114 114 AG2509 20250702 ... 8795 8752 AG
115 115 AG2510 20250702 ... 8806 8764 AG
116 116 AG2511 20250702 ... 8817 8777 AG
117 117 AG2512 20250702 ... 8823 8784 AG
118 118 AG2601 20250702 ... 8834 8795 AG
119 119 AG2602 20250702 ... 8845 8804 AG
120 120 AG2603 20250702 ... 8855 8821 AG
121 121 AG2604 20250702 ... 8868 8833 AG
122 122 AG2605 20250702 ... 8882 8843 AG
123 123 AG2606 20250702 ... 8896 8858 AG
124 124 RB2507 20250702 ... 3018 2988 RB
125 125 RB2508 20250702 ... 3002 2955 RB
126 126 RB2509 20250702 ... 2997 2954 RB
127 127 RB2510 20250702 ... 3032 2987 RB
128 128 RB2511 20250702 ... 3039 2996 RB
129 129 RB2512 20250702 ... 3049 3007 RB
130 130 RB2601 20250702 ... 3046 3005 RB
131 131 RB2602 20250702 ... 3045 3011 RB
132 132 RB2603 20250702 ... 3034 2996 RB
133 133 RB2604 20250702 ... 3051 3011 RB
134 134 RB2605 20250702 ... 3053 3012 RB
135 135 RB2606 20250702 ... 3056 3018 RB
136 136 WR2507 20250702 ... 3356 3356 WR
137 137 WR2508 20250702 ... 3376 3359 WR
138 138 WR2509 20250702 ... 3284 3257 WR
139 139 WR2510 20250702 ... 3328 3303 WR
140 140 WR2511 20250702 ... 3365 3361 WR
141 141 WR2512 20250702 ... 3362 3337 WR
142 142 WR2601 20250702 ... 3344 3325 WR
143 143 WR2602 20250702 ... 3396 3396 WR
144 144 WR2603 20250702 ... 3387 3387 WR
145 145 WR2604 20250702 ... 3392 3392 WR
146 146 WR2605 20250702 ... 3369 3369 WR
147 147 WR2606 20250702 ... 3367 3367 WR
148 148 HC2507 20250702 ... 3175 3124 HC
149 149 HC2508 20250702 ... 3170 3131 HC
150 150 HC2509 20250702 ... 3169 3129 HC
151 151 HC2510 20250702 ... 3162 3121 HC
152 152 HC2511 20250702 ... 3166 3120 HC
153 153 HC2512 20250702 ... 3187 3123 HC
154 154 HC2601 20250702 ... 3168 3125 HC
155 155 HC2602 20250702 ... 3165 3126 HC
156 156 HC2603 20250702 ... 3175 3127 HC
157 157 HC2604 20250702 ... 3168 3132 HC
158 158 HC2605 20250702 ... 3160 3121 HC
159 159 HC2606 20250702 ... 3163 3124 HC
160 160 SS2507 20250702 ... 12540 12440 SS
161 161 SS2508 20250702 ... 12640 12535 SS
162 162 SS2509 20250702 ... 12600 12505 SS
163 163 SS2510 20250702 ... 12570 12475 SS
164 164 SS2511 20250702 ... 12585 12490 SS
165 165 SS2512 20250702 ... 12595 12510 SS
166 166 SS2601 20250702 ... 12640 12555 SS
167 167 SS2602 20250702 ... 12680 12595 SS
168 168 SS2603 20250702 ... 12715 12635 SS
169 169 SS2604 20250702 ... 12745 12630 SS
170 170 SS2605 20250702 ... 12775 12675 SS
171 171 SS2606 20250702 ... 12810 12700 SS
172 172 SC2508 20250702 ... 498.5 497 SC
173 173 SC2509 20250702 ... 493 490.9 SC
174 174 SC2510 20250702 ... 487.4 485.4 SC
175 175 SC2511 20250702 ... 482.9 481.8 SC
176 176 SC2512 20250702 ... 480.7 478.8 SC
177 177 SC2601 20250702 ... 478.4 476.5 SC
178 178 SC2602 20250702 ... 476.5 475 SC
179 179 SC2603 20250702 ... 474 473.9 SC
180 180 SC2604 20250702 ... 473.3 476.3 SC
181 181 SC2605 20250702 ... 471.2 470.6 SC
182 182 SC2606 20250702 ... 472 470.2 SC
183 183 SC2607 20250702 ... 470.9 470.9 SC
184 184 SC2609 20250702 ... 467.3 467.3 SC
185 185 SC2612 20250702 ... 460.4 470.6 SC
186 186 SC2703 20250702 ... 468.4 468.4 SC
187 187 SC2706 20250702 ... 463.6 462.7 SC
188 188 SC2709 20250702 ... 463.9 465.7 SC
189 189 SC2712 20250702 ... 465.8 465.8 SC
190 190 SC2803 20250702 ... 460.4 460.4 SC
191 191 SC2806 20250702 ... 462.8 459.9 SC
192 192 LU2508 20250702 ... 3588 3591 LU
193 193 LU2509 20250702 ... 3591 3576 LU
194 194 LU2510 20250702 ... 3569 3553 LU
195 195 LU2511 20250702 ... 3541 3528 LU
196 196 LU2512 20250702 ... 3517 3505 LU
197 197 LU2601 20250702 ... 3497 3499 LU
198 198 LU2602 20250702 ... 3480 3480 LU
199 199 LU2603 20250702 ... 3461 3456 LU
200 200 LU2604 20250702 ... 3447 3450 LU
201 201 LU2605 20250702 ... 3429 3427 LU
202 202 LU2606 20250702 ... 3436 3423 LU
203 203 LU2607 20250702 ... 3416 3416 LU
204 204 FU2508 20250702 ... 2923 2937 FU
205 205 FU2509 20250702 ... 2956 2973 FU
206 206 FU2510 20250702 ... 2912 2921 FU
207 207 FU2511 20250702 ... 2882 2882 FU
208 208 FU2512 20250702 ... 2858 2858 FU
209 209 FU2601 20250702 ... 2852 2850 FU
210 210 FU2602 20250702 ... 2836 2832 FU
211 211 FU2603 20250702 ... 2826 2823 FU
212 212 FU2604 20250702 ... 2813 2811 FU
213 213 FU2605 20250702 ... 2800 2802 FU
214 214 FU2606 20250702 ... 2785 2790 FU
215 215 FU2607 20250702 ... 2779 2781 FU
216 216 BU2507 20250702 ... 3609 3592 BU
217 217 BU2508 20250702 ... 3598 3580 BU
218 218 BU2509 20250702 ... 3579 3566 BU
219 219 BU2510 20250702 ... 3530 3520 BU
220 220 BU2511 20250702 ... 3464 3451 BU
221 221 BU2512 20250702 ... 3382 3373 BU
222 222 BU2601 20250702 ... 3342 3334 BU
223 223 BU2602 20250702 ... 3338 3303 BU
224 224 BU2603 20250702 ... 3315 3307 BU
225 225 BU2604 20250702 ... 3304 3292 BU
226 226 BU2605 20250702 ... 3286 3274 BU
227 227 BU2606 20250702 ... 3257 3242 BU
228 228 BU2609 20250702 ... 3260 3253 BU
229 229 BU2612 20250702 ... 3230 3212 BU
230 230 BU2703 20250702 ... 3243 3215 BU
231 231 BU2706 20250702 ... 3228 3228 BU
232 232 BR2507 20250702 ... 11390 11350 BR
233 233 BR2508 20250702 ... 11230 11220 BR
234 234 BR2509 20250702 ... 11130 11110 BR
235 235 BR2510 20250702 ... 11080 11055 BR
236 236 BR2511 20250702 ... 11070 11020 BR
237 237 BR2512 20250702 ... 11060 10985 BR
238 238 BR2601 20250702 ... 11030 10980 BR
239 239 BR2602 20250702 ... 11040 11010 BR
240 240 BR2603 20250702 ... 11030 11015 BR
241 241 BR2604 20250702 ... 11010 11065 BR
242 242 BR2605 20250702 ... 11020 11000 BR
243 243 BR2606 20250702 ... 11055 11000 BR
244 244 RU2507 20250702 ... 14000 13905 RU
245 245 RU2508 20250702 ... 14070 13945 RU
246 246 RU2509 20250702 ... 14090 13975 RU
247 247 RU2510 20250702 ... 14070 13975 RU
248 248 RU2511 20250702 ... 14100 13995 RU
249 249 RU2601 20250702 ... 14955 14850 RU
250 250 RU2603 20250702 ... 14940 14875 RU
251 251 RU2604 20250702 ... 14975 14975 RU
252 252 RU2605 20250702 ... 15010 14875 RU
253 253 RU2606 20250702 ... 14980 14915 RU
254 254 NR2507 20250702 ... 12245 12175 NR
255 255 NR2508 20250702 ... 12270 12210 NR
256 256 NR2509 20250702 ... 12225 12170 NR
257 257 NR2510 20250702 ... 12210 12165 NR
258 258 NR2511 20250702 ... 12220 12180 NR
259 259 NR2512 20250702 ... 12220 12180 NR
260 260 NR2601 20250702 ... 12220 12165 NR
261 261 NR2602 20250702 ... 12255 12185 NR
262 262 NR2603 20250702 ... 12220 12175 NR
263 263 NR2604 20250702 ... 12240 12185 NR
264 264 NR2605 20250702 ... 12285 12225 NR
265 265 NR2606 20250702 ... 12260 12260 NR
266 266 SP2507 20250702 ... 5026 5024 SP
267 267 SP2508 20250702 ... 5032 5044 SP
268 268 SP2509 20250702 ... 5048 5044 SP
269 269 SP2510 20250702 ... 5052 5046 SP
270 270 SP2511 20250702 ... 5042 5034 SP
271 271 SP2512 20250702 ... 5040 5032 SP
272 272 SP2601 20250702 ... 5242 5230 SP
273 273 SP2602 20250702 ... 5192 5170 SP
274 274 SP2603 20250702 ... 5166 5170 SP
275 275 SP2604 20250702 ... 5162 5172 SP
276 276 SP2605 20250702 ... 5176 5178 SP
277 277 SP2606 20250702 ... 5198 5190 SP
278 278 EC2508 20250702 ... 1894.9 1852.6 EC
279 279 EC2510 20250702 ... 1374.5 1368.8 EC
280 280 EC2512 20250702 ... 1540.4 1526.5 EC
281 281 EC2602 20250702 ... 1338.5 1331.2 EC
282 282 EC2604 20250702 ... 1174.7 1175.5 EC
283 283 EC2606 20250702 ... 1312.7 1313.6 EC
284 285 SC_TAS2508 20250702 ... SC_TAS
285 286 SC_TAS2509 20250702 ... SC_TAS
286 287 SC_TAS2510 20250702 ... SC_TAS
287 288 SC_TAS2511 20250702 ... SC_TAS
[288 rows x 13 columns]
2025-07-04 18:26:27,984 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 IC2507 20250702 5857.400 ... 5849.600 5872.000 IC
1 IC2508 20250702 5813.200 ... 5799.000 5824.000 IC
2 IC2509 20250702 5748.000 ... 5748.800 5770.600 IC
3 IC2512 20250702 5635.000 ... 5625.000 5644.400 IC
4 IF2507 20250702 3915.000 ... 3919.600 3915.000 IF
5 IF2508 20250702 3899.000 ... 3902.200 3899.200 IF
6 IF2509 20250702 3890.200 ... 3891.800 3889.400 IF
7 IF2512 20250702 3850.600 ... 3854.200 3854.800 IF
8 IH2507 20250702 2697.200 ... 2703.400 2698.400 IH
9 IH2508 20250702 2694.400 ... 2698.200 2693.600 IH
10 IH2509 20250702 2692.000 ... 2696.800 2692.600 IH
11 IH2512 20250702 2690.600 ... 2695.000 2692.200 IH
12 IM2507 20250702 6280.800 ... 6251.800 6287.000 IM
13 IM2508 20250702 6200.000 ... 6177.200 6211.000 IM
14 IM2509 20250702 6130.000 ... 6107.400 6134.000 IM
15 IM2512 20250702 5945.000 ... 5929.000 5953.400 IM
16 T2509 20250702 109.030 ... 109.110 108.975 T
17 T2512 20250702 109.055 ... 109.185 109.010 T
18 T2603 20250702 109.080 ... 109.140 108.995 T
19 TF2509 20250702 106.205 ... 106.240 106.175 TF
20 TF2512 20250702 106.300 ... 106.335 106.270 TF
21 TF2603 20250702 106.335 ... 106.375 106.320 TF
22 TL2509 20250702 120.980 ... 121.160 120.700 TL
23 TL2512 20250702 120.770 ... 121.020 120.560 TL
24 TL2603 20250702 120.610 ... 120.800 120.390 TL
25 TS2509 20250702 102.490 ... 102.506 102.482 TS
26 TS2512 20250702 102.638 ... 102.638 102.626 TS
27 TS2603 20250702 102.752 ... 102.744 102.738 TS
[28 rows x 12 columns]
2025-07-04 18:26:28,077 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
2025-07-04 18:26:29,800 - future_1d - INFO - save future_daily 2025-07-02 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250703 7768.0 7786.0 ... 328647.72 7747.0 7726.0 AP
1 AP511 20250703 7557.0 7606.0 ... 447.30 7581.0 7559.0 AP
2 AP512 20250703 7589.0 7630.0 ... 83.75 7613.0 7602.0 AP
3 AP601 20250703 7654.0 7680.0 ... 13408.34 7649.0 7625.0 AP
4 AP603 20250703 7628.0 7667.0 ... 53.57 7653.0 7645.0 AP
5 AP604 20250703 7671.0 7729.0 ... 38.51 7703.0 7685.0 AP
6 AP605 20250703 7738.0 7777.0 ... 69.86 7762.0 7736.0 AP
7 CF507 20250703 13585.0 13585.0 ... 515.17 13555.0 13585.0 CF
8 CF509 20250703 13805.0 13825.0 ... 901136.00 13790.0 13785.0 CF
9 CF511 20250703 13730.0 13745.0 ... 136776.49 13710.0 13715.0 CF
10 CF601 20250703 13805.0 13835.0 ... 271114.23 13790.0 13800.0 CF
11 CF603 20250703 13790.0 13800.0 ... 1396.61 13760.0 13780.0 CF
12 CF605 20250703 13775.0 13820.0 ... 4959.69 13775.0 13805.0 CF
13 CJ507 20250703 0.0 0.0 ... 0.00 9660.0 9660.0 CJ
14 CJ509 20250703 9675.0 9745.0 ... 648723.46 9675.0 9725.0 CJ
15 CJ512 20250703 10930.0 10965.0 ... 23363.06 10785.0 10980.0 CJ
16 CJ601 20250703 11060.0 11120.0 ... 1527700.88 10940.0 11120.0 CJ
17 CJ603 20250703 11250.0 11355.0 ... 35378.38 11160.0 11300.0 CJ
18 CJ605 20250703 11525.0 11660.0 ... 160148.57 11465.0 11500.0 CJ
19 CY507 20250703 19950.0 19950.0 ... 9.98 19950.0 19970.0 CY
20 CY508 20250703 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250703 20065.0 20100.0 ... 88353.82 20060.0 20065.0 CY
22 CY510 20250703 0.0 0.0 ... 0.00 19680.0 19685.0 CY
23 CY511 20250703 20090.0 20090.0 ... 10.05 20090.0 19980.0 CY
24 CY512 20250703 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250703 0.0 0.0 ... 0.00 20040.0 20085.0 CY
26 CY602 20250703 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250703 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250703 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250703 0.0 0.0 ... 0.00 20070.0 20090.0 CY
30 CY606 20250703 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250703 960.0 960.0 ... 568.50 951.0 938.0 FG
32 FG508 20250703 1044.0 1067.0 ... 57731.46 1051.0 1033.0 FG
33 FG509 20250703 1049.0 1061.0 ... 6504748.88 1042.0 1023.0 FG
34 FG510 20250703 1095.0 1105.0 ... 32739.90 1089.0 1066.0 FG
35 FG511 20250703 1080.0 1097.0 ... 56883.90 1081.0 1057.0 FG
36 FG512 20250703 1154.0 1161.0 ... 21990.40 1143.0 1123.0 FG
37 FG601 20250703 1137.0 1150.0 ... 591334.32 1130.0 1114.0 FG
38 FG602 20250703 1172.0 1180.0 ... 1037.45 1163.0 1144.0 FG
39 FG603 20250703 1169.0 1178.0 ... 808.06 1161.0 1148.0 FG
40 FG604 20250703 1194.0 1206.0 ... 949.33 1190.0 1176.0 FG
41 FG605 20250703 1189.0 1204.0 ... 15857.70 1187.0 1171.0 FG
42 FG606 20250703 1202.0 1214.0 ... 516.16 1200.0 1185.0 FG
43 JR507 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250703 2418.0 2418.0 ... 33.85 2418.0 2424.0 MA
54 MA508 20250703 2433.0 2450.0 ... 12684.60 2436.0 2427.0 MA
55 MA509 20250703 2408.0 2428.0 ... 1699960.85 2408.0 2393.0 MA
56 MA510 20250703 2418.0 2435.0 ... 50106.38 2416.0 2399.0 MA
57 MA511 20250703 2423.0 2443.0 ... 54348.03 2424.0 2405.0 MA
58 MA512 20250703 2441.0 2459.0 ... 20498.29 2442.0 2425.0 MA
59 MA601 20250703 2440.0 2460.0 ... 145434.71 2444.0 2426.0 MA
60 MA602 20250703 2428.0 2437.0 ... 58.21 2425.0 2411.0 MA
61 MA603 20250703 2424.0 2435.0 ... 123.42 2420.0 2405.0 MA
62 MA604 20250703 2394.0 2399.0 ... 19.16 2395.0 2384.0 MA
63 MA605 20250703 2343.0 2371.0 ... 3957.27 2360.0 2340.0 MA
64 MA606 20250703 2354.0 2375.0 ... 42.52 2362.0 2350.0 MA
65 OI507 20250703 0.0 0.0 ... 0.00 9719.0 9719.0 OI
66 OI509 20250703 9630.0 9683.0 ... 2780985.86 9641.0 9543.0 OI
67 OI511 20250703 9617.0 9671.0 ... 117830.13 9629.0 9545.0 OI
68 OI601 20250703 9571.0 9613.0 ... 347289.96 9569.0 9497.0 OI
69 OI603 20250703 9502.0 9544.0 ... 2840.51 9500.0 9438.0 OI
70 OI605 20250703 9405.0 9438.0 ... 2002.59 9402.0 9331.0 OI
71 PF507 20250703 6714.0 6714.0 ... 13.40 6700.0 6688.0 PF
72 PF508 20250703 6640.0 6650.0 ... 324641.58 6594.0 6598.0 PF
73 PF509 20250703 6516.0 6516.0 ... 152814.98 6472.0 6480.0 PF
74 PF510 20250703 6496.0 6500.0 ... 69813.87 6458.0 6468.0 PF
75 PF511 20250703 6462.0 6462.0 ... 36633.78 6422.0 6428.0 PF
76 PF512 20250703 6422.0 6430.0 ... 10671.45 6398.0 6394.0 PF
77 PF601 20250703 6416.0 6442.0 ... 2553.88 6410.0 6412.0 PF
78 PF602 20250703 6420.0 6420.0 ... 12.84 6418.0 6382.0 PF
79 PF603 20250703 6416.0 6418.0 ... 28.85 6412.0 6400.0 PF
80 PF604 20250703 6418.0 6418.0 ... 12.82 6410.0 6424.0 PF
81 PF605 20250703 6414.0 6414.0 ... 12.82 6412.0 6414.0 PF
82 PF606 20250703 0.0 0.0 ... 0.00 6390.0 6390.0 PF
83 PK510 20250703 8268.0 8280.0 ... 140662.98 8262.0 8238.0 PK
84 PK511 20250703 8016.0 8024.0 ... 50886.36 7994.0 7984.0 PK
85 PK512 20250703 7994.0 8002.0 ... 339.25 7982.0 7972.0 PK
86 PK601 20250703 7990.0 7998.0 ... 2721.16 7980.0 7978.0 PK
87 PK603 20250703 7976.0 7982.0 ... 47.88 7980.0 7970.0 PK
88 PK604 20250703 7984.0 7990.0 ... 39.91 7982.0 7970.0 PK
89 PK605 20250703 7980.0 7990.0 ... 283.14 7976.0 7962.0 PK
90 PM507 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250703 5968.0 5968.0 ... 259.61 5968.0 5984.0 PR
97 PR508 20250703 5988.0 5998.0 ... 34331.00 5958.0 5972.0 PR
98 PR509 20250703 5956.0 5958.0 ... 416952.58 5916.0 5922.0 PR
99 PR510 20250703 5928.0 5936.0 ... 233408.90 5892.0 5886.0 PR
100 PR511 20250703 5890.0 5906.0 ... 67171.12 5874.0 5860.0 PR
101 PR512 20250703 5876.0 5876.0 ... 70.38 5866.0 5876.0 PR
102 PR601 20250703 5866.0 5878.0 ... 518.12 5854.0 5852.0 PR
103 PR602 20250703 5910.0 5910.0 ... 53.10 5900.0 5876.0 PR
104 PR603 20250703 5904.0 5914.0 ... 70.84 5904.0 5902.0 PR
105 PR604 20250703 5910.0 5910.0 ... 26.57 5904.0 5898.0 PR
106 PR605 20250703 5900.0 5900.0 ... 26.54 5898.0 5898.0 PR
107 PR606 20250703 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250703 6922.0 6922.0 ... 10.38 6922.0 6920.0 PX
109 PX508 20250703 6886.0 6886.0 ... 3921.95 6822.0 6826.0 PX
110 PX509 20250703 6806.0 6808.0 ... 752182.93 6748.0 6760.0 PX
111 PX510 20250703 6756.0 6758.0 ... 92329.37 6706.0 6716.0 PX
112 PX511 20250703 6708.0 6718.0 ... 138703.42 6664.0 6670.0 PX
113 PX512 20250703 6668.0 6688.0 ... 16248.39 6644.0 6640.0 PX
114 PX601 20250703 6664.0 6684.0 ... 53497.43 6632.0 6624.0 PX
115 PX602 20250703 6618.0 6618.0 ... 6.62 6618.0 6586.0 PX
116 PX603 20250703 6620.0 6620.0 ... 9.92 6616.0 6610.0 PX
117 PX604 20250703 0.0 0.0 ... 0.00 6568.0 6568.0 PX
118 PX605 20250703 6600.0 6630.0 ... 125.17 6588.0 6588.0 PX
119 PX606 20250703 6548.0 6568.0 ... 6.56 6558.0 6538.0 PX
120 RI507 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250703 2433.0 2484.0 ... 1291.41 2468.0 2438.0 RM
127 RM508 20250703 2589.0 2629.0 ... 17544.34 2610.0 2583.0 RM
128 RM509 20250703 2583.0 2626.0 ... 989615.79 2601.0 2577.0 RM
129 RM511 20250703 2403.0 2443.0 ... 3278.20 2421.0 2403.0 RM
130 RM601 20250703 2298.0 2340.0 ... 186800.64 2318.0 2301.0 RM
131 RM603 20250703 2284.0 2319.0 ... 12548.19 2299.0 2283.0 RM
132 RM605 20250703 2316.0 2341.0 ... 19773.51 2327.0 2316.0 RM
133 RS507 20250703 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250703 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250703 5147.0 5148.0 ... 339.08 5061.0 5156.0 RS
136 RS511 20250703 5229.0 5229.0 ... 15.39 5131.0 5252.0 RS
137 SA507 20250703 1166.0 1166.0 ... 205.19 1166.0 1166.0 SA
138 SA508 20250703 1202.0 1204.0 ... 19238.73 1188.0 1186.0 SA
139 SA509 20250703 1202.0 1208.0 ... 5171285.93 1188.0 1185.0 SA
140 SA510 20250703 1212.0 1215.0 ... 147076.85 1199.0 1191.0 SA
141 SA511 20250703 1215.0 1217.0 ... 155522.83 1200.0 1190.0 SA
142 SA512 20250703 1229.0 1233.0 ... 25599.33 1215.0 1210.0 SA
143 SA601 20250703 1219.0 1232.0 ... 965605.05 1213.0 1210.0 SA
144 SA602 20250703 1233.0 1240.0 ... 6961.96 1224.0 1223.0 SA
145 SA603 20250703 1232.0 1239.0 ... 5792.02 1221.0 1218.0 SA
146 SA604 20250703 1241.0 1248.0 ... 3826.56 1235.0 1232.0 SA
147 SA605 20250703 1236.0 1247.0 ... 28728.07 1233.0 1225.0 SA
148 SA606 20250703 1244.0 1250.0 ... 1507.94 1242.0 1236.0 SA
149 SF507 20250703 5482.0 5610.0 ... 5556.95 5496.0 5396.0 SF
150 SF508 20250703 5452.0 5452.0 ... 11934.46 5404.0 5374.0 SF
151 SF509 20250703 5436.0 5448.0 ... 408822.84 5400.0 5368.0 SF
152 SF510 20250703 5354.0 5358.0 ... 84472.78 5318.0 5280.0 SF
153 SF511 20250703 5464.0 5488.0 ... 112680.86 5446.0 5402.0 SF
154 SF512 20250703 5434.0 5448.0 ... 15109.77 5410.0 5358.0 SF
155 SF601 20250703 5416.0 5428.0 ... 10680.68 5382.0 5322.0 SF
156 SF602 20250703 5320.0 5344.0 ... 661.09 5310.0 5312.0 SF
157 SF603 20250703 5432.0 5488.0 ... 307.33 5440.0 5440.0 SF
158 SF604 20250703 0.0 0.0 ... 0.00 5444.0 5446.0 SF
159 SF605 20250703 5430.0 5460.0 ... 357.34 5414.0 5420.0 SF
160 SF606 20250703 5352.0 5402.0 ... 26.85 5370.0 5376.0 SF
161 SH507 20250703 0.0 0.0 ... 0.00 2349.0 2349.0 SH
162 SH508 20250703 2388.0 2392.0 ... 113897.83 2371.0 2368.0 SH
163 SH509 20250703 2395.0 2399.0 ... 2690813.85 2382.0 2374.0 SH
164 SH510 20250703 2431.0 2437.0 ... 252741.73 2418.0 2415.0 SH
165 SH511 20250703 2414.0 2422.0 ... 158119.36 2404.0 2402.0 SH
166 SH512 20250703 2421.0 2424.0 ... 32625.88 2409.0 2405.0 SH
167 SH601 20250703 2386.0 2391.0 ... 51728.87 2379.0 2371.0 SH
168 SH602 20250703 2398.0 2398.0 ... 157.86 2392.0 2382.0 SH
169 SH603 20250703 2404.0 2409.0 ... 216.17 2402.0 2395.0 SH
170 SH604 20250703 2441.0 2452.0 ... 161.41 2446.0 2431.0 SH
171 SH605 20250703 2438.0 2443.0 ... 1498.47 2437.0 2427.0 SH
172 SH606 20250703 2449.0 2459.0 ... 102.93 2451.0 2426.0 SH
173 SM507 20250703 5670.0 5670.0 ... 692.14 5670.0 5696.0 SM
174 SM508 20250703 5730.0 5730.0 ... 12607.12 5698.0 5684.0 SM
175 SM509 20250703 5726.0 5736.0 ... 530116.19 5706.0 5694.0 SM
176 SM510 20250703 5702.0 5704.0 ... 57083.65 5676.0 5652.0 SM
177 SM511 20250703 5800.0 5800.0 ... 83616.93 5764.0 5740.0 SM
178 SM512 20250703 5766.0 5772.0 ... 14612.96 5746.0 5720.0 SM
179 SM601 20250703 5776.0 5776.0 ... 36116.07 5746.0 5718.0 SM
180 SM602 20250703 5722.0 5768.0 ... 266.36 5728.0 5700.0 SM
181 SM603 20250703 5766.0 5778.0 ... 8.66 5774.0 5710.0 SM
182 SM604 20250703 5778.0 5778.0 ... 14.44 5778.0 5718.0 SM
183 SM605 20250703 5780.0 5806.0 ... 424.85 5780.0 5750.0 SM
184 SM606 20250703 0.0 0.0 ... 0.00 5784.0 5758.0 SM
185 SR507 20250703 5790.0 5830.0 ... 10581.58 5779.0 5779.0 SR
186 SR509 20250703 5760.0 5778.0 ... 852843.36 5763.0 5735.0 SR
187 SR511 20250703 5632.0 5644.0 ... 114702.98 5632.0 5606.0 SR
188 SR601 20250703 5580.0 5586.0 ... 99251.83 5577.0 5557.0 SR
189 SR603 20250703 5548.0 5560.0 ... 2302.47 5548.0 5535.0 SR
190 SR605 20250703 5526.0 5528.0 ... 4135.93 5522.0 5509.0 SR
191 TA507 20250703 4918.0 4918.0 ... 23276.82 4878.0 4918.0 TA
192 TA508 20250703 4862.0 4872.0 ... 61178.99 4820.0 4854.0 TA
193 TA509 20250703 4804.0 4804.0 ... 2533165.51 4762.0 4778.0 TA
194 TA510 20250703 4750.0 4756.0 ... 76502.69 4720.0 4724.0 TA
195 TA511 20250703 4732.0 4742.0 ... 58691.64 4704.0 4700.0 TA
196 TA512 20250703 4702.0 4720.0 ... 6741.20 4690.0 4680.0 TA
197 TA601 20250703 4690.0 4710.0 ... 439008.61 4678.0 4662.0 TA
198 TA602 20250703 4692.0 4692.0 ... 42.10 4678.0 4666.0 TA
199 TA603 20250703 4692.0 4694.0 ... 42.09 4678.0 4654.0 TA
200 TA604 20250703 4702.0 4710.0 ... 21.10 4688.0 4672.0 TA
201 TA605 20250703 4700.0 4720.0 ... 2331.80 4688.0 4678.0 TA
202 TA606 20250703 4672.0 4672.0 ... 2.34 4672.0 4678.0 TA
203 UR507 20250703 1744.0 1744.0 ... 369.73 1744.0 1744.0 UR
204 UR508 20250703 1746.0 1746.0 ... 271.39 1740.0 1742.0 UR
205 UR509 20250703 1739.0 1745.0 ... 540519.24 1733.0 1730.0 UR
206 UR510 20250703 1725.0 1729.0 ... 17643.85 1719.0 1720.0 UR
207 UR511 20250703 1736.0 1738.0 ... 16384.16 1728.0 1727.0 UR
208 UR512 20250703 1717.0 1717.0 ... 75.48 1715.0 1712.0 UR
209 UR601 20250703 1700.0 1705.0 ... 51453.65 1697.0 1691.0 UR
210 UR602 20250703 1698.0 1699.0 ... 345.04 1691.0 1687.0 UR
211 UR603 20250703 1717.0 1723.0 ... 27.52 1720.0 1715.0 UR
212 UR604 20250703 1715.0 1716.0 ... 72.02 1715.0 1707.0 UR
213 UR605 20250703 1712.0 1715.0 ... 2097.07 1708.0 1702.0 UR
214 UR606 20250703 1704.0 1709.0 ... 153.27 1703.0 1707.0 UR
215 WH507 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-04 18:26:34,498 - future_1d - INFO - ak.get_czce_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 PS2507 20250703 35000.0 ... 35130.0 35000.0 PS
1 PS2508 20250703 35700.0 ... 35270.0 34315.0 PS
2 PS2509 20250703 35320.0 ... 34670.0 33635.0 PS
3 PS2510 20250703 34480.0 ... 34460.0 33515.0 PS
4 PS2511 20250703 34295.0 ... 34260.0 33365.0 PS
5 PS2512 20250703 36030.0 ... 36235.0 35485.0 PS
6 PS2601 20250703 35930.0 ... 36035.0 35380.0 PS
7 PS2602 20250703 35755.0 ... 35925.0 35250.0 PS
8 PS2603 20250703 36110.0 ... 35820.0 35475.0 PS
9 PS2604 20250703 36060.0 ... 35765.0 35155.0 PS
10 PS2605 20250703 35640.0 ... 35535.0 35040.0 PS
11 PS2606 20250703 37375.0 ... 37040.0 36605.0 PS
13 SI2507 20250703 8100.0 ... 8055.0 8130.0 SI
14 SI2508 20250703 8220.0 ... 8050.0 8070.0 SI
15 SI2509 20250703 8185.0 ... 8035.0 8085.0 SI
16 SI2510 20250703 8230.0 ... 8015.0 8060.0 SI
17 SI2511 20250703 8100.0 ... 7975.0 8005.0 SI
18 SI2512 20250703 8435.0 ... 8300.0 8280.0 SI
19 SI2601 20250703 8450.0 ... 8260.0 8245.0 SI
20 SI2602 20250703 8370.0 ... 8240.0 8230.0 SI
21 SI2603 20250703 8370.0 ... 8255.0 8260.0 SI
22 SI2604 20250703 8365.0 ... 8260.0 8265.0 SI
23 SI2605 20250703 8360.0 ... 8235.0 8250.0 SI
24 SI2606 20250703 8400.0 ... 8250.0 8230.0 SI
27 LC2507 20250703 63800.0 ... 63920.0 63620.0 LC
28 LC2508 20250703 64160.0 ... 63940.0 63640.0 LC
29 LC2509 20250703 64000.0 ... 63760.0 63500.0 LC
30 LC2510 20250703 63820.0 ... 63620.0 63320.0 LC
31 LC2511 20250703 63600.0 ... 63420.0 63140.0 LC
32 LC2512 20250703 63960.0 ... 63700.0 63480.0 LC
33 LC2601 20250703 64000.0 ... 63840.0 63540.0 LC
34 LC2602 20250703 64040.0 ... 63860.0 63360.0 LC
35 LC2603 20250703 63940.0 ... 63760.0 63380.0 LC
36 LC2604 20250703 64520.0 ... 64260.0 63940.0 LC
37 LC2605 20250703 64600.0 ... 64380.0 63960.0 LC
38 LC2606 20250703 65200.0 ... 64460.0 64080.0 LC
[36 rows x 12 columns]
2025-07-04 18:26:34,731 - future_1d - INFO - ak.get_gfex_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 SC2508 20250703 501.6 ... 503.7 498.5 SC
1 SC2509 20250703 496.3 ... 498.1 493 SC
2 SC2510 20250703 491.5 ... 492.4 487.4 SC
3 SC2511 20250703 485.4 ... 487.2 482.9 SC
4 SC2512 20250703 482.3 ... 484 480.7 SC
5 SC2601 20250703 480.6 ... 481.6 478.4 SC
6 SC2602 20250703 479.4 ... 480.4 476.5 SC
7 SC2603 20250703 478.5 ... 478 474 SC
8 SC2604 20250703 477.4 ... 476.8 473.3 SC
9 SC2605 20250703 475.7 ... 475.7 471.2 SC
10 SC2606 20250703 475.2 ... 475.7 472 SC
11 SC2607 20250703 ... 470.9 470.9 SC
12 SC2609 20250703 484.9 ... 474.2 467.3 SC
13 SC2612 20250703 ... 465.1 460.4 SC
14 SC2703 20250703 465 ... 465 468.4 SC
15 SC2706 20250703 ... 464.2 463.6 SC
16 SC2709 20250703 ... 464 463.9 SC
17 SC2712 20250703 ... 465.8 465.8 SC
18 SC2803 20250703 461 ... 464.7 460.4 SC
19 SC2806 20250703 463.8 ... 464.6 462.8 SC
21 LU2508 20250703 3605 ... 3622 3588 LU
22 LU2509 20250703 3619 ... 3616 3591 LU
23 LU2510 20250703 3596 ... 3593 3569 LU
24 LU2511 20250703 3565 ... 3568 3541 LU
25 LU2512 20250703 3528 ... 3546 3517 LU
26 LU2601 20250703 3516 ... 3526 3497 LU
27 LU2602 20250703 ... 3503 3480 LU
28 LU2603 20250703 3480 ... 3499 3461 LU
29 LU2604 20250703 3507 ... 3495 3447 LU
30 LU2605 20250703 3455 ... 3476 3429 LU
31 LU2606 20250703 3468 ... 3461 3436 LU
32 LU2607 20250703 3442 ... 3442 3416 LU
34 NR2507 20250703 12285 ... 12140 12245 NR
35 NR2508 20250703 12295 ... 12145 12270 NR
36 NR2509 20250703 12240 ... 12135 12225 NR
37 NR2510 20250703 12235 ... 12125 12210 NR
38 NR2511 20250703 12245 ... 12120 12220 NR
39 NR2512 20250703 12290 ... 12135 12220 NR
40 NR2601 20250703 12260 ... 12155 12220 NR
41 NR2602 20250703 12315 ... 12245 12255 NR
42 NR2603 20250703 12090 ... 12090 12220 NR
43 NR2604 20250703 12195 ... 12195 12240 NR
44 NR2605 20250703 12330 ... 12215 12285 NR
45 NR2606 20250703 ... 12260 12260 NR
47 BC2507 20250703 ... 71480 71480 BC
48 BC2508 20250703 71930 ... 71970 71850 BC
49 BC2509 20250703 71810 ... 71740 71670 BC
50 BC2510 20250703 ... 71400 71350 BC
51 BC2511 20250703 71960 ... 71800 72330 BC
52 BC2512 20250703 ... 70950 69450 BC
53 BC2601 20250703 71390 ... 71390 69570 BC
54 BC2602 20250703 ... 69410 69410 BC
55 BC2603 20250703 ... 69290 69290 BC
56 BC2604 20250703 71360 ... 71360 69760 BC
57 BC2605 20250703 71400 ... 71400 71000 BC
58 BC2606 20250703 ... 71590 71590 BC
60 EC2508 20250703 1915 ... 1882.1 1894.9 EC
61 EC2510 20250703 1381.5 ... 1366.8 1374.5 EC
62 EC2512 20250703 1524.9 ... 1531.6 1540.4 EC
63 EC2602 20250703 1328.7 ... 1332.6 1338.5 EC
64 EC2604 20250703 1178.9 ... 1167.8 1174.7 EC
65 EC2606 20250703 1332.4 ... 1316.1 1312.7 EC
68 SC_TAS2508 20250703 ... SC_TAS
69 SC_TAS2509 20250703 ... SC_TAS
70 SC_TAS2510 20250703 ... SC_TAS
71 SC_TAS2511 20250703 ... SC_TAS
[66 rows x 12 columns]
2025-07-04 18:26:34,793 - future_1d - INFO - ak.get_ine_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 a2507 20250703 4191.00 ... 4205.00 4200.00 A
1 a2509 20250703 4153.00 ... 4148.00 4137.00 A
2 a2511 20250703 4082.00 ... 4077.00 4070.00 A
3 a2601 20250703 4063.00 ... 4059.00 4049.00 A
4 a2603 20250703 4052.00 ... 4049.00 4039.00 A
5 a2605 20250703 4083.00 ... 4085.00 4073.00 A
6 b2507 20250703 0.00 ... 3550.00 3550.00 B
7 b2508 20250703 3566.00 ... 3565.00 3554.00 B
8 b2509 20250703 3617.00 ... 3616.00 3591.00 B
9 b2510 20250703 3664.00 ... 3664.00 3642.00 B
10 b2511 20250703 3677.00 ... 3674.00 3654.00 B
11 b2512 20250703 3683.00 ... 3693.00 3668.00 B
12 b2601 20250703 3669.00 ... 3675.00 3653.00 B
13 b2602 20250703 3624.00 ... 3645.00 3610.00 B
14 b2603 20250703 3522.00 ... 3556.00 3514.00 B
15 b2604 20250703 3432.00 ... 3452.00 3420.00 B
16 b2605 20250703 3375.00 ... 3383.00 3364.00 B
17 b2606 20250703 3374.00 ... 3385.00 3367.00 B
18 bb2509 20250703 153.05 ... 153.45 153.35 BB
19 bb2511 20250703 154.25 ... 154.35 153.20 BB
20 bb2601 20250703 0.00 ... 162.00 170.50 BB
21 bb2603 20250703 0.00 ... 171.85 170.60 BB
22 bb2605 20250703 0.00 ... 171.85 170.60 BB
23 c2507 20250703 2347.00 ... 2347.00 2356.00 C
24 c2509 20250703 2363.00 ... 2364.00 2369.00 C
25 c2511 20250703 2305.00 ... 2307.00 2309.00 C
26 c2601 20250703 2264.00 ... 2264.00 2267.00 C
27 c2603 20250703 2257.00 ... 2260.00 2263.00 C
28 c2605 20250703 2289.00 ... 2294.00 2294.00 C
29 cs2507 20250703 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250703 2731.00 ... 2731.00 2735.00 CS
31 cs2511 20250703 2669.00 ... 2670.00 2671.00 CS
32 cs2601 20250703 2663.00 ... 2667.00 2667.00 CS
33 cs2603 20250703 2647.00 ... 2649.00 2647.00 CS
34 cs2605 20250703 2681.00 ... 2684.00 2685.00 CS
35 eb2507 20250703 7410.00 ... 7422.00 7397.00 EB
36 eb2508 20250703 7289.00 ... 7288.00 7250.00 EB
37 eb2509 20250703 7210.00 ... 7209.00 7166.00 EB
38 eb2510 20250703 7126.00 ... 7130.00 7082.00 EB
39 eb2511 20250703 7044.00 ... 7062.00 7012.00 EB
40 eb2512 20250703 7027.00 ... 7035.00 6987.00 EB
41 eb2601 20250703 7017.00 ... 7037.00 6998.00 EB
42 eb2602 20250703 7049.00 ... 7058.00 7016.00 EB
43 eb2603 20250703 7067.00 ... 7077.00 7022.00 EB
44 eb2604 20250703 7066.00 ... 7066.00 7019.00 EB
45 eb2605 20250703 7045.00 ... 7057.00 7016.00 EB
46 eb2606 20250703 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250703 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250703 4290.00 ... 4275.00 4272.00 EG
49 eg2509 20250703 4310.00 ... 4295.00 4289.00 EG
50 eg2510 20250703 4313.00 ... 4311.00 4297.00 EG
51 eg2511 20250703 4323.00 ... 4325.00 4309.00 EG
52 eg2512 20250703 4338.00 ... 4327.00 4310.00 EG
53 eg2601 20250703 4345.00 ... 4329.00 4314.00 EG
54 eg2602 20250703 4355.00 ... 4337.00 4311.00 EG
55 eg2603 20250703 0.00 ... 4311.00 4311.00 EG
56 eg2604 20250703 4369.00 ... 4367.00 4345.00 EG
57 eg2605 20250703 4358.00 ... 4342.00 4321.00 EG
58 eg2606 20250703 4378.00 ... 4378.00 4297.00 EG
59 fb2507 20250703 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250703 1331.50 ... 1329.50 1327.50 FB
61 fb2509 20250703 1310.50 ... 1313.00 1309.00 FB
62 fb2510 20250703 1328.00 ... 1327.50 1326.50 FB
63 fb2511 20250703 1325.00 ... 1325.00 1325.00 FB
64 fb2512 20250703 1325.00 ... 1324.50 1323.50 FB
65 fb2601 20250703 1302.50 ... 1312.50 1311.00 FB
66 fb2602 20250703 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250703 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250703 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250703 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250703 0.00 ... 1292.50 1292.50 FB
71 i2507 20250703 725.00 ... 722.50 710.50 I
72 i2508 20250703 732.00 ... 734.50 722.50 I
73 i2509 20250703 724.50 ... 728.00 715.50 I
74 i2510 20250703 719.00 ... 722.00 708.00 I
75 i2511 20250703 712.00 ... 715.00 702.00 I
76 i2512 20250703 705.00 ... 709.00 697.00 I
77 i2601 20250703 701.00 ... 702.50 689.50 I
78 i2602 20250703 696.50 ... 699.50 685.50 I
79 i2603 20250703 694.50 ... 697.50 683.00 I
80 i2604 20250703 689.00 ... 692.00 680.00 I
81 i2605 20250703 681.00 ... 685.50 672.00 I
82 i2606 20250703 675.00 ... 679.00 667.50 I
83 j2507 20250703 0.00 ... 1304.50 1304.50 J
84 j2508 20250703 1404.50 ... 1404.50 1393.00 J
85 j2509 20250703 1442.00 ... 1439.00 1416.50 J
86 j2510 20250703 1458.50 ... 1457.00 1440.50 J
87 j2511 20250703 1464.00 ... 1466.50 1428.50 J
88 j2512 20250703 1480.50 ... 1476.00 1432.00 J
89 j2601 20250703 1476.50 ... 1481.50 1453.50 J
90 j2602 20250703 1484.00 ... 1484.00 1460.50 J
91 j2603 20250703 1522.50 ... 1522.50 1491.00 J
92 j2604 20250703 1499.50 ... 1499.50 1497.50 J
93 j2605 20250703 1517.00 ... 1519.50 1477.00 J
94 j2606 20250703 0.00 ... 1528.00 1485.50 J
95 jd2507 20250703 2857.00 ... 2859.00 2836.00 JD
96 jd2508 20250703 3547.00 ... 3558.00 3561.00 JD
97 jd2509 20250703 3690.00 ... 3685.00 3687.00 JD
98 jd2510 20250703 3390.00 ... 3405.00 3412.00 JD
99 jd2511 20250703 3413.00 ... 3413.00 3418.00 JD
100 jd2512 20250703 3578.00 ... 3581.00 3583.00 JD
101 jd2601 20250703 3632.00 ... 3636.00 3629.00 JD
102 jd2602 20250703 3203.00 ... 3205.00 3199.00 JD
103 jd2603 20250703 3203.00 ... 3205.00 3202.00 JD
104 jd2604 20250703 3336.00 ... 3332.00 3329.00 JD
105 jd2605 20250703 3407.00 ... 3406.00 3404.00 JD
106 jd2606 20250703 3247.00 ... 3256.00 3250.00 JD
107 jm2507 20250703 0.00 ... 814.00 811.00 JM
108 jm2508 20250703 794.50 ... 801.50 780.00 JM
109 jm2509 20250703 847.00 ... 848.50 825.00 JM
110 jm2510 20250703 858.50 ... 864.00 844.50 JM
111 jm2511 20250703 872.00 ... 874.50 854.50 JM
112 jm2512 20250703 887.50 ... 887.00 865.00 JM
113 jm2601 20250703 891.50 ... 901.00 871.50 JM
114 jm2602 20250703 903.00 ... 907.00 885.00 JM
115 jm2603 20250703 905.00 ... 916.50 888.00 JM
116 jm2604 20250703 909.00 ... 917.00 893.50 JM
117 jm2605 20250703 916.00 ... 927.00 896.00 JM
118 jm2606 20250703 924.50 ... 940.50 911.00 JM
119 l2507 20250703 7327.00 ... 7298.00 7294.00 L
120 l2508 20250703 7295.00 ... 7295.00 7270.00 L
121 l2509 20250703 7300.00 ... 7293.00 7263.00 L
122 l2510 20250703 7311.00 ... 7287.00 7256.00 L
123 l2511 20250703 7291.00 ... 7283.00 7250.00 L
124 l2512 20250703 7303.00 ... 7281.00 7247.00 L
125 l2601 20250703 7270.00 ... 7269.00 7236.00 L
126 l2602 20250703 7231.00 ... 7253.00 7218.00 L
127 l2603 20250703 0.00 ... 7224.00 7224.00 L
128 l2604 20250703 7273.00 ... 7263.00 7248.00 L
129 l2605 20250703 7255.00 ... 7245.00 7214.00 L
130 l2606 20250703 7247.00 ... 7242.00 7235.00 L
131 lg2507 20250703 822.00 ... 822.00 818.50 LG
132 lg2509 20250703 793.00 ... 795.00 790.50 LG
133 lg2511 20250703 791.00 ... 788.50 784.50 LG
134 lg2601 20250703 782.00 ... 785.50 783.00 LG
135 lg2603 20250703 796.50 ... 786.50 783.50 LG
136 lg2605 20250703 806.00 ... 793.50 791.50 LG
137 lh2507 20250703 13915.00 ... 13920.00 13950.00 LH
138 lh2509 20250703 14345.00 ... 14315.00 14190.00 LH
139 lh2511 20250703 13530.00 ... 13585.00 13510.00 LH
140 lh2601 20250703 13575.00 ... 13685.00 13555.00 LH
141 lh2603 20250703 12895.00 ... 12940.00 12850.00 LH
142 lh2605 20250703 13050.00 ... 13085.00 13010.00 LH
143 m2507 20250703 2797.00 ... 2799.00 2824.00 M
144 m2508 20250703 2933.00 ... 2941.00 2929.00 M
145 m2509 20250703 2952.00 ... 2960.00 2947.00 M
146 m2511 20250703 2989.00 ... 3000.00 2985.00 M
147 m2512 20250703 3014.00 ... 3027.00 3009.00 M
148 m2601 20250703 2990.00 ... 3008.00 2990.00 M
149 m2603 20250703 2854.00 ... 2855.00 2849.00 M
150 m2605 20250703 2704.00 ... 2711.00 2698.00 M
151 p2507 20250703 0.00 ... 8452.00 8452.00 P
152 p2508 20250703 8506.00 ... 8516.00 8428.00 P
153 p2509 20250703 8470.00 ... 8478.00 8376.00 P
154 p2510 20250703 8470.00 ... 8486.00 8384.00 P
155 p2511 20250703 8448.00 ... 8482.00 8374.00 P
156 p2512 20250703 8450.00 ... 8484.00 8394.00 P
157 p2601 20250703 8466.00 ... 8482.00 8402.00 P
158 p2602 20250703 8440.00 ... 8458.00 8374.00 P
159 p2603 20250703 8414.00 ... 8416.00 8328.00 P
160 p2604 20250703 8374.00 ... 8372.00 8298.00 P
161 p2605 20250703 8332.00 ... 8336.00 8272.00 P
162 p2606 20250703 8308.00 ... 8312.00 8262.00 P
163 pg2507 20250703 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250703 4221.00 ... 4219.00 4202.00 PG
165 pg2509 20250703 4120.00 ... 4115.00 4100.00 PG
166 pg2510 20250703 4503.00 ... 4494.00 4480.00 PG
167 pg2511 20250703 4408.00 ... 4408.00 4392.00 PG
168 pg2512 20250703 4341.00 ... 4330.00 4322.00 PG
169 pg2601 20250703 4255.00 ... 4256.00 4240.00 PG
170 pg2602 20250703 4182.00 ... 4170.00 4163.00 PG
171 pg2603 20250703 4092.00 ... 4097.00 4084.00 PG
172 pg2604 20250703 4396.00 ... 4389.00 4374.00 PG
173 pg2605 20250703 4294.00 ... 4282.00 4266.00 PG
174 pg2606 20250703 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250703 7095.00 ... 7085.00 7073.00 PP
176 pp2508 20250703 7100.00 ... 7086.00 7064.00 PP
177 pp2509 20250703 7086.00 ... 7084.00 7058.00 PP
178 pp2510 20250703 7045.00 ... 7046.00 7017.00 PP
179 pp2511 20250703 7042.00 ... 7044.00 7016.00 PP
180 pp2512 20250703 7042.00 ... 7042.00 7021.00 PP
181 pp2601 20250703 7033.00 ... 7043.00 7012.00 PP
182 pp2602 20250703 7028.00 ... 7024.00 6981.00 PP
183 pp2603 20250703 0.00 ... 7008.00 6971.00 PP
184 pp2604 20250703 0.00 ... 6989.00 6989.00 PP
185 pp2605 20250703 7030.00 ... 7035.00 6990.00 PP
186 pp2606 20250703 7010.00 ... 7007.00 6974.00 PP
187 rr2507 20250703 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250703 3542.00 ... 3539.00 3549.00 RR
189 rr2509 20250703 3598.00 ... 3595.00 3600.00 RR
190 rr2510 20250703 3602.00 ... 3602.00 3602.00 RR
191 rr2511 20250703 3603.00 ... 3603.00 3608.00 RR
192 rr2512 20250703 3608.00 ... 3598.00 3608.00 RR
193 rr2601 20250703 3606.00 ... 3587.00 3610.00 RR
194 rr2602 20250703 3612.00 ... 3606.00 3612.00 RR
195 rr2603 20250703 3596.00 ... 3608.00 3607.00 RR
196 rr2604 20250703 3615.00 ... 3615.00 3619.00 RR
197 rr2605 20250703 3604.00 ... 3605.00 3602.00 RR
198 rr2606 20250703 0.00 ... 3608.00 3608.00 RR
199 v2507 20250703 4865.00 ... 4820.00 4819.00 V
200 v2508 20250703 4901.00 ... 4871.00 4847.00 V
201 v2509 20250703 4934.00 ... 4907.00 4877.00 V
202 v2510 20250703 4955.00 ... 4932.00 4906.00 V
203 v2511 20250703 4993.00 ... 4963.00 4932.00 V
204 v2512 20250703 5008.00 ... 4995.00 4968.00 V
205 v2601 20250703 5040.00 ... 5014.00 4975.00 V
206 v2602 20250703 5051.00 ... 5030.00 5000.00 V
207 v2603 20250703 5070.00 ... 5048.00 5029.00 V
208 v2604 20250703 5173.00 ... 5169.00 5127.00 V
209 v2605 20250703 5201.00 ... 5192.00 5146.00 V
210 v2606 20250703 5210.00 ... 5194.00 5174.00 V
211 y2507 20250703 8008.00 ... 8038.00 8038.00 Y
212 y2508 20250703 8036.00 ... 8028.00 7994.00 Y
213 y2509 20250703 8046.00 ... 8020.00 7982.00 Y
214 y2511 20250703 8040.00 ... 8030.00 7980.00 Y
215 y2512 20250703 8060.00 ... 8066.00 8010.00 Y
216 y2601 20250703 7988.00 ... 7988.00 7932.00 Y
217 y2603 20250703 7850.00 ... 7856.00 7800.00 Y
218 y2605 20250703 7636.00 ... 7648.00 7586.00 Y
[219 rows x 12 columns]
2025-07-04 18:26:35,596 - future_1d - INFO - ak.get_dce_daily('2025-07-03') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250703 ... 80910 80830 CU
1 1 CU2508 20250703 ... 80760 80620 CU
2 2 CU2509 20250703 ... 80560 80420 CU
3 3 CU2510 20250703 ... 80300 80150 CU
4 4 CU2511 20250703 ... 80040 79910 CU
5 5 CU2512 20250703 ... 79900 79680 CU
6 6 CU2601 20250703 ... 79680 79500 CU
7 7 CU2602 20250703 ... 79620 79400 CU
8 8 CU2603 20250703 ... 79580 79350 CU
9 9 CU2604 20250703 ... 79470 79300 CU
10 10 CU2605 20250703 ... 79470 79160 CU
11 11 CU2606 20250703 ... 79420 79160 CU
12 12 BC2507 20250703 ... 71480 71480 BC
13 13 BC2508 20250703 ... 71970 71850 BC
14 14 BC2509 20250703 ... 71740 71670 BC
15 15 BC2510 20250703 ... 71400 71350 BC
16 16 BC2511 20250703 ... 71800 72330 BC
17 17 BC2512 20250703 ... 70950 69450 BC
18 18 BC2601 20250703 ... 71390 69570 BC
19 19 BC2602 20250703 ... 69410 69410 BC
20 20 BC2603 20250703 ... 69290 69290 BC
21 21 BC2604 20250703 ... 71360 69760 BC
22 22 BC2605 20250703 ... 71400 71000 BC
23 23 BC2606 20250703 ... 71590 71590 BC
24 24 AL2507 20250703 ... 20870 20825 AL
25 25 AL2508 20250703 ... 20685 20665 AL
26 26 AL2509 20250703 ... 20620 20590 AL
27 27 AL2510 20250703 ... 20530 20490 AL
28 28 AL2511 20250703 ... 20435 20395 AL
29 29 AL2512 20250703 ... 20370 20295 AL
30 30 AL2601 20250703 ... 20320 20220 AL
31 31 AL2602 20250703 ... 20315 20215 AL
32 32 AL2603 20250703 ... 20300 20205 AL
33 33 AL2604 20250703 ... 20325 20220 AL
34 34 AL2605 20250703 ... 20335 20250 AL
35 35 AL2606 20250703 ... 20315 20245 AL
36 36 ZN2507 20250703 ... 22390 22295 ZN
37 37 ZN2508 20250703 ... 22335 22215 ZN
38 38 ZN2509 20250703 ... 22275 22160 ZN
39 39 ZN2510 20250703 ... 22225 22110 ZN
40 40 ZN2511 20250703 ... 22200 22050 ZN
41 41 ZN2512 20250703 ... 22135 22010 ZN
42 42 ZN2601 20250703 ... 22080 21965 ZN
43 43 ZN2602 20250703 ... 22060 21955 ZN
44 44 ZN2603 20250703 ... 22050 21955 ZN
45 45 ZN2604 20250703 ... 22065 21950 ZN
46 46 ZN2605 20250703 ... 22025 21945 ZN
47 47 ZN2606 20250703 ... 22020 21935 ZN
48 48 PB2507 20250703 ... 17220 17125 PB
49 49 PB2508 20250703 ... 17260 17160 PB
50 50 PB2509 20250703 ... 17275 17175 PB
51 51 PB2510 20250703 ... 17260 17180 PB
52 52 PB2511 20250703 ... 17260 17180 PB
53 53 PB2512 20250703 ... 17265 17170 PB
54 54 PB2601 20250703 ... 17245 17200 PB
55 55 PB2602 20250703 ... 17245 17160 PB
56 56 PB2603 20250703 ... 17255 17150 PB
57 57 PB2604 20250703 ... 17160 17160 PB
58 58 PB2605 20250703 ... 17155 17155 PB
59 59 PB2606 20250703 ... 17235 17115 PB
60 60 NI2507 20250703 ... 121410 120830 NI
61 61 NI2508 20250703 ... 121490 120820 NI
62 62 NI2509 20250703 ... 121620 121000 NI
63 63 NI2510 20250703 ... 121780 121180 NI
64 64 NI2511 20250703 ... 121940 121270 NI
65 65 NI2512 20250703 ... 122160 121440 NI
66 66 NI2601 20250703 ... 122330 121700 NI
67 67 NI2602 20250703 ... 122610 121970 NI
68 68 NI2603 20250703 ... 122760 122020 NI
69 69 NI2604 20250703 ... 122880 122270 NI
70 70 NI2605 20250703 ... 123150 122740 NI
71 71 NI2606 20250703 ... 123310 122860 NI
72 72 SN2507 20250703 ... 268540 269020 SN
73 73 SN2508 20250703 ... 269010 269300 SN
74 74 SN2509 20250703 ... 269000 269380 SN
75 75 SN2510 20250703 ... 268890 269210 SN
76 76 SN2511 20250703 ... 268190 268780 SN
77 77 SN2512 20250703 ... 268110 268330 SN
78 78 SN2601 20250703 ... 267660 268390 SN
79 79 SN2602 20250703 ... 267970 267960 SN
80 80 SN2603 20250703 ... 267790 267850 SN
81 81 SN2604 20250703 ... 266950 266880 SN
82 82 SN2605 20250703 ... 267460 267860 SN
83 83 SN2606 20250703 ... 266880 266640 SN
84 84 AO2507 20250703 ... 3152 3084 AO
85 85 AO2508 20250703 ... 3078 3045 AO
86 86 AO2509 20250703 ... 3042 2998 AO
87 87 AO2510 20250703 ... 3016 2980 AO
88 88 AO2511 20250703 ... 3004 2959 AO
89 89 AO2512 20250703 ... 2993 2951 AO
90 90 AO2601 20250703 ... 2988 2948 AO
91 91 AO2602 20250703 ... 2987 2921 AO
92 92 AO2603 20250703 ... 2971 2939 AO
93 93 AO2604 20250703 ... 2970 2954 AO
94 94 AO2605 20250703 ... 2961 2942 AO
95 95 AO2606 20250703 ... 2962 2939 AO
96 96 AD2511 20250703 ... 19935 19900 AD
97 97 AD2512 20250703 ... 19845 19790 AD
98 98 AD2601 20250703 ... 19775 19725 AD
99 99 AD2602 20250703 ... 19725 19695 AD
100 100 AD2603 20250703 ... 19690 19660 AD
101 101 AD2604 20250703 ... 19670 19625 AD
102 102 AD2605 20250703 ... 19620 19590 AD
103 103 AD2606 20250703 ... 19495 19495 AD
104 104 AU2507 20250703 ... 774.52 775.16 AU
105 105 AU2508 20250703 ... 776.62 775.44 AU
106 106 AU2509 20250703 ... 778.12 777.08 AU
107 107 AU2510 20250703 ... 778.78 777.62 AU
108 108 AU2512 20250703 ... 780.88 779.26 AU
109 109 AU2602 20250703 ... 782.84 781.5 AU
110 110 AU2604 20250703 ... 785.02 783.62 AU
111 111 AU2606 20250703 ... 787.34 785.82 AU
112 112 AG2507 20250703 ... 8843 8772 AG
113 113 AG2508 20250703 ... 8867 8783 AG
114 114 AG2509 20250703 ... 8881 8795 AG
115 115 AG2510 20250703 ... 8893 8806 AG
116 116 AG2511 20250703 ... 8903 8817 AG
117 117 AG2512 20250703 ... 8931 8823 AG
118 118 AG2601 20250703 ... 8933 8834 AG
119 119 AG2602 20250703 ... 8945 8845 AG
120 120 AG2603 20250703 ... 8963 8855 AG
121 121 AG2604 20250703 ... 8985 8868 AG
122 122 AG2605 20250703 ... 8983 8882 AG
123 123 AG2606 20250703 ... 8996 8896 AG
124 124 RB2507 20250703 ... 3049 3018 RB
125 125 RB2508 20250703 ... 3031 3002 RB
126 126 RB2509 20250703 ... 3032 2997 RB
127 127 RB2510 20250703 ... 3065 3032 RB
128 128 RB2511 20250703 ... 3072 3039 RB
129 129 RB2512 20250703 ... 3085 3049 RB
130 130 RB2601 20250703 ... 3083 3046 RB
131 131 RB2602 20250703 ... 3068 3045 RB
132 132 RB2603 20250703 ... 3068 3034 RB
133 133 RB2604 20250703 ... 3083 3051 RB
134 134 RB2605 20250703 ... 3090 3053 RB
135 135 RB2606 20250703 ... 3093 3056 RB
136 136 WR2507 20250703 ... 3356 3356 WR
137 137 WR2508 20250703 ... 3378 3376 WR
138 138 WR2509 20250703 ... 3297 3284 WR
139 139 WR2510 20250703 ... 3328 3328 WR
140 140 WR2511 20250703 ... 3365 3365 WR
141 141 WR2512 20250703 ... 3362 3362 WR
142 142 WR2601 20250703 ... 3368 3344 WR
143 143 WR2602 20250703 ... 3396 3396 WR
144 144 WR2603 20250703 ... 3387 3387 WR
145 145 WR2604 20250703 ... 3392 3392 WR
146 146 WR2605 20250703 ... 3370 3369 WR
147 147 WR2606 20250703 ... 3392 3367 WR
148 148 HC2507 20250703 ... 3195 3175 HC
149 149 HC2508 20250703 ... 3209 3170 HC
150 150 HC2509 20250703 ... 3205 3169 HC
151 151 HC2510 20250703 ... 3193 3162 HC
152 152 HC2511 20250703 ... 3195 3166 HC
153 153 HC2512 20250703 ... 3196 3187 HC
154 154 HC2601 20250703 ... 3196 3168 HC
155 155 HC2602 20250703 ... 3199 3165 HC
156 156 HC2603 20250703 ... 3195 3175 HC
157 157 HC2604 20250703 ... 3211 3168 HC
158 158 HC2605 20250703 ... 3195 3160 HC
159 159 HC2606 20250703 ... 3207 3163 HC
160 160 SS2507 20250703 ... 12575 12540 SS
161 161 SS2508 20250703 ... 12680 12640 SS
162 162 SS2509 20250703 ... 12640 12600 SS
163 163 SS2510 20250703 ... 12625 12570 SS
164 164 SS2511 20250703 ... 12625 12585 SS
165 165 SS2512 20250703 ... 12670 12595 SS
166 166 SS2601 20250703 ... 12705 12640 SS
167 167 SS2602 20250703 ... 12735 12680 SS
168 168 SS2603 20250703 ... 12755 12715 SS
169 169 SS2604 20250703 ... 12800 12745 SS
170 170 SS2605 20250703 ... 12830 12775 SS
171 171 SS2606 20250703 ... 12880 12810 SS
172 172 SC2508 20250703 ... 503.7 498.5 SC
173 173 SC2509 20250703 ... 498.1 493 SC
174 174 SC2510 20250703 ... 492.4 487.4 SC
175 175 SC2511 20250703 ... 487.2 482.9 SC
176 176 SC2512 20250703 ... 484 480.7 SC
177 177 SC2601 20250703 ... 481.6 478.4 SC
178 178 SC2602 20250703 ... 480.4 476.5 SC
179 179 SC2603 20250703 ... 478 474 SC
180 180 SC2604 20250703 ... 476.8 473.3 SC
181 181 SC2605 20250703 ... 475.7 471.2 SC
182 182 SC2606 20250703 ... 475.7 472 SC
183 183 SC2607 20250703 ... 470.9 470.9 SC
184 184 SC2609 20250703 ... 474.2 467.3 SC
185 185 SC2612 20250703 ... 465.1 460.4 SC
186 186 SC2703 20250703 ... 465 468.4 SC
187 187 SC2706 20250703 ... 464.2 463.6 SC
188 188 SC2709 20250703 ... 464 463.9 SC
189 189 SC2712 20250703 ... 465.8 465.8 SC
190 190 SC2803 20250703 ... 464.7 460.4 SC
191 191 SC2806 20250703 ... 464.6 462.8 SC
192 192 LU2508 20250703 ... 3622 3588 LU
193 193 LU2509 20250703 ... 3616 3591 LU
194 194 LU2510 20250703 ... 3593 3569 LU
195 195 LU2511 20250703 ... 3568 3541 LU
196 196 LU2512 20250703 ... 3546 3517 LU
197 197 LU2601 20250703 ... 3526 3497 LU
198 198 LU2602 20250703 ... 3503 3480 LU
199 199 LU2603 20250703 ... 3499 3461 LU
200 200 LU2604 20250703 ... 3495 3447 LU
201 201 LU2605 20250703 ... 3476 3429 LU
202 202 LU2606 20250703 ... 3461 3436 LU
203 203 LU2607 20250703 ... 3442 3416 LU
204 204 FU2508 20250703 ... 2950 2923 FU
205 205 FU2509 20250703 ... 2982 2956 FU
206 206 FU2510 20250703 ... 2938 2912 FU
207 207 FU2511 20250703 ... 2905 2882 FU
208 208 FU2512 20250703 ... 2875 2858 FU
209 209 FU2601 20250703 ... 2868 2852 FU
210 210 FU2602 20250703 ... 2853 2836 FU
211 211 FU2603 20250703 ... 2842 2826 FU
212 212 FU2604 20250703 ... 2830 2813 FU
213 213 FU2605 20250703 ... 2814 2800 FU
214 214 FU2606 20250703 ... 2800 2785 FU
215 215 FU2607 20250703 ... 2790 2779 FU
216 216 BU2507 20250703 ... 3612 3609 BU
217 217 BU2508 20250703 ... 3600 3598 BU
218 218 BU2509 20250703 ... 3580 3579 BU
219 219 BU2510 20250703 ... 3529 3530 BU
220 220 BU2511 20250703 ... 3464 3464 BU
221 221 BU2512 20250703 ... 3388 3382 BU
222 222 BU2601 20250703 ... 3359 3342 BU
223 223 BU2602 20250703 ... 3322 3338 BU
224 224 BU2603 20250703 ... 3320 3315 BU
225 225 BU2604 20250703 ... 3315 3304 BU
226 226 BU2605 20250703 ... 3305 3286 BU
227 227 BU2606 20250703 ... 3285 3257 BU
228 228 BU2609 20250703 ... 3268 3260 BU
229 229 BU2612 20250703 ... 3234 3230 BU
230 230 BU2703 20250703 ... 3243 3243 BU
231 231 BU2706 20250703 ... 3242 3228 BU
232 232 BR2507 20250703 ... 11395 11390 BR
233 233 BR2508 20250703 ... 11270 11230 BR
234 234 BR2509 20250703 ... 11175 11130 BR
235 235 BR2510 20250703 ... 11130 11080 BR
236 236 BR2511 20250703 ... 11100 11070 BR
237 237 BR2512 20250703 ... 11080 11060 BR
238 238 BR2601 20250703 ... 11100 11030 BR
239 239 BR2602 20250703 ... 11100 11040 BR
240 240 BR2603 20250703 ... 11140 11030 BR
241 241 BR2604 20250703 ... 11065 11010 BR
242 242 BR2605 20250703 ... 11105 11020 BR
243 243 BR2606 20250703 ... 11110 11055 BR
244 244 RU2507 20250703 ... 13945 14000 RU
245 245 RU2508 20250703 ... 13985 14070 RU
246 246 RU2509 20250703 ... 14055 14090 RU
247 247 RU2510 20250703 ... 14130 14070 RU
248 248 RU2511 20250703 ... 14045 14100 RU
249 249 RU2601 20250703 ... 14910 14955 RU
250 250 RU2603 20250703 ... 14910 14940 RU
251 251 RU2604 20250703 ... 14875 14975 RU
252 252 RU2605 20250703 ... 14980 15010 RU
253 253 RU2606 20250703 ... 14950 14980 RU
254 254 NR2507 20250703 ... 12140 12245 NR
255 255 NR2508 20250703 ... 12145 12270 NR
256 256 NR2509 20250703 ... 12135 12225 NR
257 257 NR2510 20250703 ... 12125 12210 NR
258 258 NR2511 20250703 ... 12120 12220 NR
259 259 NR2512 20250703 ... 12135 12220 NR
260 260 NR2601 20250703 ... 12155 12220 NR
261 261 NR2602 20250703 ... 12245 12255 NR
262 262 NR2603 20250703 ... 12090 12220 NR
263 263 NR2604 20250703 ... 12195 12240 NR
264 264 NR2605 20250703 ... 12215 12285 NR
265 265 NR2606 20250703 ... 12260 12260 NR
266 266 SP2507 20250703 ... 5060 5026 SP
267 267 SP2508 20250703 ... 5076 5032 SP
268 268 SP2509 20250703 ... 5086 5048 SP
269 269 SP2510 20250703 ... 5090 5052 SP
270 270 SP2511 20250703 ... 5080 5042 SP
271 271 SP2512 20250703 ... 5072 5040 SP
272 272 SP2601 20250703 ... 5292 5242 SP
273 273 SP2602 20250703 ... 5228 5192 SP
274 274 SP2603 20250703 ... 5232 5166 SP
275 275 SP2604 20250703 ... 5228 5162 SP
276 276 SP2605 20250703 ... 5238 5176 SP
277 277 SP2606 20250703 ... 5240 5198 SP
278 278 EC2508 20250703 ... 1882.1 1894.9 EC
279 279 EC2510 20250703 ... 1366.8 1374.5 EC
280 280 EC2512 20250703 ... 1531.6 1540.4 EC
281 281 EC2602 20250703 ... 1332.6 1338.5 EC
282 282 EC2604 20250703 ... 1167.8 1174.7 EC
283 283 EC2606 20250703 ... 1316.1 1312.7 EC
284 285 SC_TAS2508 20250703 ... SC_TAS
285 286 SC_TAS2509 20250703 ... SC_TAS
286 287 SC_TAS2510 20250703 ... SC_TAS
287 288 SC_TAS2511 20250703 ... SC_TAS
[288 rows x 13 columns]
2025-07-04 18:26:35,702 - future_1d - INFO - ak.get_shfe_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 IC2507 20250703 5877.600 ... 5874.600 5849.600 IC
1 IC2508 20250703 5809.200 ... 5821.400 5799.000 IC
2 IC2509 20250703 5769.600 ... 5770.200 5748.800 IC
3 IC2512 20250703 5642.400 ... 5644.600 5625.000 IC
4 IF2507 20250703 3927.800 ... 3946.400 3919.600 IF
5 IF2508 20250703 3912.800 ... 3929.000 3902.200 IF
6 IF2509 20250703 3899.600 ... 3917.800 3891.800 IF
7 IF2512 20250703 3865.000 ... 3880.800 3854.200 IF
8 IH2507 20250703 2706.800 ... 2706.600 2703.400 IH
9 IH2508 20250703 2702.200 ... 2701.600 2698.200 IH
10 IH2509 20250703 2700.000 ... 2700.400 2696.800 IH
11 IH2512 20250703 2698.200 ... 2699.200 2695.000 IH
12 IM2507 20250703 6269.400 ... 6280.200 6251.800 IM
13 IM2508 20250703 6186.000 ... 6209.000 6177.200 IM
14 IM2509 20250703 6127.200 ... 6138.600 6107.400 IM
15 IM2512 20250703 5945.000 ... 5960.400 5929.000 IM
16 T2509 20250703 109.150 ... 109.070 109.110 T
17 T2512 20250703 109.220 ... 109.155 109.185 T
18 T2603 20250703 109.155 ... 109.130 109.140 T
19 TF2509 20250703 106.275 ... 106.230 106.240 TF
20 TF2512 20250703 106.365 ... 106.335 106.335 TF
21 TF2603 20250703 106.425 ... 106.375 106.375 TF
22 TL2509 20250703 121.150 ... 121.070 121.160 TL
23 TL2512 20250703 121.080 ... 120.940 121.020 TL
24 TL2603 20250703 120.640 ... 120.780 120.800 TL
25 TS2509 20250703 102.520 ... 102.506 102.506 TS
26 TS2512 20250703 102.650 ... 102.636 102.638 TS
27 TS2603 20250703 102.750 ... 102.744 102.744 TS
[28 rows x 12 columns]
2025-07-04 18:26:35,793 - future_1d - INFO - ak.get_cffex_daily('2025-07-03') done
2025-07-04 18:26:37,541 - future_1d - INFO - save future_daily 2025-07-03 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250704 7774.0 7835.0 ... 485163.28 7776.0 7747.0 AP
1 AP511 20250704 7651.0 7663.0 ... 1126.37 7611.0 7581.0 AP
2 AP512 20250704 7668.0 7688.0 ... 282.48 7634.0 7613.0 AP
3 AP601 20250704 7665.0 7731.0 ... 15887.37 7664.0 7649.0 AP
4 AP603 20250704 7725.0 7725.0 ... 314.28 7665.0 7653.0 AP
5 AP604 20250704 7771.0 7771.0 ... 69.42 7714.0 7703.0 AP
6 AP605 20250704 7789.0 7789.0 ... 217.11 7754.0 7762.0 AP
7 CF507 20250704 13565.0 13600.0 ... 25372.20 13585.0 13555.0 CF
8 CF509 20250704 13785.0 13830.0 ... 816508.67 13790.0 13790.0 CF
9 CF511 20250704 13705.0 13730.0 ... 113330.61 13695.0 13710.0 CF
10 CF601 20250704 13795.0 13815.0 ... 214873.44 13780.0 13790.0 CF
11 CF603 20250704 13755.0 13785.0 ... 742.65 13755.0 13760.0 CF
12 CF605 20250704 13770.0 13800.0 ... 4784.35 13770.0 13775.0 CF
13 CJ507 20250704 9450.0 9450.0 ... 23.63 9450.0 9660.0 CJ
14 CJ509 20250704 9675.0 9720.0 ... 642524.98 9530.0 9675.0 CJ
15 CJ512 20250704 10810.0 10825.0 ... 31179.50 10475.0 10785.0 CJ
16 CJ601 20250704 10955.0 10990.0 ... 2223923.43 10615.0 10940.0 CJ
17 CJ603 20250704 11150.0 11195.0 ... 46555.32 10745.0 11160.0 CJ
18 CJ605 20250704 11410.0 11500.0 ... 244248.07 11040.0 11465.0 CJ
19 CY507 20250704 0.0 0.0 ... 0.00 19920.0 19950.0 CY
20 CY508 20250704 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250704 20035.0 20080.0 ... 76790.18 20030.0 20060.0 CY
22 CY510 20250704 0.0 0.0 ... 0.00 19650.0 19680.0 CY
23 CY511 20250704 0.0 0.0 ... 0.00 20090.0 20090.0 CY
24 CY512 20250704 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250704 0.0 0.0 ... 0.00 20010.0 20040.0 CY
26 CY602 20250704 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250704 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250704 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250704 0.0 0.0 ... 0.00 20070.0 20070.0 CY
30 CY606 20250704 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250704 959.0 959.0 ... 3.84 959.0 951.0 FG
32 FG508 20250704 1038.0 1057.0 ... 32311.18 1045.0 1051.0 FG
33 FG509 20250704 1029.0 1044.0 ... 4612467.69 1031.0 1042.0 FG
34 FG510 20250704 1080.0 1093.0 ... 21896.58 1083.0 1089.0 FG
35 FG511 20250704 1070.0 1085.0 ... 35672.04 1072.0 1081.0 FG
36 FG512 20250704 1134.0 1150.0 ... 17461.46 1136.0 1143.0 FG
37 FG601 20250704 1121.0 1140.0 ... 432831.81 1126.0 1130.0 FG
38 FG602 20250704 1157.0 1175.0 ... 859.29 1161.0 1163.0 FG
39 FG603 20250704 1156.0 1172.0 ... 937.49 1160.0 1161.0 FG
40 FG604 20250704 1185.0 1208.0 ... 771.52 1194.0 1190.0 FG
41 FG605 20250704 1179.0 1205.0 ... 12056.28 1191.0 1187.0 FG
42 FG606 20250704 1195.0 1220.0 ... 376.41 1206.0 1200.0 FG
43 JR507 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250704 2419.0 2419.0 ... 45.78 2409.0 2418.0 MA
54 MA508 20250704 2436.0 2457.0 ... 11984.30 2436.0 2436.0 MA
55 MA509 20250704 2415.0 2432.0 ... 1701498.65 2415.0 2408.0 MA
56 MA510 20250704 2425.0 2440.0 ... 82042.41 2420.0 2416.0 MA
57 MA511 20250704 2433.0 2447.0 ... 70700.63 2426.0 2424.0 MA
58 MA512 20250704 2452.0 2461.0 ... 18231.02 2443.0 2442.0 MA
59 MA601 20250704 2457.0 2464.0 ... 124510.92 2450.0 2444.0 MA
60 MA602 20250704 2441.0 2443.0 ... 68.13 2433.0 2425.0 MA
61 MA603 20250704 2434.0 2438.0 ... 55.88 2429.0 2420.0 MA
62 MA604 20250704 2410.0 2410.0 ... 23.97 2397.0 2395.0 MA
63 MA605 20250704 2369.0 2378.0 ... 2796.55 2364.0 2360.0 MA
64 MA606 20250704 2378.0 2378.0 ... 37.87 2367.0 2362.0 MA
65 OI507 20250704 9913.0 9913.0 ... 9.91 9913.0 9719.0 OI
66 OI509 20250704 9638.0 9642.0 ... 2071615.91 9614.0 9641.0 OI
67 OI511 20250704 9627.0 9634.0 ... 100659.85 9603.0 9629.0 OI
68 OI601 20250704 9567.0 9577.0 ... 234035.79 9547.0 9569.0 OI
69 OI603 20250704 9490.0 9508.0 ... 1071.29 9480.0 9500.0 OI
70 OI605 20250704 9388.0 9397.0 ... 1415.29 9373.0 9402.0 OI
71 PF507 20250704 6700.0 6700.0 ... 453.78 6674.0 6700.0 PF
72 PF508 20250704 6564.0 6588.0 ... 351323.27 6550.0 6594.0 PF
73 PF509 20250704 6444.0 6466.0 ... 173517.06 6434.0 6472.0 PF
74 PF510 20250704 6434.0 6470.0 ... 65954.13 6432.0 6458.0 PF
75 PF511 20250704 6406.0 6440.0 ... 39119.55 6400.0 6422.0 PF
76 PF512 20250704 6378.0 6412.0 ... 8302.61 6378.0 6398.0 PF
77 PF601 20250704 6392.0 6420.0 ... 849.61 6388.0 6410.0 PF
78 PF602 20250704 6404.0 6404.0 ... 6.38 6380.0 6418.0 PF
79 PF603 20250704 0.0 0.0 ... 0.00 6384.0 6412.0 PF
80 PF604 20250704 6402.0 6402.0 ... 3.20 6402.0 6410.0 PF
81 PF605 20250704 6392.0 6432.0 ... 12.81 6406.0 6412.0 PF
82 PF606 20250704 6372.0 6372.0 ... 3.19 6372.0 6390.0 PF
83 PK510 20250704 8260.0 8274.0 ... 188400.09 8218.0 8262.0 PK
84 PK511 20250704 7990.0 7998.0 ... 64715.80 7944.0 7994.0 PK
85 PK512 20250704 7964.0 7966.0 ... 888.66 7934.0 7982.0 PK
86 PK601 20250704 7982.0 7984.0 ... 6718.98 7938.0 7980.0 PK
87 PK603 20250704 7956.0 7956.0 ... 131.03 7942.0 7980.0 PK
88 PK604 20250704 7974.0 7974.0 ... 35.83 7964.0 7982.0 PK
89 PK605 20250704 7978.0 7980.0 ... 401.58 7952.0 7976.0 PK
90 PM507 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250704 5960.0 5960.0 ... 125.15 5960.0 5968.0 PR
97 PR508 20250704 5954.0 5972.0 ... 23740.43 5938.0 5958.0 PR
98 PR509 20250704 5906.0 5926.0 ... 456941.35 5894.0 5916.0 PR
99 PR510 20250704 5876.0 5912.0 ... 213618.41 5880.0 5892.0 PR
100 PR511 20250704 5862.0 5892.0 ... 44122.20 5858.0 5874.0 PR
101 PR512 20250704 5848.0 5872.0 ... 105.07 5838.0 5866.0 PR
102 PR601 20250704 5858.0 5866.0 ... 455.70 5842.0 5854.0 PR
103 PR602 20250704 5858.0 5858.0 ... 8.79 5858.0 5900.0 PR
104 PR603 20250704 0.0 0.0 ... 0.00 5874.0 5904.0 PR
105 PR604 20250704 0.0 0.0 ... 0.00 5882.0 5904.0 PR
106 PR605 20250704 0.0 0.0 ... 0.00 5882.0 5898.0 PR
107 PR606 20250704 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250704 6922.0 6922.0 ... 10.38 6922.0 6922.0 PX
109 PX508 20250704 6818.0 6856.0 ... 4283.99 6800.0 6822.0 PX
110 PX509 20250704 6744.0 6786.0 ... 810776.54 6726.0 6748.0 PX
111 PX510 20250704 6710.0 6766.0 ... 93427.25 6698.0 6706.0 PX
112 PX511 20250704 6668.0 6722.0 ... 153399.84 6662.0 6664.0 PX
113 PX512 20250704 6700.0 6700.0 ... 11440.22 6636.0 6644.0 PX
114 PX601 20250704 6640.0 6666.0 ... 51714.14 6622.0 6632.0 PX
115 PX602 20250704 0.0 0.0 ... 0.00 6578.0 6618.0 PX
116 PX603 20250704 6642.0 6642.0 ... 6.64 6642.0 6616.0 PX
117 PX604 20250704 6584.0 6626.0 ... 9.92 6612.0 6568.0 PX
118 PX605 20250704 6594.0 6602.0 ... 68.99 6570.0 6588.0 PX
119 PX606 20250704 6548.0 6548.0 ... 3.27 6548.0 6558.0 PX
120 RI507 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250704 2468.0 2481.0 ... 1379.21 2463.0 2468.0 RM
127 RM508 20250704 2612.0 2624.0 ... 15179.33 2606.0 2610.0 RM
128 RM509 20250704 2607.0 2622.0 ... 775359.77 2607.0 2601.0 RM
129 RM511 20250704 2431.0 2439.0 ... 2386.31 2428.0 2421.0 RM
130 RM601 20250704 2328.0 2337.0 ... 149395.45 2329.0 2318.0 RM
131 RM603 20250704 2303.0 2315.0 ... 10071.29 2307.0 2299.0 RM
132 RM605 20250704 2332.0 2339.0 ... 12657.69 2331.0 2327.0 RM
133 RS507 20250704 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250704 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250704 5077.0 5099.0 ... 273.92 5073.0 5061.0 RS
136 RS511 20250704 0.0 0.0 ... 0.00 5109.0 5131.0 RS
137 SA507 20250704 1165.0 1165.0 ... 679.74 1152.0 1166.0 SA
138 SA508 20250704 1179.0 1201.0 ... 26220.77 1182.0 1188.0 SA
139 SA509 20250704 1175.0 1201.0 ... 5045284.33 1184.0 1188.0 SA
140 SA510 20250704 1188.0 1211.0 ... 60681.61 1194.0 1199.0 SA
141 SA511 20250704 1190.0 1212.0 ... 103839.37 1194.0 1200.0 SA
142 SA512 20250704 1208.0 1230.0 ... 61873.03 1213.0 1215.0 SA
143 SA601 20250704 1205.0 1231.0 ... 898039.41 1215.0 1213.0 SA
144 SA602 20250704 1216.0 1237.0 ... 6911.66 1225.0 1224.0 SA
145 SA603 20250704 1214.0 1239.0 ... 6179.11 1226.0 1221.0 SA
146 SA604 20250704 1233.0 1248.0 ... 1498.29 1238.0 1235.0 SA
147 SA605 20250704 1226.0 1248.0 ... 27464.50 1237.0 1233.0 SA
148 SA606 20250704 1235.0 1255.0 ... 898.29 1244.0 1242.0 SA
149 SF507 20250704 5550.0 5550.0 ... 154.74 5528.0 5496.0 SF
150 SF508 20250704 5420.0 5472.0 ... 9965.90 5408.0 5404.0 SF
151 SF509 20250704 5400.0 5462.0 ... 384091.66 5404.0 5400.0 SF
152 SF510 20250704 5330.0 5382.0 ... 68973.85 5326.0 5318.0 SF
153 SF511 20250704 5444.0 5518.0 ... 104407.47 5464.0 5446.0 SF
154 SF512 20250704 5430.0 5480.0 ... 19212.81 5430.0 5410.0 SF
155 SF601 20250704 5402.0 5452.0 ... 8047.42 5398.0 5382.0 SF
156 SF602 20250704 5338.0 5380.0 ... 638.38 5342.0 5310.0 SF
157 SF603 20250704 5482.0 5516.0 ... 475.20 5462.0 5440.0 SF
158 SF604 20250704 5490.0 5490.0 ... 5.46 5462.0 5444.0 SF
159 SF605 20250704 5466.0 5492.0 ... 453.83 5436.0 5414.0 SF
160 SF606 20250704 5368.0 5368.0 ... 16.09 5366.0 5370.0 SF
161 SH507 20250704 2330.0 2330.0 ... 244.65 2330.0 2349.0 SH
162 SH508 20250704 2360.0 2400.0 ... 240104.58 2375.0 2371.0 SH
163 SH509 20250704 2377.0 2407.0 ... 3604654.17 2384.0 2382.0 SH
164 SH510 20250704 2410.0 2442.0 ... 301620.55 2419.0 2418.0 SH
165 SH511 20250704 2399.0 2427.0 ... 219344.33 2400.0 2404.0 SH
166 SH512 20250704 2405.0 2430.0 ... 60394.41 2405.0 2409.0 SH
167 SH601 20250704 2377.0 2398.0 ... 72912.11 2380.0 2379.0 SH
168 SH602 20250704 2388.0 2413.0 ... 230.07 2397.0 2392.0 SH
169 SH603 20250704 2393.0 2410.0 ... 100.72 2398.0 2402.0 SH
170 SH604 20250704 2434.0 2445.0 ... 36.56 2438.0 2446.0 SH
171 SH605 20250704 2420.0 2453.0 ... 1454.72 2437.0 2437.0 SH
172 SH606 20250704 2455.0 2455.0 ... 22.06 2451.0 2451.0 SH
173 SM507 20250704 5706.0 5706.0 ... 350.14 5648.0 5670.0 SM
174 SM508 20250704 5698.0 5734.0 ... 15140.00 5672.0 5698.0 SM
175 SM509 20250704 5712.0 5746.0 ... 585074.28 5690.0 5706.0 SM
176 SM510 20250704 5710.0 5720.0 ... 43335.50 5672.0 5676.0 SM
177 SM511 20250704 5766.0 5798.0 ... 76139.45 5748.0 5764.0 SM
178 SM512 20250704 5746.0 5780.0 ... 15587.83 5738.0 5746.0 SM
179 SM601 20250704 5756.0 5784.0 ... 41792.12 5734.0 5746.0 SM
180 SM602 20250704 5728.0 5788.0 ... 166.32 5736.0 5728.0 SM
181 SM603 20250704 5798.0 5798.0 ... 71.87 5750.0 5774.0 SM
182 SM604 20250704 5800.0 5802.0 ... 23.12 5780.0 5778.0 SM
183 SM605 20250704 5806.0 5814.0 ... 470.29 5770.0 5780.0 SM
184 SM606 20250704 5800.0 5800.0 ... 2.90 5800.0 5784.0 SM
185 SR507 20250704 5800.0 5808.0 ... 2761.02 5788.0 5779.0 SR
186 SR509 20250704 5792.0 5810.0 ... 1173939.01 5790.0 5763.0 SR
187 SR511 20250704 5669.0 5673.0 ... 139592.16 5658.0 5632.0 SR
188 SR601 20250704 5601.0 5619.0 ... 186726.95 5608.0 5577.0 SR
189 SR603 20250704 5576.0 5589.0 ... 4848.61 5580.0 5548.0 SR
190 SR605 20250704 5551.0 5569.0 ... 6726.71 5555.0 5522.0 SR
191 TA507 20250704 4864.0 4882.0 ... 10826.34 4828.0 4878.0 TA
192 TA508 20250704 4802.0 4828.0 ... 60722.79 4782.0 4820.0 TA
193 TA509 20250704 4744.0 4780.0 ... 2503382.54 4738.0 4762.0 TA
194 TA510 20250704 4704.0 4742.0 ... 84392.60 4704.0 4720.0 TA
195 TA511 20250704 4698.0 4726.0 ... 52859.38 4690.0 4704.0 TA
196 TA512 20250704 4682.0 4712.0 ... 6578.22 4682.0 4690.0 TA
197 TA601 20250704 4670.0 4698.0 ... 346543.56 4664.0 4678.0 TA
198 TA602 20250704 4682.0 4694.0 ... 25.71 4674.0 4678.0 TA
199 TA603 20250704 4680.0 4688.0 ... 35.07 4676.0 4678.0 TA
200 TA604 20250704 4684.0 4702.0 ... 25.76 4684.0 4688.0 TA
201 TA605 20250704 4686.0 4712.0 ... 2509.16 4686.0 4688.0 TA
202 TA606 20250704 4688.0 4688.0 ... 11.69 4678.0 4672.0 TA
203 UR507 20250704 1744.0 1761.0 ... 1564.12 1753.0 1744.0 UR
204 UR508 20250704 1753.0 1779.0 ... 3069.42 1764.0 1740.0 UR
205 UR509 20250704 1740.0 1775.0 ... 1286912.07 1754.0 1733.0 UR
206 UR510 20250704 1726.0 1758.0 ... 24065.27 1739.0 1719.0 UR
207 UR511 20250704 1736.0 1762.0 ... 19302.52 1743.0 1728.0 UR
208 UR512 20250704 1719.0 1737.0 ... 96.91 1731.0 1715.0 UR
209 UR601 20250704 1698.0 1724.0 ... 112387.59 1712.0 1697.0 UR
210 UR602 20250704 1704.0 1717.0 ... 799.50 1708.0 1691.0 UR
211 UR603 20250704 1731.0 1740.0 ... 343.18 1733.0 1720.0 UR
212 UR604 20250704 1722.0 1732.0 ... 141.50 1726.0 1715.0 UR
213 UR605 20250704 1716.0 1726.0 ... 6027.13 1717.0 1708.0 UR
214 UR606 20250704 1714.0 1722.0 ... 370.48 1715.0 1703.0 UR
215 WH507 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-04 18:26:45,911 - future_1d - INFO - ak.get_czce_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 PS2507 20250704 35130.0 ... 35390.0 35130.0 PS
1 PS2508 20250704 35880.0 ... 35500.0 35270.0 PS
2 PS2509 20250704 35060.0 ... 34925.0 34670.0 PS
3 PS2510 20250704 34570.0 ... 34760.0 34460.0 PS
4 PS2511 20250704 34900.0 ... 34590.0 34260.0 PS
5 PS2512 20250704 36235.0 ... 36615.0 36235.0 PS
6 PS2601 20250704 36180.0 ... 36455.0 36035.0 PS
7 PS2602 20250704 36450.0 ... 36290.0 35925.0 PS
8 PS2603 20250704 36305.0 ... 36245.0 35820.0 PS
9 PS2604 20250704 36285.0 ... 36210.0 35765.0 PS
10 PS2605 20250704 36000.0 ... 36160.0 35535.0 PS
11 PS2606 20250704 37495.0 ... 37345.0 37040.0 PS
13 SI2507 20250704 8130.0 ... 8095.0 8055.0 SI
14 SI2508 20250704 8050.0 ... 8000.0 8050.0 SI
15 SI2509 20250704 8060.0 ... 7990.0 8035.0 SI
16 SI2510 20250704 8015.0 ... 7965.0 8015.0 SI
17 SI2511 20250704 8020.0 ... 7935.0 7975.0 SI
18 SI2512 20250704 8290.0 ... 8260.0 8300.0 SI
19 SI2601 20250704 8215.0 ... 8220.0 8260.0 SI
20 SI2602 20250704 8320.0 ... 8215.0 8240.0 SI
21 SI2603 20250704 8310.0 ... 8220.0 8255.0 SI
22 SI2604 20250704 8340.0 ... 8245.0 8260.0 SI
23 SI2605 20250704 8240.0 ... 8215.0 8235.0 SI
24 SI2606 20250704 8255.0 ... 8220.0 8250.0 SI
27 LC2507 20250704 64300.0 ... 63920.0 63920.0 LC
28 LC2508 20250704 63960.0 ... 63780.0 63940.0 LC
29 LC2509 20250704 64100.0 ... 63660.0 63760.0 LC
30 LC2510 20250704 63960.0 ... 63420.0 63620.0 LC
31 LC2511 20250704 63840.0 ... 63300.0 63420.0 LC
32 LC2512 20250704 64300.0 ... 63580.0 63700.0 LC
33 LC2601 20250704 64300.0 ... 63780.0 63840.0 LC
34 LC2602 20250704 64500.0 ... 63860.0 63860.0 LC
35 LC2603 20250704 64220.0 ... 63700.0 63760.0 LC
36 LC2604 20250704 64600.0 ... 64180.0 64260.0 LC
37 LC2605 20250704 64620.0 ... 64200.0 64380.0 LC
38 LC2606 20250704 64920.0 ... 64240.0 64460.0 LC
[36 rows x 12 columns]
2025-07-04 18:26:46,093 - future_1d - INFO - ak.get_gfex_daily('2025-07-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250704 508.3 509.2 ... 6845017.9 506.4 503.7 SC
1 SC2509 20250704 503.3 503.6 ... 1304782.79 501.1 498.1 SC
2 SC2510 20250704 496.6 496.6 ... 274692.18 494.8 492.4 SC
3 SC2511 20250704 489.6 490.9 ... 32988 489.4 487.2 SC
4 SC2512 20250704 486.2 487.3 ... 23766.61 486 484 SC
5 SC2601 20250704 482.1 484.3 ... 14484.42 482.8 481.6 SC
6 SC2602 20250704 481.6 481.9 ... 15616.73 480.5 480.4 SC
7 SC2603 20250704 479 479 ... 2244.09 477.4 478 SC
8 SC2604 20250704 477.3 478 ... 142.98 476.6 476.8 SC
9 SC2605 20250704 473.1 473.1 ... 94.62 473.1 475.7 SC
10 SC2606 20250704 474 474.5 ... 663.31 473.7 475.7 SC
11 SC2607 20250704 485.5 485.5 ... 190.39 475.9 470.9 SC
12 SC2609 20250704 471 472 ... 94.3 471.5 474.2 SC
13 SC2612 20250704 ... 0 465.1 465.1 SC
14 SC2703 20250704 468 468 ... 140.29 467.6 465 SC
15 SC2706 20250704 ... 0 464.2 464.2 SC
16 SC2709 20250704 ... 0 464 464 SC
17 SC2712 20250704 ... 0 465.8 465.8 SC
18 SC2803 20250704 ... 0 464.7 464.7 SC
19 SC2806 20250704 463 464.3 ... 139.16 463.8 464.6 SC
21 LU2508 20250704 3660 3664 ... 13030.825 3643 3622 LU
22 LU2509 20250704 3641 3661 ... 243761.453 3636 3616 LU
23 LU2510 20250704 3625 3628 ... 94898.205 3605 3593 LU
24 LU2511 20250704 3587 3592 ... 2535.595 3571 3568 LU
25 LU2512 20250704 3557 3558 ... 434.487 3532 3546 LU
26 LU2601 20250704 3540 3541 ... 222.219 3527 3526 LU
27 LU2602 20250704 3521 3521 ... 17.594 3518 3503 LU
28 LU2603 20250704 3502 3502 ... 24.423 3489 3499 LU
29 LU2604 20250704 3475 3475 ... 10.377 3459 3495 LU
30 LU2605 20250704 3459 3459 ... 27.583 3447 3476 LU
31 LU2606 20250704 3453 3463 ... 34.441 3444 3461 LU
32 LU2607 20250704 3429 3429 ... 10.275 3425 3442 LU
34 NR2507 20250704 12160 12200 ... 4980.05 12145 12140 NR
35 NR2508 20250704 12120 12250 ... 847072.545 12180 12145 NR
36 NR2509 20250704 12140 12225 ... 469990.8 12160 12135 NR
37 NR2510 20250704 12105 12220 ... 42293.865 12155 12125 NR
38 NR2511 20250704 12155 12220 ... 2725.645 12165 12120 NR
39 NR2512 20250704 12180 12230 ... 134.175 12195 12135 NR
40 NR2601 20250704 12145 12230 ... 1754.815 12185 12155 NR
41 NR2602 20250704 12235 12235 ... 24.47 12235 12245 NR
42 NR2603 20250704 12205 12205 ... 24.395 12195 12090 NR
43 NR2604 20250704 ... 0 12195 12195 NR
44 NR2605 20250704 12195 12270 ... 24.465 12230 12215 NR
45 NR2606 20250704 ... 0 12260 12260 NR
47 BC2507 20250704 ... 0 71300 71480 BC
48 BC2508 20250704 71640 71940 ... 192088.51 71430 71970 BC
49 BC2509 20250704 71540 71790 ... 12957.175 71380 71740 BC
50 BC2510 20250704 71250 71250 ... 35.625 71250 71400 BC
51 BC2511 20250704 ... 0 71800 71800 BC
52 BC2512 20250704 ... 0 70950 70950 BC
53 BC2601 20250704 ... 0 71130 71390 BC
54 BC2602 20250704 ... 0 69410 69410 BC
55 BC2603 20250704 ... 0 69290 69290 BC
56 BC2604 20250704 ... 0 71340 71360 BC
57 BC2605 20250704 ... 0 71340 71400 BC
58 BC2606 20250704 69700 69700 ... 34.85 69700 71590 BC
60 EC2508 20250704 1889 1946 ... 451980.7905 1892.3 1882.1 EC
61 EC2510 20250704 1362.6 1392 ... 123740.117 1362.4 1366.8 EC
62 EC2512 20250704 1540.7 1564 ... 17473.25 1526.7 1531.6 EC
63 EC2602 20250704 1338.7 1355 ... 4026.0895 1326.5 1332.6 EC
64 EC2604 20250704 1175 1183 ... 5668.9265 1165.2 1167.8 EC
65 EC2606 20250704 1324 1328 ... 885.947 1312.5 1316.1 EC
68 SC_TAS2508 20250704 ... SC_TAS
69 SC_TAS2509 20250704 ... SC_TAS
70 SC_TAS2510 20250704 ... SC_TAS
71 SC_TAS2511 20250704 ... SC_TAS
[66 rows x 12 columns]
2025-07-04 18:26:46,163 - future_1d - INFO - ak.get_ine_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 a2507 20250704 4190.00 ... 4190.00 4205.00 A
1 a2509 20250704 4147.00 ... 4133.00 4148.00 A
2 a2511 20250704 4073.00 ... 4067.00 4077.00 A
3 a2601 20250704 4055.00 ... 4048.00 4059.00 A
4 a2603 20250704 4044.00 ... 4036.00 4049.00 A
5 a2605 20250704 4084.00 ... 4072.00 4085.00 A
6 b2507 20250704 0.00 ... 3550.00 3550.00 B
7 b2508 20250704 3572.00 ... 3555.00 3565.00 B
8 b2509 20250704 3618.00 ... 3603.00 3616.00 B
9 b2510 20250704 3675.00 ... 3655.00 3664.00 B
10 b2511 20250704 3684.00 ... 3670.00 3674.00 B
11 b2512 20250704 3704.00 ... 3689.00 3693.00 B
12 b2601 20250704 3682.00 ... 3674.00 3675.00 B
13 b2602 20250704 3649.00 ... 3652.00 3645.00 B
14 b2603 20250704 3564.00 ... 3567.00 3556.00 B
15 b2604 20250704 3463.00 ... 3465.00 3452.00 B
16 b2605 20250704 3393.00 ... 3391.00 3383.00 B
17 b2606 20250704 3388.00 ... 3386.00 3385.00 B
18 bb2509 20250704 154.00 ... 153.20 153.45 BB
19 bb2511 20250704 154.85 ... 154.90 154.35 BB
20 bb2601 20250704 156.10 ... 155.25 162.00 BB
21 bb2603 20250704 0.00 ... 164.70 171.85 BB
22 bb2605 20250704 0.00 ... 164.70 171.85 BB
23 c2507 20250704 2350.00 ... 2337.00 2347.00 C
24 c2509 20250704 2363.00 ... 2358.00 2364.00 C
25 c2511 20250704 2307.00 ... 2304.00 2307.00 C
26 c2601 20250704 2265.00 ... 2264.00 2264.00 C
27 c2603 20250704 2258.00 ... 2259.00 2260.00 C
28 c2605 20250704 2294.00 ... 2294.00 2294.00 C
29 cs2507 20250704 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250704 2731.00 ... 2727.00 2731.00 CS
31 cs2511 20250704 2671.00 ... 2666.00 2670.00 CS
32 cs2601 20250704 2667.00 ... 2663.00 2667.00 CS
33 cs2603 20250704 2651.00 ... 2648.00 2649.00 CS
34 cs2605 20250704 2683.00 ... 2684.00 2684.00 CS
35 eb2507 20250704 7465.00 ... 7539.00 7422.00 EB
36 eb2508 20250704 7308.00 ... 7357.00 7288.00 EB
37 eb2509 20250704 7226.00 ... 7273.00 7209.00 EB
38 eb2510 20250704 7143.00 ... 7190.00 7130.00 EB
39 eb2511 20250704 7067.00 ... 7113.00 7062.00 EB
40 eb2512 20250704 7040.00 ... 7082.00 7035.00 EB
41 eb2601 20250704 7046.00 ... 7085.00 7037.00 EB
42 eb2602 20250704 7086.00 ... 7106.00 7058.00 EB
43 eb2603 20250704 7075.00 ... 7131.00 7077.00 EB
44 eb2604 20250704 7121.00 ... 7122.00 7066.00 EB
45 eb2605 20250704 7063.00 ... 7111.00 7057.00 EB
46 eb2606 20250704 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250704 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250704 4271.00 ... 4274.00 4275.00 EG
49 eg2509 20250704 4290.00 ... 4293.00 4295.00 EG
50 eg2510 20250704 4310.00 ... 4305.00 4311.00 EG
51 eg2511 20250704 4326.00 ... 4321.00 4325.00 EG
52 eg2512 20250704 4332.00 ... 4327.00 4327.00 EG
53 eg2601 20250704 4317.00 ... 4325.00 4329.00 EG
54 eg2602 20250704 4341.00 ... 4337.00 4337.00 EG
55 eg2603 20250704 4326.00 ... 4326.00 4311.00 EG
56 eg2604 20250704 4330.00 ... 4330.00 4367.00 EG
57 eg2605 20250704 4346.00 ... 4352.00 4342.00 EG
58 eg2606 20250704 4352.00 ... 4357.00 4378.00 EG
59 fb2507 20250704 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250704 1328.50 ... 1331.50 1329.50 FB
61 fb2509 20250704 1309.00 ... 1312.50 1313.00 FB
62 fb2510 20250704 1326.00 ... 1326.00 1327.50 FB
63 fb2511 20250704 1324.50 ... 1324.50 1325.00 FB
64 fb2512 20250704 1326.00 ... 1326.50 1324.50 FB
65 fb2601 20250704 1311.00 ... 1312.00 1312.50 FB
66 fb2602 20250704 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250704 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250704 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250704 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250704 0.00 ... 1292.50 1292.50 FB
71 i2507 20250704 750.00 ... 768.00 722.50 I
72 i2508 20250704 737.50 ... 740.50 734.50 I
73 i2509 20250704 731.00 ... 736.00 728.00 I
74 i2510 20250704 726.00 ... 729.00 722.00 I
75 i2511 20250704 720.00 ... 723.00 715.00 I
76 i2512 20250704 714.00 ... 717.00 709.00 I
77 i2601 20250704 708.50 ... 710.00 702.50 I
78 i2602 20250704 704.50 ... 708.00 699.50 I
79 i2603 20250704 700.50 ... 704.50 697.50 I
80 i2604 20250704 695.50 ... 699.50 692.00 I
81 i2605 20250704 688.50 ... 692.50 685.50 I
82 i2606 20250704 684.00 ... 687.00 679.00 I
83 j2507 20250704 0.00 ... 1304.50 1304.50 J
84 j2508 20250704 1406.00 ... 1405.50 1404.50 J
85 j2509 20250704 1435.00 ... 1436.00 1439.00 J
86 j2510 20250704 1456.00 ... 1454.50 1457.00 J
87 j2511 20250704 1465.00 ... 1464.50 1466.50 J
88 j2512 20250704 1466.00 ... 1473.50 1476.00 J
89 j2601 20250704 1488.00 ... 1479.00 1481.50 J
90 j2602 20250704 1485.50 ... 1481.50 1484.00 J
91 j2603 20250704 0.00 ... 1522.50 1522.50 J
92 j2604 20250704 0.00 ... 1499.50 1499.50 J
93 j2605 20250704 1523.00 ... 1521.50 1519.50 J
94 j2606 20250704 0.00 ... 1528.00 1528.00 J
95 jd2507 20250704 2860.00 ... 2872.00 2859.00 JD
96 jd2508 20250704 3577.00 ... 3583.00 3558.00 JD
97 jd2509 20250704 3698.00 ... 3697.00 3685.00 JD
98 jd2510 20250704 3420.00 ... 3422.00 3405.00 JD
99 jd2511 20250704 3430.00 ... 3428.00 3413.00 JD
100 jd2512 20250704 3588.00 ... 3583.00 3581.00 JD
101 jd2601 20250704 3644.00 ... 3634.00 3636.00 JD
102 jd2602 20250704 3209.00 ... 3204.00 3205.00 JD
103 jd2603 20250704 3211.00 ... 3208.00 3205.00 JD
104 jd2604 20250704 3341.00 ... 3332.00 3332.00 JD
105 jd2605 20250704 3410.00 ... 3405.00 3406.00 JD
106 jd2606 20250704 3260.00 ... 3260.00 3256.00 JD
107 jm2507 20250704 813.00 ... 841.00 814.00 JM
108 jm2508 20250704 808.00 ... 805.00 801.50 JM
109 jm2509 20250704 852.50 ... 850.00 848.50 JM
110 jm2510 20250704 869.00 ... 867.50 864.00 JM
111 jm2511 20250704 883.00 ... 881.00 874.50 JM
112 jm2512 20250704 900.50 ... 894.00 887.00 JM
113 jm2601 20250704 920.00 ... 905.00 901.00 JM
114 jm2602 20250704 920.00 ... 913.00 907.00 JM
115 jm2603 20250704 921.00 ... 913.50 916.50 JM
116 jm2604 20250704 917.00 ... 924.00 917.00 JM
117 jm2605 20250704 940.00 ... 934.00 927.00 JM
118 jm2606 20250704 947.50 ... 940.50 940.50 JM
119 l2507 20250704 7311.00 ... 7328.00 7298.00 L
120 l2508 20250704 7290.00 ... 7313.00 7295.00 L
121 l2509 20250704 7298.00 ... 7308.00 7293.00 L
122 l2510 20250704 7285.00 ... 7296.00 7287.00 L
123 l2511 20250704 7282.00 ... 7296.00 7283.00 L
124 l2512 20250704 7289.00 ... 7289.00 7281.00 L
125 l2601 20250704 7262.00 ... 7272.00 7269.00 L
126 l2602 20250704 7279.00 ... 7245.00 7253.00 L
127 l2603 20250704 7282.00 ... 7271.00 7224.00 L
128 l2604 20250704 7275.00 ... 7291.00 7263.00 L
129 l2605 20250704 7265.00 ... 7266.00 7245.00 L
130 l2606 20250704 7247.00 ... 7265.00 7242.00 L
131 lg2507 20250704 828.00 ... 828.50 822.00 LG
132 lg2509 20250704 796.00 ... 794.00 795.00 LG
133 lg2511 20250704 787.50 ... 787.00 788.50 LG
134 lg2601 20250704 785.50 ... 786.00 785.50 LG
135 lg2603 20250704 788.00 ... 787.00 786.50 LG
136 lg2605 20250704 793.50 ... 790.50 793.50 LG
137 lh2507 20250704 13915.00 ... 13935.00 13920.00 LH
138 lh2509 20250704 14310.00 ... 14340.00 14315.00 LH
139 lh2511 20250704 13655.00 ... 13730.00 13585.00 LH
140 lh2601 20250704 13835.00 ... 13820.00 13685.00 LH
141 lh2603 20250704 12940.00 ... 13010.00 12940.00 LH
142 lh2605 20250704 13070.00 ... 13165.00 13085.00 LH
143 m2507 20250704 2800.00 ... 2806.00 2799.00 M
144 m2508 20250704 2949.00 ... 2942.00 2941.00 M
145 m2509 20250704 2967.00 ... 2962.00 2960.00 M
146 m2511 20250704 3006.00 ... 3000.00 3000.00 M
147 m2512 20250704 3036.00 ... 3030.00 3027.00 M
148 m2601 20250704 3019.00 ... 3012.00 3008.00 M
149 m2603 20250704 2867.00 ... 2865.00 2855.00 M
150 m2605 20250704 2720.00 ... 2718.00 2711.00 M
151 p2507 20250704 8452.00 ... 8468.00 8452.00 P
152 p2508 20250704 8540.00 ... 8502.00 8516.00 P
153 p2509 20250704 8498.00 ... 8492.00 8478.00 P
154 p2510 20250704 8516.00 ... 8500.00 8486.00 P
155 p2511 20250704 8512.00 ... 8498.00 8482.00 P
156 p2512 20250704 8502.00 ... 8494.00 8484.00 P
157 p2601 20250704 8498.00 ... 8498.00 8482.00 P
158 p2602 20250704 8490.00 ... 8490.00 8458.00 P
159 p2603 20250704 8452.00 ... 8430.00 8416.00 P
160 p2604 20250704 8398.00 ... 8384.00 8372.00 P
161 p2605 20250704 8348.00 ... 8360.00 8336.00 P
162 p2606 20250704 8340.00 ... 8334.00 8312.00 P
163 pg2507 20250704 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250704 4229.00 ... 4215.00 4219.00 PG
165 pg2509 20250704 4123.00 ... 4108.00 4115.00 PG
166 pg2510 20250704 4494.00 ... 4489.00 4494.00 PG
167 pg2511 20250704 4409.00 ... 4403.00 4408.00 PG
168 pg2512 20250704 4336.00 ... 4331.00 4330.00 PG
169 pg2601 20250704 4259.00 ... 4252.00 4256.00 PG
170 pg2602 20250704 4173.00 ... 4177.00 4170.00 PG
171 pg2603 20250704 4097.00 ... 4096.00 4097.00 PG
172 pg2604 20250704 4399.00 ... 4383.00 4389.00 PG
173 pg2605 20250704 4295.00 ... 4274.00 4282.00 PG
174 pg2606 20250704 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250704 7080.00 ... 7080.00 7085.00 PP
176 pp2508 20250704 7075.00 ... 7089.00 7086.00 PP
177 pp2509 20250704 7088.00 ... 7091.00 7084.00 PP
178 pp2510 20250704 7048.00 ... 7065.00 7046.00 PP
179 pp2511 20250704 7045.00 ... 7059.00 7044.00 PP
180 pp2512 20250704 7047.00 ... 7057.00 7042.00 PP
181 pp2601 20250704 7044.00 ... 7053.00 7043.00 PP
182 pp2602 20250704 7034.00 ... 7034.00 7024.00 PP
183 pp2603 20250704 7032.00 ... 7032.00 7008.00 PP
184 pp2604 20250704 7051.00 ... 7051.00 6989.00 PP
185 pp2605 20250704 7040.00 ... 7043.00 7035.00 PP
186 pp2606 20250704 7033.00 ... 7036.00 7007.00 PP
187 rr2507 20250704 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250704 3529.00 ... 3552.00 3539.00 RR
189 rr2509 20250704 3595.00 ... 3601.00 3595.00 RR
190 rr2510 20250704 3605.00 ... 3602.00 3602.00 RR
191 rr2511 20250704 3602.00 ... 3600.00 3603.00 RR
192 rr2512 20250704 3601.00 ... 3599.00 3598.00 RR
193 rr2601 20250704 3598.00 ... 3602.00 3587.00 RR
194 rr2602 20250704 3614.00 ... 3609.00 3606.00 RR
195 rr2603 20250704 3615.00 ... 3612.00 3608.00 RR
196 rr2604 20250704 3612.00 ... 3614.00 3615.00 RR
197 rr2605 20250704 3606.00 ... 3613.00 3605.00 RR
198 rr2606 20250704 3606.00 ... 3606.00 3608.00 RR
199 v2507 20250704 4848.00 ... 4849.00 4820.00 V
200 v2508 20250704 4875.00 ... 4880.00 4871.00 V
201 v2509 20250704 4907.00 ... 4919.00 4907.00 V
202 v2510 20250704 4939.00 ... 4947.00 4932.00 V
203 v2511 20250704 4972.00 ... 4967.00 4963.00 V
204 v2512 20250704 4991.00 ... 5002.00 4995.00 V
205 v2601 20250704 5020.00 ... 5024.00 5014.00 V
206 v2602 20250704 5044.00 ... 5040.00 5030.00 V
207 v2603 20250704 5066.00 ... 5064.00 5048.00 V
208 v2604 20250704 5162.00 ... 5192.00 5169.00 V
209 v2605 20250704 5192.00 ... 5211.00 5192.00 V
210 v2606 20250704 5204.00 ... 5213.00 5194.00 V
211 y2507 20250704 0.00 ... 8038.00 8038.00 Y
212 y2508 20250704 8002.00 ... 7964.00 8028.00 Y
213 y2509 20250704 8010.00 ... 7968.00 8020.00 Y
214 y2511 20250704 8018.00 ... 7990.00 8030.00 Y
215 y2512 20250704 8030.00 ... 8014.00 8066.00 Y
216 y2601 20250704 7994.00 ... 7958.00 7988.00 Y
217 y2603 20250704 7856.00 ... 7850.00 7856.00 Y
218 y2605 20250704 7654.00 ... 7640.00 7648.00 Y
[219 rows x 12 columns]
2025-07-04 18:26:47,041 - future_1d - INFO - ak.get_dce_daily('2025-07-04') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250704 ... 80370 80910 CU
1 1 CU2508 20250704 ... 80170 80760 CU
2 2 CU2509 20250704 ... 79970 80560 CU
3 3 CU2510 20250704 ... 79670 80300 CU
4 4 CU2511 20250704 ... 79430 80040 CU
5 5 CU2512 20250704 ... 79180 79900 CU
6 6 CU2601 20250704 ... 79130 79680 CU
7 7 CU2602 20250704 ... 78880 79620 CU
8 8 CU2603 20250704 ... 78830 79580 CU
9 9 CU2604 20250704 ... 78880 79470 CU
10 10 CU2605 20250704 ... 78930 79470 CU
11 11 CU2606 20250704 ... 78810 79420 CU
12 12 BC2507 20250704 ... 71300 71480 BC
13 13 BC2508 20250704 ... 71430 71970 BC
14 14 BC2509 20250704 ... 71380 71740 BC
15 15 BC2510 20250704 ... 71250 71400 BC
16 16 BC2511 20250704 ... 71800 71800 BC
17 17 BC2512 20250704 ... 70950 70950 BC
18 18 BC2601 20250704 ... 71130 71390 BC
19 19 BC2602 20250704 ... 69410 69410 BC
20 20 BC2603 20250704 ... 69290 69290 BC
21 21 BC2604 20250704 ... 71340 71360 BC
22 22 BC2605 20250704 ... 71340 71400 BC
23 23 BC2606 20250704 ... 69700 71590 BC
24 24 AL2507 20250704 ... 20800 20870 AL
25 25 AL2508 20250704 ... 20640 20685 AL
26 26 AL2509 20250704 ... 20585 20620 AL
27 27 AL2510 20250704 ... 20510 20530 AL
28 28 AL2511 20250704 ... 20420 20435 AL
29 29 AL2512 20250704 ... 20335 20370 AL
30 30 AL2601 20250704 ... 20290 20320 AL
31 31 AL2602 20250704 ... 20285 20315 AL
32 32 AL2603 20250704 ... 20290 20300 AL
33 33 AL2604 20250704 ... 20305 20325 AL
34 34 AL2605 20250704 ... 20280 20335 AL
35 35 AL2606 20250704 ... 20285 20315 AL
36 36 ZN2507 20250704 ... 22395 22390 ZN
37 37 ZN2508 20250704 ... 22350 22335 ZN
38 38 ZN2509 20250704 ... 22290 22275 ZN
39 39 ZN2510 20250704 ... 22230 22225 ZN
40 40 ZN2511 20250704 ... 22175 22200 ZN
41 41 ZN2512 20250704 ... 22120 22135 ZN
42 42 ZN2601 20250704 ... 22060 22080 ZN
43 43 ZN2602 20250704 ... 22050 22060 ZN
44 44 ZN2603 20250704 ... 22055 22050 ZN
45 45 ZN2604 20250704 ... 22030 22065 ZN
46 46 ZN2605 20250704 ... 22020 22025 ZN
47 47 ZN2606 20250704 ... 22000 22020 ZN
48 48 PB2507 20250704 ... 17230 17220 PB
49 49 PB2508 20250704 ... 17270 17260 PB
50 50 PB2509 20250704 ... 17290 17275 PB
51 51 PB2510 20250704 ... 17285 17260 PB
52 52 PB2511 20250704 ... 17280 17260 PB
53 53 PB2512 20250704 ... 17260 17265 PB
54 54 PB2601 20250704 ... 17265 17245 PB
55 55 PB2602 20250704 ... 17255 17245 PB
56 56 PB2603 20250704 ... 17240 17255 PB
57 57 PB2604 20250704 ... 17240 17160 PB
58 58 PB2605 20250704 ... 17155 17155 PB
59 59 PB2606 20250704 ... 17275 17235 PB
60 60 NI2507 20250704 ... 122320 121410 NI
61 61 NI2508 20250704 ... 122480 121490 NI
62 62 NI2509 20250704 ... 122580 121620 NI
63 63 NI2510 20250704 ... 122700 121780 NI
64 64 NI2511 20250704 ... 122930 121940 NI
65 65 NI2512 20250704 ... 123060 122160 NI
66 66 NI2601 20250704 ... 123270 122330 NI
67 67 NI2602 20250704 ... 123280 122610 NI
68 68 NI2603 20250704 ... 123590 122760 NI
69 69 NI2604 20250704 ... 123810 122880 NI
70 70 NI2605 20250704 ... 123930 123150 NI
71 71 NI2606 20250704 ... 123740 123310 NI
72 72 SN2507 20250704 ... 268030 268540 SN
73 73 SN2508 20250704 ... 268980 269010 SN
74 74 SN2509 20250704 ... 268820 269000 SN
75 75 SN2510 20250704 ... 268840 268890 SN
76 76 SN2511 20250704 ... 268220 268190 SN
77 77 SN2512 20250704 ... 267490 268110 SN
78 78 SN2601 20250704 ... 267640 267660 SN
79 79 SN2602 20250704 ... 267100 267970 SN
80 80 SN2603 20250704 ... 268070 267790 SN
81 81 SN2604 20250704 ... 267020 266950 SN
82 82 SN2605 20250704 ... 266910 267460 SN
83 83 SN2606 20250704 ... 268060 266880 SN
84 84 AO2507 20250704 ... 3160 3152 AO
85 85 AO2508 20250704 ... 3071 3078 AO
86 86 AO2509 20250704 ... 3036 3042 AO
87 87 AO2510 20250704 ... 3009 3016 AO
88 88 AO2511 20250704 ... 2998 3004 AO
89 89 AO2512 20250704 ... 2990 2993 AO
90 90 AO2601 20250704 ... 2981 2988 AO
91 91 AO2602 20250704 ... 2975 2987 AO
92 92 AO2603 20250704 ... 2970 2971 AO
93 93 AO2604 20250704 ... 2971 2970 AO
94 94 AO2605 20250704 ... 2965 2961 AO
95 95 AO2606 20250704 ... 2967 2962 AO
96 96 AD2511 20250704 ... 19905 19935 AD
97 97 AD2512 20250704 ... 19820 19845 AD
98 98 AD2601 20250704 ... 19780 19775 AD
99 99 AD2602 20250704 ... 19725 19725 AD
100 100 AD2603 20250704 ... 19690 19690 AD
101 101 AD2604 20250704 ... 19670 19670 AD
102 102 AD2605 20250704 ... 19570 19620 AD
103 103 AD2606 20250704 ... 19495 19495 AD
104 104 AU2507 20250704 ... 771.62 774.52 AU
105 105 AU2508 20250704 ... 773.28 776.62 AU
106 106 AU2509 20250704 ... 774.44 778.12 AU
107 107 AU2510 20250704 ... 775.52 778.78 AU
108 108 AU2512 20250704 ... 777.5 780.88 AU
109 109 AU2602 20250704 ... 779.54 782.84 AU
110 110 AU2604 20250704 ... 781.36 785.02 AU
111 111 AU2606 20250704 ... 783.5 787.34 AU
112 112 AG2507 20250704 ... 8909 8843 AG
113 113 AG2508 20250704 ... 8917 8867 AG
114 114 AG2509 20250704 ... 8930 8881 AG
115 115 AG2510 20250704 ... 8944 8893 AG
116 116 AG2511 20250704 ... 8952 8903 AG
117 117 AG2512 20250704 ... 8961 8931 AG
118 118 AG2601 20250704 ... 8973 8933 AG
119 119 AG2602 20250704 ... 8984 8945 AG
120 120 AG2603 20250704 ... 8995 8963 AG
121 121 AG2604 20250704 ... 9007 8985 AG
122 122 AG2605 20250704 ... 9017 8983 AG
123 123 AG2606 20250704 ... 9031 8996 AG
124 124 RB2507 20250704 ... 3078 3049 RB
125 125 RB2508 20250704 ... 3042 3031 RB
126 126 RB2509 20250704 ... 3048 3032 RB
127 127 RB2510 20250704 ... 3082 3065 RB
128 128 RB2511 20250704 ... 3094 3072 RB
129 129 RB2512 20250704 ... 3106 3085 RB
130 130 RB2601 20250704 ... 3100 3083 RB
131 131 RB2602 20250704 ... 3087 3068 RB
132 132 RB2603 20250704 ... 3090 3068 RB
133 133 RB2604 20250704 ... 3097 3083 RB
134 134 RB2605 20250704 ... 3109 3090 RB
135 135 RB2606 20250704 ... 3114 3093 RB
136 136 WR2507 20250704 ... 3356 3356 WR
137 137 WR2508 20250704 ... 3378 3378 WR
138 138 WR2509 20250704 ... 3251 3297 WR
139 139 WR2510 20250704 ... 3343 3328 WR
140 140 WR2511 20250704 ... 3365 3365 WR
141 141 WR2512 20250704 ... 3362 3362 WR
142 142 WR2601 20250704 ... 3329 3368 WR
143 143 WR2602 20250704 ... 3396 3396 WR
144 144 WR2603 20250704 ... 3387 3387 WR
145 145 WR2604 20250704 ... 3392 3392 WR
146 146 WR2605 20250704 ... 3370 3370 WR
147 147 WR2606 20250704 ... 3352 3392 WR
148 148 HC2507 20250704 ... 3195 3195 HC
149 149 HC2508 20250704 ... 3222 3209 HC
150 150 HC2509 20250704 ... 3220 3205 HC
151 151 HC2510 20250704 ... 3211 3193 HC
152 152 HC2511 20250704 ... 3215 3195 HC
153 153 HC2512 20250704 ... 3219 3196 HC
154 154 HC2601 20250704 ... 3219 3196 HC
155 155 HC2602 20250704 ... 3222 3199 HC
156 156 HC2603 20250704 ... 3225 3195 HC
157 157 HC2604 20250704 ... 3233 3211 HC
158 158 HC2605 20250704 ... 3221 3195 HC
159 159 HC2606 20250704 ... 3229 3207 HC
160 160 SS2507 20250704 ... 12640 12575 SS
161 161 SS2508 20250704 ... 12760 12680 SS
162 162 SS2509 20250704 ... 12705 12640 SS
163 163 SS2510 20250704 ... 12685 12625 SS
164 164 SS2511 20250704 ... 12705 12625 SS
165 165 SS2512 20250704 ... 12725 12670 SS
166 166 SS2601 20250704 ... 12765 12705 SS
167 167 SS2602 20250704 ... 12775 12735 SS
168 168 SS2603 20250704 ... 12830 12755 SS
169 169 SS2604 20250704 ... 12865 12800 SS
170 170 SS2605 20250704 ... 12905 12830 SS
171 171 SS2606 20250704 ... 12930 12880 SS
172 172 SC2508 20250704 ... 506.4 503.7 SC
173 173 SC2509 20250704 ... 501.1 498.1 SC
174 174 SC2510 20250704 ... 494.8 492.4 SC
175 175 SC2511 20250704 ... 489.4 487.2 SC
176 176 SC2512 20250704 ... 486 484 SC
177 177 SC2601 20250704 ... 482.8 481.6 SC
178 178 SC2602 20250704 ... 480.5 480.4 SC
179 179 SC2603 20250704 ... 477.4 478 SC
180 180 SC2604 20250704 ... 476.6 476.8 SC
181 181 SC2605 20250704 ... 473.1 475.7 SC
182 182 SC2606 20250704 ... 473.7 475.7 SC
183 183 SC2607 20250704 ... 475.9 470.9 SC
184 184 SC2609 20250704 ... 471.5 474.2 SC
185 185 SC2612 20250704 ... 465.1 465.1 SC
186 186 SC2703 20250704 ... 467.6 465 SC
187 187 SC2706 20250704 ... 464.2 464.2 SC
188 188 SC2709 20250704 ... 464 464 SC
189 189 SC2712 20250704 ... 465.8 465.8 SC
190 190 SC2803 20250704 ... 464.7 464.7 SC
191 191 SC2806 20250704 ... 463.8 464.6 SC
192 192 LU2508 20250704 ... 3643 3622 LU
193 193 LU2509 20250704 ... 3636 3616 LU
194 194 LU2510 20250704 ... 3605 3593 LU
195 195 LU2511 20250704 ... 3571 3568 LU
196 196 LU2512 20250704 ... 3532 3546 LU
197 197 LU2601 20250704 ... 3527 3526 LU
198 198 LU2602 20250704 ... 3518 3503 LU
199 199 LU2603 20250704 ... 3489 3499 LU
200 200 LU2604 20250704 ... 3459 3495 LU
201 201 LU2605 20250704 ... 3447 3476 LU
202 202 LU2606 20250704 ... 3444 3461 LU
203 203 LU2607 20250704 ... 3425 3442 LU
204 204 FU2508 20250704 ... 2939 2950 FU
205 205 FU2509 20250704 ... 2977 2982 FU
206 206 FU2510 20250704 ... 2936 2938 FU
207 207 FU2511 20250704 ... 2907 2905 FU
208 208 FU2512 20250704 ... 2872 2875 FU
209 209 FU2601 20250704 ... 2864 2868 FU
210 210 FU2602 20250704 ... 2852 2853 FU
211 211 FU2603 20250704 ... 2837 2842 FU
212 212 FU2604 20250704 ... 2822 2830 FU
213 213 FU2605 20250704 ... 2809 2814 FU
214 214 FU2606 20250704 ... 2797 2800 FU
215 215 FU2607 20250704 ... 2785 2790 FU
216 216 BU2507 20250704 ... 3628 3612 BU
217 217 BU2508 20250704 ... 3608 3600 BU
218 218 BU2509 20250704 ... 3588 3580 BU
219 219 BU2510 20250704 ... 3536 3529 BU
220 220 BU2511 20250704 ... 3470 3464 BU
221 221 BU2512 20250704 ... 3391 3388 BU
222 222 BU2601 20250704 ... 3351 3359 BU
223 223 BU2602 20250704 ... 3322 3322 BU
224 224 BU2603 20250704 ... 3333 3320 BU
225 225 BU2604 20250704 ... 3313 3315 BU
226 226 BU2605 20250704 ... 3305 3305 BU
227 227 BU2606 20250704 ... 3292 3285 BU
228 228 BU2609 20250704 ... 3270 3268 BU
229 229 BU2612 20250704 ... 3235 3234 BU
230 230 BU2703 20250704 ... 3235 3243 BU
231 231 BU2706 20250704 ... 3227 3242 BU
232 232 BR2507 20250704 ... 11350 11395 BR
233 233 BR2508 20250704 ... 11270 11270 BR
234 234 BR2509 20250704 ... 11185 11175 BR
235 235 BR2510 20250704 ... 11150 11130 BR
236 236 BR2511 20250704 ... 11140 11100 BR
237 237 BR2512 20250704 ... 11140 11080 BR
238 238 BR2601 20250704 ... 11125 11100 BR
239 239 BR2602 20250704 ... 11115 11100 BR
240 240 BR2603 20250704 ... 11095 11140 BR
241 241 BR2604 20250704 ... 11150 11065 BR
242 242 BR2605 20250704 ... 11125 11105 BR
243 243 BR2606 20250704 ... 11155 11110 BR
244 244 RU2507 20250704 ... 13985 13945 RU
245 245 RU2508 20250704 ... 14045 13985 RU
246 246 RU2509 20250704 ... 14075 14055 RU
247 247 RU2510 20250704 ... 14095 14130 RU
248 248 RU2511 20250704 ... 14075 14045 RU
249 249 RU2601 20250704 ... 14935 14910 RU
250 250 RU2603 20250704 ... 14935 14910 RU
251 251 RU2604 20250704 ... 14975 14875 RU
252 252 RU2605 20250704 ... 15005 14980 RU
253 253 RU2606 20250704 ... 14950 14950 RU
254 254 NR2507 20250704 ... 12145 12140 NR
255 255 NR2508 20250704 ... 12180 12145 NR
256 256 NR2509 20250704 ... 12160 12135 NR
257 257 NR2510 20250704 ... 12155 12125 NR
258 258 NR2511 20250704 ... 12165 12120 NR
259 259 NR2512 20250704 ... 12195 12135 NR
260 260 NR2601 20250704 ... 12185 12155 NR
261 261 NR2602 20250704 ... 12235 12245 NR
262 262 NR2603 20250704 ... 12195 12090 NR
263 263 NR2604 20250704 ... 12195 12195 NR
264 264 NR2605 20250704 ... 12230 12215 NR
265 265 NR2606 20250704 ... 12260 12260 NR
266 266 SP2507 20250704 ... 5060 5060 SP
267 267 SP2508 20250704 ... 5068 5076 SP
268 268 SP2509 20250704 ... 5080 5086 SP
269 269 SP2510 20250704 ... 5090 5090 SP
270 270 SP2511 20250704 ... 5078 5080 SP
271 271 SP2512 20250704 ... 5072 5072 SP
272 272 SP2601 20250704 ... 5294 5292 SP
273 273 SP2602 20250704 ... 5220 5228 SP
274 274 SP2603 20250704 ... 5232 5232 SP
275 275 SP2604 20250704 ... 5224 5228 SP
276 276 SP2605 20250704 ... 5244 5238 SP
277 277 SP2606 20250704 ... 5226 5240 SP
278 278 EC2508 20250704 ... 1892.3 1882.1 EC
279 279 EC2510 20250704 ... 1362.4 1366.8 EC
280 280 EC2512 20250704 ... 1526.7 1531.6 EC
281 281 EC2602 20250704 ... 1326.5 1332.6 EC
282 282 EC2604 20250704 ... 1165.2 1167.8 EC
283 283 EC2606 20250704 ... 1312.5 1316.1 EC
284 284 SC_TAS2508 20250704 ... SC_TAS
285 285 SC_TAS2509 20250704 ... SC_TAS
286 286 SC_TAS2510 20250704 ... SC_TAS
287 287 SC_TAS2511 20250704 ... SC_TAS
[288 rows x 13 columns]
2025-07-04 18:26:47,149 - future_1d - INFO - ak.get_shfe_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 IC2507 20250704 5866.000 ... 5870.000 5874.600 IC
1 IC2508 20250704 5819.800 ... 5812.400 5821.400 IC
2 IC2509 20250704 5761.800 ... 5760.000 5770.200 IC
3 IC2512 20250704 5639.600 ... 5635.000 5644.600 IC
4 IF2507 20250704 3938.400 ... 3957.400 3946.400 IF
5 IF2508 20250704 3922.400 ... 3938.000 3929.000 IF
6 IF2509 20250704 3918.200 ... 3930.000 3917.800 IF
7 IF2512 20250704 3878.000 ... 3892.200 3880.800 IF
8 IH2507 20250704 2705.000 ... 2717.400 2706.600 IH
9 IH2508 20250704 2698.800 ... 2710.600 2701.600 IH
10 IH2509 20250704 2699.800 ... 2711.200 2700.400 IH
11 IH2512 20250704 2699.600 ... 2709.400 2699.200 IH
12 IM2507 20250704 6279.600 ... 6259.200 6280.200 IM
13 IM2508 20250704 6205.000 ... 6184.400 6209.000 IM
14 IM2509 20250704 6130.000 ... 6107.200 6138.600 IM
15 IM2512 20250704 5953.800 ... 5929.600 5960.400 IM
16 T2509 20250704 109.090 ... 109.110 109.070 T
17 T2512 20250704 109.130 ... 109.195 109.155 T
18 T2603 20250704 109.165 ... 109.170 109.130 T
19 TF2509 20250704 106.230 ... 106.250 106.230 TF
20 TF2512 20250704 106.355 ... 106.335 106.335 TF
21 TF2603 20250704 106.385 ... 106.380 106.375 TF
22 TL2509 20250704 121.110 ... 121.200 121.070 TL
23 TL2512 20250704 121.050 ... 121.070 120.940 TL
24 TL2603 20250704 120.860 ... 120.880 120.780 TL
25 TS2509 20250704 102.510 ... 102.508 102.506 TS
26 TS2512 20250704 102.644 ... 102.632 102.636 TS
27 TS2603 20250704 102.746 ... 102.742 102.744 TS
[28 rows x 12 columns]
2025-07-04 18:26:47,237 - future_1d - INFO - ak.get_cffex_daily('2025-07-04') done
2025-07-04 18:26:48,953 - future_1d - INFO - save future_daily 2025-07-04 completed