3628.61 1264.0 1215.0 FG
39 FG604 20250721 1250.0 1339.0 ... 3241.34 1302.0 1251.0 FG
40 FG605 20250721 1251.0 1336.0 ... 34449.12 1295.0 1247.0 FG
41 FG606 20250721 1265.0 1348.0 ... 2524.37 1311.0 1266.0 FG
42 FG607 20250721 1260.0 1341.0 ... 723.46 1306.0 1264.0 FG
43 JR509 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250721 2346.0 2384.0 ... 1698.93 2373.0 2353.0 MA
53 MA509 20250721 2368.0 2417.0 ... 2059355.30 2399.0 2374.0 MA
54 MA510 20250721 2396.0 2442.0 ... 63296.48 2428.0 2398.0 MA
55 MA511 20250721 2413.0 2459.0 ... 91700.47 2445.0 2414.0 MA
56 MA512 20250721 2433.0 2477.0 ... 37121.89 2463.0 2434.0 MA
57 MA601 20250721 2440.0 2487.0 ... 314840.39 2468.0 2442.0 MA
58 MA602 20250721 2442.0 2472.0 ... 113.09 2459.0 2427.0 MA
59 MA603 20250721 2440.0 2464.0 ... 196.12 2451.0 2428.0 MA
60 MA604 20250721 2411.0 2438.0 ... 50.95 2426.0 2404.0 MA
61 MA605 20250721 2370.0 2408.0 ... 6073.98 2392.0 2370.0 MA
62 MA606 20250721 2394.0 2411.0 ... 48.01 2400.0 2379.0 MA
63 MA607 20250721 2382.0 2406.0 ... 64.66 2395.0 2373.0 MA
64 OI509 20250721 9600.0 9659.0 ... 2333649.79 9597.0 9529.0 OI
65 OI511 20250721 9570.0 9636.0 ... 148420.91 9576.0 9516.0 OI
66 OI601 20250721 9518.0 9580.0 ... 401857.17 9520.0 9458.0 OI
67 OI603 20250721 9465.0 9514.0 ... 2043.80 9462.0 9397.0 OI
68 OI605 20250721 9394.0 9438.0 ... 6349.65 9379.0 9347.0 OI
69 OI607 20250721 9354.0 9359.0 ... 112.19 9350.0 9343.0 OI
70 PF508 20250721 6420.0 6480.0 ... 28320.85 6442.0 6500.0 PF
71 PF509 20250721 6378.0 6456.0 ... 434865.28 6422.0 6406.0 PF
72 PF510 20250721 6416.0 6512.0 ... 177786.37 6468.0 6432.0 PF
73 PF511 20250721 6406.0 6500.0 ... 84272.22 6448.0 6410.0 PF
74 PF512 20250721 6392.0 6484.0 ... 16321.20 6432.0 6390.0 PF
75 PF601 20250721 6398.0 6482.0 ... 6447.42 6442.0 6388.0 PF
76 PF602 20250721 6458.0 6478.0 ... 22.66 6476.0 6392.0 PF
77 PF603 20250721 6466.0 6484.0 ... 12.94 6472.0 6402.0 PF
78 PF604 20250721 6504.0 6504.0 ... 9.74 6496.0 6450.0 PF
79 PF605 20250721 6472.0 6530.0 ... 29.20 6490.0 6476.0 PF
80 PF606 20250721 0.0 0.0 ... 0.00 6490.0 6412.0 PF
81 PF607 20250721 0.0 0.0 ... 0.00 6482.0 6412.0 PF
82 PK510 20250721 8210.0 8234.0 ... 193971.73 8208.0 8242.0 PK
83 PK511 20250721 8032.0 8066.0 ... 65651.94 8054.0 8072.0 PK
84 PK512 20250721 8026.0 8028.0 ... 809.89 8020.0 8028.0 PK
85 PK601 20250721 8012.0 8040.0 ... 8573.16 8028.0 8036.0 PK
86 PK603 20250721 8036.0 8042.0 ... 265.02 8032.0 8024.0 PK
87 PK604 20250721 8034.0 8046.0 ... 92.44 8038.0 8024.0 PK
88 PK605 20250721 8028.0 8068.0 ... 1627.52 8038.0 8028.0 PK
89 PM509 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250721 5956.0 6034.0 ... 8835.77 6012.0 5962.0 PR
96 PR509 20250721 5938.0 6014.0 ... 502836.47 5976.0 5938.0 PR
97 PR510 20250721 5944.0 6022.0 ... 230026.70 5984.0 5944.0 PR
98 PR511 20250721 5940.0 6004.0 ... 50326.38 5966.0 5932.0 PR
99 PR512 20250721 5946.0 5964.0 ... 17.87 5956.0 5910.0 PR
100 PR601 20250721 5912.0 5970.0 ... 1076.72 5932.0 5892.0 PR
101 PR602 20250721 5966.0 5966.0 ... 8.95 5966.0 5922.0 PR
102 PR603 20250721 5974.0 5974.0 ... 8.96 5974.0 5922.0 PR
103 PR604 20250721 5924.0 5980.0 ... 35.74 5958.0 5910.0 PR
104 PR605 20250721 5940.0 5978.0 ... 62.61 5964.0 5940.0 PR
105 PR606 20250721 0.0 0.0 ... 0.00 5946.0 5914.0 PR
106 PR607 20250721 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250721 6962.0 7004.0 ... 3261.67 6956.0 6950.0 PX
108 PX509 20250721 6828.0 6894.0 ... 745722.19 6850.0 6808.0 PX
109 PX510 20250721 6802.0 6882.0 ... 66284.00 6830.0 6754.0 PX
110 PX511 20250721 6746.0 6838.0 ... 148781.72 6782.0 6712.0 PX
111 PX512 20250721 6722.0 6814.0 ... 40875.74 6760.0 6698.0 PX
112 PX601 20250721 6684.0 6784.0 ... 78427.74 6736.0 6662.0 PX
113 PX602 20250721 6700.0 6710.0 ... 30.17 6704.0 6654.0 PX
114 PX603 20250721 0.0 0.0 ... 0.00 6724.0 6638.0 PX
115 PX604 20250721 6674.0 6686.0 ... 6.68 6680.0 6630.0 PX
116 PX605 20250721 6648.0 6712.0 ... 126.70 6668.0 6640.0 PX
117 PX606 20250721 6708.0 6708.0 ... 6.70 6700.0 6616.0 PX
118 PX607 20250721 6644.0 6710.0 ... 20.05 6686.0 6628.0 PX
119 RI509 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250721 2720.0 2732.0 ... 6435.54 2715.0 2710.0 RM
126 RM509 20250721 2726.0 2745.0 ... 837958.36 2727.0 2721.0 RM
127 RM511 20250721 2538.0 2562.0 ... 14990.69 2549.0 2529.0 RM
128 RM601 20250721 2396.0 2421.0 ... 230124.45 2407.0 2386.0 RM
129 RM603 20250721 2361.0 2389.0 ... 39873.08 2374.0 2351.0 RM
130 RM605 20250721 2355.0 2372.0 ... 47973.34 2365.0 2346.0 RM
131 RM607 20250721 2352.0 2365.0 ... 2146.56 2359.0 2340.0 RM
132 RS508 20250721 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250721 5162.0 5162.0 ... 194.96 5131.0 5141.0 RS
134 RS511 20250721 5200.0 5275.0 ... 207.92 5198.0 5181.0 RS
135 RS607 20250721 0.0 0.0 ... 0.00 5180.0 5176.0 RS
136 SA508 20250721 1216.0 1297.0 ... 14123.12 1268.0 1217.0 SA
137 SA509 20250721 1232.0 1309.0 ... 9596856.89 1273.0 1226.0 SA
138 SA510 20250721 1239.0 1327.0 ... 296120.29 1301.0 1240.0 SA
139 SA511 20250721 1249.0 1330.0 ... 433296.72 1304.0 1244.0 SA
140 SA512 20250721 1265.0 1360.0 ... 186250.71 1329.0 1272.0 SA
141 SA601 20250721 1280.0 1365.0 ... 2650502.06 1327.0 1273.0 SA
142 SA602 20250721 1289.0 1374.0 ... 29395.18 1342.0 1286.0 SA
143 SA603 20250721 1286.0 1375.0 ... 23175.83 1347.0 1282.0 SA
144 SA604 20250721 1312.0 1400.0 ... 7165.39 1363.0 1312.0 SA
145 SA605 20250721 1315.0 1402.0 ... 88422.37 1366.0 1314.0 SA
146 SA606 20250721 1322.0 1409.0 ... 6355.43 1377.0 1323.0 SA
147 SA607 20250721 1324.0 1400.0 ... 2454.41 1371.0 1322.0 SA
148 SF508 20250721 5576.0 5696.0 ... 19344.71 5642.0 5524.0 SF
149 SF509 20250721 5620.0 5728.0 ... 870674.20 5662.0 5532.0 SF
150 SF510 20250721 5564.0 5688.0 ... 168100.80 5628.0 5488.0 SF
151 SF511 20250721 5722.0 5838.0 ... 232845.36 5778.0 5636.0 SF
152 SF512 20250721 5686.0 5802.0 ... 14831.68 5742.0 5604.0 SF
153 SF601 20250721 5678.0 5784.0 ... 38997.83 5718.0 5584.0 SF
154 SF602 20250721 5636.0 5720.0 ... 803.06 5656.0 5528.0 SF
155 SF603 20250721 6066.0 6066.0 ... 115.77 5790.0 5676.0 SF
156 SF604 20250721 5750.0 5788.0 ... 23.03 5758.0 5618.0 SF
157 SF605 20250721 5730.0 5820.0 ... 720.97 5768.0 5642.0 SF
158 SF606 20250721 5712.0 5764.0 ... 51.43 5716.0 5570.0 SF
159 SF607 20250721 5868.0 5914.0 ... 32.13 5842.0 5640.0 SF
160 SH508 20250721 2452.0 2564.0 ... 68831.87 2518.0 2453.0 SH
161 SH509 20250721 2475.0 2625.0 ... 7039880.46 2557.0 2482.0 SH
162 SH510 20250721 2486.0 2641.0 ... 781913.51 2571.0 2500.0 SH
163 SH511 20250721 2469.0 2618.0 ... 640463.82 2545.0 2477.0 SH
164 SH512 20250721 2472.0 2622.0 ... 148428.69 2547.0 2481.0 SH
165 SH601 20250721 2458.0 2604.0 ... 407953.52 2538.0 2458.0 SH
166 SH602 20250721 2488.0 2626.0 ... 2212.80 2570.0 2481.0 SH
167 SH603 20250721 2493.0 2623.0 ... 1621.97 2562.0 2487.0 SH
168 SH604 20250721 2546.0 2650.0 ... 280.01 2593.0 2516.0 SH
169 SH605 20250721 2522.0 2659.0 ... 8663.15 2599.0 2522.0 SH
170 SH606 20250721 2553.0 2668.0 ... 401.90 2627.0 2548.0 SH
171 SH607 20250721 2553.0 2666.0 ... 220.12 2621.0 2543.0 SH
172 SM508 20250721 5890.0 5938.0 ... 3921.36 5898.0 5814.0 SM
173 SM509 20250721 5898.0 5950.0 ... 1152426.45 5908.0 5824.0 SM
174 SM510 20250721 5862.0 5926.0 ... 59783.88 5886.0 5800.0 SM
175 SM511 20250721 5912.0 5992.0 ... 145420.24 5950.0 5864.0 SM
176 SM512 20250721 5924.0 5990.0 ... 34128.29 5948.0 5860.0 SM
177 SM601 20250721 5948.0 5984.0 ... 146454.85 5944.0 5850.0 SM
178 SM602 20250721 5938.0 5978.0 ... 228.77 5942.0 5856.0 SM
179 SM603 20250721 5900.0 5984.0 ... 202.10 5944.0 5860.0 SM
180 SM604 20250721 5952.0 5996.0 ... 92.47 5966.0 5860.0 SM
181 SM605 20250721 5950.0 6004.0 ... 2428.83 5960.0 5862.0 SM
182 SM606 20250721 5958.0 5998.0 ... 29.82 5964.0 5876.0 SM
183 SM607 20250721 0.0 0.0 ... 0.00 5862.0 5862.0 SM
184 SR509 20250721 5840.0 5854.0 ... 1090661.67 5840.0 5828.0 SR
185 SR511 20250721 5725.0 5744.0 ... 134964.27 5734.0 5722.0 SR
186 SR601 20250721 5668.0 5678.0 ... 161173.63 5670.0 5659.0 SR
187 SR603 20250721 5626.0 5643.0 ... 3330.78 5636.0 5623.0 SR
188 SR605 20250721 5608.0 5618.0 ... 9493.81 5611.0 5596.0 SR
189 SR607 20250721 5599.0 5612.0 ... 571.83 5606.0 5589.0 SR
190 TA508 20250721 4772.0 4808.0 ... 9779.35 4784.0 4760.0 TA
191 TA509 20250721 4758.0 4810.0 ... 2274962.39 4776.0 4752.0 TA
192 TA510 20250721 4740.0 4808.0 ... 81965.40 4774.0 4730.0 TA
193 TA511 20250721 4734.0 4796.0 ... 55920.64 4760.0 4722.0 TA
194 TA512 20250721 4726.0 4780.0 ... 26305.74 4746.0 4716.0 TA
195 TA601 20250721 4706.0 4774.0 ... 553157.26 4740.0 4686.0 TA
196 TA602 20250721 4714.0 4770.0 ... 154.12 4742.0 4682.0 TA
197 TA603 20250721 4710.0 4770.0 ... 123.22 4740.0 4690.0 TA
198 TA604 20250721 4718.0 4768.0 ... 42.72 4748.0 4680.0 TA
199 TA605 20250721 4712.0 4780.0 ... 8661.57 4756.0 4700.0 TA
200 TA606 20250721 4728.0 4772.0 ... 33.28 4754.0 4692.0 TA
201 TA607 20250721 4760.0 4780.0 ... 35.75 4768.0 4692.0 TA
202 UR508 20250721 1763.0 1808.0 ... 6165.21 1795.0 1754.0 UR
203 UR509 20250721 1790.0 1818.0 ... 1189792.96 1807.0 1758.0 UR
204 UR510 20250721 1758.0 1797.0 ... 32428.25 1790.0 1749.0 UR
205 UR511 20250721 1773.0 1798.0 ... 34961.13 1792.0 1749.0 UR
206 UR512 20250721 1778.0 1790.0 ... 499.39 1784.0 1735.0 UR
207 UR601 20250721 1760.0 1783.0 ... 237965.14 1774.0 1730.0 UR
208 UR602 20250721 1728.0 1777.0 ... 1033.62 1770.0 1724.0 UR
209 UR603 20250721 1784.0 1799.0 ... 1103.92 1792.0 1755.0 UR
210 UR604 20250721 1776.0 1795.0 ... 339.44 1787.0 1745.0 UR
211 UR605 20250721 1752.0 1789.0 ... 8031.87 1778.0 1738.0 UR
212 UR606 20250721 1752.0 1781.0 ... 695.37 1774.0 1733.0 UR
213 UR607 20250721 1769.0 1797.0 ... 121.56 1788.0 1743.0 UR
214 WH509 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-24 18:26:16,741 - future_1d - INFO - ak.get_czce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 SC2508 20250721 533 ... 534.6 523.5 SC
1 SC2509 20250721 517.7 ... 515.3 511.1 SC
2 SC2510 20250721 509.9 ... 507.3 504.1 SC
3 SC2511 20250721 502.9 ... 500.7 498.6 SC
4 SC2512 20250721 499.5 ... 496.9 495 SC
5 SC2601 20250721 494 ... 493.5 490.5 SC
6 SC2602 20250721 490.2 ... 490.5 488 SC
7 SC2603 20250721 488.1 ... 487.8 485.7 SC
8 SC2604 20250721 485 ... 485 483.9 SC
9 SC2605 20250721 486.3 ... 486.3 479.5 SC
10 SC2606 20250721 481.6 ... 480.8 480.5 SC
11 SC2607 20250721 ... 475.5 475.5 SC
12 SC2609 20250721 ... 473.4 471.9 SC
13 SC2612 20250721 477 ... 477 471.1 SC
14 SC2703 20250721 ... 472.1 472.1 SC
15 SC2706 20250721 467 ... 470.6 471.4 SC
16 SC2709 20250721 472.1 ... 470.3 469.1 SC
17 SC2712 20250721 ... 467.2 467.2 SC
18 SC2803 20250721 ... 465.3 465 SC
19 SC2806 20250721 467.1 ... 467.1 466.8 SC
21 LU2508 20250721 3635 ... 3596 3592 LU
22 LU2509 20250721 3660 ... 3613 3596 LU
23 LU2510 20250721 3642 ... 3610 3595 LU
24 LU2511 20250721 3608 ... 3596 3572 LU
25 LU2512 20250721 3580 ... 3575 3545 LU
26 LU2601 20250721 3568 ... 3550 3541 LU
27 LU2602 20250721 3557 ... 3553 3527 LU
28 LU2603 20250721 3556 ... 3546 3514 LU
29 LU2604 20250721 3507 ... 3503 3477 LU
30 LU2605 20250721 3505 ... 3496 3494 LU
31 LU2606 20250721 3503 ... 3489 3486 LU
32 LU2607 20250721 3500 ... 3485 3456 LU
34 NR2508 20250721 12660 ... 12710 12700 NR
35 NR2509 20250721 12665 ... 12745 12730 NR
36 NR2510 20250721 12650 ... 12745 12730 NR
37 NR2511 20250721 12660 ... 12755 12765 NR
38 NR2512 20250721 12660 ... 12805 12825 NR
39 NR2601 20250721 12760 ... 12810 12805 NR
40 NR2602 20250721 12690 ... 12815 12825 NR
41 NR2603 20250721 ... 12845 12860 NR
42 NR2604 20250721 12765 ... 12765 12840 NR
43 NR2605 20250721 12795 ... 12865 12885 NR
44 NR2606 20250721 12815 ... 12815 12950 NR
45 NR2607 20250721 ... 12520 12520 NR
47 BC2508 20250721 69680 ... 70350 69490 BC
48 BC2509 20250721 69800 ... 70450 69570 BC
49 BC2510 20250721 70810 ... 70810 69630 BC
50 BC2511 20250721 ... 69190 69190 BC
51 BC2512 20250721 ... 70180 69320 BC
52 BC2601 20250721 ... 69480 69480 BC
53 BC2602 20250721 ... 69410 69410 BC
54 BC2603 20250721 ... 69290 69290 BC
55 BC2604 20250721 ... 69430 69430 BC
56 BC2605 20250721 ... 69480 69460 BC
57 BC2606 20250721 ... 69340 68190 BC
58 BC2607 20250721 ... 67820 67820 BC
60 EC2508 20250721 2266 ... 2300.3 2219.6 EC
61 EC2510 20250721 1660 ... 1648.5 1631.1 EC
62 EC2512 20250721 1810 ... 1807 1809.5 EC
63 EC2602 20250721 1548 ... 1513.8 1513.1 EC
64 EC2604 20250721 1397.9 ... 1355.6 1332.9 EC
65 EC2606 20250721 1448.8 ... 1467.1 1459.3 EC
68 SC_TAS2508 20250721 ... SC_TAS
69 SC_TAS2509 20250721 ... SC_TAS
70 SC_TAS2510 20250721 ... SC_TAS
71 SC_TAS2511 20250721 ... SC_TAS
[66 rows x 12 columns]
2025-07-24 18:26:16,799 - future_1d - INFO - ak.get_ine_daily('2025-07-21') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250721 ... 79230 78310 CU
1 1 CU2509 20250721 ... 79260 78330 CU
2 2 CU2510 20250721 ... 79390 78290 CU
3 3 CU2511 20250721 ... 79440 78230 CU
4 4 CU2512 20250721 ... 79200 78160 CU
5 5 CU2601 20250721 ... 79100 78120 CU
6 6 CU2602 20250721 ... 79140 78100 CU
7 7 CU2603 20250721 ... 79050 78040 CU
8 8 CU2604 20250721 ... 79080 78020 CU
9 9 CU2605 20250721 ... 79130 78070 CU
10 10 CU2606 20250721 ... 79180 78080 CU
11 11 CU2607 20250721 ... 79360 78120 CU
12 12 BC2508 20250721 ... 70350 69490 BC
13 13 BC2509 20250721 ... 70450 69570 BC
14 14 BC2510 20250721 ... 70810 69630 BC
15 15 BC2511 20250721 ... 69190 69190 BC
16 16 BC2512 20250721 ... 70180 69320 BC
17 17 BC2601 20250721 ... 69480 69480 BC
18 18 BC2602 20250721 ... 69410 69410 BC
19 19 BC2603 20250721 ... 69290 69290 BC
20 20 BC2604 20250721 ... 69430 69430 BC
21 21 BC2605 20250721 ... 69480 69460 BC
22 22 BC2606 20250721 ... 69340 68190 BC
23 23 BC2607 20250721 ... 67820 67820 BC
24 24 AL2508 20250721 ... 20780 20550 AL
25 25 AL2509 20250721 ... 20745 20505 AL
26 26 AL2510 20250721 ... 20695 20435 AL
27 27 AL2511 20250721 ... 20615 20365 AL
28 28 AL2512 20250721 ... 20555 20315 AL
29 29 AL2601 20250721 ... 20540 20285 AL
30 30 AL2602 20250721 ... 20560 20285 AL
31 31 AL2603 20250721 ... 20505 20285 AL
32 32 AL2604 20250721 ... 20545 20300 AL
33 33 AL2605 20250721 ... 20570 20295 AL
34 34 AL2606 20250721 ... 20520 20315 AL
35 35 AL2607 20250721 ... 20485 20315 AL
36 36 ZN2508 20250721 ... 22750 22295 ZN
37 37 ZN2509 20250721 ... 22785 22300 ZN
38 38 ZN2510 20250721 ... 22775 22275 ZN
39 39 ZN2511 20250721 ... 22730 22235 ZN
40 40 ZN2512 20250721 ... 22675 22190 ZN
41 41 ZN2601 20250721 ... 22585 22165 ZN
42 42 ZN2602 20250721 ... 22615 22110 ZN
43 43 ZN2603 20250721 ... 22590 22150 ZN
44 44 ZN2604 20250721 ... 22550 22165 ZN
45 45 ZN2605 20250721 ... 22565 22125 ZN
46 46 ZN2606 20250721 ... 22580 22135 ZN
47 47 ZN2607 20250721 ... 22565 22135 ZN
48 48 PB2508 20250721 ... 16935 16815 PB
49 49 PB2509 20250721 ... 16965 16850 PB
50 50 PB2510 20250721 ... 16985 16875 PB
51 51 PB2511 20250721 ... 17000 16890 PB
52 52 PB2512 20250721 ... 17030 16905 PB
53 53 PB2601 20250721 ... 17060 16900 PB
54 54 PB2602 20250721 ... 17065 16965 PB
55 55 PB2603 20250721 ... 17080 16955 PB
56 56 PB2604 20250721 ... 17110 16950 PB
57 57 PB2605 20250721 ... 17080 16975 PB
58 58 PB2606 20250721 ... 16980 16980 PB
59 59 PB2607 20250721 ... 17110 16980 PB
60 60 NI2508 20250721 ... 121690 120250 NI
61 61 NI2509 20250721 ... 121870 120330 NI
62 62 NI2510 20250721 ... 122090 120400 NI
63 63 NI2511 20250721 ... 122450 120370 NI
64 64 NI2512 20250721 ... 122400 120660 NI
65 65 NI2601 20250721 ... 122890 120920 NI
66 66 NI2602 20250721 ... 122900 121100 NI
67 67 NI2603 20250721 ... 123270 121260 NI
68 68 NI2604 20250721 ... 122810 121480 NI
69 69 NI2605 20250721 ... 123280 121770 NI
70 70 NI2606 20250721 ... 123570 122040 NI
71 71 NI2607 20250721 ... 123980 121820 NI
72 72 SN2508 20250721 ... 265570 263900 SN
73 73 SN2509 20250721 ... 265900 264190 SN
74 74 SN2510 20250721 ... 266240 264280 SN
75 75 SN2511 20250721 ... 266360 264400 SN
76 76 SN2512 20250721 ... 266690 264710 SN
77 77 SN2601 20250721 ... 266020 264790 SN
78 78 SN2602 20250721 ... 266770 264700 SN
79 79 SN2603 20250721 ... 266950 264500 SN
80 80 SN2604 20250721 ... 267120 265010 SN
81 81 SN2605 20250721 ... 263850 265510 SN
82 82 SN2606 20250721 ... 267180 266120 SN
83 83 SN2607 20250721 ... 265840 265090 SN
84 84 AO2508 20250721 ... 3343 3148 AO
85 85 AO2509 20250721 ... 3312 3124 AO
86 86 AO2510 20250721 ... 3266 3106 AO
87 87 AO2511 20250721 ... 3253 3099 AO
88 88 AO2512 20250721 ... 3243 3093 AO
89 89 AO2601 20250721 ... 3237 3087 AO
90 90 AO2602 20250721 ... 3208 3087 AO
91 91 AO2603 20250721 ... 3202 3073 AO
92 92 AO2604 20250721 ... 3194 3058 AO
93 93 AO2605 20250721 ... 3180 3055 AO
94 94 AO2606 20250721 ... 3166 3048 AO
95 95 AO2607 20250721 ... 3158 3046 AO
96 96 AD2511 20250721 ... 20100 19885 AD
97 97 AD2512 20250721 ... 20080 19820 AD
98 98 AD2601 20250721 ... 20050 19740 AD
99 99 AD2602 20250721 ... 19940 19685 AD
100 100 AD2603 20250721 ... 19960 19680 AD
101 101 AD2604 20250721 ... 19895 19690 AD
102 102 AD2605 20250721 ... 19880 19640 AD
103 103 AD2606 20250721 ... 19845 19635 AD
104 104 AD2607 20250721 ... 19550 19550 AD
105 105 AU2508 20250721 ... 777.66 773 AU
106 106 AU2509 20250721 ... 778.46 773.84 AU
107 107 AU2510 20250721 ... 779.84 775.34 AU
108 108 AU2512 20250721 ... 781.96 777.26 AU
109 109 AU2602 20250721 ... 784.18 779.48 AU
110 110 AU2604 20250721 ... 786.8 782.12 AU
111 111 AU2606 20250721 ... 789.14 783.84 AU
112 112 AU2608 20250721 ... 791.16 786.84 AU
113 113 AG2508 20250721 ... 9224 9159 AG
114 114 AG2509 20250721 ... 9237 9176 AG
115 115 AG2510 20250721 ... 9249 9186 AG
116 116 AG2511 20250721 ... 9261 9199 AG
117 117 AG2512 20250721 ... 9271 9205 AG
118 118 AG2601 20250721 ... 9285 9221 AG
119 119 AG2602 20250721 ... 9294 9234 AG
120 120 AG2603 20250721 ... 9305 9251 AG
121 121 AG2604 20250721 ... 9316 9256 AG
122 122 AG2605 20250721 ... 9328 9272 AG
123 123 AG2606 20250721 ... 9341 9285 AG
124 124 AG2607 20250721 ... 9354 9315 AG
125 125 RB2508 20250721 ... 3121 3083 RB
126 126 RB2509 20250721 ... 3152 3103 RB
127 127 RB2510 20250721 ... 3207 3156 RB
128 128 RB2511 20250721 ... 3229 3178 RB
129 129 RB2512 20250721 ... 3255 3200 RB
130 130 RB2601 20250721 ... 3260 3200 RB
131 131 RB2602 20250721 ... 3242 3190 RB
132 132 RB2603 20250721 ... 3259 3196 RB
133 133 RB2604 20250721 ... 3266 3197 RB
134 134 RB2605 20250721 ... 3271 3213 RB
135 135 RB2606 20250721 ... 3281 3220 RB
136 136 RB2607 20250721 ... 3298 3225 RB
137 137 WR2508 20250721 ... 3212 3212 WR
138 138 WR2509 20250721 ... 3335 3335 WR
139 139 WR2510 20250721 ... 3498 3431 WR
140 140 WR2511 20250721 ... 3481 3408 WR
141 141 WR2512 20250721 ... 3536 3447 WR
142 142 WR2601 20250721 ... 3513 3400 WR
143 143 WR2602 20250721 ... 3496 3396 WR
144 144 WR2603 20250721 ... 3462 3387 WR
145 145 WR2604 20250721 ... 3524 3437 WR
146 146 WR2605 20250721 ... 3594 3379 WR
147 147 WR2606 20250721 ... 3543 3400 WR
148 148 WR2607 20250721 ... 3640 3400 WR
149 149 HC2508 20250721 ... 3358 3304 HC
150 150 HC2509 20250721 ... 3393 3326 HC
151 151 HC2510 20250721 ... 3381 3321 HC
152 152 HC2511 20250721 ... 3387 3325 HC
153 153 HC2512 20250721 ... 3393 3328 HC
154 154 HC2601 20250721 ... 3396 3332 HC
155 155 HC2602 20250721 ... 3399 3335 HC
156 156 HC2603 20250721 ... 3403 3338 HC
157 157 HC2604 20250721 ... 3393 3353 HC
158 158 HC2605 20250721 ... 3396 3333 HC
159 159 HC2606 20250721 ... 3421 3344 HC
160 160 HC2607 20250721 ... 3411 3336 HC
161 161 SS2508 20250721 ... 12865 12745 SS
162 162 SS2509 20250721 ... 12870 12735 SS
163 163 SS2510 20250721 ... 12910 12775 SS
164 164 SS2511 20250721 ... 12920 12805 SS
165 165 SS2512 20250721 ... 12950 12830 SS
166 166 SS2601 20250721 ... 13015 12875 SS
167 167 SS2602 20250721 ... 13040 12910 SS
168 168 SS2603 20250721 ... 13090 12965 SS
169 169 SS2604 20250721 ... 13120 13005 SS
170 170 SS2605 20250721 ... 13170 13025 SS
171 171 SS2606 20250721 ... 13190 13045 SS
172 172 SS2607 20250721 ... 13240 13090 SS
173 173 SC2508 20250721 ... 534.6 523.5 SC
174 174 SC2509 20250721 ... 515.3 511.1 SC
175 175 SC2510 20250721 ... 507.3 504.1 SC
176 176 SC2511 20250721 ... 500.7 498.6 SC
177 177 SC2512 20250721 ... 496.9 495 SC
178 178 SC2601 20250721 ... 493.5 490.5 SC
179 179 SC2602 20250721 ... 490.5 488 SC
180 180 SC2603 20250721 ... 487.8 485.7 SC
181 181 SC2604 20250721 ... 485 483.9 SC
182 182 SC2605 20250721 ... 486.3 479.5 SC
183 183 SC2606 20250721 ... 480.8 480.5 SC
184 184 SC2607 20250721 ... 475.5 475.5 SC
185 185 SC2609 20250721 ... 473.4 471.9 SC
186 186 SC2612 20250721 ... 477 471.1 SC
187 187 SC2703 20250721 ... 472.1 472.1 SC
188 188 SC2706 20250721 ... 470.6 471.4 SC
189 189 SC2709 20250721 ... 470.3 469.1 SC
190 190 SC2712 20250721 ... 467.2 467.2 SC
191 191 SC2803 20250721 ... 465.3 465 SC
192 192 SC2806 20250721 ... 467.1 466.8 SC
193 193 LU2508 20250721 ... 3596 3592 LU
194 194 LU2509 20250721 ... 3613 3596 LU
195 195 LU2510 20250721 ... 3610 3595 LU
196 196 LU2511 20250721 ... 3596 3572 LU
197 197 LU2512 20250721 ... 3575 3545 LU
198 198 LU2601 20250721 ... 3550 3541 LU
199 199 LU2602 20250721 ... 3553 3527 LU
200 200 LU2603 20250721 ... 3546 3514 LU
201 201 LU2604 20250721 ... 3503 3477 LU
202 202 LU2605 20250721 ... 3496 3494 LU
203 203 LU2606 20250721 ... 3489 3486 LU
204 204 LU2607 20250721 ... 3485 3456 LU
205 205 FU2508 20250721 ... 2885 2854 FU
206 206 FU2509 20250721 ... 2921 2880 FU
207 207 FU2510 20250721 ... 2929 2889 FU
208 208 FU2511 20250721 ... 2921 2882 FU
209 209 FU2512 20250721 ... 2901 2871 FU
210 210 FU2601 20250721 ... 2889 2863 FU
211 211 FU2602 20250721 ... 2874 2851 FU
212 212 FU2603 20250721 ... 2862 2838 FU
213 213 FU2604 20250721 ... 2845 2825 FU
214 214 FU2605 20250721 ... 2827 2803 FU
215 215 FU2606 20250721 ... 2814 2796 FU
216 216 FU2607 20250721 ... 2804 2785 FU
217 217 BU2508 20250721 ... 3685 3669 BU
218 218 BU2509 20250721 ... 3661 3647 BU
219 219 BU2510 20250721 ... 3612 3594 BU
220 220 BU2511 20250721 ... 3560 3542 BU
221 221 BU2512 20250721 ... 3487 3471 BU
222 222 BU2601 20250721 ... 3449 3433 BU
223 223 BU2602 20250721 ... 3435 3412 BU
224 224 BU2603 20250721 ... 3429 3409 BU
225 225 BU2604 20250721 ... 3421 3408 BU
226 226 BU2605 20250721 ... 3419 3399 BU
227 227 BU2606 20250721 ... 3413 3398 BU
228 228 BU2607 20250721 ... 3464 3407 BU
229 229 BU2609 20250721 ... 3397 3403 BU
230 230 BU2612 20250721 ... 3347 3338 BU
231 231 BU2703 20250721 ... 3329 3325 BU
232 232 BU2706 20250721 ... 3342 3326 BU
233 233 BR2508 20250721 ... 11910 11710 BR
234 234 BR2509 20250721 ... 11895 11675 BR
235 235 BR2510 20250721 ... 11875 11650 BR
236 236 BR2511 20250721 ... 11900 11655 BR
237 237 BR2512 20250721 ... 11885 11655 BR
238 238 BR2601 20250721 ... 11880 11650 BR
239 239 BR2602 20250721 ... 11860 11630 BR
240 240 BR2603 20250721 ... 11865 11650 BR
241 241 BR2604 20250721 ... 11925 11630 BR
242 242 BR2605 20250721 ... 11925 11640 BR
243 243 BR2606 20250721 ... 11885 11640 BR
244 244 BR2607 20250721 ... 11900 11665 BR
245 245 RU2508 20250721 ... 14880 14795 RU
246 246 RU2509 20250721 ... 14900 14840 RU
247 247 RU2510 20250721 ... 14905 14835 RU
248 248 RU2511 20250721 ... 14895 14820 RU
249 249 RU2601 20250721 ... 15695 15650 RU
250 250 RU2603 20250721 ... 15695 15620 RU
251 251 RU2604 20250721 ... 15740 15670 RU
252 252 RU2605 20250721 ... 15800 15685 RU
253 253 RU2606 20250721 ... 15670 15670 RU
254 254 RU2607 20250721 ... 15805 15695 RU
255 255 NR2508 20250721 ... 12710 12700 NR
256 256 NR2509 20250721 ... 12745 12730 NR
257 257 NR2510 20250721 ... 12745 12730 NR
258 258 NR2511 20250721 ... 12755 12765 NR
259 259 NR2512 20250721 ... 12805 12825 NR
260 260 NR2601 20250721 ... 12810 12805 NR
261 261 NR2602 20250721 ... 12815 12825 NR
262 262 NR2603 20250721 ... 12845 12860 NR
263 263 NR2604 20250721 ... 12765 12840 NR
264 264 NR2605 20250721 ... 12865 12885 NR
265 265 NR2606 20250721 ... 12815 12950 NR
266 266 NR2607 20250721 ... 12520 12520 NR
267 267 SP2508 20250721 ... 5302 5276 SP
268 268 SP2509 20250721 ... 5328 5292 SP
269 269 SP2510 20250721 ... 5304 5284 SP
270 270 SP2511 20250721 ... 5294 5262 SP
271 271 SP2512 20250721 ... 5250 5218 SP
272 272 SP2601 20250721 ... 5470 5444 SP
273 273 SP2602 20250721 ... 5418 5396 SP
274 274 SP2603 20250721 ... 5422 5392 SP
275 275 SP2604 20250721 ... 5396 5384 SP
276 276 SP2605 20250721 ... 5416 5386 SP
277 277 SP2606 20250721 ... 5422 5380 SP
278 278 SP2607 20250721 ... 5410 5390 SP
279 279 EC2508 20250721 ... 2300.3 2219.6 EC
280 280 EC2510 20250721 ... 1648.5 1631.1 EC
281 281 EC2512 20250721 ... 1807 1809.5 EC
282 282 EC2602 20250721 ... 1513.8 1513.1 EC
283 283 EC2604 20250721 ... 1355.6 1332.9 EC
284 284 EC2606 20250721 ... 1467.1 1459.3 EC
285 285 SC_TAS2508 20250721 ... SC_TAS
286 286 SC_TAS2509 20250721 ... SC_TAS
287 287 SC_TAS2510 20250721 ... SC_TAS
288 288 SC_TAS2511 20250721 ... SC_TAS
[289 rows x 13 columns]
2025-07-24 18:26:16,903 - future_1d - INFO - ak.get_shfe_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250721 4178.00 ... 4176.00 4198.00 A
1 a2511 20250721 4118.00 ... 4109.00 4117.00 A
2 a2601 20250721 4106.00 ... 4100.00 4108.00 A
3 a2603 20250721 4098.00 ... 4088.00 4097.00 A
4 a2605 20250721 4108.00 ... 4118.00 4132.00 A
5 a2607 20250721 4108.00 ... 4123.00 4122.00 A
6 b2508 20250721 3660.00 ... 3646.00 3641.00 B
7 b2509 20250721 3728.00 ... 3720.00 3711.00 B
8 b2510 20250721 3766.00 ... 3757.00 3752.00 B
9 b2511 20250721 3780.00 ... 3770.00 3757.00 B
10 b2512 20250721 3787.00 ... 3783.00 3766.00 B
11 b2601 20250721 3764.00 ... 3764.00 3756.00 B
12 b2602 20250721 3712.00 ... 3716.00 3700.00 B
13 b2603 20250721 3608.00 ... 3613.00 3602.00 B
14 b2604 20250721 3507.00 ... 3503.00 3492.00 B
15 b2605 20250721 3430.00 ... 3433.00 3419.00 B
16 b2606 20250721 3422.00 ... 3428.00 3410.00 B
17 b2607 20250721 3438.00 ... 3424.00 3417.00 B
18 bb2509 20250721 151.35 ... 155.95 152.30 BB
19 bb2511 20250721 151.40 ... 153.80 150.80 BB
20 bb2601 20250721 147.10 ... 147.60 146.45 BB
21 bb2603 20250721 0.00 ... 154.15 152.95 BB
22 bb2605 20250721 0.00 ... 154.15 152.95 BB
23 bb2607 20250721 0.00 ... 154.15 152.95 BB
24 bz2603 20250721 6165.00 ... 6219.00 6156.00 BZ
25 bz2604 20250721 6163.00 ... 6203.00 6139.00 BZ
26 bz2605 20250721 6167.00 ... 6209.00 6132.00 BZ
27 bz2606 20250721 6193.00 ... 6201.00 6130.00 BZ
28 c2509 20250721 2318.00 ... 2319.00 2305.00 C
29 c2511 20250721 2281.00 ... 2282.00 2273.00 C
30 c2601 20250721 2244.00 ... 2245.00 2240.00 C
31 c2603 20250721 2245.00 ... 2245.00 2242.00 C
32 c2605 20250721 2288.00 ... 2289.00 2281.00 C
33 c2607 20250721 2304.00 ... 2301.00 2294.00 C
34 cs2509 20250721 2658.00 ... 2668.00 2650.00 CS
35 cs2511 20250721 2608.00 ... 2621.00 2600.00 CS
36 cs2601 20250721 2618.00 ... 2635.00 2611.00 CS
37 cs2603 20250721 2614.00 ... 2619.00 2600.00 CS
38 cs2605 20250721 2659.00 ... 2662.00 2645.00 CS
39 cs2607 20250721 2656.00 ... 2662.00 2652.00 CS
40 eb2507 20250721 7539.00 ... 7387.00 7350.00 EB
41 eb2508 20250721 7378.00 ... 7451.00 7317.00 EB
42 eb2509 20250721 7288.00 ... 7371.00 7246.00 EB
43 eb2510 20250721 7210.00 ... 7305.00 7189.00 EB
44 eb2511 20250721 7147.00 ... 7237.00 7131.00 EB
45 eb2512 20250721 7122.00 ... 7197.00 7107.00 EB
46 eb2601 20250721 7127.00 ... 7199.00 7108.00 EB
47 eb2602 20250721 7158.00 ... 7242.00 7124.00 EB
48 eb2603 20250721 7168.00 ... 7245.00 7134.00 EB
49 eb2604 20250721 7233.00 ... 7242.00 7151.00 EB
50 eb2605 20250721 7182.00 ... 7236.00 7142.00 EB
51 eb2606 20250721 7180.00 ... 7226.00 7144.00 EB
52 eg2507 20250721 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250721 4345.00 ... 4358.00 4345.00 EG
54 eg2509 20250721 4390.00 ... 4404.00 4376.00 EG
55 eg2510 20250721 4380.00 ... 4405.00 4371.00 EG
56 eg2511 20250721 4386.00 ... 4408.00 4372.00 EG
57 eg2512 20250721 4389.00 ... 4404.00 4367.00 EG
58 eg2601 20250721 4362.00 ... 4395.00 4362.00 EG
59 eg2602 20250721 4406.00 ... 4399.00 4365.00 EG
60 eg2603 20250721 4384.00 ... 4402.00 4366.00 EG
61 eg2604 20250721 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250721 4403.00 ... 4426.00 4393.00 EG
63 eg2606 20250721 4440.00 ... 4440.00 4380.00 EG
64 fb2508 20250721 1367.00 ... 1369.00 1358.50 FB
65 fb2509 20250721 1280.50 ... 1289.50 1285.00 FB
66 fb2510 20250721 1299.50 ... 1309.00 1302.50 FB
67 fb2511 20250721 1311.50 ... 1312.00 1302.00 FB
68 fb2512 20250721 1317.50 ... 1313.00 1309.00 FB
69 fb2601 20250721 1302.50 ... 1305.50 1302.00 FB
70 fb2602 20250721 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250721 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250721 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250721 1277.00 ... 1302.50 1292.50 FB
74 fb2606 20250721 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250721 0.00 ... 1297.00 1297.00 FB
76 i2508 20250721 791.00 ... 806.50 794.00 I
77 i2509 20250721 786.50 ... 803.00 792.50 I
78 i2510 20250721 780.00 ... 797.00 784.50 I
79 i2511 20250721 771.50 ... 789.50 776.50 I
80 i2512 20250721 764.50 ... 782.50 769.50 I
81 i2601 20250721 755.00 ... 771.50 759.00 I
82 i2602 20250721 750.00 ... 767.00 755.50 I
83 i2603 20250721 745.50 ... 763.00 751.50 I
84 i2604 20250721 739.50 ... 757.00 745.50 I
85 i2605 20250721 731.00 ... 747.50 735.50 I
86 i2606 20250721 727.00 ... 743.00 730.50 I
87 i2607 20250721 721.50 ... 737.00 725.00 I
88 j2508 20250721 1536.00 ... 1567.00 1477.00 J
89 j2509 20250721 1530.00 ... 1572.00 1526.00 J
90 j2510 20250721 1536.00 ... 1593.50 1544.00 J
91 j2511 20250721 1550.00 ... 1612.00 1549.50 J
92 j2512 20250721 1598.00 ... 1638.50 1565.50 J
93 j2601 20250721 1569.50 ... 1623.00 1570.00 J
94 j2602 20250721 1619.50 ... 1642.00 1572.50 J
95 j2603 20250721 0.00 ... 1589.00 1589.00 J
96 j2604 20250721 0.00 ... 1652.50 1575.50 J
97 j2605 20250721 1621.00 ... 1671.00 1601.00 J
98 j2606 20250721 1640.00 ... 1664.00 1620.00 J
99 j2607 20250721 1646.00 ... 1662.50 1591.50 J
100 jd2507 20250721 3160.00 ... 3160.00 2982.00 JD
101 jd2508 20250721 3531.00 ... 3568.00 3513.00 JD
102 jd2509 20250721 3618.00 ... 3624.00 3613.00 JD
103 jd2510 20250721 3385.00 ... 3393.00 3373.00 JD
104 jd2511 20250721 3396.00 ... 3399.00 3387.00 JD
105 jd2512 20250721 3540.00 ... 3548.00 3543.00 JD
106 jd2601 20250721 3606.00 ... 3609.00 3606.00 JD
107 jd2602 20250721 3190.00 ... 3184.00 3175.00 JD
108 jd2603 20250721 3183.00 ... 3186.00 3179.00 JD
109 jd2604 20250721 3315.00 ... 3316.00 3311.00 JD
110 jd2605 20250721 3392.00 ... 3400.00 3394.00 JD
111 jd2606 20250721 3240.00 ... 3248.00 3254.00 JD
112 jm2508 20250721 871.50 ... 903.00 869.50 JM
113 jm2509 20250721 934.00 ... 971.00 932.50 JM
114 jm2510 20250721 940.00 ... 988.50 943.00 JM
115 jm2511 20250721 956.50 ... 1001.50 957.00 JM
116 jm2512 20250721 971.00 ... 1015.50 970.00 JM
117 jm2601 20250721 980.00 ... 1024.50 978.00 JM
118 jm2602 20250721 989.00 ... 1039.00 983.00 JM
119 jm2603 20250721 1000.50 ... 1037.00 987.00 JM
120 jm2604 20250721 1001.50 ... 1042.00 990.00 JM
121 jm2605 20250721 994.50 ... 1040.00 995.00 JM
122 jm2606 20250721 1008.00 ... 1052.50 1001.00 JM
123 jm2607 20250721 993.00 ... 1067.00 1020.50 JM
124 l2508 20250721 7203.00 ... 7258.00 7203.00 L
125 l2509 20250721 7225.00 ... 7276.00 7225.00 L
126 l2510 20250721 7235.00 ... 7295.00 7236.00 L
127 l2511 20250721 7241.00 ... 7294.00 7239.00 L
128 l2512 20250721 7253.00 ... 7305.00 7243.00 L
129 l2601 20250721 7255.00 ... 7309.00 7248.00 L
130 l2602 20250721 7252.00 ... 7289.00 7224.00 L
131 l2603 20250721 7271.00 ... 7287.00 7225.00 L
132 l2604 20250721 7269.00 ... 7306.00 7230.00 L
133 l2605 20250721 7237.00 ... 7285.00 7224.00 L
134 l2606 20250721 7249.00 ... 7268.00 7228.00 L
135 l2607 20250721 7270.00 ... 7293.00 7229.00 L
136 lg2507 20250721 815.00 ... 821.50 807.00 LG
137 lg2509 20250721 838.00 ... 842.00 834.00 LG
138 lg2511 20250721 835.50 ... 845.50 832.50 LG
139 lg2601 20250721 848.00 ... 857.50 841.50 LG
140 lg2603 20250721 836.50 ... 854.00 840.50 LG
141 lg2605 20250721 841.50 ... 861.50 849.50 LG
142 lh2507 20250721 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250721 14185.00 ... 14350.00 14115.00 LH
144 lh2511 20250721 13700.00 ... 13865.00 13610.00 LH
145 lh2601 20250721 14020.00 ... 14105.00 13805.00 LH
146 lh2603 20250721 13060.00 ... 13190.00 12990.00 LH
147 lh2605 20250721 13300.00 ... 13405.00 13195.00 LH
148 m2508 20250721 3040.00 ... 3039.00 3025.00 M
149 m2509 20250721 3060.00 ... 3059.00 3043.00 M
150 m2511 20250721 3098.00 ... 3097.00 3083.00 M
151 m2512 20250721 3103.00 ... 3108.00 3097.00 M
152 m2601 20250721 3080.00 ... 3081.00 3070.00 M
153 m2603 20250721 2921.00 ... 2926.00 2912.00 M
154 m2605 20250721 2744.00 ... 2748.00 2738.00 M
155 m2607 20250721 2740.00 ... 2739.00 2734.00 M
156 p2508 20250721 8938.00 ... 8942.00 8904.00 P
157 p2509 20250721 8976.00 ... 8958.00 8896.00 P
158 p2510 20250721 8944.00 ... 8938.00 8902.00 P
159 p2511 20250721 8924.00 ... 8934.00 8868.00 P
160 p2512 20250721 8926.00 ... 8946.00 8880.00 P
161 p2601 20250721 8950.00 ... 8922.00 8876.00 P
162 p2602 20250721 8870.00 ... 8890.00 8830.00 P
163 p2603 20250721 8866.00 ... 8792.00 8764.00 P
164 p2604 20250721 8696.00 ... 8700.00 8632.00 P
165 p2605 20250721 8616.00 ... 8620.00 8608.00 P
166 p2606 20250721 8594.00 ... 8542.00 8544.00 P
167 p2607 20250721 8586.00 ... 8498.00 8508.00 P
168 pg2507 20250721 4045.00 ... 4087.00 4048.00 PG
169 pg2508 20250721 4058.00 ... 4068.00 4062.00 PG
170 pg2509 20250721 3990.00 ... 4021.00 3988.00 PG
171 pg2510 20250721 4407.00 ... 4454.00 4402.00 PG
172 pg2511 20250721 4334.00 ... 4379.00 4322.00 PG
173 pg2512 20250721 4243.00 ... 4304.00 4251.00 PG
174 pg2601 20250721 4186.00 ... 4228.00 4178.00 PG
175 pg2602 20250721 4117.00 ... 4152.00 4101.00 PG
176 pg2603 20250721 4028.00 ... 4059.00 4019.00 PG
177 pg2604 20250721 4329.00 ... 4353.00 4315.00 PG
178 pg2605 20250721 4217.00 ... 4250.00 4212.00 PG
179 pg2606 20250721 4150.00 ... 4201.00 4153.00 PG
180 pp2508 20250721 7000.00 ... 7047.00 7000.00 PP
181 pp2509 20250721 7024.00 ... 7075.00 7022.00 PP
182 pp2510 20250721 7012.00 ... 7066.00 7015.00 PP
183 pp2511 20250721 7024.00 ... 7069.00 7018.00 PP
184 pp2512 20250721 7020.00 ... 7070.00 7023.00 PP
185 pp2601 20250721 7020.00 ... 7072.00 7021.00 PP
186 pp2602 20250721 7029.00 ... 7052.00 7021.00 PP
187 pp2603 20250721 7016.00 ... 7034.00 7009.00 PP
188 pp2604 20250721 7030.00 ... 7018.00 7014.00 PP
189 pp2605 20250721 7011.00 ... 7063.00 7020.00 PP
190 pp2606 20250721 7043.00 ... 7053.00 7001.00 PP
191 pp2607 20250721 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250721 3579.00 ... 3587.00 3579.00 RR
193 rr2509 20250721 3619.00 ... 3622.00 3618.00 RR
194 rr2510 20250721 3630.00 ... 3634.00 3630.00 RR
195 rr2511 20250721 3623.00 ... 3627.00 3621.00 RR
196 rr2512 20250721 3615.00 ... 3622.00 3614.00 RR
197 rr2601 20250721 3620.00 ... 3622.00 3618.00 RR
198 rr2602 20250721 3620.00 ... 3626.00 3621.00 RR
199 rr2603 20250721 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250721 3630.00 ... 3630.00 3626.00 RR
201 rr2605 20250721 3632.00 ... 3632.00 3628.00 RR
202 rr2606 20250721 3624.00 ... 3626.00 3620.00 RR
203 rr2607 20250721 3638.00 ... 3638.00 3618.00 RR
204 v2508 20250721 4915.00 ... 5030.00 4921.00 V
205 v2509 20250721 4956.00 ... 5073.00 4957.00 V
206 v2510 20250721 4977.00 ... 5109.00 4989.00 V
207 v2511 20250721 5009.00 ... 5133.00 5014.00 V
208 v2512 20250721 5039.00 ... 5147.00 5047.00 V
209 v2601 20250721 5074.00 ... 5193.00 5075.00 V
210 v2602 20250721 5109.00 ... 5225.00 5101.00 V
211 v2603 20250721 5120.00 ... 5228.00 5127.00 V
212 v2604 20250721 5290.00 ... 5381.00 5263.00 V
213 v2605 20250721 5264.00 ... 5390.00 5271.00 V
214 v2606 20250721 5320.00 ... 5419.00 5291.00 V
215 v2607 20250721 5350.00 ... 5411.00 5305.00 V
216 y2508 20250721 8146.00 ... 8132.00 8138.00 Y
217 y2509 20250721 8156.00 ... 8124.00 8130.00 Y
218 y2511 20250721 8168.00 ... 8124.00 8138.00 Y
219 y2512 20250721 8138.00 ... 8134.00 8154.00 Y
220 y2601 20250721 8130.00 ... 8082.00 8094.00 Y
221 y2603 20250721 7960.00 ... 7952.00 7950.00 Y
222 y2605 20250721 7748.00 ... 7710.00 7716.00 Y
223 y2607 20250721 7722.00 ... 7692.00 7714.00 Y
[224 rows x 12 columns]
2025-07-24 18:26:17,691 - future_1d - INFO - ak.get_dce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 IC2508 20250721 6077.400 ... 6110.600 6046.600 IC
1 IC2509 20250721 6036.000 ... 6059.800 5993.200 IC
2 IC2512 20250721 5890.000 ... 5932.400 5866.200 IC
3 IC2603 20250721 5804.600 ... 5817.400 5866.200 IC
4 IF2508 20250721 4070.000 ... 4075.200 4047.000 IF
5 IF2509 20250721 4055.200 ... 4064.400 4035.200 IF
6 IF2512 20250721 4019.800 ... 4031.600 3999.200 IF
7 IF2603 20250721 3998.000 ... 4002.200 3999.200 IF
8 IH2508 20250721 2772.000 ... 2771.600 2764.200 IH
9 IH2509 20250721 2775.000 ... 2771.800 2763.200 IH
10 IH2512 20250721 2775.000 ... 2774.600 2764.400 IH
11 IH2603 20250721 2770.200 ... 2776.200 2764.400 IH
12 IM2508 20250721 6502.000 ... 6545.200 6478.200 IM
13 IM2509 20250721 6440.000 ... 6472.600 6403.800 IM
14 IM2512 20250721 6245.000 ... 6288.400 6220.800 IM
15 IM2603 20250721 6121.000 ... 6128.400 6220.800 IM
16 T2509 20250721 108.695 ... 108.730 108.810 T
17 T2512 20250721 108.800 ... 108.775 108.865 T
18 T2603 20250721 108.695 ... 108.745 108.840 T
19 TF2509 20250721 105.980 ... 105.935 106.005 TF
20 TF2512 20250721 106.050 ... 106.005 106.060 TF
21 TF2603 20250721 106.120 ... 106.085 106.110 TF
22 TL2509 20250721 120.210 ... 119.930 120.530 TL
23 TL2512 20250721 120.100 ... 119.750 120.350 TL
24 TL2603 20250721 119.970 ... 119.550 120.130 TL
25 TS2509 20250721 102.408 ... 102.416 102.434 TS
26 TS2512 20250721 102.498 ... 102.490 102.500 TS
27 TS2603 20250721 102.580 ... 102.582 102.592 TS
[28 rows x 12 columns]
2025-07-24 18:26:17,959 - future_1d - INFO - ak.get_cffex_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 PS2508 20250721 45200.0 ... 45290.0 44670.0 PS
1 PS2509 20250721 45280.0 ... 45055.0 44175.0 PS
2 PS2510 20250721 44400.0 ... 44835.0 43905.0 PS
3 PS2511 20250721 44260.0 ... 44625.0 43535.0 PS
4 PS2512 20250721 45800.0 ... 46680.0 45790.0 PS
5 PS2601 20250721 46010.0 ... 46365.0 45550.0 PS
6 PS2602 20250721 45200.0 ... 46140.0 45270.0 PS
7 PS2603 20250721 45200.0 ... 46135.0 45325.0 PS
8 PS2604 20250721 45140.0 ... 46090.0 44790.0 PS
9 PS2605 20250721 45460.0 ... 46100.0 45200.0 PS
10 PS2606 20250721 46000.0 ... 47085.0 46070.0 PS
11 PS2607 20250721 46350.0 ... 46580.0 45585.0 PS
13 SI2508 20250721 8810.0 ... 9085.0 8840.0 SI
14 SI2509 20250721 8960.0 ... 9110.0 8820.0 SI
15 SI2510 20250721 8770.0 ... 9030.0 8805.0 SI
16 SI2511 20250721 8850.0 ... 8975.0 8730.0 SI
17 SI2512 20250721 9105.0 ... 9275.0 9035.0 SI
18 SI2601 20250721 8970.0 ... 9195.0 8970.0 SI
19 SI2602 20250721 9020.0 ... 9160.0 8970.0 SI
20 SI2603 20250721 9005.0 ... 9140.0 8955.0 SI
21 SI2604 20250721 9035.0 ... 9160.0 8950.0 SI
22 SI2605 20250721 8935.0 ... 9130.0 8910.0 SI
23 SI2606 20250721 9005.0 ... 9130.0 8885.0 SI
24 SI2607 20250721 9000.0 ... 9125.0 8875.0 SI
27 LC2508 20250721 70880.0 ... 70900.0 69620.0 LC
28 LC2509 20250721 71160.0 ... 70960.0 69520.0 LC
29 LC2510 20250721 70000.0 ... 70140.0 68800.0 LC
30 LC2511 20250721 69560.0 ... 69780.0 68360.0 LC
31 LC2512 20250721 69500.0 ... 69740.0 68380.0 LC
32 LC2601 20250721 69500.0 ... 69700.0 68240.0 LC
33 LC2602 20250721 68800.0 ... 69360.0 68120.0 LC
34 LC2603 20250721 69500.0 ... 69300.0 68100.0 LC
35 LC2604 20250721 69640.0 ... 69800.0 68440.0 LC
36 LC2605 20250721 70000.0 ... 69820.0 68440.0 LC
37 LC2606 20250721 69080.0 ... 69700.0 68300.0 LC
38 LC2607 20250721 68980.0 ... 69640.0 68300.0 LC
[36 rows x 12 columns]
2025-07-24 18:26:18,163 - future_1d - INFO - ak.get_gfex_daily('2025-07-21') done
2025-07-24 18:26:19,892 - future_1d - INFO - save future_daily 2025-07-21 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250722 7923.0 7949.0 ... 399068.97 7898.0 7929.0 AP
1 AP511 20250722 7708.0 7716.0 ... 3647.33 7679.0 7701.0 AP
2 AP512 20250722 7740.0 7740.0 ... 416.42 7711.0 7730.0 AP
3 AP601 20250722 7800.0 7828.0 ... 24526.77 7779.0 7801.0 AP
4 AP603 20250722 7671.0 7715.0 ... 99.90 7685.0 7709.0 AP
5 AP604 20250722 7736.0 7736.0 ... 38.59 7717.0 7736.0 AP
6 AP605 20250722 7763.0 7799.0 ... 155.45 7772.0 7784.0 AP
7 CF509 20250722 14155.0 14245.0 ... 1747501.36 14175.0 14210.0 CF
8 CF511 20250722 13920.0 14005.0 ... 124301.95 13950.0 13925.0 CF
9 CF601 20250722 13960.0 14065.0 ... 544153.14 14015.0 13980.0 CF
10 CF603 20250722 13930.0 14020.0 ... 2967.86 13965.0 13930.0 CF
11 CF605 20250722 13950.0 14020.0 ... 17206.21 13965.0 13930.0 CF
12 CF607 20250722 13945.0 14015.0 ... 125.76 13975.0 13960.0 CF
13 CJ509 20250722 9425.0 9530.0 ... 104223.67 9445.0 9410.0 CJ
14 CJ512 20250722 10220.0 10395.0 ... 8106.02 10280.0 10245.0 CJ
15 CJ601 20250722 10370.0 10565.0 ... 861140.07 10440.0 10410.0 CJ
16 CJ603 20250722 10450.0 10650.0 ... 12853.80 10530.0 10485.0 CJ
17 CJ605 20250722 10620.0 10755.0 ... 52851.14 10660.0 10620.0 CJ
18 CJ607 20250722 10710.0 10815.0 ... 831.22 10725.0 10735.0 CJ
19 CY508 20250722 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250722 20420.0 20465.0 ... 113142.60 20390.0 20450.0 CY
21 CY510 20250722 0.0 0.0 ... 0.00 20000.0 20060.0 CY
22 CY511 20250722 20190.0 20330.0 ... 50.42 20170.0 20165.0 CY
23 CY512 20250722 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250722 20225.0 20270.0 ... 192.31 20245.0 20245.0 CY
25 CY602 20250722 0.0 0.0 ... 0.00 20055.0 19980.0 CY
26 CY603 20250722 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250722 0.0 0.0 ... 0.00 20040.0 19955.0 CY
28 CY605 20250722 0.0 0.0 ... 0.00 20200.0 20190.0 CY
29 CY606 20250722 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250722 20690.0 20690.0 ... 30.94 20625.0 19970.0 CY
31 FG508 20250722 1189.0 1264.0 ... 12972.95 1205.0 1160.0 FG
32 FG509 20250722 1173.0 1249.0 ... 8888277.58 1203.0 1145.0 FG
33 FG510 20250722 1226.0 1314.0 ... 74088.12 1261.0 1205.0 FG
34 FG511 20250722 1212.0 1293.0 ... 87044.39 1246.0 1186.0 FG
35 FG512 20250722 1267.0 1361.0 ... 49607.77 1308.0 1248.0 FG
36 FG601 20250722 1255.0 1342.0 ... 2058448.00 1294.0 1231.0 FG
37 FG602 20250722 1291.0 1380.0 ... 2894.40 1339.0 1273.0 FG
38 FG603 20250722 1284.0 1376.0 ... 3656.34 1330.0 1264.0 FG
39 FG604 20250722 1318.0 1411.0 ... 2400.20 1368.0 1302.0 FG
40 FG605 20250722 1317.0 1406.0 ... 51536.63 1362.0 1295.0 FG
41 FG606 20250722 1342.0 1417.0 ... 2185.08 1376.0 1311.0 FG
42 FG607 20250722 1329.0 1410.0 ... 616.88 1365.0 1306.0 FG
43 JR509 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250722 2381.0 2427.0 ... 1555.15 2400.0 2373.0 MA
53 MA509 20250722 2408.0 2461.0 ... 2569551.05 2425.0 2399.0 MA
54 MA510 20250722 2437.0 2489.0 ... 64630.28 2454.0 2428.0 MA
55 MA511 20250722 2455.0 2509.0 ... 122039.70 2469.0 2445.0 MA
56 MA512 20250722 2471.0 2531.0 ... 71034.86 2486.0 2463.0 MA
57 MA601 20250722 2477.0 2542.0 ... 569632.51 2503.0 2468.0 MA
58 MA602 20250722 2463.0 2529.0 ... 592.52 2469.0 2459.0 MA
59 MA603 20250722 2451.0 2520.0 ... 597.17 2457.0 2451.0 MA
60 MA604 20250722 2446.0 2490.0 ... 68.96 2463.0 2426.0 MA
61 MA605 20250722 2405.0 2464.0 ... 10377.06 2428.0 2392.0 MA
62 MA606 20250722 2411.0 2472.0 ... 90.23 2439.0 2400.0 MA
63 MA607 20250722 2412.0 2462.0 ... 97.13 2428.0 2395.0 MA
64 OI509 20250722 9563.0 9586.0 ... 2843409.54 9517.0 9597.0 OI
65 OI511 20250722 9546.0 9567.0 ... 175111.36 9497.0 9576.0 OI
66 OI601 20250722 9509.0 9514.0 ... 487612.32 9445.0 9520.0 OI
67 OI603 20250722 9455.0 9457.0 ... 1425.80 9380.0 9462.0 OI
68 OI605 20250722 9375.0 9379.0 ... 5103.60 9313.0 9379.0 OI
69 OI607 20250722 9306.0 9306.0 ... 27.89 9297.0 9350.0 OI
70 PF508 20250722 6442.0 6484.0 ... 15016.07 6442.0 6442.0 PF
71 PF509 20250722 6426.0 6484.0 ... 458101.68 6430.0 6422.0 PF
72 PF510 20250722 6482.0 6546.0 ... 153195.72 6494.0 6468.0 PF
73 PF511 20250722 6486.0 6528.0 ... 56681.25 6486.0 6448.0 PF
74 PF512 20250722 6470.0 6504.0 ... 16552.47 6472.0 6432.0 PF
75 PF601 20250722 6474.0 6508.0 ... 6044.19 6478.0 6442.0 PF
76 PF602 20250722 6470.0 6514.0 ... 461.91 6506.0 6476.0 PF
77 PF603 20250722 6474.0 6474.0 ... 12.93 6468.0 6472.0 PF
78 PF604 20250722 6510.0 6510.0 ... 9.74 6494.0 6496.0 PF
79 PF605 20250722 6498.0 6524.0 ... 16.26 6502.0 6490.0 PF
80 PF606 20250722 6464.0 6464.0 ... 3.23 6464.0 6490.0 PF
81 PF607 20250722 6506.0 6506.0 ... 9.74 6496.0 6482.0 PF
82 PK510 20250722 8206.0 8206.0 ... 283424.58 8140.0 8208.0 PK
83 PK511 20250722 8042.0 8048.0 ... 105679.99 7998.0 8054.0 PK
84 PK512 20250722 8008.0 8010.0 ... 1723.95 7982.0 8020.0 PK
85 PK601 20250722 8022.0 8026.0 ... 13997.72 8000.0 8028.0 PK
86 PK603 20250722 8020.0 8030.0 ... 232.50 8018.0 8032.0 PK
87 PK604 20250722 8034.0 8042.0 ... 108.34 8026.0 8038.0 PK
88 PK605 20250722 8044.0 8060.0 ... 1618.58 8034.0 8038.0 PK
89 PL601 20250722 6550.0 6708.0 ... 579139.98 6597.0 6350.0 PL
90 PL602 20250722 6526.0 6757.0 ... 31528.99 6649.0 6350.0 PL
91 PL603 20250722 6500.0 6715.0 ... 9013.16 6618.0 6350.0 PL
92 PL604 20250722 6596.0 6633.0 ... 277.17 6599.0 6350.0 PL
93 PL605 20250722 6450.0 6660.0 ... 3502.50 6584.0 6350.0 PL
94 PL606 20250722 6654.0 6688.0 ... 159.06 6627.0 6350.0 PL
95 PL607 20250722 6637.0 6698.0 ... 199.07 6636.0 6350.0 PL
96 PM509 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250722 6014.0 6040.0 ... 5168.94 6004.0 6012.0 PR
103 PR509 20250722 5994.0 6012.0 ... 471749.56 5980.0 5976.0 PR
104 PR510 20250722 6000.0 6016.0 ... 219402.97 5988.0 5984.0 PR
105 PR511 20250722 6004.0 6004.0 ... 50642.72 5980.0 5966.0 PR
106 PR512 20250722 5960.0 5964.0 ... 35.72 5954.0 5956.0 PR
107 PR601 20250722 5972.0 5982.0 ... 955.59 5954.0 5932.0 PR
108 PR602 20250722 0.0 0.0 ... 0.00 5972.0 5966.0 PR
109 PR603 20250722 0.0 0.0 ... 0.00 5984.0 5974.0 PR
110 PR604 20250722 0.0 0.0 ... 0.00 5990.0 5958.0 PR
111 PR605 20250722 0.0 0.0 ... 0.00 5988.0 5964.0 PR
112 PR606 20250722 0.0 0.0 ... 0.00 5974.0 5946.0 PR
113 PR607 20250722 0.0 0.0 ... 0.00 5978.0 5926.0 PR
114 PX508 20250722 6984.0 6986.0 ... 452.66 6912.0 6956.0 PX
115 PX509 20250722 6862.0 6904.0 ... 700646.81 6852.0 6850.0 PX
116 PX510 20250722 6842.0 6884.0 ... 89026.02 6832.0 6830.0 PX
117 PX511 20250722 6802.0 6846.0 ... 146614.31 6792.0 6782.0 PX
118 PX512 20250722 6810.0 6828.0 ... 30397.80 6776.0 6760.0 PX
119 PX601 20250722 6774.0 6804.0 ... 96562.32 6758.0 6736.0 PX
120 PX602 20250722 6754.0 6770.0 ... 91.05 6744.0 6704.0 PX
121 PX603 20250722 0.0 0.0 ... 0.00 6754.0 6724.0 PX
122 PX604 20250722 6722.0 6722.0 ... 3.36 6722.0 6680.0 PX
123 PX605 20250722 6746.0 6750.0 ... 153.98 6696.0 6668.0 PX
124 PX606 20250722 0.0 0.0 ... 0.00 6724.0 6700.0 PX
125 PX607 20250722 6716.0 6716.0 ... 3.36 6716.0 6686.0 PX
126 RI509 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250722 2713.0 2740.0 ... 6163.90 2717.0 2715.0 RM
133 RM509 20250722 2725.0 2760.0 ... 1068574.34 2726.0 2727.0 RM
134 RM511 20250722 2558.0 2597.0 ... 15978.51 2564.0 2549.0 RM
135 RM601 20250722 2415.0 2461.0 ... 309572.60 2434.0 2407.0 RM
136 RM603 20250722 2387.0 2422.0 ... 20626.52 2401.0 2374.0 RM
137 RM605 20250722 2365.0 2389.0 ... 48038.70 2373.0 2365.0 RM
138 RM607 20250722 2364.0 2374.0 ... 3449.15 2364.0 2359.0 RM
139 RS508 20250722 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250722 5138.0 5188.0 ... 123.72 5155.0 5131.0 RS
141 RS511 20250722 5142.0 5280.0 ... 245.08 5214.0 5198.0 RS
142 RS607 20250722 0.0 0.0 ... 0.00 5180.0 5180.0 RS
143 SA508 20250722 1280.0 1370.0 ... 10494.28 1311.0 1268.0 SA
144 SA509 20250722 1296.0 1375.0 ... 8266906.47 1329.0 1273.0 SA
145 SA510 20250722 1313.0 1406.0 ... 338089.96 1339.0 1301.0 SA
146 SA511 20250722 1318.0 1409.0 ... 387175.93 1346.0 1304.0 SA
147 SA512 20250722 1352.0 1436.0 ... 176340.39 1385.0 1329.0 SA
148 SA601 20250722 1353.0 1434.0 ... 2913264.59 1393.0 1327.0 SA
149 SA602 20250722 1364.0 1450.0 ... 24885.08 1402.0 1342.0 SA
150 SA603 20250722 1365.0 1455.0 ... 13303.15 1408.0 1347.0 SA
151 SA604 20250722 1387.0 1473.0 ... 5344.33 1434.0 1363.0 SA
152 SA605 20250722 1396.0 1476.0 ... 116333.12 1434.0 1366.0 SA
153 SA606 20250722 1402.0 1488.0 ... 5647.52 1440.0 1377.0 SA
154 SA607 20250722 1401.0 1481.0 ... 2532.60 1441.0 1371.0 SA
155 SF508 20250722 5670.0 5890.0 ... 6546.37 5740.0 5642.0 SF
156 SF509 20250722 5696.0 5914.0 ... 898554.02 5780.0 5662.0 SF
157 SF510 20250722 5646.0 5882.0 ... 133424.26 5742.0 5628.0 SF
158 SF511 20250722 5814.0 6032.0 ... 224379.28 5898.0 5778.0 SF
159 SF512 20250722 5796.0 6002.0 ... 23413.10 5874.0 5742.0 SF
160 SF601 20250722 5786.0 5986.0 ... 62213.45 5856.0 5718.0 SF
161 SF602 20250722 5708.0 5920.0 ... 1771.35 5798.0 5656.0 SF
162 SF603 20250722 5858.0 6048.0 ... 660.12 5894.0 5790.0 SF
163 SF604 20250722 5824.0 6030.0 ... 192.56 5926.0 5758.0 SF
164 SF605 20250722 5820.0 6024.0 ... 1965.13 5876.0 5768.0 SF
165 SF606 20250722 5774.0 5964.0 ... 426.75 5806.0 5716.0 SF
166 SF607 20250722 5880.0 6008.0 ... 56.19 5916.0 5842.0 SF
167 SH508 20250722 2511.0 2643.0 ... 58904.50 2552.0 2518.0 SH
168 SH509 20250722 2565.0 2705.0 ... 6487657.88 2617.0 2557.0 SH
169 SH510 20250722 2588.0 2749.0 ... 498174.07 2648.0 2571.0 SH
170 SH511 20250722 2558.0 2724.0 ... 399831.10 2632.0 2545.0 SH
171 SH512 20250722 2573.0 2726.0 ... 107928.67 2646.0 2547.0 SH
172 SH601 20250722 2553.0 2716.0 ... 517328.85 2632.0 2538.0 SH
173 SH602 20250722 2583.0 2740.0 ... 4116.38 2654.0 2570.0 SH
174 SH603 20250722 2591.0 2742.0 ... 2568.46 2659.0 2562.0 SH
175 SH604 20250722 2639.0 2775.0 ... 913.03 2693.0 2593.0 SH
176 SH605 20250722 2629.0 2781.0 ... 15164.10 2699.0 2599.0 SH
177 SH606 20250722 2644.0 2775.0 ... 1880.43 2690.0 2627.0 SH
178 SH607 20250722 2664.0 2760.0 ... 555.29 2683.0 2621.0 SH
179 SM508 20250722 5936.0 6028.0 ... 3746.66 5952.0 5898.0 SM
180 SM509 20250722 5944.0 6036.0 ... 1223241.10 5960.0 5908.0 SM
181 SM510 20250722 5926.0 6018.0 ... 86172.73 5936.0 5886.0 SM
182 SM511 20250722 5986.0 6084.0 ... 157809.19 6014.0 5950.0 SM
183 SM512 20250722 5980.0 6092.0 ... 33016.14 6016.0 5948.0 SM
184 SM601 20250722 5994.0 6096.0 ... 233783.42 6018.0 5944.0 SM
185 SM602 20250722 5992.0 6094.0 ... 378.48 6008.0 5942.0 SM
186 SM603 20250722 5996.0 6096.0 ... 270.79 6018.0 5944.0 SM
187 SM604 20250722 6030.0 6116.0 ... 238.68 6042.0 5966.0 SM
188 SM605 20250722 5990.0 6138.0 ... 3139.85 6050.0 5960.0 SM
189 SM606 20250722 6050.0 6148.0 ... 215.32 6066.0 5964.0 SM
190 SM607 20250722 6068.0 6144.0 ... 60.56 6056.0 5862.0 SM
191 SR509 20250722 5828.0 5846.0 ... 943547.61 5825.0 5840.0 SR
192 SR511 20250722 5720.0 5742.0 ... 105565.30 5720.0 5734.0 SR
193 SR601 20250722 5657.0 5676.0 ... 159240.51 5655.0 5670.0 SR
194 SR603 20250722 5629.0 5640.0 ... 3792.53 5627.0 5636.0 SR
195 SR605 20250722 5612.0 5618.0 ... 11561.56 5604.0 5611.0 SR
196 SR607 20250722 5605.0 5610.0 ... 968.86 5600.0 5606.0 SR
197 TA508 20250722 4788.0 4798.0 ... 5298.19 4762.0 4784.0 TA
198 TA509 20250722 4780.0 4808.0 ... 2576809.75 4772.0 4776.0 TA
199 TA510 20250722 4780.0 4806.0 ... 84454.85 4774.0 4774.0 TA
200 TA511 20250722 4772.0 4800.0 ... 51827.90 4772.0 4760.0 TA
201 TA512 20250722 4766.0 4794.0 ... 20486.56 4768.0 4746.0 TA
202 TA601 20250722 4760.0 4790.0 ... 665329.87 4764.0 4740.0 TA
203 TA602 20250722 4778.0 4786.0 ... 104.96 4772.0 4742.0 TA
204 TA603 20250722 4776.0 4786.0 ... 228.46 4760.0 4740.0 TA
205 TA604 20250722 4764.0 4786.0 ... 73.82 4762.0 4748.0 TA
206 TA605 20250722 4768.0 4798.0 ... 15670.56 4772.0 4756.0 TA
207 TA606 20250722 4794.0 4802.0 ... 31.01 4772.0 4754.0 TA
208 TA607 20250722 4804.0 4804.0 ... 9.58 4788.0 4768.0 TA
209 UR508 20250722 1802.0 1816.0 ... 1412.96 1802.0 1795.0 UR
210 UR509 20250722 1820.0 1828.0 ... 1136220.64 1806.0 1807.0 UR
211 UR510 20250722 1803.0 1814.0 ... 29430.21 1791.0 1790.0 UR
212 UR511 20250722 1810.0 1826.0 ... 22805.61 1798.0 1792.0 UR
213 UR512 20250722 1790.0 1814.0 ... 671.93 1797.0 1784.0 UR
214 UR601 20250722 1792.0 1818.0 ... 248313.96 1787.0 1774.0 UR
215 UR602 20250722 1784.0 1810.0 ... 853.99 1787.0 1770.0 UR
216 UR603 20250722 1800.0 1826.0 ... 740.05 1805.0 1792.0 UR
217 UR604 20250722 1798.0 1822.0 ... 677.81 1803.0 1787.0 UR
218 UR605 20250722 1799.0 1822.0 ... 15854.85 1795.0 1778.0 UR
219 UR606 20250722 1785.0 1812.0 ... 440.94 1792.0 1774.0 UR
220 UR607 20250722 1789.0 1817.0 ... 220.02 1803.0 1788.0 UR
221 WH509 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-24 18:26:24,791 - future_1d - INFO - ak.get_czce_daily('2025-07-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250722 535.4 538.2 ... 130144.63 523.5 534.6 SC
1 SC2509 20250722 511.6 512.1 ... 7283026.86 506.6 515.3 SC
2 SC2510 20250722 505 505 ... 803311.41 499.6 507.3 SC
3 SC2511 20250722 495.8 499 ... 181485.26 495 500.7 SC
4 SC2512 20250722 493.5 494.3 ... 56025.3 491.4 496.9 SC
5 SC2601 20250722 490.2 492.3 ... 12890.68 488.2 493.5 SC
6 SC2602 20250722 486.9 488 ... 9124.84 485.3 490.5 SC
7 SC2603 20250722 485.4 485.4 ... 1354.83 483.8 487.8 SC
8 SC2604 20250722 481.3 481.3 ... 96.26 481.3 485 SC
9 SC2605 20250722 480.6 480.6 ... 48.06 480.6 486.3 SC
10 SC2606 20250722 478.6 482.9 ... 478.28 478.2 480.8 SC
11 SC2607 20250722 ... 0 475.5 475.5 SC
12 SC2609 20250722 472.4 472.4 ... 94.48 472.4 473.4 SC
13 SC2612 20250722 472.1 472.1 ... 469.74 469.7 477 SC
14 SC2703 20250722 ... 0 468.6 472.1 SC
15 SC2706 20250722 467.4 469.5 ... 93.69 468.4 470.6 SC
16 SC2709 20250722 462.8 462.8 ... 46.28 462.8 470.3 SC
17 SC2712 20250722 ... 0 467.2 467.2 SC
18 SC2803 20250722 ... 0 463.4 465.3 SC
19 SC2806 20250722 465.5 465.5 ... 415.66 461.8 467.1 SC
21 LU2508 20250722 3590 3590 ... 1347.177 3563 3596 LU
22 LU2509 20250722 3600 3606 ... 94679.137 3577 3613 LU
23 LU2510 20250722 3600 3604 ... 410372.53 3575 3610 LU
24 LU2511 20250722 3586 3589 ... 31645.862 3562 3596 LU
25 LU2512 20250722 3564 3564 ... 5036.418 3554 3575 LU
26 LU2601 20250722 3540 3544 ... 2176.23 3521 3550 LU
27 LU2602 20250722 3529 3529 ... 108.227 3491 3553 LU
28 LU2603 20250722 3512 3512 ... 344.532 3445 3546 LU
29 LU2604 20250722 3494 3494 ... 59.136 3478 3503 LU
30 LU2605 20250722 3475 3476 ... 45.053 3465 3496 LU
31 LU2606 20250722 3474 3474 ... 13.882 3470 3489 LU
32 LU2607 20250722 3464 3520 ... 65.722 3459 3485 LU
34 NR2508 20250722 12680 12990 ... 118794.905 12810 12710 NR
35 NR2509 20250722 12730 13030 ... 2261327.88 12845 12745 NR
36 NR2510 20250722 12710 13020 ... 506002.7 12830 12745 NR
37 NR2511 20250722 12695 13035 ... 46476.31 12835 12755 NR
38 NR2512 20250722 12825 13065 ... 15609.575 12885 12805 NR
39 NR2601 20250722 12775 13130 ... 50095.505 12930 12810 NR
40 NR2602 20250722 12900 13035 ... 1703.94 12905 12815 NR
41 NR2603 20250722 12885 12885 ... 12.885 12885 12845 NR
42 NR2604 20250722 ... 0 13010 12765 NR
43 NR2605 20250722 12950 13000 ... 155.335 12940 12865 NR
44 NR2606 20250722 12940 13020 ... 25.96 12980 12815 NR
45 NR2607 20250722 ... 0 12810 12520 NR
47 BC2508 20250722 70710 70950 ... 191530.42 70720 70350 BC
48 BC2509 20250722 70840 71040 ... 45155.055 70830 70450 BC
49 BC2510 20250722 70630 70920 ... 247.54 70720 70810 BC
50 BC2511 20250722 ... 0 69190 69190 BC
51 BC2512 20250722 ... 0 70400 70180 BC
52 BC2601 20250722 ... 0 69480 69480 BC
53 BC2602 20250722 ... 0 69410 69410 BC
54 BC2603 20250722 ... 0 69290 69290 BC
55 BC2604 20250722 ... 0 69430 69430 BC
56 BC2605 20250722 ... 0 69480 69480 BC
57 BC2606 20250722 ... 0 69340 69340 BC
58 BC2607 20250722 ... 0 68670 67820 BC
60 EC2508 20250722 2320 2322.8 ... 79675.3785 2276.1 2300.3 EC
61 EC2510 20250722 1610 1629.5 ... 526578.126 1579.9 1648.5 EC
62 EC2512 20250722 1750.1 1776 ... 63942.071 1728.6 1807 EC
63 EC2602 20250722 1483.6 1506 ... 8442.309 1469.5 1513.8 EC
64 EC2604 20250722 1333.3 1348.9 ... 12260.004 1323.9 1355.6 EC
65 EC2606 20250722 1444 1466.6 ... 1534.5225 1447.6 1467.1 EC
68 SC_TAS2509 20250722 ... SC_TAS
69 SC_TAS2510 20250722 ... SC_TAS
70 SC_TAS2511 20250722 ... SC_TAS
[65 rows x 12 columns]
2025-07-24 18:26:24,850 - future_1d - INFO - ak.get_ine_daily('2025-07-22') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250722 ... 79560 79230 CU
1 1 CU2509 20250722 ... 79650 79260 CU
2 2 CU2510 20250722 ... 79670 79390 CU
3 3 CU2511 20250722 ... 79650 79440 CU
4 4 CU2512 20250722 ... 79580 79200 CU
5 5 CU2601 20250722 ... 79510 79100 CU
6 6 CU2602 20250722 ... 79470 79140 CU
7 7 CU2603 20250722 ... 79450 79050 CU
8 8 CU2604 20250722 ... 79430 79080 CU
9 9 CU2605 20250722 ... 79410 79130 CU
10 10 CU2606 20250722 ... 79430 79180 CU
11 11 CU2607 20250722 ... 79460 79360 CU
12 12 BC2508 20250722 ... 70720 70350 BC
13 13 BC2509 20250722 ... 70830 70450 BC
14 14 BC2510 20250722 ... 70720 70810 BC
15 15 BC2511 20250722 ... 69190 69190 BC
16 16 BC2512 20250722 ... 70400 70180 BC
17 17 BC2601 20250722 ... 69480 69480 BC
18 18 BC2602 20250722 ... 69410 69410 BC
19 19 BC2603 20250722 ... 69290 69290 BC
20 20 BC2604 20250722 ... 69430 69430 BC
21 21 BC2605 20250722 ... 69480 69480 BC
22 22 BC2606 20250722 ... 69340 69340 BC
23 23 BC2607 20250722 ... 68670 67820 BC
24 24 AL2508 20250722 ... 20890 20780 AL
25 25 AL2509 20250722 ... 20860 20745 AL
26 26 AL2510 20250722 ... 20795 20695 AL
27 27 AL2511 20250722 ... 20700 20615 AL
28 28 AL2512 20250722 ... 20655 20555 AL
29 29 AL2601 20250722 ... 20620 20540 AL
30 30 AL2602 20250722 ... 20630 20560 AL
31 31 AL2603 20250722 ... 20630 20505 AL
32 32 AL2604 20250722 ... 20680 20545 AL
33 33 AL2605 20250722 ... 20645 20570 AL
34 34 AL2606 20250722 ... 20660 20520 AL
35 35 AL2607 20250722 ... 20670 20485 AL
36 36 ZN2508 20250722 ... 22825 22750 ZN
37 37 ZN2509 20250722 ... 22860 22785 ZN
38 38 ZN2510 20250722 ... 22855 22775 ZN
39 39 ZN2511 20250722 ... 22820 22730 ZN
40 40 ZN2512 20250722 ... 22780 22675 ZN
41 41 ZN2601 20250722 ... 22725 22585 ZN
42 42 ZN2602 20250722 ... 22680 22615 ZN
43 43 ZN2603 20250722 ... 22655 22590 ZN
44 44 ZN2604 20250722 ... 22665 22550 ZN
45 45 ZN2605 20250722 ... 22590 22565 ZN
46 46 ZN2606 20250722 ... 22625 22580 ZN
47 47 ZN2607 20250722 ... 22635 22565 ZN
48 48 PB2508 20250722 ... 16895 16935 PB
49 49 PB2509 20250722 ... 16925 16965 PB
50 50 PB2510 20250722 ... 16950 16985 PB
51 51 PB2511 20250722 ... 16955 17000 PB
52 52 PB2512 20250722 ... 17020 17030 PB
53 53 PB2601 20250722 ... 16985 17060 PB
54 54 PB2602 20250722 ... 16985 17065 PB
55 55 PB2603 20250722 ... 17055 17080 PB
56 56 PB2604 20250722 ... 17070 17110 PB
57 57 PB2605 20250722 ... 17100 17080 PB
58 58 PB2606 20250722 ... 17125 16980 PB
59 59 PB2607 20250722 ... 17105 17110 PB
60 60 NI2508 20250722 ... 123330 121690 NI
61 61 NI2509 20250722 ... 123440 121870 NI
62 62 NI2510 20250722 ... 123500 122090 NI
63 63 NI2511 20250722 ... 123750 122450 NI
64 64 NI2512 20250722 ... 123980 122400 NI
65 65 NI2601 20250722 ... 124240 122890 NI
66 66 NI2602 20250722 ... 124280 122900 NI
67 67 NI2603 20250722 ... 124580 123270 NI
68 68 NI2604 20250722 ... 125190 122810 NI
69 69 NI2605 20250722 ... 125030 123280 NI
70 70 NI2606 20250722 ... 125290 123570 NI
71 71 NI2607 20250722 ... 125480 123980 NI
72 72 SN2508 20250722 ... 267430 265570 SN
73 73 SN2509 20250722 ... 267630 265900 SN
74 74 SN2510 20250722 ... 267520 266240 SN
75 75 SN2511 20250722 ... 267240 266360 SN
76 76 SN2512 20250722 ... 267210 266690 SN
77 77 SN2601 20250722 ... 267520 266020 SN
78 78 SN2602 20250722 ... 268340 266770 SN
79 79 SN2603 20250722 ... 267930 266950 SN
80 80 SN2604 20250722 ... 268100 267120 SN
81 81 SN2605 20250722 ... 267770 263850 SN
82 82 SN2606 20250722 ... 268590 267180 SN
83 83 SN2607 20250722 ... 268090 265840 SN
84 84 AO2508 20250722 ... 3475 3343 AO
85 85 AO2509 20250722 ... 3452 3312 AO
86 86 AO2510 20250722 ... 3393 3266 AO
87 87 AO2511 20250722 ... 3371 3253 AO
88 88 AO2512 20250722 ... 3365 3243 AO
89 89 AO2601 20250722 ... 3358 3237 AO
90 90 AO2602 20250722 ... 3356 3208 AO
91 91 AO2603 20250722 ... 3322 3202 AO
92 92 AO2604 20250722 ... 3358 3194 AO
93 93 AO2605 20250722 ... 3315 3180 AO
94 94 AO2606 20250722 ... 3309 3166 AO
95 95 AO2607 20250722 ... 3287 3158 AO
96 96 AD2511 20250722 ... 20215 20100 AD
97 97 AD2512 20250722 ... 20185 20080 AD
98 98 AD2601 20250722 ... 20145 20050 AD
99 99 AD2602 20250722 ... 20075 19940 AD
100 100 AD2603 20250722 ... 19990 19960 AD
101 101 AD2604 20250722 ... 19935 19895 AD
102 102 AD2605 20250722 ... 20010 19880 AD
103 103 AD2606 20250722 ... 20020 19845 AD
104 104 AD2607 20250722 ... 19790 19550 AD
105 105 AU2508 20250722 ... 783.14 777.66 AU
106 106 AU2509 20250722 ... 784.52 778.46 AU
107 107 AU2510 20250722 ... 785.8 779.84 AU
108 108 AU2512 20250722 ... 787.66 781.96 AU
109 109 AU2602 20250722 ... 789.7 784.18 AU
110 110 AU2604 20250722 ... 791.76 786.8 AU
111 111 AU2606 20250722 ... 793.48 789.14 AU
112 112 AU2608 20250722 ... 795.88 791.16 AU
113 113 AG2508 20250722 ... 9355 9224 AG
114 114 AG2509 20250722 ... 9361 9237 AG
115 115 AG2510 20250722 ... 9383 9249 AG
116 116 AG2511 20250722 ... 9390 9261 AG
117 117 AG2512 20250722 ... 9398 9271 AG
118 118 AG2601 20250722 ... 9408 9285 AG
119 119 AG2602 20250722 ... 9420 9294 AG
120 120 AG2603 20250722 ... 9431 9305 AG
121 121 AG2604 20250722 ... 9441 9316 AG
122 122 AG2605 20250722 ... 9453 9328 AG
123 123 AG2606 20250722 ... 9463 9341 AG
124 124 AG2607 20250722 ... 9475 9354 AG
125 125 RB2508 20250722 ... 3185 3121 RB
126 126 RB2509 20250722 ... 3212 3152 RB
127 127 RB2510 20250722 ... 3264 3207 RB
128 128 RB2511 20250722 ... 3286 3229 RB
129 129 RB2512 20250722 ... 3309 3255 RB
130 130 RB2601 20250722 ... 3320 3260 RB
131 131 RB2602 20250722 ... 3304 3242 RB
132 132 RB2603 20250722 ... 3328 3259 RB
133 133 RB2604 20250722 ... 3315 3266 RB
134 134 RB2605 20250722 ... 3342 3271 RB
135 135 RB2606 20250722 ... 3352 3281 RB
136 136 RB2607 20250722 ... 3348 3298 RB
137 137 WR2508 20250722 ... 3212 3212 WR
138 138 WR2509 20250722 ... 3335 3335 WR
139 139 WR2510 20250722 ... 3588 3498 WR
140 140 WR2511 20250722 ... 3679 3481 WR
141 141 WR2512 20250722 ... 3570 3536 WR
142 142 WR2601 20250722 ... 3545 3513 WR
143 143 WR2602 20250722 ... 3607 3496 WR
144 144 WR2603 20250722 ... 3606 3462 WR
145 145 WR2604 20250722 ... 3556 3524 WR
146 146 WR2605 20250722 ... 3660 3594 WR
147 147 WR2606 20250722 ... 3704 3543 WR
148 148 WR2607 20250722 ... 3747 3640 WR
149 149 HC2508 20250722 ... 3417 3358 HC
150 150 HC2509 20250722 ... 3435 3393 HC
151 151 HC2510 20250722 ... 3431 3381 HC
152 152 HC2511 20250722 ... 3433 3387 HC
153 153 HC2512 20250722 ... 3442 3393 HC
154 154 HC2601 20250722 ... 3448 3396 HC
155 155 HC2602 20250722 ... 3445 3399 HC
156 156 HC2603 20250722 ... 3449 3403 HC
157 157 HC2604 20250722 ... 3458 3393 HC
158 158 HC2605 20250722 ... 3440 3396 HC
159 159 HC2606 20250722 ... 3445 3421 HC
160 160 HC2607 20250722 ... 3444 3411 HC
161 161 SS2508 20250722 ... 12895 12865 SS
162 162 SS2509 20250722 ... 12890 12870 SS
163 163 SS2510 20250722 ... 12925 12910 SS
164 164 SS2511 20250722 ... 12965 12920 SS
165 165 SS2512 20250722 ... 12985 12950 SS
166 166 SS2601 20250722 ... 13035 13015 SS
167 167 SS2602 20250722 ... 13095 13040 SS
168 168 SS2603 20250722 ... 13140 13090 SS
169 169 SS2604 20250722 ... 13155 13120 SS
170 170 SS2605 20250722 ... 13205 13170 SS
171 171 SS2606 20250722 ... 13220 13190 SS
172 172 SS2607 20250722 ... 13265 13240 SS
173 173 SC2508 20250722 ... 523.5 534.6 SC
174 174 SC2509 20250722 ... 506.6 515.3 SC
175 175 SC2510 20250722 ... 499.6 507.3 SC
176 176 SC2511 20250722 ... 495 500.7 SC
177 177 SC2512 20250722 ... 491.4 496.9 SC
178 178 SC2601 20250722 ... 488.2 493.5 SC
179 179 SC2602 20250722 ... 485.3 490.5 SC
180 180 SC2603 20250722 ... 483.8 487.8 SC
181 181 SC2604 20250722 ... 481.3 485 SC
182 182 SC2605 20250722 ... 480.6 486.3 SC
183 183 SC2606 20250722 ... 478.2 480.8 SC
184 184 SC2607 20250722 ... 475.5 475.5 SC
185 185 SC2609 20250722 ... 472.4 473.4 SC
186 186 SC2612 20250722 ... 469.7 477 SC
187 187 SC2703 20250722 ... 468.6 472.1 SC
188 188 SC2706 20250722 ... 468.4 470.6 SC
189 189 SC2709 20250722 ... 462.8 470.3 SC
190 190 SC2712 20250722 ... 467.2 467.2 SC
191 191 SC2803 20250722 ... 463.4 465.3 SC
192 192 SC2806 20250722 ... 461.8 467.1 SC
193 193 LU2508 20250722 ... 3563 3596 LU
194 194 LU2509 20250722 ... 3577 3613 LU
195 195 LU2510 20250722 ... 3575 3610 LU
196 196 LU2511 20250722 ... 3562 3596 LU
197 197 LU2512 20250722 ... 3554 3575 LU
198 198 LU2601 20250722 ... 3521 3550 LU
199 199 LU2602 20250722 ... 3491 3553 LU
200 200 LU2603 20250722 ... 3445 3546 LU
201 201 LU2604 20250722 ... 3478 3503 LU
202 202 LU2605 20250722 ... 3465 3496 LU
203 203 LU2606 20250722 ... 3470 3489 LU
204 204 LU2607 20250722 ... 3459 3485 LU
205 205 FU2508 20250722 ... 2863 2885 FU
206 206 FU2509 20250722 ... 2899 2921 FU
207 207 FU2510 20250722 ... 2911 2929 FU
208 208 FU2511 20250722 ... 2905 2921 FU
209 209 FU2512 20250722 ... 2885 2901 FU
210 210 FU2601 20250722 ... 2878 2889 FU
211 211 FU2602 20250722 ... 2869 2874 FU
212 212 FU2603 20250722 ... 2857 2862 FU
213 213 FU2604 20250722 ... 2843 2845 FU
214 214 FU2605 20250722 ... 2828 2827 FU
215 215 FU2606 20250722 ... 2827 2814 FU
216 216 FU2607 20250722 ... 2815 2804 FU
217 217 BU2508 20250722 ... 3644 3685 BU
218 218 BU2509 20250722 ... 3611 3661 BU
219 219 BU2510 20250722 ... 3565 3612 BU
220 220 BU2511 20250722 ... 3523 3560 BU
221 221 BU2512 20250722 ... 3458 3487 BU
222 222 BU2601 20250722 ... 3428 3449 BU
223 223 BU2602 20250722 ... 3392 3435 BU
224 224 BU2603 20250722 ... 3396 3429 BU
225 225 BU2604 20250722 ... 3389 3421 BU
226 226 BU2605 20250722 ... 3380 3419 BU
227 227 BU2606 20250722 ... 3380 3413 BU
228 228 BU2607 20250722 ... 3392 3464 BU
229 229 BU2609 20250722 ... 3369 3397 BU
230 230 BU2612 20250722 ... 3325 3347 BU
231 231 BU2703 20250722 ... 3326 3329 BU
232 232 BU2706 20250722 ... 3324 3342 BU
233 233 BR2508 20250722 ... 12020 11910 BR
234 234 BR2509 20250722 ... 12025 11895 BR
235 235 BR2510 20250722 ... 12005 11875 BR
236 236 BR2511 20250722 ... 12020 11900 BR
237 237 BR2512 20250722 ... 12030 11885 BR
238 238 BR2601 20250722 ... 12005 11880 BR
239 239 BR2602 20250722 ... 11975 11860 BR
240 240 BR2603 20250722 ... 12000 11865 BR
241 241 BR2604 20250722 ... 12005 11925 BR
242 242 BR2605 20250722 ... 11995 11925 BR
243 243 BR2606 20250722 ... 12010 11885 BR
244 244 BR2607 20250722 ... 11980 11900 BR
245 245 RU2508 20250722 ... 15020 14880 RU
246 246 RU2509 20250722 ... 15030 14900 RU
247 247 RU2510 20250722 ... 15010 14905 RU
248 248 RU2511 20250722 ... 15025 14895 RU
249 249 RU2601 20250722 ... 15800 15695 RU
250 250 RU2603 20250722 ... 15760 15695 RU
251 251 RU2604 20250722 ... 15805 15740 RU
252 252 RU2605 20250722 ... 15875 15800 RU
253 253 RU2606 20250722 ... 15875 15670 RU
254 254 RU2607 20250722 ... 15805 15805 RU
255 255 NR2508 20250722 ... 12810 12710 NR
256 256 NR2509 20250722 ... 12845 12745 NR
257 257 NR2510 20250722 ... 12830 12745 NR
258 258 NR2511 20250722 ... 12835 12755 NR
259 259 NR2512 20250722 ... 12885 12805 NR
260 260 NR2601 20250722 ... 12930 12810 NR
261 261 NR2602 20250722 ... 12905 12815 NR
262 262 NR2603 20250722 ... 12885 12845 NR
263 263 NR2604 20250722 ... 13010 12765 NR
264 264 NR2605 20250722 ... 12940 12865 NR
265 265 NR2606 20250722 ... 12980 12815 NR
266 266 NR2607 20250722 ... 12810 12520 NR
267 267 SP2508 20250722 ... 5314 5302 SP
268 268 SP2509 20250722 ... 5342 5328 SP
269 269 SP2510 20250722 ... 5308 5304 SP
270 270 SP2511 20250722 ... 5308 5294 SP
271 271 SP2512 20250722 ... 5258 5250 SP
272 272 SP2601 20250722 ... 5484 5470 SP
273 273 SP2602 20250722 ... 5420 5418 SP
274 274 SP2603 20250722 ... 5424 5422 SP
275 275 SP2604 20250722 ... 5400 5396 SP
276 276 SP2605 20250722 ... 5418 5416 SP
277 277 SP2606 20250722 ... 5418 5422 SP
278 278 SP2607 20250722 ... 5414 5410 SP
279 279 EC2508 20250722 ... 2276.1 2300.3 EC
280 280 EC2510 20250722 ... 1579.9 1648.5 EC
281 281 EC2512 20250722 ... 1728.6 1807 EC
282 282 EC2602 20250722 ... 1469.5 1513.8 EC
283 283 EC2604 20250722 ... 1323.9 1355.6 EC
284 284 EC2606 20250722 ... 1447.6 1467.1 EC
285 285 SC_TAS2509 20250722 ... SC_TAS
286 286 SC_TAS2510 20250722 ... SC_TAS
287 287 SC_TAS2511 20250722 ... SC_TAS
[288 rows x 13 columns]
2025-07-24 18:26:24,951 - future_1d - INFO - ak.get_shfe_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250722 4204.00 ... 4213.00 4176.00 A
1 a2511 20250722 4124.00 ... 4132.00 4109.00 A
2 a2601 20250722 4114.00 ... 4122.00 4100.00 A
3 a2603 20250722 4106.00 ... 4110.00 4088.00 A
4 a2605 20250722 4143.00 ... 4144.00 4118.00 A
5 a2607 20250722 4148.00 ... 4142.00 4123.00 A
6 b2508 20250722 3636.00 ... 3634.00 3646.00 B
7 b2509 20250722 3718.00 ... 3717.00 3720.00 B
8 b2510 20250722 3771.00 ... 3762.00 3757.00 B
9 b2511 20250722 3776.00 ... 3775.00 3770.00 B
10 b2512 20250722 3787.00 ... 3782.00 3783.00 B
11 b2601 20250722 3763.00 ... 3762.00 3764.00 B
12 b2602 20250722 3714.00 ... 3721.00 3716.00 B
13 b2603 20250722 3619.00 ... 3614.00 3613.00 B
14 b2604 20250722 3495.00 ... 3507.00 3503.00 B
15 b2605 20250722 3435.00 ... 3431.00 3433.00 B
16 b2606 20250722 3426.00 ... 3426.00 3428.00 B
17 b2607 20250722 3428.00 ... 3425.00 3424.00 B
18 bb2509 20250722 155.80 ... 156.15 155.95 BB
19 bb2511 20250722 153.70 ... 153.70 153.80 BB
20 bb2601 20250722 147.25 ... 147.90 147.60 BB
21 bb2603 20250722 0.00 ... 154.45 154.15 BB
22 bb2605 20250722 0.00 ... 154.45 154.15 BB
23 bb2607 20250722 0.00 ... 154.45 154.15 BB
24 bz2603 20250722 6259.00 ... 6238.00 6219.00 BZ
25 bz2604 20250722 6247.00 ... 6224.00 6203.00 BZ
26 bz2605 20250722 6247.00 ... 6228.00 6209.00 BZ
27 bz2606 20250722 6220.00 ... 6219.00 6201.00 BZ
28 c2509 20250722 2320.00 ... 2325.00 2319.00 C
29 c2511 20250722 2283.00 ... 2280.00 2282.00 C
30 c2601 20250722 2250.00 ... 2250.00 2245.00 C
31 c2603 20250722 2251.00 ... 2250.00 2245.00 C
32 c2605 20250722 2294.00 ... 2290.00 2289.00 C
33 c2607 20250722 2301.00 ... 2300.00 2301.00 C
34 cs2509 20250722 2664.00 ... 2672.00 2668.00 CS
35 cs2511 20250722 2622.00 ... 2621.00 2621.00 CS
36 cs2601 20250722 2635.00 ... 2634.00 2635.00 CS
37 cs2603 20250722 2630.00 ... 2619.00 2619.00 CS
38 cs2605 20250722 2670.00 ... 2663.00 2662.00 CS
39 cs2607 20250722 2664.00 ... 2665.00 2662.00 CS
40 eb2507 20250722 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250722 7513.00 ... 7471.00 7451.00 EB
42 eb2509 20250722 7401.00 ... 7429.00 7371.00 EB
43 eb2510 20250722 7376.00 ... 7377.00 7305.00 EB
44 eb2511 20250722 7291.00 ... 7318.00 7237.00 EB
45 eb2512 20250722 7262.00 ... 7287.00 7197.00 EB
46 eb2601 20250722 7271.00 ... 7285.00 7199.00 EB
47 eb2602 20250722 7282.00 ... 7292.00 7242.00 EB
48 eb2603 20250722 7302.00 ... 7326.00 7245.00 EB
49 eb2604 20250722 7289.00 ... 7310.00 7242.00 EB
50 eb2605 20250722 7335.00 ... 7337.00 7236.00 EB
51 eb2606 20250722 7295.00 ... 7293.00 7226.00 EB
52 eg2507 20250722 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250722 4358.00 ... 4398.00 4358.00 EG
54 eg2509 20250722 4417.00 ... 4430.00 4404.00 EG
55 eg2510 20250722 4411.00 ... 4420.00 4405.00 EG
56 eg2511 20250722 4433.00 ... 4424.00 4408.00 EG
57 eg2512 20250722 4425.00 ... 4421.00 4404.00 EG
58 eg2601 20250722 4406.00 ... 4429.00 4395.00 EG
59 eg2602 20250722 4422.00 ... 4438.00 4399.00 EG
60 eg2603 20250722 4436.00 ... 4436.00 4402.00 EG
61 eg2604 20250722 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250722 4465.00 ... 4465.00 4426.00 EG
63 eg2606 20250722 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250722 0.00 ... 1375.50 1369.00 FB
65 fb2509 20250722 1293.50 ... 1285.50 1289.50 FB
66 fb2510 20250722 1307.00 ... 1310.50 1309.00 FB
67 fb2511 20250722 1308.50 ... 1311.50 1312.00 FB
68 fb2512 20250722 1313.00 ... 1314.50 1313.00 FB
69 fb2601 20250722 1312.50 ... 1317.00 1305.50 FB
70 fb2602 20250722 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250722 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250722 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250722 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250722 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250722 1265.00 ... 1295.00 1297.00 FB
76 i2508 20250722 811.50 ... 821.00 806.50 I
77 i2509 20250722 809.00 ... 817.00 803.00 I
78 i2510 20250722 800.50 ... 812.50 797.00 I
79 i2511 20250722 793.00 ... 807.00 789.50 I
80 i2512 20250722 787.00 ... 800.00 782.50 I
81 i2601 20250722 778.00 ... 787.50 771.50 I
82 i2602 20250722 771.50 ... 786.00 767.00 I
83 i2603 20250722 767.50 ... 782.50 763.00 I
84 i2604 20250722 762.50 ... 777.00 757.00 I
85 i2605 20250722 756.00 ... 766.50 747.50 I
86 i2606 20250722 750.00 ... 760.00 743.00 I
87 i2607 20250722 744.00 ... 754.50 737.00 I
88 j2508 20250722 1590.50 ... 1600.00 1567.00 J
89 j2509 20250722 1599.50 ... 1644.50 1572.00 J
90 j2510 20250722 1620.00 ... 1661.50 1593.50 J
91 j2511 20250722 1633.00 ... 1721.50 1612.00 J
92 j2512 20250722 1648.00 ... 1714.00 1638.50 J
93 j2601 20250722 1649.50 ... 1699.00 1623.00 J
94 j2602 20250722 1672.00 ... 1724.50 1642.00 J
95 j2603 20250722 1676.50 ... 1676.50 1589.00 J
96 j2604 20250722 1685.00 ... 1705.50 1652.50 J
97 j2605 20250722 1698.50 ... 1746.00 1671.00 J
98 j2606 20250722 1715.00 ... 1732.50 1664.00 J
99 j2607 20250722 0.00 ... 1730.50 1662.50 J
100 jd2507 20250722 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250722 3595.00 ... 3576.00 3568.00 JD
102 jd2509 20250722 3635.00 ... 3624.00 3624.00 JD
103 jd2510 20250722 3414.00 ... 3397.00 3393.00 JD
104 jd2511 20250722 3401.00 ... 3404.00 3399.00 JD
105 jd2512 20250722 3558.00 ... 3550.00 3548.00 JD
106 jd2601 20250722 3620.00 ... 3615.00 3609.00 JD
107 jd2602 20250722 3190.00 ... 3188.00 3184.00 JD
108 jd2603 20250722 3192.00 ... 3190.00 3186.00 JD
109 jd2604 20250722 3330.00 ... 3324.00 3316.00 JD
110 jd2605 20250722 3408.00 ... 3407.00 3400.00 JD
111 jd2606 20250722 3260.00 ... 3256.00 3248.00 JD
112 jm2508 20250722 923.00 ... 948.00 903.00 JM
113 jm2509 20250722 1006.00 ... 1023.00 971.00 JM
114 jm2510 20250722 1018.00 ... 1048.00 988.50 JM
115 jm2511 20250722 1038.50 ... 1072.50 1001.50 JM
116 jm2512 20250722 1053.00 ... 1089.50 1015.50 JM
117 jm2601 20250722 1060.00 ... 1102.50 1024.50 JM
118 jm2602 20250722 1065.00 ... 1117.50 1039.00 JM
119 jm2603 20250722 1077.00 ... 1121.00 1037.00 JM
120 jm2604 20250722 1077.50 ... 1125.50 1042.00 JM
121 jm2605 20250722 1089.00 ... 1134.50 1040.00 JM
122 jm2606 20250722 1100.00 ... 1148.00 1052.50 JM
123 jm2607 20250722 1101.00 ... 1148.00 1067.00 JM
124 l2508 20250722 7282.00 ... 7269.00 7258.00 L
125 l2509 20250722 7287.00 ... 7306.00 7276.00 L
126 l2510 20250722 7311.00 ... 7331.00 7295.00 L
127 l2511 20250722 7319.00 ... 7355.00 7294.00 L
128 l2512 20250722 7330.00 ... 7373.00 7305.00 L
129 l2601 20250722 7325.00 ... 7354.00 7309.00 L
130 l2602 20250722 7324.00 ... 7331.00 7289.00 L
131 l2603 20250722 7321.00 ... 7328.00 7287.00 L
132 l2604 20250722 7343.00 ... 7354.00 7306.00 L
133 l2605 20250722 7318.00 ... 7341.00 7285.00 L
134 l2606 20250722 7332.00 ... 7333.00 7268.00 L
135 l2607 20250722 7323.00 ... 7323.00 7293.00 L
136 lg2507 20250722 825.00 ... 823.00 821.50 LG
137 lg2509 20250722 843.50 ... 840.50 842.00 LG
138 lg2511 20250722 850.50 ... 845.00 845.50 LG
139 lg2601 20250722 865.50 ... 856.50 857.50 LG
140 lg2603 20250722 855.00 ... 856.50 854.00 LG
141 lg2605 20250722 870.00 ... 861.50 861.50 LG
142 lh2507 20250722 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250722 14360.00 ... 14350.00 14350.00 LH
144 lh2511 20250722 13890.00 ... 13915.00 13865.00 LH
145 lh2601 20250722 14150.00 ... 14220.00 14105.00 LH
146 lh2603 20250722 13245.00 ... 13260.00 13190.00 LH
147 lh2605 20250722 13450.00 ... 13530.00 13405.00 LH
148 m2508 20250722 3043.00 ... 3062.00 3039.00 M
149 m2509 20250722 3071.00 ... 3076.00 3059.00 M
150 m2511 20250722 3103.00 ... 3111.00 3097.00 M
151 m2512 20250722 3118.00 ... 3126.00 3108.00 M
152 m2601 20250722 3087.00 ... 3098.00 3081.00 M
153 m2603 20250722 2939.00 ... 2939.00 2926.00 M
154 m2605 20250722 2752.00 ... 2756.00 2748.00 M
155 m2607 20250722 2742.00 ... 2742.00 2739.00 M
156 p2508 20250722 8892.00 ... 8882.00 8942.00 P
157 p2509 20250722 8882.00 ... 8928.00 8958.00 P
158 p2510 20250722 8878.00 ... 8920.00 8938.00 P
159 p2511 20250722 8858.00 ... 8900.00 8934.00 P
160 p2512 20250722 8854.00 ... 8886.00 8946.00 P
161 p2601 20250722 8838.00 ... 8888.00 8922.00 P
162 p2602 20250722 8850.00 ... 8852.00 8890.00 P
163 p2603 20250722 8744.00 ... 8756.00 8792.00 P
164 p2604 20250722 0.00 ... 8700.00 8700.00 P
165 p2605 20250722 8562.00 ... 8586.00 8620.00 P
166 p2606 20250722 8538.00 ... 8530.00 8542.00 P
167 p2607 20250722 8464.00 ... 8512.00 8498.00 P
168 pg2507 20250722 4061.00 ... 4019.00 4087.00 PG
169 pg2508 20250722 4094.00 ... 4032.00 4068.00 PG
170 pg2509 20250722 4029.00 ... 3981.00 4021.00 PG
171 pg2510 20250722 4456.00 ... 4407.00 4454.00 PG
172 pg2511 20250722 4392.00 ... 4340.00 4379.00 PG
173 pg2512 20250722 4320.00 ... 4272.00 4304.00 PG
174 pg2601 20250722 4244.00 ... 4204.00 4228.00 PG
175 pg2602 20250722 4145.00 ... 4114.00 4152.00 PG
176 pg2603 20250722 4083.00 ... 4039.00 4059.00 PG
177 pg2604 20250722 4353.00 ... 4339.00 4353.00 PG
178 pg2605 20250722 4289.00 ... 4233.00 4250.00 PG
179 pg2606 20250722 4220.00 ... 4163.00 4201.00 PG
180 pp2508 20250722 7094.00 ... 7086.00 7047.00 PP
181 pp2509 20250722 7091.00 ... 7114.00 7075.00 PP
182 pp2510 20250722 7074.00 ... 7115.00 7066.00 PP
183 pp2511 20250722 7076.00 ... 7115.00 7069.00 PP
184 pp2512 20250722 7088.00 ... 7123.00 7070.00 PP
185 pp2601 20250722 7092.00 ... 7116.00 7072.00 PP
186 pp2602 20250722 7088.00 ... 7110.00 7052.00 PP
187 pp2603 20250722 7084.00 ... 7098.00 7034.00 PP
188 pp2604 20250722 7097.00 ... 7097.00 7018.00 PP
189 pp2605 20250722 7078.00 ... 7109.00 7063.00 PP
190 pp2606 20250722 7070.00 ... 7100.00 7053.00 PP
191 pp2607 20250722 7173.00 ... 7173.00 7032.00 PP
192 rr2508 20250722 3595.00 ... 3593.00 3587.00 RR
193 rr2509 20250722 3610.00 ... 3603.00 3622.00 RR
194 rr2510 20250722 3640.00 ... 3625.00 3634.00 RR
195 rr2511 20250722 3625.00 ... 3616.00 3627.00 RR
196 rr2512 20250722 3621.00 ... 3618.00 3622.00 RR
197 rr2601 20250722 3626.00 ... 3616.00 3622.00 RR
198 rr2602 20250722 3626.00 ... 3622.00 3626.00 RR
199 rr2603 20250722 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250722 0.00 ... 3630.00 3630.00 RR
201 rr2605 20250722 3625.00 ... 3625.00 3632.00 RR
202 rr2606 20250722 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250722 3637.00 ... 3617.00 3638.00 RR
204 v2508 20250722 5056.00 ... 5145.00 5030.00 V
205 v2509 20250722 5123.00 ... 5186.00 5073.00 V
206 v2510 20250722 5150.00 ... 5217.00 5109.00 V
207 v2511 20250722 5179.00 ... 5247.00 5133.00 V
208 v2512 20250722 5201.00 ... 5280.00 5147.00 V
209 v2601 20250722 5230.00 ... 5305.00 5193.00 V
210 v2602 20250722 5272.00 ... 5328.00 5225.00 V
211 v2603 20250722 5290.00 ... 5330.00 5228.00 V
212 v2604 20250722 5439.00 ... 5471.00 5381.00 V
213 v2605 20250722 5423.00 ... 5502.00 5390.00 V
214 v2606 20250722 5453.00 ... 5508.00 5419.00 V
215 v2607 20250722 5488.00 ... 5507.00 5411.00 V
216 y2508 20250722 8104.00 ... 8052.00 8132.00 Y
217 y2509 20250722 8086.00 ... 8072.00 8124.00 Y
218 y2511 20250722 8106.00 ... 8084.00 8124.00 Y
219 y2512 20250722 8104.00 ... 8084.00 8134.00 Y
220 y2601 20250722 8038.00 ... 8022.00 8082.00 Y
221 y2603 20250722 7896.00 ... 7902.00 7952.00 Y
222 y2605 20250722 7680.00 ... 7674.00 7710.00 Y
223 y2607 20250722 7672.00 ... 7670.00 7692.00 Y
[224 rows x 12 columns]
2025-07-24 18:26:25,605 - future_1d - INFO - ak.get_dce_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 IC2508 20250722 6116.600 ... 6161.200 6110.600 IC
1 IC2509 20250722 6064.000 ... 6111.800 6059.800 IC
2 IC2512 20250722 5933.200 ... 5984.600 5932.400 IC
3 IC2603 20250722 5816.400 ... 5870.000 5817.400 IC
4 IF2508 20250722 4079.000 ... 4105.400 4075.200 IF
5 IF2509 20250722 4067.000 ... 4096.600 4064.400 IF
6 IF2512 20250722 4036.000 ... 4063.600 4031.600 IF
7 IF2603 20250722 4008.400 ... 4033.200 4002.200 IF
8 IH2508 20250722 2772.800 ... 2788.800 2771.600 IH
9 IH2509 20250722 2772.000 ... 2789.400 2771.800 IH
10 IH2512 20250722 2775.200 ... 2791.600 2774.600 IH
11 IH2603 20250722 2778.800 ... 2793.400 2776.200 IH
12 IM2508 20250722 6530.000 ... 6568.000 6545.200 IM
13 IM2509 20250722 6463.200 ... 6495.800 6472.600 IM
14 IM2512 20250722 6278.200 ... 6311.400 6288.400 IM
15 IM2603 20250722 6119.800 ... 6150.400 6128.400 IM
16 T2509 20250722 108.760 ... 108.635 108.730 T
17 T2512 20250722 108.790 ... 108.700 108.775 T
18 T2603 20250722 108.760 ... 108.665 108.745 T
19 TF2509 20250722 105.950 ... 105.885 105.935 TF
20 TF2512 20250722 106.055 ... 105.965 106.005 TF
21 TF2603 20250722 106.105 ... 106.030 106.085 TF
22 TL2509 20250722 120.000 ... 119.520 119.930 TL
23 TL2512 20250722 119.840 ... 119.330 119.750 TL
24 TL2603 20250722 119.650 ... 119.150 119.550 TL
25 TS2509 20250722 102.420 ... 102.414 102.416 TS
26 TS2512 20250722 102.494 ... 102.490 102.490 TS
27 TS2603 20250722 102.600 ... 102.584 102.582 TS
[28 rows x 12 columns]
2025-07-24 18:26:25,904 - future_1d - INFO - ak.get_cffex_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 PS2508 20250722 46755.0 ... 47655.0 45290.0 PS
1 PS2509 20250722 45880.0 ... 47470.0 45055.0 PS
2 PS2510 20250722 45745.0 ... 47315.0 44835.0 PS
3 PS2511 20250722 45720.0 ... 47220.0 44625.0 PS
4 PS2512 20250722 47650.0 ... 49395.0 46680.0 PS
5 PS2601 20250722 47245.0 ... 48930.0 46365.0 PS
6 PS2602 20250722 47360.0 ... 48595.0 46140.0 PS
7 PS2603 20250722 47350.0 ... 48685.0 46135.0 PS
8 PS2604 20250722 47305.0 ... 48800.0 46090.0 PS
9 PS2605 20250722 47000.0 ... 48615.0 46100.0 PS
10 PS2606 20250722 47800.0 ... 49520.0 47085.0 PS
11 PS2607 20250722 47670.0 ... 49445.0 46580.0 PS
13 SI2508 20250722 9295.0 ... 9425.0 9085.0 SI
14 SI2509 20250722 9345.0 ... 9470.0 9110.0 SI
15 SI2510 20250722 9390.0 ... 9405.0 9030.0 SI
16 SI2511 20250722 9230.0 ... 9340.0 8975.0 SI
17 SI2512 20250722 9400.0 ... 9605.0 9275.0 SI
18 SI2601 20250722 9325.0 ... 9550.0 9195.0 SI
19 SI2602 20250722 9300.0 ... 9510.0 9160.0 SI
20 SI2603 20250722 9280.0 ... 9490.0 9140.0 SI
21 SI2604 20250722 9280.0 ... 9485.0 9160.0 SI
22 SI2605 20250722 9230.0 ... 9470.0 9130.0 SI
23 SI2606 20250722 9270.0 ... 9450.0 9130.0 SI
24 SI2607 20250722 9345.0 ... 9490.0 9125.0 SI
27 LC2508 20250722 71720.0 ... 71900.0 70900.0 LC
28 LC2509 20250722 71900.0 ... 72320.0 70960.0 LC
29 LC2510 20250722 71020.0 ... 71600.0 70140.0 LC
30 LC2511 20250722 70500.0 ... 71260.0 69780.0 LC
31 LC2512 20250722 70420.0 ... 71260.0 69740.0 LC
32 LC2601 20250722 70240.0 ... 71100.0 69700.0 LC
33 LC2602 20250722 69820.0 ... 70800.0 69360.0 LC
34 LC2603 20250722 70000.0 ... 70540.0 69300.0 LC
35 LC2604 20250722 70300.0 ... 70760.0 69800.0 LC
36 LC2605 20250722 70300.0 ... 70780.0 69820.0 LC
37 LC2606 20250722 70140.0 ... 70600.0 69700.0 LC
38 LC2607 20250722 70300.0 ... 70520.0 69640.0 LC
[36 rows x 12 columns]
2025-07-24 18:26:26,105 - future_1d - INFO - ak.get_gfex_daily('2025-07-22') done
2025-07-24 18:26:27,827 - future_1d - INFO - save future_daily 2025-07-22 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250723 7929.0 7988.0 ... 368792.29 7949.0 7898.0 AP
1 AP511 20250723 7687.0 7735.0 ... 3933.65 7698.0 7679.0 AP
2 AP512 20250723 7739.0 7759.0 ... 154.95 7748.0 7711.0 AP
3 AP601 20250723 7808.0 7846.0 ... 21258.46 7821.0 7779.0 AP
4 AP603 20250723 7734.0 7756.0 ... 417.96 7740.0 7685.0 AP
5 AP604 20250723 7756.0 7769.0 ... 93.09 7758.0 7717.0 AP
6 AP605 20250723 7799.0 7800.0 ... 288.45 7796.0 7772.0 AP
7 CF509 20250723 14250.0 14295.0 ... 1465002.82 14220.0 14175.0 CF
8 CF511 20250723 13970.0 14075.0 ... 116645.97 14010.0 13950.0 CF
9 CF601 20250723 14040.0 14150.0 ... 658454.35 14080.0 14015.0 CF
10 CF603 20250723 14025.0 14105.0 ... 4028.31 14035.0 13965.0 CF
11 CF605 20250723 14015.0 14110.0 ... 29618.59 14025.0 13965.0 CF
12 CF607 20250723 14020.0 14100.0 ... 126.44 14050.0 13975.0 CF
13 CJ509 20250723 9520.0 9640.0 ... 111958.01 9545.0 9445.0 CJ
14 CJ512 20250723 10375.0 10510.0 ... 9166.66 10415.0 10280.0 CJ
15 CJ601 20250723 10525.0 10680.0 ... 856381.30 10565.0 10440.0 CJ
16 CJ603 20250723 10615.0 10750.0 ... 10094.98 10655.0 10530.0 CJ
17 CJ605 20250723 10735.0 10865.0 ... 65153.98 10765.0 10660.0 CJ
18 CJ607 20250723 10800.0 10910.0 ... 754.96 10865.0 10725.0 CJ
19 CY508 20250723 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250723 20465.0 20495.0 ... 92971.16 20420.0 20390.0 CY
21 CY510 20250723 0.0 0.0 ... 0.00 20030.0 20000.0 CY
22 CY511 20250723 0.0 0.0 ... 0.00 20215.0 20170.0 CY
23 CY512 20250723 20040.0 20040.0 ... 10.02 20040.0 20380.0 CY
24 CY601 20250723 20330.0 20370.0 ... 355.68 20325.0 20245.0 CY
25 CY602 20250723 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250723 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250723 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250723 0.0 0.0 ... 0.00 20215.0 20200.0 CY
29 CY606 20250723 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250723 0.0 0.0 ... 0.00 20625.0 20625.0 CY
31 FG508 20250723 1250.0 1263.0 ... 7508.97 1221.0 1205.0 FG
32 FG509 20250723 1242.0 1258.0 ... 8882142.06 1223.0 1203.0 FG
33 FG510 20250723 1301.0 1324.0 ... 63797.97 1278.0 1261.0 FG
34 FG511 20250723 1296.0 1311.0 ... 107731.08 1263.0 1246.0 FG
35 FG512 20250723 1353.0 1373.0 ... 50843.76 1328.0 1308.0 FG
36 FG601 20250723 1333.0 1359.0 ... 2153813.20 1318.0 1294.0 FG
37 FG602 20250723 1369.0 1392.0 ... 3310.92 1357.0 1339.0 FG
38 FG603 20250723 1409.0 1409.0 ... 4578.17 1354.0 1330.0 FG
39 FG604 20250723 1398.0 1414.0 ... 3557.05 1385.0 1368.0 FG
40 FG605 20250723 1398.0 1410.0 ... 59805.39 1376.0 1362.0 FG
41 FG606 20250723 1407.0 1420.0 ... 2243.30 1390.0 1376.0 FG
42 FG607 20250723 1402.0 1412.0 ... 810.64 1383.0 1365.0 FG
43 JR509 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250723 2413.0 2422.0 ... 641.56 2394.0 2400.0 MA
53 MA509 20250723 2457.0 2457.0 ... 2106752.01 2430.0 2425.0 MA
54 MA510 20250723 2484.0 2484.0 ... 39622.12 2459.0 2454.0 MA
55 MA511 20250723 2510.0 2510.0 ... 70183.61 2481.0 2469.0 MA
56 MA512 20250723 2522.0 2522.0 ... 41221.90 2496.0 2486.0 MA
57 MA601 20250723 2535.0 2535.0 ... 497975.86 2510.0 2503.0 MA
58 MA602 20250723 2511.0 2514.0 ... 54.91 2496.0 2469.0 MA
59 MA603 20250723 2505.0 2508.0 ... 104.58 2490.0 2457.0 MA
60 MA604 20250723 2478.0 2480.0 ... 39.42 2463.0 2463.0 MA
61 MA605 20250723 2459.0 2459.0 ... 9146.29 2435.0 2428.0 MA
62 MA606 20250723 2464.0 2464.0 ... 53.87 2449.0 2439.0 MA
63 MA607 20250723 2439.0 2446.0 ... 82.62 2430.0 2428.0 MA
64 OI509 20250723 9469.0 9497.0 ... 2582723.61 9451.0 9517.0 OI
65 OI511 20250723 9451.0 9475.0 ... 203148.12 9433.0 9497.0 OI
66 OI601 20250723 9407.0 9436.0 ... 551749.55 9388.0 9445.0 OI
67 OI603 20250723 9362.0 9380.0 ... 3991.30 9347.0 9380.0 OI
68 OI605 20250723 9328.0 9328.0 ... 6060.95 9282.0 9313.0 OI
69 OI607 20250723 9262.0 9298.0 ... 139.04 9269.0 9297.0 OI
70 PF508 20250723 6502.0 6540.0 ... 11823.94 6480.0 6442.0 PF
71 PF509 20250723 6486.0 6540.0 ... 524104.46 6476.0 6430.0 PF
72 PF510 20250723 6546.0 6596.0 ... 172012.05 6532.0 6494.0 PF
73 PF511 20250723 6530.0 6580.0 ... 53489.82 6522.0 6486.0 PF
74 PF512 20250723 6498.0 6558.0 ... 15330.05 6504.0 6472.0 PF
75 PF601 20250723 6508.0 6560.0 ... 5462.66 6500.0 6478.0 PF
76 PF602 20250723 6506.0 6534.0 ... 29.26 6504.0 6506.0 PF
77 PF603 20250723 6546.0 6546.0 ... 29.32 6516.0 6468.0 PF
78 PF604 20250723 6576.0 6576.0 ... 29.33 6518.0 6494.0 PF
79 PF605 20250723 6576.0 6576.0 ... 36.01 6548.0 6502.0 PF
80 PF606 20250723 6516.0 6586.0 ... 29.53 6562.0 6464.0 PF
81 PF607 20250723 6576.0 6614.0 ... 16.47 6590.0 6496.0 PF
82 PK510 20250723 8130.0 8168.0 ... 162391.73 8142.0 8140.0 PK
83 PK511 20250723 7990.0 8006.0 ... 78376.79 7978.0 7998.0 PK
84 PK512 20250723 7974.0 7990.0 ... 836.95 7972.0 7982.0 PK
85 PK601 20250723 7980.0 8010.0 ... 7274.84 7994.0 8000.0 PK
86 PK603 20250723 8028.0 8034.0 ... 381.06 8022.0 8018.0 PK
87 PK604 20250723 8026.0 8038.0 ... 116.39 8028.0 8026.0 PK
88 PK605 20250723 8034.0 8050.0 ... 1442.33 8036.0 8034.0 PK
89 PL601 20250723 6600.0 6661.0 ... 276942.96 6595.0 6597.0 PL
90 PL602 20250723 6649.0 6706.0 ... 9674.54 6645.0 6649.0 PL
91 PL603 20250723 6604.0 6622.0 ... 1485.50 6573.0 6618.0 PL
92 PL604 20250723 6663.0 6663.0 ... 118.98 6610.0 6599.0 PL
93 PL605 20250723 6507.0 6546.0 ... 208.62 6519.0 6584.0 PL
94 PL606 20250723 0.0 0.0 ... 0.00 6611.0 6627.0 PL
95 PL607 20250723 0.0 0.0 ... 0.00 6596.0 6636.0 PL
96 PM509 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250723 6022.0 6086.0 ... 4504.38 6030.0 6004.0 PR
103 PR509 20250723 6010.0 6064.0 ... 632608.40 6012.0 5980.0 PR
104 PR510 20250723 6010.0 6072.0 ... 346610.24 6022.0 5988.0 PR
105 PR511 20250723 5998.0 6052.0 ... 41605.35 5996.0 5980.0 PR
106 PR512 20250723 5982.0 6030.0 ... 143.64 5986.0 5954.0 PR
107 PR601 20250723 5998.0 6006.0 ... 1585.42 5972.0 5954.0 PR
108 PR602 20250723 5974.0 5980.0 ... 26.88 5974.0 5972.0 PR
109 PR603 20250723 6022.0 6030.0 ... 45.09 6012.0 5984.0 PR
110 PR604 20250723 6030.0 6036.0 ... 45.05 6008.0 5990.0 PR
111 PR605 20250723 6044.0 6044.0 ... 72.16 6014.0 5988.0 PR
112 PR606 20250723 5998.0 5998.0 ... 9.00 5998.0 5974.0 PR
113 PR607 20250723 0.0 0.0 ... 0.00 5978.0 5978.0 PR
114 PX508 20250723 6960.0 7004.0 ... 283.89 6924.0 6912.0 PX
115 PX509 20250723 6898.0 6964.0 ... 785498.19 6890.0 6852.0 PX
116 PX510 20250723 6894.0 6950.0 ... 73696.08 6870.0 6832.0 PX
117 PX511 20250723 6842.0 6912.0 ... 119341.80 6834.0 6792.0 PX
118 PX512 20250723 6844.0 6890.0 ... 24563.12 6818.0 6776.0 PX
119 PX601 20250723 6792.0 6860.0 ... 101005.71 6802.0 6758.0 PX
120 PX602 20250723 6768.0 6796.0 ... 44.02 6772.0 6744.0 PX
121 PX603 20250723 0.0 0.0 ... 0.00 6754.0 6754.0 PX
122 PX604 20250723 0.0 0.0 ... 0.00 6740.0 6722.0 PX
123 PX605 20250723 6736.0 6800.0 ... 151.89 6752.0 6696.0 PX
124 PX606 20250723 6726.0 6730.0 ... 13.46 6728.0 6724.0 PX
125 PX607 20250723 6730.0 6746.0 ... 13.48 6740.0 6716.0 PX
126 RI509 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250723 2723.0 2778.0 ... 5295.48 2744.0 2717.0 RM
133 RM509 20250723 2732.0 2791.0 ... 988355.81 2754.0 2726.0 RM
134 RM511 20250723 2576.0 2613.0 ... 19992.11 2584.0 2564.0 RM
135 RM601 20250723 2435.0 2473.0 ... 211330.16 2448.0 2434.0 RM
136 RM603 20250723 2402.0 2433.0 ... 18815.15 2411.0 2401.0 RM
137 RM605 20250723 2378.0 2399.0 ... 41221.90 2385.0 2373.0 RM
138 RM607 20250723 2369.0 2386.0 ... 2666.35 2372.0 2364.0 RM
139 RS508 20250723 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250723 5163.0 5176.0 ... 256.07 5121.0 5155.0 RS
141 RS511 20250723 5260.0 5380.0 ... 382.86 5245.0 5214.0 RS
142 RS607 20250723 0.0 0.0 ... 0.00 5200.0 5180.0 RS
143 SA508 20250723 1364.0 1381.0 ... 7445.68 1337.0 1311.0 SA
144 SA509 20250723 1376.0 1394.0 ... 8923271.72 1349.0 1329.0 SA
145 SA510 20250723 1398.0 1412.0 ... 298810.59 1374.0 1339.0 SA
146 SA511 20250723 1395.0 1418.0 ... 408268.59 1385.0 1346.0 SA
147 SA512 20250723 1433.0 1450.0 ... 237316.92 1418.0 1385.0 SA
148 SA601 20250723 1434.0 1456.0 ... 3863312.91 1414.0 1393.0 SA
149 SA602 20250723 1442.0 1463.0 ... 33090.83 1435.0 1402.0 SA
150 SA603 20250723 1451.0 1464.0 ... 13712.75 1425.0 1408.0 SA
151 SA604 20250723 1472.0 1487.0 ... 6520.78 1443.0 1434.0 SA
152 SA605 20250723 1472.0 1492.0 ... 115183.46 1454.0 1434.0 SA
153 SA606 20250723 1475.0 1498.0 ... 6321.69 1439.0 1440.0 SA
154 SA607 20250723 1458.0 1494.0 ... 3104.31 1459.0 1441.0 SA
155 SF508 20250723 5886.0 5990.0 ... 11882.51 5850.0 5740.0 SF
156 SF509 20250723 5916.0 6020.0 ... 1178786.88 5844.0 5780.0 SF
157 SF510 20250723 5876.0 5984.0 ... 159033.85 5822.0 5742.0 SF
158 SF511 20250723 6020.0 6124.0 ... 289069.04 5984.0 5898.0 SF
159 SF512 20250723 6022.0 6098.0 ... 26610.28 5954.0 5874.0 SF
160 SF601 20250723 5978.0 6084.0 ... 75372.28 5956.0 5856.0 SF
161 SF602 20250723 5912.0 6016.0 ... 2471.51 5878.0 5798.0 SF
162 SF603 20250723 6064.0 6148.0 ... 326.27 6042.0 5894.0 SF
163 SF604 20250723 6048.0 6156.0 ... 296.76 6056.0 5926.0 SF
164 SF605 20250723 6026.0 6124.0 ... 1530.31 5990.0 5876.0 SF
165 SF606 20250723 5972.0 6058.0 ... 397.55 5890.0 5806.0 SF
166 SF607 20250723 6178.0 6178.0 ... 135.61 6028.0 5916.0 SF
167 SH508 20250723 2600.0 2606.0 ... 19964.20 2579.0 2552.0 SH
168 SH509 20250723 2652.0 2667.0 ... 4690156.54 2633.0 2617.0 SH
169 SH510 20250723 2700.0 2714.0 ... 409831.91 2671.0 2648.0 SH
170 SH511 20250723 2689.0 2704.0 ... 295993.03 2654.0 2632.0 SH
171 SH512 20250723 2700.0 2716.0 ... 85744.88 2666.0 2646.0 SH
172 SH601 20250723 2700.0 2705.0 ... 440033.89 2658.0 2632.0 SH
173 SH602 20250723 2702.0 2725.0 ... 2968.15 2681.0 2654.0 SH
174 SH603 20250723 2717.0 2723.0 ... 1964.37 2684.0 2659.0 SH
175 SH604 20250723 2754.0 2754.0 ... 422.46 2708.0 2693.0 SH
176 SH605 20250723 2756.0 2775.0 ... 9569.11 2722.0 2699.0 SH
177 SH606 20250723 2773.0 2786.0 ... 468.60 2740.0 2690.0 SH
178 SH607 20250723 2761.0 2761.0 ... 195.37 2713.0 2683.0 SH
179 SM508 20250723 6024.0 6058.0 ... 3090.60 5922.0 5952.0 SM
180 SM509 20250723 6044.0 6070.0 ... 1221851.89 5956.0 5960.0 SM
181 SM510 20250723 6020.0 6052.0 ... 79909.11 5932.0 5936.0 SM
182 SM511 20250723 6086.0 6108.0 ... 136593.22 6004.0 6014.0 SM
183 SM512 20250723 6094.0 6120.0 ... 40190.05 6008.0 6016.0 SM
184 SM601 20250723 6100.0 6126.0 ... 239156.65 6016.0 6018.0 SM
185 SM602 20250723 6094.0 6132.0 ... 643.61 6016.0 6008.0 SM
186 SM603 20250723 6110.0 6146.0 ... 572.32 6024.0 6018.0 SM
187 SM604 20250723 6126.0 6138.0 ... 168.44 6016.0 6042.0 SM
188 SM605 20250723 6146.0 6172.0 ... 4860.64 6038.0 6050.0 SM
189 SM606 20250723 6148.0 6178.0 ... 880.55 5970.0 6066.0 SM
190 SM607 20250723 6186.0 6188.0 ... 63.42 6040.0 6056.0 SM
191 SR509 20250723 5810.0 5844.0 ... 1069146.84 5826.0 5825.0 SR
192 SR511 20250723 5710.0 5728.0 ... 113884.88 5713.0 5720.0 SR
193 SR601 20250723 5638.0 5666.0 ... 189255.87 5650.0 5655.0 SR
194 SR603 20250723 5611.0 5633.0 ... 2834.00 5623.0 5627.0 SR
195 SR605 20250723 5600.0 5613.0 ... 13785.92 5604.0 5604.0 SR
196 SR607 20250723 5597.0 5607.0 ... 1254.29 5600.0 5600.0 SR
197 TA508 20250723 4804.0 4850.0 ... 16533.05 4824.0 4762.0 TA
198 TA509 20250723 4814.0 4860.0 ... 2815227.91 4808.0 4772.0 TA
199 TA510 20250723 4810.0 4858.0 ... 83410.50 4810.0 4774.0 TA
200 TA511 20250723 4806.0 4850.0 ... 42209.31 4800.0 4772.0 TA
201 TA512 20250723 4804.0 4838.0 ... 20607.82 4794.0 4768.0 TA
202 TA601 20250723 4800.0 4832.0 ... 693430.83 4792.0 4764.0 TA
203 TA602 20250723 4794.0 4822.0 ... 143.87 4796.0 4772.0 TA
204 TA603 20250723 4806.0 4828.0 ... 148.57 4794.0 4760.0 TA
205 TA604 20250723 4812.0 4830.0 ... 72.03 4802.0 4762.0 TA
206 TA605 20250723 4800.0 4846.0 ... 12034.53 4808.0 4772.0 TA
207 TA606 20250723 4828.0 4830.0 ... 19.25 4814.0 4772.0 TA
208 TA607 20250723 4858.0 4858.0 ... 2.43 4858.0 4788.0 TA
209 UR508 20250723 1805.0 1808.0 ... 1073.95 1772.0 1802.0 UR
210 UR509 20250723 1827.0 1827.0 ... 1030856.15 1788.0 1806.0 UR
211 UR510 20250723 1816.0 1816.0 ... 31074.31 1777.0 1791.0 UR
212 UR511 20250723 1826.0 1828.0 ... 23318.28 1795.0 1798.0 UR
213 UR512 20250723 1809.0 1811.0 ... 317.91 1786.0 1797.0 UR
214 UR601 20250723 1820.0 1822.0 ... 248269.47 1787.0 1787.0 UR
215 UR602 20250723 1805.0 1807.0 ... 929.58 1774.0 1787.0 UR
216 UR603 20250723 1823.0 1823.0 ... 468.72 1803.0 1805.0 UR
217 UR604 20250723 1815.0 1815.0 ... 233.13 1793.0 1803.0 UR
218 UR605 20250723 1830.0 1830.0 ... 7845.94 1798.0 1795.0 UR
219 UR606 20250723 1825.0 1825.0 ... 391.03 1794.0 1792.0 UR
220 UR607 20250723 1837.0 1837.0 ... 137.18 1805.0 1803.0 UR
221 WH509 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-24 18:26:33,900 - future_1d - INFO - ak.get_czce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 SC2508 20250723 514 ... 519.2 523.5 SC
1 SC2509 20250723 503.2 ... 503.9 506.6 SC
2 SC2510 20250723 497.8 ... 498.1 499.6 SC
3 SC2511 20250723 493.5 ... 493.1 495 SC
4 SC2512 20250723 489.5 ... 489.9 491.4 SC
5 SC2601 20250723 486.4 ... 487.2 488.2 SC
6 SC2602 20250723 484.4 ... 484.1 485.3 SC
7 SC2603 20250723 482.1 ... 482.9 483.8 SC
8 SC2604 20250723 479.7 ... 480.3 481.3 SC
9 SC2605 20250723 478.9 ... 479 480.6 SC
10 SC2606 20250723 474.8 ... 476.7 478.2 SC
11 SC2607 20250723 ... 475.5 475.5 SC
12 SC2609 20250723 475.5 ... 471.6 472.4 SC
13 SC2612 20250723 464.1 ... 469.4 469.7 SC
14 SC2703 20250723 471 ... 469.5 468.6 SC
15 SC2706 20250723 ... 468.4 468.4 SC
16 SC2709 20250723 462.8 ... 462.8 462.8 SC
17 SC2712 20250723 ... 467.2 467.2 SC
18 SC2803 20250723 ... 463.4 463.4 SC
19 SC2806 20250723 460.5 ... 464.2 461.8 SC
21 LU2508 20250723 3547 ... 3548 3563 LU
22 LU2509 20250723 3573 ... 3564 3577 LU
23 LU2510 20250723 3576 ... 3567 3575 LU
24 LU2511 20250723 3554 ... 3552 3562 LU
25 LU2512 20250723 3548 ... 3528 3554 LU
26 LU2601 20250723 3520 ... 3514 3521 LU
27 LU2602 20250723 3489 ... 3501 3491 LU
28 LU2603 20250723 3483 ... 3488 3445 LU
29 LU2604 20250723 3469 ... 3473 3478 LU
30 LU2605 20250723 3470 ... 3474 3465 LU
31 LU2606 20250723 3442 ... 3459 3470 LU
32 LU2607 20250723 3453 ... 3453 3459 LU
34 NR2508 20250723 12830 ... 12790 12810 NR
35 NR2509 20250723 12860 ... 12820 12845 NR
36 NR2510 20250723 12860 ... 12810 12830 NR
37 NR2511 20250723 12820 ... 12830 12835 NR
38 NR2512 20250723 12890 ... 12890 12885 NR
39 NR2601 20250723 12980 ... 12925 12930 NR
40 NR2602 20250723 12995 ... 12995 12905 NR
41 NR2603 20250723 12915 ... 12900 12885 NR
42 NR2604 20250723 13075 ... 12995 13010 NR
43 NR2605 20250723 13055 ... 12995 12940 NR
44 NR2606 20250723 12975 ... 12950 12980 NR
45 NR2607 20250723 ... 12810 12810 NR
47 BC2508 20250723 70850 ... 70880 70720 BC
48 BC2509 20250723 70990 ... 70930 70830 BC
49 BC2510 20250723 ... 70720 70720 BC
50 BC2511 20250723 ... 69190 69190 BC
51 BC2512 20250723 ... 70400 70400 BC
52 BC2601 20250723 ... 69480 69480 BC
53 BC2602 20250723 ... 69410 69410 BC
54 BC2603 20250723 ... 69290 69290 BC
55 BC2604 20250723 ... 69430 69430 BC
56 BC2605 20250723 ... 69480 69480 BC
57 BC2606 20250723 ... 69340 69340 BC
58 BC2607 20250723 ... 68670 68670 BC
60 EC2508 20250723 2238 ... 2212.3 2276.1 EC
61 EC2510 20250723 1556.9 ... 1526.9 1579.9 EC
62 EC2512 20250723 1721.6 ... 1687.9 1728.6 EC
63 EC2602 20250723 1468.1 ... 1458 1469.5 EC
64 EC2604 20250723 1321.4 ... 1316.3 1323.9 EC
65 EC2606 20250723 1459.2 ... 1454.3 1447.6 EC
68 SC_TAS2509 20250723 ... SC_TAS
69 SC_TAS2510 20250723 ... SC_TAS
70 SC_TAS2511 20250723 ... SC_TAS
[65 rows x 12 columns]
2025-07-24 18:26:33,962 - future_1d - INFO - ak.get_ine_daily('2025-07-23') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250723 ... 79680 79560 CU
1 1 CU2509 20250723 ... 79810 79650 CU
2 2 CU2510 20250723 ... 79810 79670 CU
3 3 CU2511 20250723 ... 79800 79650 CU
4 4 CU2512 20250723 ... 79760 79580 CU
5 5 CU2601 20250723 ... 79710 79510 CU
6 6 CU2602 20250723 ... 79670 79470 CU
7 7 CU2603 20250723 ... 79700 79450 CU
8 8 CU2604 20250723 ... 79650 79430 CU
9 9 CU2605 20250723 ... 79690 79410 CU
10 10 CU2606 20250723 ... 79660 79430 CU
11 11 CU2607 20250723 ... 79610 79460 CU
12 12 BC2508 20250723 ... 70880 70720 BC
13 13 BC2509 20250723 ... 70930 70830 BC
14 14 BC2510 20250723 ... 70720 70720 BC
15 15 BC2511 20250723 ... 69190 69190 BC
16 16 BC2512 20250723 ... 70400 70400 BC
17 17 BC2601 20250723 ... 69480 69480 BC
18 18 BC2602 20250723 ... 69410 69410 BC
19 19 BC2603 20250723 ... 69290 69290 BC
20 20 BC2604 20250723 ... 69430 69430 BC
21 21 BC2605 20250723 ... 69480 69480 BC
22 22 BC2606 20250723 ... 69340 69340 BC
23 23 BC2607 20250723 ... 68670 68670 BC
24 24 AL2508 20250723 ... 20850 20890 AL
25 25 AL2509 20250723 ... 20845 20860 AL
26 26 AL2510 20250723 ... 20780 20795 AL
27 27 AL2511 20250723 ... 20710 20700 AL
28 28 AL2512 20250723 ... 20665 20655 AL
29 29 AL2601 20250723 ... 20615 20620 AL
30 30 AL2602 20250723 ... 20645 20630 AL
31 31 AL2603 20250723 ... 20615 20630 AL
32 32 AL2604 20250723 ... 20670 20680 AL
33 33 AL2605 20250723 ... 20650 20645 AL
34 34 AL2606 20250723 ... 20665 20660 AL
35 35 AL2607 20250723 ... 20680 20670 AL
36 36 ZN2508 20250723 ... 22855 22825 ZN
37 37 ZN2509 20250723 ... 22905 22860 ZN
38 38 ZN2510 20250723 ... 22900 22855 ZN
39 39 ZN2511 20250723 ... 22870 22820 ZN
40 40 ZN2512 20250723 ... 22825 22780 ZN
41 41 ZN2601 20250723 ... 22765 22725 ZN
42 42 ZN2602 20250723 ... 22725 22680 ZN
43 43 ZN2603 20250723 ... 22720 22655 ZN
44 44 ZN2604 20250723 ... 22740 22665 ZN
45 45 ZN2605 20250723 ... 22735 22590 ZN
46 46 ZN2606 20250723 ... 22720 22625 ZN
47 47 ZN2607 20250723 ... 22720 22635 ZN
48 48 PB2508 20250723 ... 16895 16895 PB
49 49 PB2509 20250723 ... 16905 16925 PB
50 50 PB2510 20250723 ... 16925 16950 PB
51 51 PB2511 20250723 ... 16910 16955 PB
52 52 PB2512 20250723 ... 16975 17020 PB
53 53 PB2601 20250723 ... 16985 16985 PB
54 54 PB2602 20250723 ... 16985 16985 PB
55 55 PB2603 20250723 ... 17000 17055 PB
56 56 PB2604 20250723 ... 17070 17070 PB
57 57 PB2605 20250723 ... 17015 17100 PB
58 58 PB2606 20250723 ... 17015 17125 PB
59 59 PB2607 20250723 ... 17030 17105 PB
60 60 NI2508 20250723 ... 123410 123330 NI
61 61 NI2509 20250723 ... 123540 123440 NI
62 62 NI2510 20250723 ... 123650 123500 NI
63 63 NI2511 20250723 ... 123840 123750 NI
64 64 NI2512 20250723 ... 124020 123980 NI
65 65 NI2601 20250723 ... 124190 124240 NI
66 66 NI2602 20250723 ... 124550 124280 NI
67 67 NI2603 20250723 ... 124790 124580 NI
68 68 NI2604 20250723 ... 125200 125190 NI
69 69 NI2605 20250723 ... 125200 125030 NI
70 70 NI2606 20250723 ... 125510 125290 NI
71 71 NI2607 20250723 ... 125170 125480 NI
72 72 SN2508 20250723 ... 268900 267430 SN
73 73 SN2509 20250723 ... 269160 267630 SN
74 74 SN2510 20250723 ... 269100 267520 SN
75 75 SN2511 20250723 ... 269000 267240 SN
76 76 SN2512 20250723 ... 268900 267210 SN
77 77 SN2601 20250723 ... 269060 267520 SN
78 78 SN2602 20250723 ... 269210 268340 SN
79 79 SN2603 20250723 ... 267970 267930 SN
80 80 SN2604 20250723 ... 268310 268100 SN
81 81 SN2605 20250723 ... 267810 267770 SN
82 82 SN2606 20250723 ... 268130 268590 SN
83 83 SN2607 20250723 ... 269330 268090 SN
84 84 AO2508 20250723 ... 3415 3475 AO
85 85 AO2509 20250723 ... 3419 3452 AO
86 86 AO2510 20250723 ... 3372 3393 AO
87 87 AO2511 20250723 ... 3353 3371 AO
88 88 AO2512 20250723 ... 3353 3365 AO
89 89 AO2601 20250723 ... 3345 3358 AO
90 90 AO2602 20250723 ... 3304 3356 AO
91 91 AO2603 20250723 ... 3328 3322 AO
92 92 AO2604 20250723 ... 3325 3358 AO
93 93 AO2605 20250723 ... 3310 3315 AO
94 94 AO2606 20250723 ... 3306 3309 AO
95 95 AO2607 20250723 ... 3323 3287 AO
96 96 AD2511 20250723 ... 20210 20215 AD
97 97 AD2512 20250723 ... 20150 20185 AD
98 98 AD2601 20250723 ... 20135 20145 AD
99 99 AD2602 20250723 ... 20175 20075 AD
100 100 AD2603 20250723 ... 20135 19990 AD
101 101 AD2604 20250723 ... 19935 19935 AD
102 102 AD2605 20250723 ... 20035 20010 AD
103 103 AD2606 20250723 ... 19920 20020 AD
104 104 AD2607 20250723 ... 19790 19790 AD
105 105 AU2508 20250723 ... 788.8 783.14 AU
106 106 AU2509 20250723 ... 790.1 784.52 AU
107 107 AU2510 20250723 ... 791.4 785.8 AU
108 108 AU2512 20250723 ... 793.4 787.66 AU
109 109 AU2602 20250723 ... 795.5 789.7 AU
110 110 AU2604 20250723 ... 797.94 791.76 AU
111 111 AU2606 20250723 ... 800.72 793.48 AU
112 112 AU2608 20250723 ... 802.18 795.88 AU
113 113 AG2508 20250723 ... 9438 9355 AG
114 114 AG2509 20250723 ... 9455 9361 AG
115 115 AG2510 20250723 ... 9465 9383 AG
116 116 AG2511 20250723 ... 9478 9390 AG
117 117 AG2512 20250723 ... 9484 9398 AG
118 118 AG2601 20250723 ... 9497 9408 AG
119 119 AG2602 20250723 ... 9508 9420 AG
120 120 AG2603 20250723 ... 9519 9431 AG
121 121 AG2604 20250723 ... 9530 9441 AG
122 122 AG2605 20250723 ... 9546 9453 AG
123 123 AG2606 20250723 ... 9557 9463 AG
124 124 AG2607 20250723 ... 9567 9475 AG
125 125 RB2508 20250723 ... 3221 3185 RB
126 126 RB2509 20250723 ... 3236 3212 RB
127 127 RB2510 20250723 ... 3283 3264 RB
128 128 RB2511 20250723 ... 3301 3286 RB
129 129 RB2512 20250723 ... 3335 3309 RB
130 130 RB2601 20250723 ... 3337 3320 RB
131 131 RB2602 20250723 ... 3319 3304 RB
132 132 RB2603 20250723 ... 3335 3328 RB
133 133 RB2604 20250723 ... 3345 3315 RB
134 134 RB2605 20250723 ... 3357 3342 RB
135 135 RB2606 20250723 ... 3359 3352 RB
136 136 RB2607 20250723 ... 3372 3348 RB
137 137 WR2508 20250723 ... 3212 3212 WR
138 138 WR2509 20250723 ... 3335 3335 WR
139 139 WR2510 20250723 ... 3611 3588 WR
140 140 WR2511 20250723 ... 3639 3679 WR
141 141 WR2512 20250723 ... 3570 3570 WR
142 142 WR2601 20250723 ... 3625 3545 WR
143 143 WR2602 20250723 ... 3607 3607 WR
144 144 WR2603 20250723 ... 3606 3606 WR
145 145 WR2604 20250723 ... 3556 3556 WR
146 146 WR2605 20250723 ... 3640 3660 WR
147 147 WR2606 20250723 ... 3708 3704 WR
148 148 WR2607 20250723 ... 3668 3747 WR
149 149 HC2508 20250723 ... 3435 3417 HC
150 150 HC2509 20250723 ... 3442 3435 HC
151 151 HC2510 20250723 ... 3444 3431 HC
152 152 HC2511 20250723 ... 3444 3433 HC
153 153 HC2512 20250723 ... 3463 3442 HC
154 154 HC2601 20250723 ... 3458 3448 HC
155 155 HC2602 20250723 ... 3447 3445 HC
156 156 HC2603 20250723 ... 3463 3449 HC
157 157 HC2604 20250723 ... 3470 3458 HC
158 158 HC2605 20250723 ... 3470 3440 HC
159 159 HC2606 20250723 ... 3445 3445 HC
160 160 HC2607 20250723 ... 3487 3444 HC
161 161 SS2508 20250723 ... 12950 12895 SS
162 162 SS2509 20250723 ... 12945 12890 SS
163 163 SS2510 20250723 ... 12980 12925 SS
164 164 SS2511 20250723 ... 13025 12965 SS
165 165 SS2512 20250723 ... 13020 12985 SS
166 166 SS2601 20250723 ... 13080 13035 SS
167 167 SS2602 20250723 ... 13120 13095 SS
168 168 SS2603 20250723 ... 13185 13140 SS
169 169 SS2604 20250723 ... 13225 13155 SS
170 170 SS2605 20250723 ... 13265 13205 SS
171 171 SS2606 20250723 ... 13295 13220 SS
172 172 SS2607 20250723 ... 13365 13265 SS
173 173 SC2508 20250723 ... 519.2 523.5 SC
174 174 SC2509 20250723 ... 503.9 506.6 SC
175 175 SC2510 20250723 ... 498.1 499.6 SC
176 176 SC2511 20250723 ... 493.1 495 SC
177 177 SC2512 20250723 ... 489.9 491.4 SC
178 178 SC2601 20250723 ... 487.2 488.2 SC
179 179 SC2602 20250723 ... 484.1 485.3 SC
180 180 SC2603 20250723 ... 482.9 483.8 SC
181 181 SC2604 20250723 ... 480.3 481.3 SC
182 182 SC2605 20250723 ... 479 480.6 SC
183 183 SC2606 20250723 ... 476.7 478.2 SC
184 184 SC2607 20250723 ... 475.5 475.5 SC
185 185 SC2609 20250723 ... 471.6 472.4 SC
186 186 SC2612 20250723 ... 469.4 469.7 SC
187 187 SC2703 20250723 ... 469.5 468.6 SC
188 188 SC2706 20250723 ... 468.4 468.4 SC
189 189 SC2709 20250723 ... 462.8 462.8 SC
190 190 SC2712 20250723 ... 467.2 467.2 SC
191 191 SC2803 20250723 ... 463.4 463.4 SC
192 192 SC2806 20250723 ... 464.2 461.8 SC
193 193 LU2508 20250723 ... 3548 3563 LU
194 194 LU2509 20250723 ... 3564 3577 LU
195 195 LU2510 20250723 ... 3567 3575 LU
196 196 LU2511 20250723 ... 3552 3562 LU
197 197 LU2512 20250723 ... 3528 3554 LU
198 198 LU2601 20250723 ... 3514 3521 LU
199 199 LU2602 20250723 ... 3501 3491 LU
200 200 LU2603 20250723 ... 3488 3445 LU
201 201 LU2604 20250723 ... 3473 3478 LU
202 202 LU2605 20250723 ... 3474 3465 LU
203 203 LU2606 20250723 ... 3459 3470 LU
204 204 LU2607 20250723 ... 3453 3459 LU
205 205 FU2508 20250723 ... 2843 2863 FU
206 206 FU2509 20250723 ... 2879 2899 FU
207 207 FU2510 20250723 ... 2890 2911 FU
208 208 FU2511 20250723 ... 2891 2905 FU
209 209 FU2512 20250723 ... 2879 2885 FU
210 210 FU2601 20250723 ... 2876 2878 FU
211 211 FU2602 20250723 ... 2863 2869 FU
212 212 FU2603 20250723 ... 2854 2857 FU
213 213 FU2604 20250723 ... 2845 2843 FU
214 214 FU2605 20250723 ... 2833 2828 FU
215 215 FU2606 20250723 ... 2824 2827 FU
216 216 FU2607 20250723 ... 2808 2815 FU
217 217 BU2508 20250723 ... 3640 3644 BU
218 218 BU2509 20250723 ... 3612 3611 BU
219 219 BU2510 20250723 ... 3575 3565 BU
220 220 BU2511 20250723 ... 3534 3523 BU
221 221 BU2512 20250723 ... 3469 3458 BU
222 222 BU2601 20250723 ... 3437 3428 BU
223 223 BU2602 20250723 ... 3431 3392 BU
224 224 BU2603 20250723 ... 3417 3396 BU
225 225 BU2604 20250723 ... 3393 3389 BU
226 226 BU2605 20250723 ... 3407 3380 BU
227 227 BU2606 20250723 ... 3405 3380 BU
228 228 BU2607 20250723 ... 3392 3392 BU
229 229 BU2609 20250723 ... 3392 3369 BU
230 230 BU2612 20250723 ... 3341 3325 BU
231 231 BU2703 20250723 ... 3332 3326 BU
232 232 BU2706 20250723 ... 3332 3324 BU
233 233 BR2508 20250723 ... 12015 12020 BR
234 234 BR2509 20250723 ... 12000 12025 BR
235 235 BR2510 20250723 ... 11960 12005 BR
236 236 BR2511 20250723 ... 11960 12020 BR
237 237 BR2512 20250723 ... 11965 12030 BR
238 238 BR2601 20250723 ... 11980 12005 BR
239 239 BR2602 20250723 ... 11990 11975 BR
240 240 BR2603 20250723 ... 12020 12000 BR
241 241 BR2604 20250723 ... 12025 12005 BR
242 242 BR2605 20250723 ... 12000 11995 BR
243 243 BR2606 20250723 ... 12020 12010 BR
244 244 BR2607 20250723 ... 11995 11980 BR
245 245 RU2508 20250723 ... 14960 15020 RU
246 246 RU2509 20250723 ... 15015 15030 RU
247 247 RU2510 20250723 ... 14985 15010 RU
248 248 RU2511 20250723 ... 15010 15025 RU
249 249 RU2601 20250723 ... 15800 15800 RU
250 250 RU2603 20250723 ... 15815 15760 RU
251 251 RU2604 20250723 ... 15880 15805 RU
252 252 RU2605 20250723 ... 15935 15875 RU
253 253 RU2606 20250723 ... 15830 15875 RU
254 254 RU2607 20250723 ... 15805 15805 RU
255 255 NR2508 20250723 ... 12790 12810 NR
256 256 NR2509 20250723 ... 12820 12845 NR
257 257 NR2510 20250723 ... 12810 12830 NR
258 258 NR2511 20250723 ... 12830 12835 NR
259 259 NR2512 20250723 ... 12890 12885 NR
260 260 NR2601 20250723 ... 12925 12930 NR
261 261 NR2602 20250723 ... 12995 12905 NR
262 262 NR2603 20250723 ... 12900 12885 NR
263 263 NR2604 20250723 ... 12995 13010 NR
264 264 NR2605 20250723 ... 12995 12940 NR
265 265 NR2606 20250723 ... 12950 12980 NR
266 266 NR2607 20250723 ... 12810 12810 NR
267 267 SP2508 20250723 ... 5418 5314 SP
268 268 SP2509 20250723 ... 5424 5342 SP
269 269 SP2510 20250723 ... 5364 5308 SP
270 270 SP2511 20250723 ... 5362 5308 SP
271 271 SP2512 20250723 ... 5312 5258 SP
272 272 SP2601 20250723 ... 5532 5484 SP
273 273 SP2602 20250723 ... 5472 5420 SP
274 274 SP2603 20250723 ... 5460 5424 SP
275 275 SP2604 20250723 ... 5442 5400 SP
276 276 SP2605 20250723 ... 5456 5418 SP
277 277 SP2606 20250723 ... 5426 5418 SP
278 278 SP2607 20250723 ... 5456 5414 SP
279 279 EC2508 20250723 ... 2212.3 2276.1 EC
280 280 EC2510 20250723 ... 1526.9 1579.9 EC
281 281 EC2512 20250723 ... 1687.9 1728.6 EC
282 282 EC2602 20250723 ... 1458 1469.5 EC
283 283 EC2604 20250723 ... 1316.3 1323.9 EC
284 284 EC2606 20250723 ... 1454.3 1447.6 EC
285 285 SC_TAS2509 20250723 ... SC_TAS
286 286 SC_TAS2510 20250723 ... SC_TAS
287 287 SC_TAS2511 20250723 ... SC_TAS
[288 rows x 13 columns]
2025-07-24 18:26:34,068 - future_1d - INFO - ak.get_shfe_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 a2509 20250723 4213.00 ... 4229.00 4213.00 A
1 a2511 20250723 4139.00 ... 4142.00 4132.00 A
2 a2601 20250723 4125.00 ... 4127.00 4122.00 A
3 a2603 20250723 4118.00 ... 4116.00 4110.00 A
4 a2605 20250723 4152.00 ... 4150.00 4144.00 A
5 a2607 20250723 4154.00 ... 4148.00 4142.00 A
6 b2508 20250723 3634.00 ... 3639.00 3634.00 B
7 b2509 20250723 3719.00 ... 3732.00 3717.00 B
8 b2510 20250723 3761.00 ... 3780.00 3762.00 B
9 b2511 20250723 3779.00 ... 3793.00 3775.00 B
10 b2512 20250723 3789.00 ... 3799.00 3782.00 B
11 b2601 20250723 3768.00 ... 3779.00 3762.00 B
12 b2602 20250723 3724.00 ... 3728.00 3721.00 B
13 b2603 20250723 3616.00 ... 3621.00 3614.00 B
14 b2604 20250723 3510.00 ... 3511.00 3507.00 B
15 b2605 20250723 3434.00 ... 3440.00 3431.00 B
16 b2606 20250723 3428.00 ... 3434.00 3426.00 B
17 b2607 20250723 3431.00 ... 3432.00 3425.00 B
18 bb2509 20250723 156.20 ... 153.45 156.15 BB
19 bb2511 20250723 153.95 ... 153.50 153.70 BB
20 bb2601 20250723 148.55 ... 147.60 147.90 BB
21 bb2603 20250723 0.00 ... 154.15 154.45 BB
22 bb2605 20250723 0.00 ... 154.15 154.45 BB
23 bb2607 20250723 0.00 ... 154.15 154.45 BB
24 bz2603 20250723 6278.00 ... 6222.00 6238.00 BZ
25 bz2604 20250723 6254.00 ... 6198.00 6224.00 BZ
26 bz2605 20250723 6269.00 ... 6213.00 6228.00 BZ
27 bz2606 20250723 6261.00 ... 6225.00 6219.00 BZ
28 c2509 20250723 2316.00 ... 2311.00 2325.00 C
29 c2511 20250723 2278.00 ... 2271.00 2280.00 C
30 c2601 20250723 2246.00 ... 2244.00 2250.00 C
31 c2603 20250723 2248.00 ... 2244.00 2250.00 C
32 c2605 20250723 2291.00 ... 2285.00 2290.00 C
33 c2607 20250723 2297.00 ... 2294.00 2300.00 C
34 cs2509 20250723 2670.00 ... 2669.00 2672.00 CS
35 cs2511 20250723 2615.00 ... 2614.00 2621.00 CS
36 cs2601 20250723 2627.00 ... 2626.00 2634.00 CS
37 cs2603 20250723 2617.00 ... 2616.00 2619.00 CS
38 cs2605 20250723 2653.00 ... 2658.00 2663.00 CS
39 cs2607 20250723 2659.00 ... 2662.00 2665.00 CS
40 eb2507 20250723 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250723 7511.00 ... 7465.00 7471.00 EB
42 eb2509 20250723 7491.00 ... 7433.00 7429.00 EB
43 eb2510 20250723 7420.00 ... 7398.00 7377.00 EB
44 eb2511 20250723 7365.00 ... 7356.00 7318.00 EB
45 eb2512 20250723 7340.00 ... 7334.00 7287.00 EB
46 eb2601 20250723 7350.00 ... 7335.00 7285.00 EB
47 eb2602 20250723 7366.00 ... 7349.00 7292.00 EB
48 eb2603 20250723 7364.00 ... 7358.00 7326.00 EB
49 eb2604 20250723 7372.00 ... 7366.00 7310.00 EB
50 eb2605 20250723 7384.00 ... 7363.00 7337.00 EB
51 eb2606 20250723 7377.00 ... 7375.00 7293.00 EB
52 eg2507 20250723 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250723 4410.00 ... 4405.00 4398.00 EG
54 eg2509 20250723 4459.00 ... 4440.00 4430.00 EG
55 eg2510 20250723 4447.00 ... 4445.00 4420.00 EG
56 eg2511 20250723 4471.00 ... 4448.00 4424.00 EG
57 eg2512 20250723 4470.00 ... 4462.00 4421.00 EG
58 eg2601 20250723 4456.00 ... 4446.00 4429.00 EG
59 eg2602 20250723 4461.00 ... 4440.00 4438.00 EG
60 eg2603 20250723 4425.00 ... 4430.00 4436.00 EG
61 eg2604 20250723 4472.00 ... 4462.00 4380.00 EG
62 eg2605 20250723 4475.00 ... 4473.00 4465.00 EG
63 eg2606 20250723 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250723 0.00 ... 1378.00 1375.50 FB
65 fb2509 20250723 1287.00 ... 1286.00 1285.50 FB
66 fb2510 20250723 1307.00 ... 1314.50 1310.50 FB
67 fb2511 20250723 1314.50 ... 1314.00 1311.50 FB
68 fb2512 20250723 1319.50 ... 1314.50 1314.50 FB
69 fb2601 20250723 1344.00 ... 1315.00 1317.00 FB
70 fb2602 20250723 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250723 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250723 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250723 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250723 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250723 0.00 ... 1295.00 1295.00 FB
76 i2508 20250723 829.50 ... 819.00 821.00 I
77 i2509 20250723 826.00 ... 815.50 817.00 I
78 i2510 20250723 818.50 ... 810.00 812.50 I
79 i2511 20250723 813.00 ... 803.50 807.00 I
80 i2512 20250723 806.50 ... 796.50 800.00 I
81 i2601 20250723 797.00 ... 786.50 787.50 I
82 i2602 20250723 791.50 ... 780.50 786.00 I
83 i2603 20250723 788.00 ... 777.00 782.50 I
84 i2604 20250723 783.50 ... 772.50 777.00 I
85 i2605 20250723 773.00 ... 763.50 766.50 I
86 i2606 20250723 767.50 ... 760.00 760.00 I
87 i2607 20250723 764.50 ... 754.50 754.50 I
88 j2508 20250723 1706.50 ... 1673.50 1600.00 J
89 j2509 20250723 1686.00 ... 1701.50 1644.50 J
90 j2510 20250723 1718.00 ... 1713.50 1661.50 J
91 j2511 20250723 1733.00 ... 1730.00 1721.50 J
92 j2512 20250723 1742.50 ... 1739.50 1714.00 J
93 j2601 20250723 1747.50 ... 1743.00 1699.00 J
94 j2602 20250723 1762.50 ... 1759.00 1724.50 J
95 j2603 20250723 1785.00 ... 1788.00 1676.50 J
96 j2604 20250723 1808.00 ... 1803.00 1705.50 J
97 j2605 20250723 1797.50 ... 1773.50 1746.00 J
98 j2606 20250723 1803.50 ... 1767.50 1732.50 J
99 j2607 20250723 1781.50 ... 1781.50 1730.50 J
100 jd2507 20250723 3160.00 ... 3160.00 3160.00 JD
101 jd2508 20250723 3581.00 ... 3607.00 3576.00 JD
102 jd2509 20250723 3628.00 ... 3646.00 3624.00 JD
103 jd2510 20250723 3400.00 ... 3409.00 3397.00 JD
104 jd2511 20250723 3405.00 ... 3415.00 3404.00 JD
105 jd2512 20250723 3554.00 ... 3565.00 3550.00 JD
106 jd2601 20250723 3620.00 ... 3643.00 3615.00 JD
107 jd2602 20250723 3190.00 ... 3213.00 3188.00 JD
108 jd2603 20250723 3195.00 ... 3217.00 3190.00 JD
109 jd2604 20250723 3330.00 ... 3352.00 3324.00 JD
110 jd2605 20250723 3413.00 ... 3435.00 3407.00 JD
111 jd2606 20250723 3261.00 ... 3271.00 3256.00 JD
112 jm2508 20250723 960.50 ... 1007.00 948.00 JM
113 jm2509 20250723 1068.00 ... 1110.00 1023.00 JM
114 jm2510 20250723 1111.50 ... 1137.50 1048.00 JM
115 jm2511 20250723 1116.00 ... 1152.50 1072.50 JM
116 jm2512 20250723 1131.00 ... 1164.50 1089.50 JM
117 jm2601 20250723 1148.00 ... 1177.50 1102.50 JM
118 jm2602 20250723 1163.00 ... 1186.00 1117.50 JM
119 jm2603 20250723 1166.50 ... 1185.50 1121.00 JM
120 jm2604 20250723 1184.50 ... 1197.50 1125.50 JM
121 jm2605 20250723 1189.50 ... 1204.50 1134.50 JM
122 jm2606 20250723 1196.50 ... 1219.00 1148.00 JM
123 jm2607 20250723 1218.50 ... 1246.00 1148.00 JM
124 l2508 20250723 7301.00 ... 7278.00 7269.00 L
125 l2509 20250723 7370.00 ... 7320.00 7306.00 L
126 l2510 20250723 7378.00 ... 7339.00 7331.00 L
127 l2511 20250723 7397.00 ... 7351.00 7355.00 L
128 l2512 20250723 7405.00 ... 7362.00 7373.00 L
129 l2601 20250723 7409.00 ... 7370.00 7354.00 L
130 l2602 20250723 7404.00 ... 7356.00 7331.00 L
131 l2603 20250723 7402.00 ... 7348.00 7328.00 L
132 l2604 20250723 7426.00 ... 7410.00 7354.00 L
133 l2605 20250723 7420.00 ... 7358.00 7341.00 L
134 l2606 20250723 7383.00 ... 7356.00 7333.00 L
135 l2607 20250723 7398.00 ... 7384.00 7323.00 L
136 lg2507 20250723 820.00 ... 818.50 823.00 LG
137 lg2509 20250723 841.50 ... 829.00 840.50 LG
138 lg2511 20250723 849.00 ... 831.00 845.00 LG
139 lg2601 20250723 850.00 ... 839.00 856.50 LG
140 lg2603 20250723 846.50 ... 837.00 856.50 LG
141 lg2605 20250723 847.00 ... 842.50 861.50 LG
142 lh2507 20250723 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250723 14400.00 ... 14695.00 14350.00 LH
144 lh2511 20250723 14150.00 ... 14375.00 13915.00 LH
145 lh2601 20250723 14400.00 ... 14750.00 14220.00 LH
146 lh2603 20250723 13380.00 ... 13670.00 13260.00 LH
147 lh2605 20250723 13725.00 ... 13995.00 13530.00 LH
148 m2508 20250723 3063.00 ... 3073.00 3062.00 M
149 m2509 20250723 3080.00 ... 3096.00 3076.00 M
150 m2511 20250723 3096.00 ... 3133.00 3111.00 M
151 m2512 20250723 3130.00 ... 3150.00 3126.00 M
152 m2601 20250723 3100.00 ... 3116.00 3098.00 M
153 m2603 20250723 2942.00 ... 2954.00 2939.00 M
154 m2605 20250723 2758.00 ... 2767.00 2756.00 M
155 m2607 20250723 2744.00 ... 2752.00 2742.00 M
156 p2508 20250723 8872.00 ... 8898.00 8882.00 P
157 p2509 20250723 8908.00 ... 8984.00 8928.00 P
158 p2510 20250723 8914.00 ... 8984.00 8920.00 P
159 p2511 20250723 8896.00 ... 8956.00 8900.00 P
160 p2512 20250723 8908.00 ... 8966.00 8886.00 P
161 p2601 20250723 8900.00 ... 8960.00 8888.00 P
162 p2602 20250723 8852.00 ... 8886.00 8852.00 P
163 p2603 20250723 8766.00 ... 8800.00 8756.00 P
164 p2604 20250723 8704.00 ... 8702.00 8700.00 P
165 p2605 20250723 8586.00 ... 8640.00 8586.00 P
166 p2606 20250723 8526.00 ... 8552.00 8530.00 P
167 p2607 20250723 8500.00 ... 8536.00 8512.00 P
168 pg2507 20250723 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250723 4000.00 ... 4013.00 4032.00 PG
170 pg2509 20250723 3975.00 ... 3972.00 3981.00 PG
171 pg2510 20250723 4415.00 ... 4400.00 4407.00 PG
172 pg2511 20250723 4352.00 ... 4336.00 4340.00 PG
173 pg2512 20250723 4282.00 ... 4273.00 4272.00 PG
174 pg2601 20250723 4218.00 ... 4209.00 4204.00 PG
175 pg2602 20250723 4123.00 ... 4122.00 4114.00 PG
176 pg2603 20250723 4058.00 ... 4046.00 4039.00 PG
177 pg2604 20250723 4332.00 ... 4337.00 4339.00 PG
178 pg2605 20250723 4249.00 ... 4238.00 4233.00 PG
179 pg2606 20250723 4178.00 ... 4178.00 4163.00 PG
180 pp2508 20250723 7108.00 ... 7098.00 7086.00 PP
181 pp2509 20250723 7150.00 ... 7126.00 7114.00 PP
182 pp2510 20250723 7161.00 ... 7136.00 7115.00 PP
183 pp2511 20250723 7158.00 ... 7134.00 7115.00 PP
184 pp2512 20250723 7161.00 ... 7135.00 7123.00 PP
185 pp2601 20250723 7170.00 ... 7143.00 7116.00 PP
186 pp2602 20250723 7135.00 ... 7121.00 7110.00 PP
187 pp2603 20250723 7134.00 ... 7130.00 7098.00 PP
188 pp2604 20250723 7149.00 ... 7124.00 7097.00 PP
189 pp2605 20250723 7147.00 ... 7137.00 7109.00 PP
190 pp2606 20250723 7125.00 ... 7103.00 7100.00 PP
191 pp2607 20250723 0.00 ... 7173.00 7173.00 PP
192 rr2508 20250723 3597.00 ... 3563.00 3593.00 RR
193 rr2509 20250723 3605.00 ... 3601.00 3603.00 RR
194 rr2510 20250723 3620.00 ... 3629.00 3625.00 RR
195 rr2511 20250723 3621.00 ... 3622.00 3616.00 RR
196 rr2512 20250723 3621.00 ... 3621.00 3618.00 RR
197 rr2601 20250723 3620.00 ... 3623.00 3616.00 RR
198 rr2602 20250723 3623.00 ... 3623.00 3622.00 RR
199 rr2603 20250723 3626.00 ... 3630.00 3641.00 RR
200 rr2604 20250723 3633.00 ... 3634.00 3630.00 RR
201 rr2605 20250723 3628.00 ... 3629.00 3625.00 RR
202 rr2606 20250723 3622.00 ... 3627.00 3625.00 RR
203 rr2607 20250723 0.00 ... 3617.00 3617.00 RR
204 v2508 20250723 5199.00 ... 5169.00 5145.00 V
205 v2509 20250723 5260.00 ... 5194.00 5186.00 V
206 v2510 20250723 5285.00 ... 5220.00 5217.00 V
207 v2511 20250723 5314.00 ... 5265.00 5247.00 V
208 v2512 20250723 5340.00 ... 5279.00 5280.00 V
209 v2601 20250723 5380.00 ... 5307.00 5305.00 V
210 v2602 20250723 5395.00 ... 5344.00 5328.00 V
211 v2603 20250723 5395.00 ... 5361.00 5330.00 V
212 v2604 20250723 5533.00 ... 5496.00 5471.00 V
213 v2605 20250723 5560.00 ... 5500.00 5502.00 V
214 v2606 20250723 5584.00 ... 5524.00 5508.00 V
215 v2607 20250723 5610.00 ... 5544.00 5507.00 V
216 y2508 20250723 8054.00 ... 8062.00 8052.00 Y
217 y2509 20250723 8066.00 ... 8072.00 8072.00 Y
218 y2511 20250723 8084.00 ... 8080.00 8084.00 Y
219 y2512 20250723 8086.00 ... 8086.00 8084.00 Y
220 y2601 20250723 8022.00 ... 8022.00 8022.00 Y
221 y2603 20250723 7888.00 ... 7894.00 7902.00 Y
222 y2605 20250723 7674.00 ... 7668.00 7674.00 Y
223 y2607 20250723 7654.00 ... 7664.00 7670.00 Y
[224 rows x 12 columns]
2025-07-24 18:26:34,703 - future_1d - INFO - ak.get_dce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 IC2508 20250723 6195.400 ... 6170.200 6161.200 IC
1 IC2509 20250723 6135.800 ... 6120.800 6111.800 IC
2 IC2512 20250723 6024.200 ... 5997.000 5984.600 IC
3 IC2603 20250723 5913.200 ... 5882.800 5870.000 IC
4 IF2508 20250723 4126.200 ... 4117.800 4105.400 IF
5 IF2509 20250723 4117.000 ... 4109.800 4096.600 IF
6 IF2512 20250723 4087.000 ... 4079.800 4063.600 IF
7 IF2603 20250723 4055.200 ... 4051.600 4033.200 IF
8 IH2508 20250723 2802.000 ... 2801.800 2788.800 IH
9 IH2509 20250723 2803.200 ... 2802.600 2789.400 IH
10 IH2512 20250723 2806.200 ... 2804.200 2791.600 IH
11 IH2603 20250723 2810.000 ... 2805.800 2793.400 IH
12 IM2508 20250723 6595.200 ... 6570.800 6568.000 IM
13 IM2509 20250723 6521.200 ... 6499.200 6495.800 IM
14 IM2512 20250723 6340.000 ... 6316.800 6311.400 IM
15 IM2603 20250723 6177.800 ... 6158.400 6150.400 IM
16 T2509 20250723 108.500 ... 108.530 108.635 T
17 T2512 20250723 108.570 ... 108.600 108.700 T
18 T2603 20250723 108.600 ... 108.585 108.665 T
19 TF2509 20250723 105.785 ... 105.805 105.885 TF
20 TF2512 20250723 105.900 ... 105.885 105.965 TF
21 TF2603 20250723 105.945 ... 105.950 106.030 TF
22 TL2509 20250723 118.900 ... 119.350 119.520 TL
23 TL2512 20250723 118.880 ... 119.160 119.330 TL
24 TL2603 20250723 118.850 ... 118.960 119.150 TL
25 TS2509 20250723 102.390 ... 102.380 102.414 TS
26 TS2512 20250723 102.444 ... 102.464 102.490 TS
27 TS2603 20250723 102.570 ... 102.552 102.584 TS
[28 rows x 12 columns]
2025-07-24 18:26:34,970 - future_1d - INFO - ak.get_cffex_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 PS2508 20250723 49755.0 ... 51395.0 47655.0 PS
1 PS2509 20250723 50905.0 ... 51130.0 47470.0 PS
2 PS2510 20250723 50670.0 ... 51075.0 47315.0 PS
3 PS2511 20250723 50100.0 ... 50860.0 47220.0 PS
4 PS2512 20250723 52440.0 ... 53140.0 49395.0 PS
5 PS2601 20250723 51000.0 ... 52640.0 48930.0 PS
6 PS2602 20250723 51785.0 ... 52300.0 48595.0 PS
7 PS2603 20250723 51780.0 ... 52170.0 48685.0 PS
8 PS2604 20250723 51695.0 ... 52070.0 48800.0 PS
9 PS2605 20250723 52000.0 ... 52335.0 48615.0 PS
10 PS2606 20250723 52220.0 ... 53410.0 49520.0 PS
11 PS2607 20250723 50615.0 ... 53175.0 49445.0 PS
13 SI2508 20250723 9730.0 ... 9705.0 9425.0 SI
14 SI2509 20250723 9810.0 ... 9710.0 9470.0 SI
15 SI2510 20250723 9755.0 ... 9635.0 9405.0 SI
16 SI2511 20250723 9740.0 ... 9535.0 9340.0 SI
17 SI2512 20250723 9885.0 ... 9795.0 9605.0 SI
18 SI2601 20250723 9890.0 ... 9710.0 9550.0 SI
19 SI2602 20250723 9695.0 ... 9735.0 9510.0 SI
20 SI2603 20250723 9760.0 ... 9695.0 9490.0 SI
21 SI2604 20250723 9755.0 ... 9665.0 9485.0 SI
22 SI2605 20250723 9735.0 ... 9615.0 9470.0 SI
23 SI2606 20250723 9810.0 ... 9605.0 9450.0 SI
24 SI2607 20250723 9815.0 ... 9650.0 9490.0 SI
27 LC2508 20250723 74980.0 ... 72280.0 71900.0 LC
28 LC2509 20250723 73500.0 ... 71520.0 72320.0 LC
29 LC2510 20250723 71800.0 ... 71120.0 71600.0 LC
30 LC2511 20250723 72700.0 ... 70640.0 71260.0 LC
31 LC2512 20250723 72700.0 ... 70220.0 71260.0 LC
32 LC2601 20250723 72000.0 ... 70440.0 71100.0 LC
33 LC2602 20250723 71300.0 ... 70680.0 70800.0 LC
34 LC2603 20250723 71360.0 ... 70220.0 70540.0 LC
35 LC2604 20250723 71200.0 ... 70480.0 70760.0 LC
36 LC2605 20250723 71500.0 ... 70040.0 70780.0 LC
37 LC2606 20250723 71240.0 ... 70220.0 70600.0 LC
38 LC2607 20250723 71000.0 ... 70300.0 70520.0 LC
[36 rows x 12 columns]
2025-07-24 18:26:35,099 - future_1d - INFO - ak.get_gfex_daily('2025-07-23') done
2025-07-24 18:26:36,828 - future_1d - INFO - save future_daily 2025-07-23 completed
symbol date open ... settle pre_settle variety
0 AP510 20250724 7938.0 ... 7967.0 7949.0 AP
1 AP511 20250724 7664.0 ... 7704.0 7698.0 AP
2 AP512 20250724 7727.0 ... 7747.0 7748.0 AP
3 AP601 20250724 7800.0 ... 7834.0 7821.0 AP
4 AP603 20250724 7753.0 ... 7766.0 7740.0 AP
5 AP604 20250724 7741.0 ... 7769.0 7758.0 AP
6 AP605 20250724 7774.0 ... 7812.0 7796.0 AP
7 CF509 20250724 14180.0 ... 14160.0 14220.0 CF
8 CF511 20250724 13985.0 ... 13995.0 14010.0 CF
9 CF601 20250724 14065.0 ... 14070.0 14080.0 CF
10 CF603 20250724 14000.0 ... 14030.0 14035.0 CF
11 CF605 20250724 14015.0 ... 14005.0 14025.0 CF
12 CF607 20250724 14000.0 ... 14025.0 14050.0 CF
13 CJ509 20250724 9610.0 ... 9495.0 9545.0 CJ
14 CJ512 20250724 10430.0 ... 10315.0 10415.0 CJ
15 CJ601 20250724 10580.0 ... 10475.0 10565.0 CJ
16 CJ603 20250724 10650.0 ... 10545.0 10655.0 CJ
17 CJ605 20250724 10750.0 ... 10700.0 10765.0 CJ
18 CJ607 20250724 10755.0 ... 10790.0 10865.0 CJ
19 CY508 20250724 0.0 ... 20165.0 20165.0 CY
20 CY509 20250724 20325.0 ... 20350.0 20420.0 CY
21 CY510 20250724 0.0 ... 19960.0 20030.0 CY
22 CY511 20250724 20120.0 ... 20155.0 20215.0 CY
23 CY512 20250724 0.0 ... 20045.0 20040.0 CY
24 CY601 20250724 20225.0 ... 20260.0 20325.0 CY
25 CY602 20250724 0.0 ... 20055.0 20055.0 CY
26 CY603 20250724 0.0 ... 20305.0 20305.0 CY
27 CY604 20250724 0.0 ... 20040.0 20040.0 CY
28 CY605 20250724 0.0 ... 20215.0 20215.0 CY
29 CY606 20250724 0.0 ... 20010.0 20010.0 CY
30 CY607 20250724 0.0 ... 20595.0 20625.0 CY
31 FG508 20250724 1207.0 ... 1258.0 1221.0 FG
32 FG509 20250724 1206.0 ... 1261.0 1223.0 FG
33 FG510 20250724 1269.0 ... 1319.0 1278.0 FG
34 FG511 20250724 1249.0 ... 1301.0 1263.0 FG
35 FG512 20250724 1319.0 ... 1366.0 1328.0 FG
36 FG601 20250724 1309.0 ... 1354.0 1318.0 FG
37 FG602 20250724 1355.0 ... 1389.0 1357.0 FG
38 FG603 20250724 1345.0 ... 1377.0 1354.0 FG
39 FG604 20250724 1366.0 ... 1412.0 1385.0 FG
40 FG605 20250724 1370.0 ... 1411.0 1376.0 FG
41 FG606 20250724 1400.0 ... 1428.0 1390.0 FG
42 FG607 20250724 1385.0 ... 1414.0 1383.0 FG
43 JR509 20250724 0.0 ... 2662.0 2662.0 JR
44 JR511 20250724 0.0 ... 2662.0 2662.0 JR
45 JR601 20250724 0.0 ... 2662.0 2662.0 JR
46 JR603 20250724 0.0 ... 2662.0 2662.0 JR
47 JR605 20250724 0.0 ... 2662.0 2662.0 JR
48 JR607 20250724 0.0 ... 2662.0 2662.0 JR
49 LR509 20250724 0.0 ... 2360.0 2360.0 LR
50 LR511 20250724 0.0 ... 2360.0 2360.0 LR
51 LR601 20250724 0.0 ... 2360.0 2360.0 LR
52 MA508 20250724 2394.0 ... 2417.0 2394.0 MA
53 MA509 20250724 2417.0 ... 2465.0 2430.0 MA
54 MA510 20250724 2444.0 ... 2498.0 2459.0 MA
55 MA511 20250724 2466.0 ... 2517.0 2481.0 MA
56 MA512 20250724 2489.0 ... 2532.0 2496.0 MA
57 MA601 20250724 2504.0 ... 2539.0 2510.0 MA
58 MA602 20250724 2497.0 ... 2536.0 2496.0 MA
59 MA603 20250724 2487.0 ... 2526.0 2490.0 MA
60 MA604 20250724 2469.0 ... 2502.0 2463.0 MA
61 MA605 20250724 2431.0 ... 2463.0 2435.0 MA
62 MA606 20250724 2453.0 ... 2475.0 2449.0 MA
63 MA607 20250724 2430.0 ... 2457.0 2430.0 MA
64 OI509 20250724 9459.0 ... 9462.0 9451.0 OI
65 OI511 20250724 9439.0 ... 9441.0 9433.0 OI
66 OI601 20250724 9408.0 ... 9409.0 9388.0 OI
67 OI603 20250724 9359.0 ... 9382.0 9347.0 OI
68 OI605 20250724 9314.0 ... 9315.0 9282.0 OI
69 OI607 20250724 9269.0 ... 9314.0 9269.0 OI
70 PF508 20250724 6420.0 ... 6474.0 6480.0 PF
71 PF509 20250724 6430.0 ... 6472.0 6476.0 PF
72 PF510 20250724 6478.0 ... 6534.0 6532.0 PF
73 PF511 20250724 6474.0 ... 6524.0 6522.0 PF
74 PF512 20250724 6454.0 ... 6510.0 6504.0 PF
75 PF601 20250724 6462.0 ... 6516.0 6500.0 PF
76 PF602 20250724 6482.0 ... 6514.0 6504.0 PF
77 PF603 20250724 6496.0 ... 6528.0 6516.0 PF
78 PF604 20250724 0.0 ... 6556.0 6518.0 PF
79 PF605 20250724 6530.0 ... 6566.0 6548.0 PF
80 PF606 20250724 6534.0 ... 6576.0 6562.0 PF
81 PF607 20250724 6550.0 ... 6570.0 6590.0 PF
82 PK510 20250724 8142.0 ... 8140.0 8142.0 PK
83 PK511 20250724 7974.0 ... 7984.0 7978.0 PK
84 PK512 20250724 7968.0 ... 7984.0 7972.0 PK
85 PK601 20250724 7998.0 ... 8016.0 7994.0 PK
86 PK603 20250724 8014.0 ... 8034.0 8022.0 PK
87 PK604 20250724 8030.0 ... 8032.0 8028.0 PK
88 PK605 20250724 8040.0 ... 8036.0 8036.0 PK
89 PL601 20250724 6594.0 ... 6590.0 6595.0 PL
90 PL602 20250724 6641.0 ... 6668.0 6645.0 PL
91 PL603 20250724 6578.0 ... 6584.0 6573.0 PL
92 PL604 20250724 6494.0 ... 6494.0 6610.0 PL
93 PL605 20250724 6520.0 ... 6524.0 6519.0 PL
94 PL606 20250724 0.0 ... 6611.0 6611.0 PL
95 PL607 20250724 0.0 ... 6596.0 6596.0 PL
96 PM509 20250724 0.0 ... 3122.0 3122.0 PM
97 PM511 20250724 0.0 ... 3122.0 3122.0 PM
98 PM601 20250724 0.0 ... 3122.0 3122.0 PM
99 PM603 20250724 0.0 ... 3122.0 3122.0 PM
100 PM605 20250724 0.0 ... 3122.0 3122.0 PM
101 PM607 20250724 0.0 ... 3122.0 3122.0 PM
102 PR508 20250724 6014.0 ... 6034.0 6030.0 PR
103 PR509 20250724 5976.0 ... 6018.0 6012.0 PR
104 PR510 20250724 5992.0 ... 6024.0 6022.0 PR
105 PR511 20250724 5982.0 ... 6012.0 5996.0 PR
106 PR512 20250724 6010.0 ... 6018.0 5986.0 PR
107 PR601 20250724 5982.0 ... 5994.0 5972.0 PR
108 PR602 20250724 6008.0 ... 5992.0 5974.0 PR
109 PR603 20250724 6016.0 ... 5996.0 6012.0 PR
110 PR604 20250724 6012.0 ... 6010.0 6008.0 PR
111 PR605 20250724 6020.0 ... 6020.0 6014.0 PR
112 PR606 20250724 0.0 ... 6016.0 5998.0 PR
113 PR607 20250724 5980.0 ... 5980.0 5978.0 PR
114 PX508 20250724 6924.0 ... 6926.0 6924.0 PX
115 PX509 20250724 6860.0 ... 6902.0 6890.0 PX
116 PX510 20250724 6848.0 ... 6888.0 6870.0 PX
117 PX511 20250724 6804.0 ... 6844.0 6834.0 PX
118 PX512 20250724 6800.0 ... 6822.0 6818.0 PX
119 PX601 20250724 6782.0 ... 6804.0 6802.0 PX
120 PX602 20250724 6786.0 ... 6760.0 6772.0 PX
121 PX603 20250724 0.0 ... 6806.0 6754.0 PX
122 PX604 20250724 0.0 ... 6804.0 6740.0 PX
123 PX605 20250724 6748.0 ... 6756.0 6752.0 PX
124 PX606 20250724 6756.0 ... 6760.0 6728.0 PX
125 PX607 20250724 6760.0 ... 6764.0 6740.0 PX
126 RI509 20250724 0.0 ... 2479.0 2479.0 RI
127 RI511 20250724 0.0 ... 2479.0 2479.0 RI
128 RI601 20250724 0.0 ... 2479.0 2479.0 RI
129 RI603 20250724 0.0 ... 2479.0 2479.0 RI
130 RI605 20250724 0.0 ... 2479.0 2479.0 RI
131 RI607 20250724 0.0 ... 2479.0 2479.0 RI
132 RM508 20250724 2747.0 ... 2688.0 2744.0 RM
133 RM509 20250724 2757.0 ... 2706.0 2754.0 RM
134 RM511 20250724 2590.0 ... 2562.0 2584.0 RM
135 RM601 20250724 2445.0 ... 2414.0 2448.0 RM
136 RM603 20250724 2407.0 ... 2383.0 2411.0 RM
137 RM605 20250724 2385.0 ... 2368.0 2385.0 RM
138 RM607 20250724 2371.0 ... 2355.0 2372.0 RM
139 RS508 20250724 0.0 ... 4975.0 4976.0 RS
140 RS509 20250724 5080.0 ... 5092.0 5121.0 RS
141 RS511 20250724 5261.0 ... 5244.0 5245.0 RS
142 RS607 20250724 0.0 ... 5200.0 5200.0 RS
143 SA508 20250724 1319.0 ... 1344.0 1337.0 SA
144 SA509 20250724 1330.0 ... 1364.0 1349.0 SA
145 SA510 20250724 1359.0 ... 1378.0 1374.0 SA
146 SA511 20250724 1367.0 ... 1389.0 1385.0 SA
147 SA512 20250724 1405.0 ... 1424.0 1418.0 SA
148 SA601 20250724 1407.0 ... 1438.0 1414.0 SA
149 SA602 20250724 1418.0 ... 1458.0 1435.0 SA
150 SA603 20250724 1420.0 ... 1450.0 1425.0 SA
151 SA604 20250724 1443.0 ... 1492.0 1443.0 SA
152 SA605 20250724 1446.0 ... 1483.0 1454.0 SA
153 SA606 20250724 1459.0 ... 1510.0 1439.0 SA
154 SA607 20250724 1460.0 ... 1500.0 1459.0 SA
155 SF508 20250724 5806.0 ... 5748.0 5850.0 SF
156 SF509 20250724 5832.0 ... 5762.0 5844.0 SF
157 SF510 20250724 5796.0 ... 5752.0 5822.0 SF
158 SF511 20250724 5960.0 ... 5920.0 5984.0 SF
159 SF512 20250724 5936.0 ... 5894.0 5954.0 SF
160 SF601 20250724 5916.0 ... 5874.0 5956.0 SF
161 SF602 20250724 5836.0 ... 5810.0 5878.0 SF
162 SF603 20250724 5954.0 ... 5966.0 6042.0 SF
163 SF604 20250724 5890.0 ... 5918.0 6056.0 SF
164 SF605 20250724 5928.0 ... 5924.0 5990.0 SF
165 SF606 20250724 5846.0 ... 5878.0 5890.0 SF
166 SF607 20250724 5958.0 ... 5984.0 6028.0 SF
167 SH508 20250724 2582.0 ... 2608.0 2579.0 SH
168 SH509 20250724 2635.0 ... 2665.0 2633.0 SH
169 SH510 20250724 2681.0 ... 2703.0 2671.0 SH
170 SH511 20250724 2658.0 ... 2680.0 2654.0 SH
171 SH512 20250724 2667.0 ... 2696.0 2666.0 SH
172 SH601 20250724 2648.0 ... 2686.0 2658.0 SH
173 SH602 20250724 2692.0 ... 2712.0 2681.0 SH
174 SH603 20250724 2692.0 ... 2718.0 2684.0 SH
175 SH604 20250724 2725.0 ... 2764.0 2708.0 SH
176 SH605 20250724 2732.0 ... 2753.0 2722.0 SH
177 SH606 20250724 2728.0 ... 2773.0 2740.0 SH
178 SH607 20250724 2739.0 ... 2757.0 2713.0 SH
179 SM508 20250724 5922.0 ... 5922.0 5922.0 SM
180 SM509 20250724 5930.0 ... 5938.0 5956.0 SM
181 SM510 20250724 5910.0 ... 5924.0 5932.0 SM
182 SM511 20250724 5978.0 ... 5994.0 6004.0 SM
183 SM512 20250724 6000.0 ... 5998.0 6008.0 SM
184 SM601 20250724 5988.0 ... 5998.0 6016.0 SM
185 SM602 20250724 5938.0 ... 6000.0 6016.0 SM
186 SM603 20250724 5928.0 ... 6014.0 6024.0 SM
187 SM604 20250724 5936.0 ... 6014.0 6016.0 SM
188 SM605 20250724 6022.0 ... 6046.0 6038.0 SM
189 SM606 20250724 5994.0 ... 6086.0 5970.0 SM
190 SM607 20250724 5986.0 ... 6070.0 6040.0 SM
191 SR509 20250724 5835.0 ... 5853.0 5826.0 SR
192 SR511 20250724 5715.0 ... 5727.0 5713.0 SR
193 SR601 20250724 5658.0 ... 5664.0 5650.0 SR
194 SR603 20250724 5630.0 ... 5635.0 5623.0 SR
195 SR605 20250724 5605.0 ... 5609.0 5604.0 SR
196 SR607 20250724 5597.0 ... 5605.0 5600.0 SR
197 TA508 20250724 4780.0 ... 4816.0 4824.0 TA
198 TA509 20250724 4788.0 ... 4814.0 4808.0 TA
199 TA510 20250724 4792.0 ... 4810.0 4810.0 TA
200 TA511 20250724 4786.0 ... 4808.0 4800.0 TA
201 TA512 20250724 4784.0 ... 4802.0 4794.0 TA
202 TA601 20250724 4786.0 ... 4798.0 4792.0 TA
203 TA602 20250724 4780.0 ... 4802.0 4796.0 TA
204 TA603 20250724 4788.0 ... 4790.0 4794.0 TA
205 TA604 20250724 4782.0 ... 4802.0 4802.0 TA
206 TA605 20250724 4794.0 ... 4814.0 4808.0 TA
207 TA606 20250724 0.0 ... 4842.0 4814.0 TA
208 TA607 20250724 4812.0 ... 4826.0 4858.0 TA
209 UR508 20250724 1761.0 ... 1768.0 1772.0 UR
210 UR509 20250724 1775.0 ... 1782.0 1788.0 UR
211 UR510 20250724 1765.0 ... 1774.0 1777.0 UR
212 UR511 20250724 1792.0 ... 1798.0 1795.0 UR
213 UR512 20250724 1779.0 ... 1799.0 1786.0 UR
214 UR601 20250724 1780.0 ... 1790.0 1787.0 UR
215 UR602 20250724 1776.0 ... 1788.0 1774.0 UR
216 UR603 20250724 1788.0 ... 1806.0 1803.0 UR
217 UR604 20250724 1797.0 ... 1803.0 1793.0 UR
218 UR605 20250724 1790.0 ... 1805.0 1798.0 UR
219 UR606 20250724 1790.0 ... 1801.0 1794.0 UR
220 UR607 20250724 1803.0 ... 1809.0 1805.0 UR
221 WH509 20250724 0.0 ... 3198.0 3198.0 WH
222 WH511 20250724 0.0 ... 3198.0 3198.0 WH
223 WH601 20250724 0.0 ... 3198.0 3198.0 WH
224 WH603 20250724 0.0 ... 3198.0 3198.0 WH
225 WH605 20250724 0.0 ... 3198.0 3198.0 WH
226 WH607 20250724 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250724 0.0 ... 801.4 801.4 ZC
228 ZC509 20250724 0.0 ... 801.4 801.4 ZC
229 ZC510 20250724 0.0 ... 801.4 801.4 ZC
230 ZC511 20250724 0.0 ... 801.4 801.4 ZC
231 ZC512 20250724 0.0 ... 801.4 801.4 ZC
232 ZC601 20250724 0.0 ... 801.4 801.4 ZC
233 ZC602 20250724 0.0 ... 801.4 801.4 ZC
234 ZC603 20250724 0.0 ... 801.4 801.4 ZC
235 ZC604 20250724 0.0 ... 801.4 801.4 ZC
236 ZC605 20250724 0.0 ... 801.4 801.4 ZC
237 ZC606 20250724 0.0 ... 801.4 801.4 ZC
238 ZC607 20250724 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-24 18:26:45,805 - future_1d - INFO - ak.get_czce_daily('2025-07-24') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250724 520.4 528 ... 3786.74 518.7 519.2 SC
1 SC2509 20250724 502 511 ... 6236615.93 504.3 503.9 SC
2 SC2510 20250724 496.4 504.4 ... 756833.27 498.7 498.1 SC
3 SC2511 20250724 492.5 499.6 ... 187482.78 494.5 493.1 SC
4 SC2512 20250724 488.1 495.8 ... 11843.25 491.4 489.9 SC
5 SC2601 20250724 486.5 492.3 ... 7769.43 488.6 487.2 SC
6 SC2602 20250724 483.8 488.9 ... 4864.41 486.4 484.1 SC
7 SC2603 20250724 481.1 486 ... 725.87 483.9 482.9 SC
8 SC2604 20250724 480.3 482.7 ... 192.54 481.3 480.3 SC
9 SC2605 20250724 ... 0 479 479 SC
10 SC2606 20250724 476.3 478.6 ... 525.34 477.5 476.7 SC
11 SC2607 20250724 ... 0 475.5 475.5 SC
12 SC2609 20250724 476.5 476.5 ... 94.76 473.8 471.6 SC
13 SC2612 20250724 471.9 471.9 ... 47.19 471.9 469.4 SC
14 SC2703 20250724 ... 0 469.5 469.5 SC
15 SC2706 20250724 ... 0 468.4 468.4 SC
16 SC2709 20250724 ... 0 467 462.8 SC
17 SC2712 20250724 ... 0 467.2 467.2 SC
18 SC2803 20250724 464.9 464.9 ... 46.49 464.9 463.4 SC
19 SC2806 20250724 464.6 466.8 ... 510.46 464 464.2 SC
21 LU2508 20250724 3530 3623 ... 814.158 3539 3548 LU
22 LU2509 20250724 3560 3599 ... 63743.905 3557 3564 LU
23 LU2510 20250724 3557 3596 ... 432984.453 3556 3567 LU
24 LU2511 20250724 3541 3581 ... 36011.263 3547 3552 LU
25 LU2512 20250724 3521 3568 ... 1140.913 3521 3528 LU
26 LU2601 20250724 3501 3553 ... 1882.098 3511 3514 LU
27 LU2602 20250724 3480 3535 ... 38.585 3507 3501 LU
28 LU2603 20250724 3572 3572 ... 66.297 3489 3488 LU
29 LU2604 20250724 3456 3501 ... 24.368 3481 3473 LU
30 LU2605 20250724 3450 3485 ... 27.769 3471 3474 LU
31 LU2606 20250724 3451 3481 ... 10.406 3468 3459 LU
32 LU2607 20250724 3439 3472 ... 34.559 3455 3453 LU
34 NR2508 20250724 12750 13240 ... 135677.65 12905 12790 NR
35 NR2509 20250724 12775 13290 ... 2527939.41 12980 12820 NR
36 NR2510 20250724 12800 13245 ... 770551.205 12975 12810 NR
37 NR2511 20250724 12810 13225 ... 94007.08 13070 12830 NR
38 NR2512 20250724 12845 13225 ... 64668.965 13090 12890 NR
39 NR2601 20250724 12895 13275 ... 68692.915 13105 12925 NR
40 NR2602 20250724 13050 13260 ... 867.79 13145 12995 NR
41 NR2603 20250724 ... 0 12900 12900 NR
42 NR2604 20250724 13265 13265 ... 13.265 13265 12995 NR
43 NR2605 20250724 13250 13250 ... 92.605 13225 12995 NR
44 NR2606 20250724 13280 13280 ... 13.28 13280 12950 NR
45 NR2607 20250724 ... 0 12935 12810 NR
47 BC2508 20250724 70990 71060 ... 151780.14 70900 70880 BC
48 BC2509 20250724 71090 71200 ... 76772.905 70980 70930 BC
49 BC2510 20250724 70870 70870 ... 35.435 70870 70720 BC
50 BC2511 20250724 ... 0 69190 69190 BC
51 BC2512 20250724 ... 0 70620 70400 BC
52 BC2601 20250724 ... 0 69620 69480 BC
53 BC2602 20250724 ... 0 69550 69410 BC
54 BC2603 20250724 ... 0 69430 69290 BC
55 BC2604 20250724 ... 0 69570 69430 BC
56 BC2605 20250724 ... 0 69480 69480 BC
57 BC2606 20250724 ... 0 69340 69340 BC
58 BC2607 20250724 ... 0 68670 68670 BC
60 EC2508 20250724 2229 2250 ... 33870.5165 2230.5 2212.3 EC
61 EC2510 20250724 1520 1608 ... 511739.585 1570 1526.9 EC
62 EC2512 20250724 1714.7 1808.9 ... 71483.768 1747.5 1687.9 EC
63 EC2602 20250724 1477.3 1574.9 ... 18208.8575 1523.1 1458 EC
64 EC2604 20250724 1324 1400 ... 17546.694 1359.6 1316.3 EC
65 EC2606 20250724 1476.2 1513.8 ... 2233.168 1483.8 1454.3 EC
68 SC_TAS2509 20250724 ... SC_TAS
69 SC_TAS2510 20250724 ... SC_TAS
70 SC_TAS2511 20250724 ... SC_TAS
[65 rows x 12 columns]
2025-07-24 18:26:45,889 - future_1d - INFO - ak.get_ine_daily('2025-07-24') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250724 ... 79720 79680 CU
1 1 CU2509 20250724 ... 79840 79810 CU
2 2 CU2510 20250724 ... 79850 79810 CU
3 3 CU2511 20250724 ... 79800 79800 CU
4 4 CU2512 20250724 ... 79780 79760 CU
5 5 CU2601 20250724 ... 79740 79710 CU
6 6 CU2602 20250724 ... 79750 79670 CU
7 7 CU2603 20250724 ... 79760 79700 CU
8 8 CU2604 20250724 ... 79720 79650 CU
9 9 CU2605 20250724 ... 79760 79690 CU
10 10 CU2606 20250724 ... 79740 79660 CU
11 11 CU2607 20250724 ... 79710 79610 CU
12 12 BC2508 20250724 ... 70900 70880 BC
13 13 BC2509 20250724 ... 70980 70930 BC
14 14 BC2510 20250724 ... 70870 70720 BC
15 15 BC2511 20250724 ... 69190 69190 BC
16 16 BC2512 20250724 ... 70620 70400 BC
17 17 BC2601 20250724 ... 69620 69480 BC
18 18 BC2602 20250724 ... 69550 69410 BC
19 19 BC2603 20250724 ... 69430 69290 BC
20 20 BC2604 20250724 ... 69570 69430 BC
21 21 BC2605 20250724 ... 69480 69480 BC
22 22 BC2606 20250724 ... 69340 69340 BC
23 23 BC2607 20250724 ... 68670 68670 BC
24 24 AL2508 20250724 ... 20745 20850 AL
25 25 AL2509 20250724 ... 20735 20845 AL
26 26 AL2510 20250724 ... 20700 20780 AL
27 27 AL2511 20250724 ... 20635 20710 AL
28 28 AL2512 20250724 ... 20585 20665 AL
29 29 AL2601 20250724 ... 20570 20615 AL
30 30 AL2602 20250724 ... 20550 20645 AL
31 31 AL2603 20250724 ... 20585 20615 AL
32 32 AL2604 20250724 ... 20570 20670 AL
33 33 AL2605 20250724 ... 20605 20650 AL
34 34 AL2606 20250724 ... 20610 20665 AL
35 35 AL2607 20250724 ... 20590 20680 AL
36 36 ZN2508 20250724 ... 22930 22855 ZN
37 37 ZN2509 20250724 ... 22980 22905 ZN
38 38 ZN2510 20250724 ... 22975 22900 ZN
39 39 ZN2511 20250724 ... 22935 22870 ZN
40 40 ZN2512 20250724 ... 22880 22825 ZN
41 41 ZN2601 20250724 ... 22850 22765 ZN
42 42 ZN2602 20250724 ... 22830 22725 ZN
43 43 ZN2603 20250724 ... 22840 22720 ZN
44 44 ZN2604 20250724 ... 22855 22740 ZN
45 45 ZN2605 20250724 ... 22830 22735 ZN
46 46 ZN2606 20250724 ... 22840 22720 ZN
47 47 ZN2607 20250724 ... 22810 22720 ZN
48 48 PB2508 20250724 ... 16870 16895 PB
49 49 PB2509 20250724 ... 16890 16905 PB
50 50 PB2510 20250724 ... 16925 16925 PB
51 51 PB2511 20250724 ... 16940 16910 PB
52 52 PB2512 20250724 ... 16955 16975 PB
53 53 PB2601 20250724 ... 16995 16985 PB
54 54 PB2602 20250724 ... 17035 16985 PB
55 55 PB2603 20250724 ... 17050 17000 PB
56 56 PB2604 20250724 ... 17070 17070 PB
57 57 PB2605 20250724 ... 17050 17015 PB
58 58 PB2606 20250724 ... 17040 17015 PB
59 59 PB2607 20250724 ... 17055 17030 PB
60 60 NI2508 20250724 ... 123840 123410 NI
61 61 NI2509 20250724 ... 124040 123540 NI
62 62 NI2510 20250724 ... 124230 123650 NI
63 63 NI2511 20250724 ... 124400 123840 NI
64 64 NI2512 20250724 ... 124630 124020 NI
65 65 NI2601 20250724 ... 124870 124190 NI
66 66 NI2602 20250724 ... 124990 124550 NI
67 67 NI2603 20250724 ... 125130 124790 NI
68 68 NI2604 20250724 ... 125410 125200 NI
69 69 NI2605 20250724 ... 125630 125200 NI
70 70 NI2606 20250724 ... 125910 125510 NI
71 71 NI2607 20250724 ... 126320 125170 NI
72 72 SN2508 20250724 ... 273670 268900 SN
73 73 SN2509 20250724 ... 273920 269160 SN
74 74 SN2510 20250724 ... 273780 269100 SN
75 75 SN2511 20250724 ... 273750 269000 SN
76 76 SN2512 20250724 ... 273410 268900 SN
77 77 SN2601 20250724 ... 273290 269060 SN
78 78 SN2602 20250724 ... 272970 269210 SN
79 79 SN2603 20250724 ... 273910 267970 SN
80 80 SN2604 20250724 ... 274050 268310 SN
81 81 SN2605 20250724 ... 273630 267810 SN
82 82 SN2606 20250724 ... 274010 268130 SN
83 83 SN2607 20250724 ... 273640 269330 SN
84 84 AO2508 20250724 ... 3384 3415 AO
85 85 AO2509 20250724 ... 3385 3419 AO
86 86 AO2510 20250724 ... 3343 3372 AO
87 87 AO2511 20250724 ... 3333 3353 AO
88 88 AO2512 20250724 ... 3330 3353 AO
89 89 AO2601 20250724 ... 3328 3345 AO
90 90 AO2602 20250724 ... 3312 3304 AO
91 91 AO2603 20250724 ... 3314 3328 AO
92 92 AO2604 20250724 ... 3299 3325 AO
93 93 AO2605 20250724 ... 3298 3310 AO
94 94 AO2606 20250724 ... 3290 3306 AO
95 95 AO2607 20250724 ... 3266 3323 AO
96 96 AD2511 20250724 ... 20130 20210 AD
97 97 AD2512 20250724 ... 20080 20150 AD
98 98 AD2601 20250724 ... 20040 20135 AD
99 99 AD2602 20250724 ... 20010 20175 AD
100 100 AD2603 20250724 ... 20135 20135 AD
101 101 AD2604 20250724 ... 19935 19935 AD
102 102 AD2605 20250724 ... 19960 20035 AD
103 103 AD2606 20250724 ... 19920 19920 AD
104 104 AD2607 20250724 ... 19790 19790 AD
105 105 AU2508 20250724 ... 782.82 788.8 AU
106 106 AU2509 20250724 ... 778.42 790.1 AU
107 107 AU2510 20250724 ... 784.22 791.4 AU
108 108 AU2512 20250724 ... 785.2 793.4 AU
109 109 AU2602 20250724 ... 788.38 795.5 AU
110 110 AU2604 20250724 ... 788.22 797.94 AU
111 111 AU2606 20250724 ... 790.24 800.72 AU
112 112 AU2608 20250724 ... 792.28 802.18 AU
113 113 AG2508 20250724 ... 9381 9438 AG
114 114 AG2509 20250724 ... 9399 9455 AG
115 115 AG2510 20250724 ... 9421 9465 AG
116 116 AG2511 20250724 ... 9432 9478 AG
117 117 AG2512 20250724 ... 9430 9484 AG
118 118 AG2601 20250724 ... 9445 9497 AG
119 119 AG2602 20250724 ... 9454 9508 AG
120 120 AG2603 20250724 ... 9463 9519 AG
121 121 AG2604 20250724 ... 9481 9530 AG
122 122 AG2605 20250724 ... 9488 9546 AG
123 123 AG2606 20250724 ... 9498 9557 AG
124 124 AG2607 20250724 ... 9523 9567 AG
125 125 RB2508 20250724 ... 3225 3221 RB
126 126 RB2509 20250724 ... 3232 3236 RB
127 127 RB2510 20250724 ... 3280 3283 RB
128 128 RB2511 20250724 ... 3293 3301 RB
129 129 RB2512 20250724 ... 3333 3335 RB
130 130 RB2601 20250724 ... 3337 3337 RB
131 131 RB2602 20250724 ... 3327 3319 RB
132 132 RB2603 20250724 ... 3332 3335 RB
133 133 RB2604 20250724 ... 3348 3345 RB
134 134 RB2605 20250724 ... 3362 3357 RB
135 135 RB2606 20250724 ... 3363 3359 RB
136 136 RB2607 20250724 ... 3374 3372 RB
137 137 WR2508 20250724 ... 3212 3212 WR
138 138 WR2509 20250724 ... 3335 3335 WR
139 139 WR2510 20250724 ... 3546 3611 WR
140 140 WR2511 20250724 ... 3583 3639 WR
141 141 WR2512 20250724 ... 3570 3570 WR
142 142 WR2601 20250724 ... 3572 3625 WR
143 143 WR2602 20250724 ... 3607 3607 WR
144 144 WR2603 20250724 ... 3606 3606 WR
145 145 WR2604 20250724 ... 3570 3556 WR
146 146 WR2605 20250724 ... 3640 3640 WR
147 147 WR2606 20250724 ... 3680 3708 WR
148 148 WR2607 20250724 ... 3668 3668 WR
149 149 HC2508 20250724 ... 3441 3435 HC
150 150 HC2509 20250724 ... 3443 3442 HC
151 151 HC2510 20250724 ... 3439 3444 HC
152 152 HC2511 20250724 ... 3442 3444 HC
153 153 HC2512 20250724 ... 3441 3463 HC
154 154 HC2601 20250724 ... 3458 3458 HC
155 155 HC2602 20250724 ... 3448 3447 HC
156 156 HC2603 20250724 ... 3466 3463 HC
157 157 HC2604 20250724 ... 3484 3470 HC
158 158 HC2605 20250724 ... 3475 3470 HC
159 159 HC2606 20250724 ... 3487 3445 HC
160 160 HC2607 20250724 ... 3470 3487 HC
161 161 SS2508 20250724 ... 12925 12950 SS
162 162 SS2509 20250724 ... 12910 12945 SS
163 163 SS2510 20250724 ... 12940 12980 SS
164 164 SS2511 20250724 ... 12980 13025 SS
165 165 SS2512 20250724 ... 13005 13020 SS
166 166 SS2601 20250724 ... 13040 13080 SS
167 167 SS2602 20250724 ... 13090 13120 SS
168 168 SS2603 20250724 ... 13135 13185 SS
169 169 SS2604 20250724 ... 13210 13225 SS
170 170 SS2605 20250724 ... 13260 13265 SS
171 171 SS2606 20250724 ... 13265 13295 SS
172 172 SS2607 20250724 ... 13305 13365 SS
173 173 SC2508 20250724 ... 518.7 519.2 SC
174 174 SC2509 20250724 ... 504.3 503.9 SC
175 175 SC2510 20250724 ... 498.7 498.1 SC
176 176 SC2511 20250724 ... 494.5 493.1 SC
177 177 SC2512 20250724 ... 491.4 489.9 SC
178 178 SC2601 20250724 ... 488.6 487.2 SC
179 179 SC2602 20250724 ... 486.4 484.1 SC
180 180 SC2603 20250724 ... 483.9 482.9 SC
181 181 SC2604 20250724 ... 481.3 480.3 SC
182 182 SC2605 20250724 ... 479 479 SC
183 183 SC2606 20250724 ... 477.5 476.7 SC
184 184 SC2607 20250724 ... 475.5 475.5 SC
185 185 SC2609 20250724 ... 473.8 471.6 SC
186 186 SC2612 20250724 ... 471.9 469.4 SC
187 187 SC2703 20250724 ... 469.5 469.5 SC
188 188 SC2706 20250724 ... 468.4 468.4 SC
189 189 SC2709 20250724 ... 467 462.8 SC
190 190 SC2712 20250724 ... 467.2 467.2 SC
191 191 SC2803 20250724 ... 464.9 463.4 SC
192 192 SC2806 20250724 ... 464 464.2 SC
193 193 LU2508 20250724 ... 3539 3548 LU
194 194 LU2509 20250724 ... 3557 3564 LU
195 195 LU2510 20250724 ... 3556 3567 LU
196 196 LU2511 20250724 ... 3547 3552 LU
197 197 LU2512 20250724 ... 3521 3528 LU
198 198 LU2601 20250724 ... 3511 3514 LU
199 199 LU2602 20250724 ... 3507 3501 LU
200 200 LU2603 20250724 ... 3489 3488 LU
201 201 LU2604 20250724 ... 3481 3473 LU
202 202 LU2605 20250724 ... 3471 3474 LU
203 203 LU2606 20250724 ... 3468 3459 LU
204 204 LU2607 20250724 ... 3455 3453 LU
205 205 FU2508 20250724 ... 2822 2843 FU
206 206 FU2509 20250724 ... 2862 2879 FU
207 207 FU2510 20250724 ... 2872 2890 FU
208 208 FU2511 20250724 ... 2878 2891 FU
209 209 FU2512 20250724 ... 2872 2879 FU
210 210 FU2601 20250724 ... 2871 2876 FU
211 211 FU2602 20250724 ... 2860 2863 FU
212 212 FU2603 20250724 ... 2854 2854 FU
213 213 FU2604 20250724 ... 2846 2845 FU
214 214 FU2605 20250724 ... 2836 2833 FU
215 215 FU2606 20250724 ... 2827 2824 FU
216 216 FU2607 20250724 ... 2810 2808 FU
217 217 BU2508 20250724 ... 3610 3640 BU
218 218 BU2509 20250724 ... 3587 3612 BU
219 219 BU2510 20250724 ... 3557 3575 BU
220 220 BU2511 20250724 ... 3511 3534 BU
221 221 BU2512 20250724 ... 3447 3469 BU
222 222 BU2601 20250724 ... 3416 3437 BU
223 223 BU2602 20250724 ... 3397 3431 BU
224 224 BU2603 20250724 ... 3392 3417 BU
225 225 BU2604 20250724 ... 3384 3393 BU
226 226 BU2605 20250724 ... 3389 3407 BU
227 227 BU2606 20250724 ... 3381 3405 BU
228 228 BU2607 20250724 ... 3375 3392 BU
229 229 BU2609 20250724 ... 3371 3392 BU
230 230 BU2612 20250724 ... 3324 3341 BU
231 231 BU2703 20250724 ... 3321 3332 BU
232 232 BU2706 20250724 ... 3334 3332 BU
233 233 BR2508 20250724 ... 12070 12015 BR
234 234 BR2509 20250724 ... 12055 12000 BR
235 235 BR2510 20250724 ... 12025 11960 BR
236 236 BR2511 20250724 ... 12020 11960 BR
237 237 BR2512 20250724 ... 12040 11965 BR
238 238 BR2601 20250724 ... 12050 11980 BR
239 239 BR2602 20250724 ... 12040 11990 BR
240 240 BR2603 20250724 ... 11965 12020 BR
241 241 BR2604 20250724 ... 11940 12025 BR
242 242 BR2605 20250724 ... 12040 12000 BR
243 243 BR2606 20250724 ... 12045 12020 BR
244 244 BR2607 20250724 ... 12225 11995 BR
245 245 RU2508 20250724 ... 15185 14960 RU
246 246 RU2509 20250724 ... 15140 15015 RU
247 247 RU2510 20250724 ... 15075 14985 RU
248 248 RU2511 20250724 ... 15165 15010 RU
249 249 RU2601 20250724 ... 15915 15800 RU
250 250 RU2603 20250724 ... 16025 15815 RU
251 251 RU2604 20250724 ... 16000 15880 RU
252 252 RU2605 20250724 ... 16050 15935 RU
253 253 RU2606 20250724 ... 16225 15830 RU
254 254 RU2607 20250724 ... 15930 15805 RU
255 255 NR2508 20250724 ... 12905 12790 NR
256 256 NR2509 20250724 ... 12980 12820 NR
257 257 NR2510 20250724 ... 12975 12810 NR
258 258 NR2511 20250724 ... 13070 12830 NR
259 259 NR2512 20250724 ... 13090 12890 NR
260 260 NR2601 20250724 ... 13105 12925 NR
261 261 NR2602 20250724 ... 13145 12995 NR
262 262 NR2603 20250724 ... 12900 12900 NR
263 263 NR2604 20250724 ... 13265 12995 NR
264 264 NR2605 20250724 ... 13225 12995 NR
265 265 NR2606 20250724 ... 13280 12950 NR
266 266 NR2607 20250724 ... 12935 12810 NR
267 267 SP2508 20250724 ... 5340 5418 SP
268 268 SP2509 20250724 ... 5386 5424 SP
269 269 SP2510 20250724 ... 5336 5364 SP
270 270 SP2511 20250724 ... 5328 5362 SP
271 271 SP2512 20250724 ... 5294 5312 SP
272 272 SP2601 20250724 ... 5506 5532 SP
273 273 SP2602 20250724 ... 5438 5472 SP
274 274 SP2603 20250724 ... 5440 5460 SP
275 275 SP2604 20250724 ... 5432 5442 SP
276 276 SP2605 20250724 ... 5428 5456 SP
277 277 SP2606 20250724 ... 5446 5426 SP
278 278 SP2607 20250724 ... 5424 5456 SP
279 279 EC2508 20250724 ... 2230.5 2212.3 EC
280 280 EC2510 20250724 ... 1570 1526.9 EC
281 281 EC2512 20250724 ... 1747.5 1687.9 EC
282 282 EC2602 20250724 ... 1523.1 1458 EC
283 283 EC2604 20250724 ... 1359.6 1316.3 EC
284 284 EC2606 20250724 ... 1483.8 1454.3 EC
285 285 SC_TAS2509 20250724 ... SC_TAS
286 286 SC_TAS2510 20250724 ... SC_TAS
287 287 SC_TAS2511 20250724 ... SC_TAS
[288 rows x 13 columns]
2025-07-24 18:26:45,999 - future_1d - INFO - ak.get_shfe_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 a2509 20250724 4214.00 ... 4206.00 4229.00 A
1 a2511 20250724 4136.00 ... 4128.00 4142.00 A
2 a2601 20250724 4124.00 ... 4112.00 4127.00 A
3 a2603 20250724 4113.00 ... 4098.00 4116.00 A
4 a2605 20250724 4151.00 ... 4132.00 4150.00 A
5 a2607 20250724 4147.00 ... 4133.00 4148.00 A
6 b2508 20250724 3620.00 ... 3584.00 3639.00 B
7 b2509 20250724 3723.00 ... 3679.00 3732.00 B
8 b2510 20250724 3780.00 ... 3735.00 3780.00 B
9 b2511 20250724 3794.00 ... 3750.00 3793.00 B
10 b2512 20250724 3803.00 ... 3767.00 3799.00 B
11 b2601 20250724 3776.00 ... 3742.00 3779.00 B
12 b2602 20250724 3705.00 ... 3690.00 3728.00 B
13 b2603 20250724 3625.00 ... 3600.00 3621.00 B
14 b2604 20250724 3519.00 ... 3499.00 3511.00 B
15 b2605 20250724 3445.00 ... 3439.00 3440.00 B
16 b2606 20250724 3434.00 ... 3439.00 3434.00 B
17 b2607 20250724 3450.00 ... 3443.00 3432.00 B
18 bb2509 20250724 149.70 ... 151.60 153.45 BB
19 bb2511 20250724 151.00 ... 152.30 153.50 BB
20 bb2601 20250724 145.75 ... 147.10 147.60 BB
21 bb2603 20250724 0.00 ... 153.65 154.15 BB
22 bb2605 20250724 0.00 ... 153.65 154.15 BB
23 bb2607 20250724 0.00 ... 153.65 154.15 BB
24 bz2603 20250724 6219.00 ... 6221.00 6222.00 BZ
25 bz2604 20250724 6180.00 ... 6203.00 6198.00 BZ
26 bz2605 20250724 6298.00 ... 6201.00 6213.00 BZ
27 bz2606 20250724 6200.00 ... 6207.00 6225.00 BZ
28 c2509 20250724 2320.00 ... 2318.00 2311.00 C
29 c2511 20250724 2274.00 ... 2268.00 2271.00 C
30 c2601 20250724 2249.00 ... 2242.00 2244.00 C
31 c2603 20250724 2248.00 ... 2244.00 2244.00 C
32 c2605 20250724 2290.00 ... 2285.00 2285.00 C
33 c2607 20250724 2300.00 ... 2297.00 2294.00 C
34 cs2509 20250724 2680.00 ... 2672.00 2669.00 CS
35 cs2511 20250724 2613.00 ... 2603.00 2614.00 CS
36 cs2601 20250724 2626.00 ... 2622.00 2626.00 CS
37 cs2603 20250724 2617.00 ... 2616.00 2616.00 CS
38 cs2605 20250724 2663.00 ... 2659.00 2658.00 CS
39 cs2607 20250724 2660.00 ... 2659.00 2662.00 CS
40 eb2507 20250724 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250724 7412.00 ... 7442.00 7465.00 EB
42 eb2509 20250724 7381.00 ... 7406.00 7433.00 EB
43 eb2510 20250724 7350.00 ... 7378.00 7398.00 EB
44 eb2511 20250724 7327.00 ... 7343.00 7356.00 EB
45 eb2512 20250724 7297.00 ... 7323.00 7334.00 EB
46 eb2601 20250724 7300.00 ... 7329.00 7335.00 EB
47 eb2602 20250724 7321.00 ... 7346.00 7349.00 EB
48 eb2603 20250724 7330.00 ... 7361.00 7358.00 EB
49 eb2604 20250724 7326.00 ... 7379.00 7366.00 EB
50 eb2605 20250724 7343.00 ... 7377.00 7363.00 EB
51 eb2606 20250724 7327.00 ... 7389.00 7375.00 EB
52 eg2507 20250724 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250724 4416.00 ... 4434.00 4405.00 EG
54 eg2509 20250724 4440.00 ... 4469.00 4440.00 EG
55 eg2510 20250724 4450.00 ... 4475.00 4445.00 EG
56 eg2511 20250724 4447.00 ... 4474.00 4448.00 EG
57 eg2512 20250724 4439.00 ... 4474.00 4462.00 EG
58 eg2601 20250724 4436.00 ... 4470.00 4446.00 EG
59 eg2602 20250724 0.00 ... 4440.00 4440.00 EG
60 eg2603 20250724 4467.00 ... 4474.00 4430.00 EG
61 eg2604 20250724 0.00 ... 4462.00 4462.00 EG
62 eg2605 20250724 4463.00 ... 4507.00 4473.00 EG
63 eg2606 20250724 4516.00 ... 4503.00 4440.00 EG
64 fb2508 20250724 1386.50 ... 1392.50 1378.00 FB
65 fb2509 20250724 1282.50 ... 1280.00 1286.00 FB
66 fb2510 20250724 1312.50 ... 1314.00 1314.50 FB
67 fb2511 20250724 1313.50 ... 1312.50 1314.00 FB
68 fb2512 20250724 1315.50 ... 1311.50 1314.50 FB
69 fb2601 20250724 1334.00 ... 1314.50 1315.00 FB
70 fb2602 20250724 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250724 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250724 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250724 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250724 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250724 0.00 ... 1295.00 1295.00 FB
76 i2508 20250724 816.00 ... 813.00 819.00 I
77 i2509 20250724 815.50 ... 811.50 815.50 I
78 i2510 20250724 809.50 ... 807.00 810.00 I
79 i2511 20250724 802.00 ... 801.00 803.50 I
80 i2512 20250724 795.00 ... 794.00 796.50 I
81 i2601 20250724 783.50 ... 783.50 786.50 I
82 i2602 20250724 780.00 ... 779.00 780.50 I
83 i2603 20250724 775.00 ... 776.00 777.00 I
84 i2604 20250724 773.00 ... 770.50 772.50 I
85 i2605 20250724 763.50 ... 762.00 763.50 I
86 i2606 20250724 757.50 ... 757.00 760.00 I
87 i2607 20250724 753.00 ... 750.50 754.50 I
88 j2508 20250724 1692.00 ... 1676.50 1673.50 J
89 j2509 20250724 1702.00 ... 1722.00 1701.50 J
90 j2510 20250724 1735.00 ... 1736.50 1713.50 J
91 j2511 20250724 1704.00 ... 1761.50 1730.00 J
92 j2512 20250724 1735.50 ... 1774.50 1739.50 J
93 j2601 20250724 1736.00 ... 1762.50 1743.00 J
94 j2602 20250724 1742.00 ... 1749.00 1759.00 J
95 j2603 20250724 0.00 ... 1788.00 1788.00 J
96 j2604 20250724 1887.00 ... 1887.00 1803.00 J
97 j2605 20250724 1801.00 ... 1802.00 1773.50 J
98 j2606 20250724 1755.00 ... 1849.00 1767.50 J
99 j2607 20250724 0.00 ... 1813.50 1781.50 J
100 jd2507 20250724 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250724 3605.00 ... 3578.00 3607.00 JD
102 jd2509 20250724 3635.00 ... 3634.00 3646.00 JD
103 jd2510 20250724 3407.00 ... 3397.00 3409.00 JD
104 jd2511 20250724 3410.00 ... 3406.00 3415.00 JD
105 jd2512 20250724 3560.00 ... 3563.00 3565.00 JD
106 jd2601 20250724 3640.00 ... 3652.00 3643.00 JD
107 jd2602 20250724 3215.00 ... 3216.00 3213.00 JD
108 jd2603 20250724 3195.00 ... 3213.00 3217.00 JD
109 jd2604 20250724 3350.00 ... 3355.00 3352.00 JD
110 jd2605 20250724 3441.00 ... 3443.00 3435.00 JD
111 jd2606 20250724 3261.00 ... 3268.00 3271.00 JD
112 jm2508 20250724 1024.50 ... 1061.00 1007.00 JM
113 jm2509 20250724 1140.50 ... 1166.00 1110.00 JM
114 jm2510 20250724 1180.00 ... 1183.00 1137.50 JM
115 jm2511 20250724 1183.50 ... 1201.00 1152.50 JM
116 jm2512 20250724 1187.50 ... 1208.00 1164.50 JM
117 jm2601 20250724 1180.00 ... 1221.00 1177.50 JM
118 jm2602 20250724 1202.00 ... 1239.00 1186.00 JM
119 jm2603 20250724 1203.00 ... 1230.00 1185.50 JM
120 jm2604 20250724 1204.00 ... 1236.50 1197.50 JM
121 jm2605 20250724 1220.00 ... 1242.00 1204.50 JM
122 jm2606 20250724 1220.00 ... 1254.50 1219.00 JM
123 jm2607 20250724 1254.50 ... 1285.50 1246.00 JM
124 l2508 20250724 7240.00 ... 7302.00 7278.00 L
125 l2509 20250724 7288.00 ... 7339.00 7320.00 L
126 l2510 20250724 7311.00 ... 7371.00 7339.00 L
127 l2511 20250724 7325.00 ... 7374.00 7351.00 L
128 l2512 20250724 7343.00 ... 7387.00 7362.00 L
129 l2601 20250724 7332.00 ... 7392.00 7370.00 L
130 l2602 20250724 7329.00 ... 7392.00 7356.00 L
131 l2603 20250724 7361.00 ... 7379.00 7348.00 L
132 l2604 20250724 7354.00 ... 7393.00 7410.00 L
133 l2605 20250724 7340.00 ... 7394.00 7358.00 L
134 l2606 20250724 7393.00 ... 7380.00 7356.00 L
135 l2607 20250724 7359.00 ... 7381.00 7384.00 L
136 lg2507 20250724 806.00 ... 809.50 818.50 LG
137 lg2509 20250724 824.00 ... 828.00 829.00 LG
138 lg2511 20250724 830.00 ... 833.00 831.00 LG
139 lg2601 20250724 831.00 ... 837.50 839.00 LG
140 lg2603 20250724 837.50 ... 837.00 837.00 LG
141 lg2605 20250724 842.00 ... 841.50 842.50 LG
142 lh2507 20250724 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250724 14460.00 ... 14345.00 14695.00 LH
144 lh2511 20250724 14200.00 ... 14145.00 14375.00 LH
145 lh2601 20250724 14895.00 ... 14560.00 14750.00 LH
146 lh2603 20250724 13440.00 ... 13645.00 13670.00 LH
147 lh2605 20250724 13925.00 ... 14065.00 13995.00 LH
148 m2508 20250724 3080.00 ... 3017.00 3073.00 M
149 m2509 20250724 3091.00 ... 3041.00 3096.00 M
150 m2511 20250724 3132.00 ... 3079.00 3133.00 M
151 m2512 20250724 3152.00 ... 3106.00 3150.00 M
152 m2601 20250724 3117.00 ... 3072.00 3116.00 M
153 m2603 20250724 2955.00 ... 2927.00 2954.00 M
154 m2605 20250724 2769.00 ... 2753.00 2767.00 M
155 m2607 20250724 2753.00 ... 2735.00 2752.00 M
156 p2508 20250724 8970.00 ... 8970.00 8898.00 P
157 p2509 20250724 9020.00 ... 9022.00 8984.00 P
158 p2510 20250724 8984.00 ... 9026.00 8984.00 P
159 p2511 20250724 8988.00 ... 8998.00 8956.00 P
160 p2512 20250724 8998.00 ... 9012.00 8966.00 P
161 p2601 20250724 8988.00 ... 8998.00 8960.00 P
162 p2602 20250724 8946.00 ... 8974.00 8886.00 P
163 p2603 20250724 8888.00 ... 8890.00 8800.00 P
164 p2604 20250724 0.00 ... 8702.00 8702.00 P
165 p2605 20250724 8652.00 ... 8690.00 8640.00 P
166 p2606 20250724 8574.00 ... 8610.00 8552.00 P
167 p2607 20250724 8600.00 ... 8616.00 8536.00 P
168 pg2507 20250724 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250724 4009.00 ... 4036.00 4013.00 PG
170 pg2509 20250724 3960.00 ... 3994.00 3972.00 PG
171 pg2510 20250724 4397.00 ... 4426.00 4400.00 PG
172 pg2511 20250724 4325.00 ... 4359.00 4336.00 PG
173 pg2512 20250724 4262.00 ... 4289.00 4273.00 PG
174 pg2601 20250724 4209.00 ... 4220.00 4209.00 PG
175 pg2602 20250724 4129.00 ... 4137.00 4122.00 PG
176 pg2603 20250724 4040.00 ... 4055.00 4046.00 PG
177 pg2604 20250724 4331.00 ... 4338.00 4337.00 PG
178 pg2605 20250724 4241.00 ... 4243.00 4238.00 PG
179 pg2606 20250724 4187.00 ... 4185.00 4178.00 PG
180 pp2508 20250724 7049.00 ... 7117.00 7098.00 PP
181 pp2509 20250724 7101.00 ... 7149.00 7126.00 PP
182 pp2510 20250724 7110.00 ... 7159.00 7136.00 PP
183 pp2511 20250724 7118.00 ... 7160.00 7134.00 PP
184 pp2512 20250724 7120.00 ... 7165.00 7135.00 PP
185 pp2601 20250724 7110.00 ... 7165.00 7143.00 PP
186 pp2602 20250724 7151.00 ... 7158.00 7121.00 PP
187 pp2603 20250724 7129.00 ... 7136.00 7130.00 PP
188 pp2604 20250724 7161.00 ... 7149.00 7124.00 PP
189 pp2605 20250724 7115.00 ... 7158.00 7137.00 PP
190 pp2606 20250724 7117.00 ... 7159.00 7103.00 PP
191 pp2607 20250724 7162.00 ... 7162.00 7173.00 PP
192 rr2508 20250724 3595.00 ... 3594.00 3563.00 RR
193 rr2509 20250724 3612.00 ... 3618.00 3601.00 RR
194 rr2510 20250724 3630.00 ... 3633.00 3629.00 RR
195 rr2511 20250724 3625.00 ... 3627.00 3622.00 RR
196 rr2512 20250724 3625.00 ... 3626.00 3621.00 RR
197 rr2601 20250724 3626.00 ... 3629.00 3623.00 RR
198 rr2602 20250724 3626.00 ... 3629.00 3623.00 RR
199 rr2603 20250724 3635.00 ... 3636.00 3630.00 RR
200 rr2604 20250724 3636.00 ... 3635.00 3634.00 RR
201 rr2605 20250724 3636.00 ... 3631.00 3629.00 RR
202 rr2606 20250724 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250724 0.00 ... 3617.00 3617.00 RR
204 v2508 20250724 5141.00 ... 5164.00 5169.00 V
205 v2509 20250724 5158.00 ... 5207.00 5194.00 V
206 v2510 20250724 5186.00 ... 5235.00 5220.00 V
207 v2511 20250724 5217.00 ... 5269.00 5265.00 V
208 v2512 20250724 5252.00 ... 5303.00 5279.00 V
209 v2601 20250724 5270.00 ... 5323.00 5307.00 V
210 v2602 20250724 5294.00 ... 5352.00 5344.00 V
211 v2603 20250724 5312.00 ... 5365.00 5361.00 V
212 v2604 20250724 5467.00 ... 5511.00 5496.00 V
213 v2605 20250724 5475.00 ... 5519.00 5500.00 V
214 v2606 20250724 5502.00 ... 5535.00 5524.00 V
215 v2607 20250724 5495.00 ... 5550.00 5544.00 V
216 y2508 20250724 8092.00 ... 8114.00 8062.00 Y
217 y2509 20250724 8094.00 ... 8112.00 8072.00 Y
218 y2511 20250724 8088.00 ... 8102.00 8080.00 Y
219 y2512 20250724 8108.00 ... 8118.00 8086.00 Y
220 y2601 20250724 8040.00 ... 8060.00 8022.00 Y
221 y2603 20250724 7928.00 ... 7934.00 7894.00 Y
222 y2605 20250724 7688.00 ... 7716.00 7668.00 Y
223 y2607 20250724 7686.00 ... 7700.00 7664.00 Y
[224 rows x 12 columns]
2025-07-24 18:26:46,587 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 IC2508 20250724 6158.600 ... 6262.600 6170.200 IC
1 IC2509 20250724 6120.400 ... 6217.800 6120.800 IC
2 IC2512 20250724 6003.000 ... 6092.600 5997.000 IC
3 IC2603 20250724 5882.000 ... 5979.400 5882.800 IC
4 IF2508 20250724 4115.000 ... 4142.800 4117.800 IF
5 IF2509 20250724 4103.000 ... 4136.800 4109.800 IF
6 IF2512 20250724 4080.000 ... 4105.200 4079.800 IF
7 IF2603 20250724 4050.000 ... 4074.000 4051.600 IF
8 IH2508 20250724 2798.800 ... 2812.000 2801.800 IH
9 IH2509 20250724 2798.000 ... 2813.800 2802.600 IH
10 IH2512 20250724 2804.800 ... 2815.200 2804.200 IH
11 IH2603 20250724 2802.600 ... 2816.400 2805.800 IH
12 IM2508 20250724 6583.000 ... 6666.200 6570.800 IM
13 IM2509 20250724 6492.000 ... 6603.600 6499.200 IM
14 IM2512 20250724 6322.000 ... 6423.400 6316.800 IM
15 IM2603 20250724 6160.000 ... 6263.000 6158.400 IM
16 T2509 20250724 108.445 ... 108.260 108.530 T
17 T2512 20250724 108.525 ... 108.310 108.600 T
18 T2603 20250724 108.470 ... 108.300 108.585 T
19 TF2509 20250724 105.720 ... 105.610 105.805 TF
20 TF2512 20250724 105.835 ... 105.695 105.885 TF
21 TF2603 20250724 105.860 ... 105.765 105.950 TF
22 TL2509 20250724 119.090 ... 118.520 119.350 TL
23 TL2512 20250724 118.950 ... 118.320 119.160 TL
24 TL2603 20250724 118.600 ... 118.090 118.960 TL
25 TS2509 20250724 102.366 ... 102.310 102.380 TS
26 TS2512 20250724 102.452 ... 102.400 102.464 TS
27 TS2603 20250724 102.506 ... 102.490 102.552 TS
[28 rows x 12 columns]
2025-07-24 18:26:46,850 - future_1d - INFO - ak.get_cffex_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 PS2508 20250724 49170.0 ... 52225.0 51395.0 PS
1 PS2509 20250724 50025.0 ... 52150.0 51130.0 PS
2 PS2510 20250724 49500.0 ... 51760.0 51075.0 PS
3 PS2511 20250724 49750.0 ... 51665.0 50860.0 PS
4 PS2512 20250724 52375.0 ... 53635.0 53140.0 PS
5 PS2601 20250724 50980.0 ... 53195.0 52640.0 PS
6 PS2602 20250724 51040.0 ... 52345.0 52300.0 PS
7 PS2603 20250724 51360.0 ... 52605.0 52170.0 PS
8 PS2604 20250724 51035.0 ... 52130.0 52070.0 PS
9 PS2605 20250724 51045.0 ... 52610.0 52335.0 PS
10 PS2606 20250724 52520.0 ... 53400.0 53410.0 PS
11 PS2607 20250724 51455.0 ... 52825.0 53175.0 PS
13 SI2508 20250724 9640.0 ... 9595.0 9705.0 SI
14 SI2509 20250724 9560.0 ... 9680.0 9710.0 SI
15 SI2510 20250724 9325.0 ... 9610.0 9635.0 SI
16 SI2511 20250724 9385.0 ... 9520.0 9535.0 SI
17 SI2512 20250724 9555.0 ... 9795.0 9795.0 SI
18 SI2601 20250724 9585.0 ... 9720.0 9710.0 SI
19 SI2602 20250724 9525.0 ... 9710.0 9735.0 SI
20 SI2603 20250724 9505.0 ... 9675.0 9695.0 SI
21 SI2604 20250724 9490.0 ... 9690.0 9665.0 SI
22 SI2605 20250724 9510.0 ... 9685.0 9615.0 SI
23 SI2606 20250724 9475.0 ... 9620.0 9605.0 SI
24 SI2607 20250724 9445.0 ... 9650.0 9650.0 SI
27 LC2508 20250724 68680.0 ... 73520.0 72280.0 LC
28 LC2509 20250724 70180.0 ... 74560.0 71520.0 LC
29 LC2510 20250724 69200.0 ... 74040.0 71120.0 LC
30 LC2511 20250724 69400.0 ... 73300.0 70640.0 LC
31 LC2512 20250724 68980.0 ... 73220.0 70220.0 LC
32 LC2601 20250724 68820.0 ... 73220.0 70440.0 LC
33 LC2602 20250724 68940.0 ... 72780.0 70680.0 LC
34 LC2603 20250724 68600.0 ... 72320.0 70220.0 LC
35 LC2604 20250724 68940.0 ... 72640.0 70480.0 LC
36 LC2605 20250724 68300.0 ... 72540.0 70040.0 LC
37 LC2606 20250724 68700.0 ... 72180.0 70220.0 LC
38 LC2607 20250724 68820.0 ... 72640.0 70300.0 LC
[36 rows x 12 columns]
2025-07-24 18:26:47,058 - future_1d - INFO - ak.get_gfex_daily('2025-07-24') done
2025-07-24 18:26:48,789 - future_1d - INFO - save future_daily 2025-07-24 completed