112 112 AU2608 20250717 ... 787.68 786 AU
113 113 AG2508 20250717 ... 9123 9134 AG
114 114 AG2509 20250717 ... 9133 9150 AG
115 115 AG2510 20250717 ... 9149 9160 AG
116 116 AG2511 20250717 ... 9158 9172 AG
117 117 AG2512 20250717 ... 9167 9178 AG
118 118 AG2601 20250717 ... 9166 9189 AG
119 119 AG2602 20250717 ... 9189 9203 AG
120 120 AG2603 20250717 ... 9203 9211 AG
121 121 AG2604 20250717 ... 9210 9224 AG
122 122 AG2605 20250717 ... 9224 9238 AG
123 123 AG2606 20250717 ... 9240 9249 AG
124 124 AG2607 20250717 ... 9249 9256 AG
125 125 RB2508 20250717 ... 3066 3051 RB
126 126 RB2509 20250717 ... 3080 3066 RB
127 127 RB2510 20250717 ... 3124 3108 RB
128 128 RB2511 20250717 ... 3148 3134 RB
129 129 RB2512 20250717 ... 3170 3151 RB
130 130 RB2601 20250717 ... 3171 3151 RB
131 131 RB2602 20250717 ... 3159 3140 RB
132 132 RB2603 20250717 ... 3166 3146 RB
133 133 RB2604 20250717 ... 3170 3148 RB
134 134 RB2605 20250717 ... 3186 3162 RB
135 135 RB2606 20250717 ... 3193 3172 RB
136 136 RB2607 20250717 ... 3199 3178 RB
137 137 WR2508 20250717 ... 3212 3212 WR
138 138 WR2509 20250717 ... 3335 3335 WR
139 139 WR2510 20250717 ... 3377 3357 WR
140 140 WR2511 20250717 ... 3408 3408 WR
141 141 WR2512 20250717 ... 3392 3392 WR
142 142 WR2601 20250717 ... 3355 3345 WR
143 143 WR2602 20250717 ... 3396 3396 WR
144 144 WR2603 20250717 ... 3387 3387 WR
145 145 WR2604 20250717 ... 3392 3392 WR
146 146 WR2605 20250717 ... 3370 3370 WR
147 147 WR2606 20250717 ... 3400 3400 WR
148 148 WR2607 20250717 ... 3400 3400 WR
149 149 HC2508 20250717 ... 3274 3247 HC
150 150 HC2509 20250717 ... 3281 3255 HC
151 151 HC2510 20250717 ... 3280 3252 HC
152 152 HC2511 20250717 ... 3284 3257 HC
153 153 HC2512 20250717 ... 3286 3264 HC
154 154 HC2601 20250717 ... 3295 3270 HC
155 155 HC2602 20250717 ... 3295 3269 HC
156 156 HC2603 20250717 ... 3298 3271 HC
157 157 HC2604 20250717 ... 3304 3285 HC
158 158 HC2605 20250717 ... 3298 3275 HC
159 159 HC2606 20250717 ... 3305 3279 HC
160 160 HC2607 20250717 ... 3315 3294 HC
161 161 SS2508 20250717 ... 12695 12715 SS
162 162 SS2509 20250717 ... 12675 12690 SS
163 163 SS2510 20250717 ... 12725 12745 SS
164 164 SS2511 20250717 ... 12755 12780 SS
165 165 SS2512 20250717 ... 12795 12820 SS
166 166 SS2601 20250717 ... 12845 12865 SS
167 167 SS2602 20250717 ... 12855 12890 SS
168 168 SS2603 20250717 ... 12900 12930 SS
169 169 SS2604 20250717 ... 12940 12945 SS
170 170 SS2605 20250717 ... 13000 13025 SS
171 171 SS2606 20250717 ... 13045 13060 SS
172 172 SS2607 20250717 ... 13055 13090 SS
173 173 SC2508 20250717 ... 513.6 517.2 SC
174 174 SC2509 20250717 ... 502.9 507 SC
175 175 SC2510 20250717 ... 496.6 500.5 SC
176 176 SC2511 20250717 ... 491.3 494.7 SC
177 177 SC2512 20250717 ... 488 491.1 SC
178 178 SC2601 20250717 ... 485 487.8 SC
179 179 SC2602 20250717 ... 481 484.7 SC
180 180 SC2603 20250717 ... 480.1 482.1 SC
181 181 SC2604 20250717 ... 476.1 479.1 SC
182 182 SC2605 20250717 ... 474.5 479 SC
183 183 SC2606 20250717 ... 473.4 475.7 SC
184 184 SC2607 20250717 ... 475.5 478.4 SC
185 185 SC2609 20250717 ... 473.5 473.5 SC
186 186 SC2612 20250717 ... 466.7 465.4 SC
187 187 SC2703 20250717 ... 463.8 467 SC
188 188 SC2706 20250717 ... 461.7 462 SC
189 189 SC2709 20250717 ... 461.7 461.7 SC
190 190 SC2712 20250717 ... 460 461.1 SC
191 191 SC2803 20250717 ... 461.9 462 SC
192 192 SC2806 20250717 ... 457.6 458.5 SC
193 193 LU2508 20250717 ... 3568 3633 LU
194 194 LU2509 20250717 ... 3585 3649 LU
195 195 LU2510 20250717 ... 3579 3621 LU
196 196 LU2511 20250717 ... 3558 3591 LU
197 197 LU2512 20250717 ... 3536 3558 LU
198 198 LU2601 20250717 ... 3518 3542 LU
199 199 LU2602 20250717 ... 3496 3508 LU
200 200 LU2603 20250717 ... 3479 3509 LU
201 201 LU2604 20250717 ... 3452 3471 LU
202 202 LU2605 20250717 ... 3441 3463 LU
203 203 LU2606 20250717 ... 3411 3454 LU
204 204 LU2607 20250717 ... 3419 3444 LU
205 205 FU2508 20250717 ... 2820 2838 FU
206 206 FU2509 20250717 ... 2861 2871 FU
207 207 FU2510 20250717 ... 2873 2879 FU
208 208 FU2511 20250717 ... 2866 2867 FU
209 209 FU2512 20250717 ... 2854 2860 FU
210 210 FU2601 20250717 ... 2844 2850 FU
211 211 FU2602 20250717 ... 2835 2843 FU
212 212 FU2603 20250717 ... 2823 2829 FU
213 213 FU2604 20250717 ... 2812 2817 FU
214 214 FU2605 20250717 ... 2790 2801 FU
215 215 FU2606 20250717 ... 2780 2789 FU
216 216 FU2607 20250717 ... 2771 2778 FU
217 217 BU2508 20250717 ... 3651 3648 BU
218 218 BU2509 20250717 ... 3628 3617 BU
219 219 BU2510 20250717 ... 3574 3563 BU
220 220 BU2511 20250717 ... 3521 3511 BU
221 221 BU2512 20250717 ... 3455 3442 BU
222 222 BU2601 20250717 ... 3413 3406 BU
223 223 BU2602 20250717 ... 3420 3400 BU
224 224 BU2603 20250717 ... 3401 3395 BU
225 225 BU2604 20250717 ... 3402 3385 BU
226 226 BU2605 20250717 ... 3397 3378 BU
227 227 BU2606 20250717 ... 3394 3378 BU
228 228 BU2607 20250717 ... 3371 3371 BU
229 229 BU2609 20250717 ... 3363 3363 BU
230 230 BU2612 20250717 ... 3327 3325 BU
231 231 BU2703 20250717 ... 3338 3312 BU
232 232 BU2706 20250717 ... 3337 3325 BU
233 233 BR2508 20250717 ... 11520 11470 BR
234 234 BR2509 20250717 ... 11480 11420 BR
235 235 BR2510 20250717 ... 11470 11395 BR
236 236 BR2511 20250717 ... 11475 11400 BR
237 237 BR2512 20250717 ... 11490 11410 BR
238 238 BR2601 20250717 ... 11500 11425 BR
239 239 BR2602 20250717 ... 11510 11420 BR
240 240 BR2603 20250717 ... 11460 11430 BR
241 241 BR2604 20250717 ... 11510 11425 BR
242 242 BR2605 20250717 ... 11500 11415 BR
243 243 BR2606 20250717 ... 11490 11445 BR
244 244 BR2607 20250717 ... 11530 11395 BR
245 245 RU2508 20250717 ... 14575 14360 RU
246 246 RU2509 20250717 ... 14570 14405 RU
247 247 RU2510 20250717 ... 14550 14420 RU
248 248 RU2511 20250717 ... 14570 14435 RU
249 249 RU2601 20250717 ... 15440 15275 RU
250 250 RU2603 20250717 ... 15385 15290 RU
251 251 RU2604 20250717 ... 15450 15305 RU
252 252 RU2605 20250717 ... 15495 15370 RU
253 253 RU2606 20250717 ... 15525 15315 RU
254 254 RU2607 20250717 ... 15570 15315 RU
255 255 NR2508 20250717 ... 12520 12365 NR
256 256 NR2509 20250717 ... 12540 12390 NR
257 257 NR2510 20250717 ... 12560 12400 NR
258 258 NR2511 20250717 ... 12575 12415 NR
259 259 NR2512 20250717 ... 12610 12445 NR
260 260 NR2601 20250717 ... 12585 12450 NR
261 261 NR2602 20250717 ... 12630 12465 NR
262 262 NR2603 20250717 ... 12495 12495 NR
263 263 NR2604 20250717 ... 12690 12535 NR
264 264 NR2605 20250717 ... 12695 12565 NR
265 265 NR2606 20250717 ... 12635 12565 NR
266 266 NR2607 20250717 ... 12510 12510 NR
267 267 SP2508 20250717 ... 5212 5214 SP
268 268 SP2509 20250717 ... 5246 5240 SP
269 269 SP2510 20250717 ... 5242 5232 SP
270 270 SP2511 20250717 ... 5220 5210 SP
271 271 SP2512 20250717 ... 5186 5188 SP
272 272 SP2601 20250717 ... 5408 5398 SP
273 273 SP2602 20250717 ... 5344 5336 SP
274 274 SP2603 20250717 ... 5346 5340 SP
275 275 SP2604 20250717 ... 5340 5328 SP
276 276 SP2605 20250717 ... 5346 5336 SP
277 277 SP2606 20250717 ... 5350 5342 SP
278 278 SP2607 20250717 ... 5350 5350 SP
279 279 EC2508 20250717 ... 2141.6 2148.5 EC
280 280 EC2510 20250717 ... 1588.4 1652 EC
281 281 EC2512 20250717 ... 1752.1 1807.5 EC
282 282 EC2602 20250717 ... 1470.3 1505.9 EC
283 283 EC2604 20250717 ... 1289.8 1316.5 EC
284 284 EC2606 20250717 ... 1443.4 1461.8 EC
285 285 SC_TAS2508 20250717 ... SC_TAS
286 286 SC_TAS2509 20250717 ... SC_TAS
287 287 SC_TAS2510 20250717 ... SC_TAS
288 288 SC_TAS2511 20250717 ... SC_TAS
[289 rows x 13 columns]
2025-07-21 22:24:39,299 - future_1d - INFO - ak.get_shfe_daily('2025-07-17') done
2025-07-21 22:24:41,173 - future_1d - INFO - save future_daily 2025-07-17 completed
symbol date open ... settle pre_settle variety
0 a2509 20250718 4200.00 ... 4198.00 4194.00 A
1 a2511 20250718 4115.00 ... 4117.00 4106.00 A
2 a2601 20250718 4103.00 ... 4108.00 4095.00 A
3 a2603 20250718 4091.00 ... 4097.00 4084.00 A
4 a2605 20250718 4118.00 ... 4132.00 4117.00 A
5 a2607 20250718 4123.00 ... 4122.00 4113.00 A
6 b2508 20250718 3615.00 ... 3641.00 3582.00 B
7 b2509 20250718 3688.00 ... 3711.00 3667.00 B
8 b2510 20250718 3731.00 ... 3752.00 3716.00 B
9 b2511 20250718 3730.00 ... 3757.00 3718.00 B
10 b2512 20250718 3746.00 ... 3766.00 3729.00 B
11 b2601 20250718 3728.00 ... 3756.00 3711.00 B
12 b2602 20250718 3689.00 ... 3700.00 3673.00 B
13 b2603 20250718 3589.00 ... 3602.00 3576.00 B
14 b2604 20250718 3487.00 ... 3492.00 3470.00 B
15 b2605 20250718 3404.00 ... 3419.00 3395.00 B
16 b2606 20250718 3394.00 ... 3410.00 3385.00 B
17 b2607 20250718 3403.00 ... 3417.00 3388.00 B
18 bb2509 20250718 150.45 ... 152.30 146.75 BB
19 bb2511 20250718 148.95 ... 150.80 148.35 BB
20 bb2601 20250718 146.85 ... 146.45 145.40 BB
21 bb2603 20250718 0.00 ... 152.95 151.90 BB
22 bb2605 20250718 0.00 ... 152.95 151.90 BB
23 bb2607 20250718 0.00 ... 152.95 151.90 BB
24 bz2603 20250718 6125.00 ... 6156.00 6139.00 BZ
25 bz2604 20250718 6117.00 ... 6139.00 6132.00 BZ
26 bz2605 20250718 6120.00 ... 6132.00 6120.00 BZ
27 bz2606 20250718 6115.00 ... 6130.00 6122.00 BZ
28 c2509 20250718 2300.00 ... 2305.00 2286.00 C
29 c2511 20250718 2266.00 ... 2273.00 2259.00 C
30 c2601 20250718 2240.00 ... 2240.00 2234.00 C
31 c2603 20250718 2244.00 ... 2242.00 2240.00 C
32 c2605 20250718 2278.00 ... 2281.00 2273.00 C
33 c2607 20250718 2294.00 ... 2294.00 2285.00 C
34 cs2509 20250718 2649.00 ... 2650.00 2632.00 CS
35 cs2511 20250718 2598.00 ... 2600.00 2588.00 CS
36 cs2601 20250718 2611.00 ... 2611.00 2603.00 CS
37 cs2603 20250718 2598.00 ... 2600.00 2591.00 CS
38 cs2605 20250718 2641.00 ... 2645.00 2639.00 CS
39 cs2607 20250718 2648.00 ... 2652.00 2638.00 CS
40 eb2507 20250718 7350.00 ... 7350.00 7260.00 EB
41 eb2508 20250718 7291.00 ... 7317.00 7290.00 EB
42 eb2509 20250718 7233.00 ... 7246.00 7221.00 EB
43 eb2510 20250718 7170.00 ... 7189.00 7160.00 EB
44 eb2511 20250718 7122.00 ... 7131.00 7102.00 EB
45 eb2512 20250718 7093.00 ... 7107.00 7073.00 EB
46 eb2601 20250718 7092.00 ... 7108.00 7074.00 EB
47 eb2602 20250718 7116.00 ... 7124.00 7092.00 EB
48 eb2603 20250718 7137.00 ... 7134.00 7109.00 EB
49 eb2604 20250718 7136.00 ... 7151.00 7113.00 EB
50 eb2605 20250718 7128.00 ... 7142.00 7114.00 EB
51 eb2606 20250718 7123.00 ... 7144.00 7102.00 EB
52 eg2507 20250718 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250718 4331.00 ... 4345.00 4326.00 EG
54 eg2509 20250718 4381.00 ... 4376.00 4367.00 EG
55 eg2510 20250718 4368.00 ... 4371.00 4368.00 EG
56 eg2511 20250718 4396.00 ... 4372.00 4355.00 EG
57 eg2512 20250718 4357.00 ... 4367.00 4355.00 EG
58 eg2601 20250718 4360.00 ... 4362.00 4350.00 EG
59 eg2602 20250718 4364.00 ... 4365.00 4353.00 EG
60 eg2603 20250718 4366.00 ... 4366.00 4355.00 EG
61 eg2604 20250718 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250718 4396.00 ... 4393.00 4383.00 EG
63 eg2606 20250718 0.00 ... 4380.00 4380.00 EG
64 fb2508 20250718 1349.50 ... 1358.50 1356.50 FB
65 fb2509 20250718 1287.50 ... 1285.00 1294.00 FB
66 fb2510 20250718 1305.00 ... 1302.50 1309.00 FB
67 fb2511 20250718 1312.00 ... 1302.00 1306.50 FB
68 fb2512 20250718 1323.00 ... 1309.00 1309.50 FB
69 fb2601 20250718 1318.50 ... 1302.00 1307.50 FB
70 fb2602 20250718 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250718 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250718 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250718 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250718 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250718 0.00 ... 1297.00 1297.00 FB
76 i2508 20250718 792.00 ... 794.00 781.00 I
77 i2509 20250718 788.50 ... 792.50 782.00 I
78 i2510 20250718 784.00 ... 784.50 776.50 I
79 i2511 20250718 775.00 ... 776.50 768.00 I
80 i2512 20250718 765.00 ... 769.50 760.00 I
81 i2601 20250718 757.00 ... 759.00 750.00 I
82 i2602 20250718 752.50 ... 755.50 747.00 I
83 i2603 20250718 747.00 ... 751.50 742.00 I
84 i2604 20250718 741.50 ... 745.50 737.00 I
85 i2605 20250718 733.50 ... 735.50 728.00 I
86 i2606 20250718 728.00 ... 730.50 722.50 I
87 i2607 20250718 723.00 ... 725.00 717.50 I
88 j2508 20250718 1467.00 ... 1477.00 1467.00 J
89 j2509 20250718 1520.00 ... 1526.00 1499.50 J
90 j2510 20250718 1528.50 ... 1544.00 1509.00 J
91 j2511 20250718 1557.50 ... 1549.50 1533.50 J
92 j2512 20250718 1563.00 ... 1565.50 1537.00 J
93 j2601 20250718 1562.00 ... 1570.00 1542.50 J
94 j2602 20250718 0.00 ... 1572.50 1545.50 J
95 j2603 20250718 0.00 ... 1589.00 1589.00 J
96 j2604 20250718 0.00 ... 1575.50 1575.50 J
97 j2605 20250718 1590.00 ... 1601.00 1584.50 J
98 j2606 20250718 1620.00 ... 1620.00 1587.50 J
99 j2607 20250718 0.00 ... 1591.50 1591.50 J
100 jd2507 20250718 2982.00 ... 2982.00 2814.00 JD
101 jd2508 20250718 3485.00 ... 3513.00 3462.00 JD
102 jd2509 20250718 3608.00 ... 3613.00 3594.00 JD
103 jd2510 20250718 3379.00 ... 3373.00 3388.00 JD
104 jd2511 20250718 3385.00 ... 3387.00 3393.00 JD
105 jd2512 20250718 3539.00 ... 3543.00 3541.00 JD
106 jd2601 20250718 3585.00 ... 3606.00 3601.00 JD
107 jd2602 20250718 3175.00 ... 3175.00 3176.00 JD
108 jd2603 20250718 3183.00 ... 3179.00 3179.00 JD
109 jd2604 20250718 3318.00 ... 3311.00 3313.00 JD
110 jd2605 20250718 3395.00 ... 3394.00 3390.00 JD
111 jd2606 20250718 3248.00 ... 3254.00 3258.00 JD
112 jm2508 20250718 866.00 ... 869.50 850.50 JM
113 jm2509 20250718 922.00 ... 932.50 903.00 JM
114 jm2510 20250718 932.00 ... 943.00 915.00 JM
115 jm2511 20250718 943.50 ... 957.00 929.50 JM
116 jm2512 20250718 962.50 ... 970.00 944.00 JM
117 jm2601 20250718 971.50 ... 978.00 951.50 JM
118 jm2602 20250718 974.00 ... 983.00 960.00 JM
119 jm2603 20250718 977.00 ... 987.00 965.50 JM
120 jm2604 20250718 983.50 ... 990.00 968.00 JM
121 jm2605 20250718 990.00 ... 995.00 976.50 JM
122 jm2606 20250718 1000.00 ... 1001.00 984.50 JM
123 jm2607 20250718 1013.50 ... 1020.50 994.50 JM
124 l2508 20250718 7197.00 ... 7203.00 7197.00 L
125 l2509 20250718 7218.00 ... 7225.00 7209.00 L
126 l2510 20250718 7222.00 ... 7236.00 7216.00 L
127 l2511 20250718 7229.00 ... 7239.00 7219.00 L
128 l2512 20250718 7231.00 ... 7243.00 7222.00 L
129 l2601 20250718 7235.00 ... 7248.00 7224.00 L
130 l2602 20250718 7229.00 ... 7224.00 7206.00 L
131 l2603 20250718 7235.00 ... 7225.00 7209.00 L
132 l2604 20250718 0.00 ... 7230.00 7230.00 L
133 l2605 20250718 7212.00 ... 7224.00 7196.00 L
134 l2606 20250718 7223.00 ... 7228.00 7191.00 L
135 l2607 20250718 7229.00 ... 7229.00 7209.00 L
136 lg2507 20250718 806.00 ... 807.00 801.00 LG
137 lg2509 20250718 838.00 ... 834.00 817.50 LG
138 lg2511 20250718 833.50 ... 832.50 813.50 LG
139 lg2601 20250718 840.00 ... 841.50 820.50 LG
140 lg2603 20250718 841.00 ... 840.50 817.00 LG
141 lg2605 20250718 854.00 ... 849.50 827.50 LG
142 lh2507 20250718 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250718 14065.00 ... 14115.00 13985.00 LH
144 lh2511 20250718 13555.00 ... 13610.00 13505.00 LH
145 lh2601 20250718 13800.00 ... 13805.00 13720.00 LH
146 lh2603 20250718 12985.00 ... 12990.00 12940.00 LH
147 lh2605 20250718 13140.00 ... 13195.00 13130.00 LH
148 m2508 20250718 3016.00 ... 3025.00 2985.00 M
149 m2509 20250718 3031.00 ... 3043.00 3011.00 M
150 m2511 20250718 3074.00 ... 3083.00 3051.00 M
151 m2512 20250718 3084.00 ... 3097.00 3069.00 M
152 m2601 20250718 3053.00 ... 3070.00 3038.00 M
153 m2603 20250718 2898.00 ... 2912.00 2887.00 M
154 m2605 20250718 2725.00 ... 2738.00 2715.00 M
155 m2607 20250718 2721.00 ... 2734.00 2711.00 M
156 p2508 20250718 8782.00 ... 8904.00 8758.00 P
157 p2509 20250718 8800.00 ... 8896.00 8764.00 P
158 p2510 20250718 8798.00 ... 8902.00 8770.00 P
159 p2511 20250718 8788.00 ... 8868.00 8766.00 P
160 p2512 20250718 8790.00 ... 8880.00 8742.00 P
161 p2601 20250718 8780.00 ... 8876.00 8752.00 P
162 p2602 20250718 8838.00 ... 8830.00 8710.00 P
163 p2603 20250718 8740.00 ... 8764.00 8668.00 P
164 p2604 20250718 0.00 ... 8632.00 8586.00 P
165 p2605 20250718 8550.00 ... 8608.00 8526.00 P
166 p2606 20250718 8544.00 ... 8544.00 8464.00 P
167 p2607 20250718 0.00 ... 8508.00 8420.00 P
168 pg2507 20250718 4088.00 ... 4048.00 4056.00 PG
169 pg2508 20250718 4084.00 ... 4062.00 4079.00 PG
170 pg2509 20250718 3992.00 ... 3988.00 3992.00 PG
171 pg2510 20250718 4403.00 ... 4402.00 4412.00 PG
172 pg2511 20250718 4325.00 ... 4322.00 4334.00 PG
173 pg2512 20250718 4250.00 ... 4251.00 4259.00 PG
174 pg2601 20250718 4176.00 ... 4178.00 4187.00 PG
175 pg2602 20250718 4096.00 ... 4101.00 4106.00 PG
176 pg2603 20250718 4017.00 ... 4019.00 4027.00 PG
177 pg2604 20250718 4310.00 ... 4315.00 4323.00 PG
178 pg2605 20250718 4229.00 ... 4212.00 4223.00 PG
179 pg2606 20250718 4159.00 ... 4153.00 4148.00 PG
180 pp2508 20250718 6991.00 ... 7000.00 6990.00 PP
181 pp2509 20250718 7023.00 ... 7022.00 7010.00 PP
182 pp2510 20250718 7006.00 ... 7015.00 6994.00 PP
183 pp2511 20250718 7010.00 ... 7018.00 6998.00 PP
184 pp2512 20250718 7013.00 ... 7023.00 7002.00 PP
185 pp2601 20250718 7020.00 ... 7021.00 7006.00 PP
186 pp2602 20250718 7021.00 ... 7021.00 7005.00 PP
187 pp2603 20250718 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250718 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250718 7005.00 ... 7020.00 6999.00 PP
190 pp2606 20250718 7010.00 ... 7001.00 6990.00 PP
191 pp2607 20250718 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250718 3582.00 ... 3579.00 3574.00 RR
193 rr2509 20250718 3620.00 ... 3618.00 3617.00 RR
194 rr2510 20250718 3627.00 ... 3630.00 3625.00 RR
195 rr2511 20250718 3620.00 ... 3621.00 3616.00 RR
196 rr2512 20250718 3609.00 ... 3614.00 3613.00 RR
197 rr2601 20250718 3620.00 ... 3618.00 3617.00 RR
198 rr2602 20250718 3613.00 ... 3621.00 3620.00 RR
199 rr2603 20250718 3621.00 ... 3641.00 3615.00 RR
200 rr2604 20250718 3626.00 ... 3626.00 3626.00 RR
201 rr2605 20250718 3630.00 ... 3628.00 3622.00 RR
202 rr2606 20250718 3620.00 ... 3620.00 3614.00 RR
203 rr2607 20250718 0.00 ... 3618.00 3618.00 RR
204 v2508 20250718 4911.00 ... 4921.00 4906.00 V
205 v2509 20250718 4955.00 ... 4957.00 4944.00 V
206 v2510 20250718 4986.00 ... 4989.00 4974.00 V
207 v2511 20250718 5020.00 ... 5014.00 5003.00 V
208 v2512 20250718 5045.00 ... 5047.00 5031.00 V
209 v2601 20250718 5074.00 ... 5075.00 5061.00 V
210 v2602 20250718 5098.00 ... 5101.00 5075.00 V
211 v2603 20250718 5125.00 ... 5127.00 5101.00 V
212 v2604 20250718 5287.00 ... 5263.00 5238.00 V
213 v2605 20250718 5262.00 ... 5271.00 5254.00 V
214 v2606 20250718 5300.00 ... 5291.00 5270.00 V
215 v2607 20250718 5318.00 ... 5305.00 5285.00 V
216 y2508 20250718 8042.00 ... 8138.00 8030.00 Y
217 y2509 20250718 8096.00 ... 8130.00 8052.00 Y
218 y2511 20250718 8086.00 ... 8138.00 8060.00 Y
219 y2512 20250718 8106.00 ... 8154.00 8072.00 Y
220 y2601 20250718 8040.00 ... 8094.00 8012.00 Y
221 y2603 20250718 7904.00 ... 7950.00 7892.00 Y
222 y2605 20250718 7676.00 ... 7716.00 7660.00 Y
223 y2607 20250718 7776.00 ... 7714.00 7642.00 Y
[224 rows x 12 columns]
2025-07-21 22:24:47,690 - future_1d - INFO - ak.get_dce_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 IC2507 20250718 6093.000 ... 6086.460 6077.600 IC
1 IC2508 20250718 6048.200 ... 6046.600 6025.200 IC
2 IC2509 20250718 5988.800 ... 5993.200 5972.400 IC
3 IC2512 20250718 5867.200 ... 5866.200 5845.000 IC
4 IF2507 20250718 4038.000 ... 4050.540 4028.400 IF
5 IF2508 20250718 4028.000 ... 4047.000 4018.200 IF
6 IF2509 20250718 4018.800 ... 4035.200 4005.400 IF
7 IF2512 20250718 3980.000 ... 3999.200 3970.000 IF
8 IH2507 20250718 2749.400 ... 2758.540 2741.000 IH
9 IH2508 20250718 2745.000 ... 2764.200 2738.600 IH
10 IH2509 20250718 2746.000 ... 2763.200 2738.200 IH
11 IH2512 20250718 2747.000 ... 2764.400 2740.400 IH
12 IM2507 20250718 6549.600 ... 6534.620 6525.000 IM
13 IM2508 20250718 6473.200 ... 6478.200 6458.000 IM
14 IM2509 20250718 6406.000 ... 6403.800 6383.600 IM
15 IM2512 20250718 6225.200 ... 6220.800 6197.000 IM
16 T2509 20250718 108.835 ... 108.810 108.875 T
17 T2512 20250718 108.905 ... 108.865 108.930 T
18 T2603 20250718 108.895 ... 108.840 108.910 T
19 TF2509 20250718 106.005 ... 106.005 106.040 TF
20 TF2512 20250718 106.090 ... 106.060 106.105 TF
21 TF2603 20250718 106.095 ... 106.110 106.160 TF
22 TL2509 20250718 120.630 ... 120.530 120.730 TL
23 TL2512 20250718 120.480 ... 120.350 120.550 TL
24 TL2603 20250718 120.230 ... 120.130 120.320 TL
25 TS2509 20250718 102.436 ... 102.434 102.436 TS
26 TS2512 20250718 102.502 ... 102.500 102.504 TS
27 TS2603 20250718 102.586 ... 102.592 102.594 TS
[28 rows x 12 columns]
2025-07-21 22:24:47,955 - future_1d - INFO - ak.get_cffex_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 SC2508 20250718 517.9 ... 523.5 513.6 SC
1 SC2509 20250718 506.7 ... 511.1 502.9 SC
2 SC2510 20250718 499.9 ... 504.1 496.6 SC
3 SC2511 20250718 494.2 ... 498.6 491.3 SC
4 SC2512 20250718 489.5 ... 495 488 SC
5 SC2601 20250718 486.2 ... 490.5 485 SC
6 SC2602 20250718 484 ... 488 481 SC
7 SC2603 20250718 482.2 ... 485.7 480.1 SC
8 SC2604 20250718 483.4 ... 483.9 476.1 SC
9 SC2605 20250718 ... 479.5 474.5 SC
10 SC2606 20250718 480 ... 480.5 473.4 SC
11 SC2607 20250718 ... 475.5 475.5 SC
12 SC2609 20250718 468.9 ... 471.9 473.5 SC
13 SC2612 20250718 467.3 ... 471.1 466.7 SC
14 SC2703 20250718 472.1 ... 472.1 463.8 SC
15 SC2706 20250718 471.4 ... 471.4 461.7 SC
16 SC2709 20250718 466.1 ... 469.1 461.7 SC
17 SC2712 20250718 ... 467.2 460 SC
18 SC2803 20250718 ... 465 461.9 SC
19 SC2806 20250718 465.6 ... 466.8 457.6 SC
21 LU2508 20250718 3586 ... 3592 3568 LU
22 LU2509 20250718 3593 ... 3596 3585 LU
23 LU2510 20250718 3574 ... 3595 3579 LU
24 LU2511 20250718 3548 ... 3572 3558 LU
25 LU2512 20250718 3531 ... 3545 3536 LU
26 LU2601 20250718 3514 ... 3541 3518 LU
27 LU2602 20250718 3500 ... 3527 3496 LU
28 LU2603 20250718 3486 ... 3514 3479 LU
29 LU2604 20250718 ... 3477 3452 LU
30 LU2605 20250718 3490 ... 3494 3441 LU
31 LU2606 20250718 3480 ... 3486 3411 LU
32 LU2607 20250718 3438 ... 3456 3419 LU
34 NR2508 20250718 12560 ... 12700 12520 NR
35 NR2509 20250718 12550 ... 12730 12540 NR
36 NR2510 20250718 12600 ... 12730 12560 NR
37 NR2511 20250718 12575 ... 12765 12575 NR
38 NR2512 20250718 12620 ... 12825 12610 NR
39 NR2601 20250718 12595 ... 12805 12585 NR
40 NR2602 20250718 12760 ... 12825 12630 NR
41 NR2603 20250718 12875 ... 12860 12495 NR
42 NR2604 20250718 12855 ... 12840 12690 NR
43 NR2605 20250718 12870 ... 12885 12695 NR
44 NR2606 20250718 12950 ... 12950 12635 NR
45 NR2607 20250718 ... 12520 12510 NR
47 BC2508 20250718 68990 ... 69490 69080 BC
48 BC2509 20250718 69080 ... 69570 69190 BC
49 BC2510 20250718 69310 ... 69630 69250 BC
50 BC2511 20250718 ... 69190 69190 BC
51 BC2512 20250718 ... 69320 69320 BC
52 BC2601 20250718 ... 69480 69480 BC
53 BC2602 20250718 ... 69410 69410 BC
54 BC2603 20250718 ... 69290 69290 BC
55 BC2604 20250718 ... 69430 69430 BC
56 BC2605 20250718 ... 69460 69460 BC
57 BC2606 20250718 ... 68190 67820 BC
58 BC2607 20250718 ... 67820 67820 BC
60 EC2508 20250718 2170.2 ... 2219.6 2141.6 EC
61 EC2510 20250718 1602 ... 1631.1 1588.4 EC
62 EC2512 20250718 1770 ... 1809.5 1752.1 EC
63 EC2602 20250718 1490 ... 1513.1 1470.3 EC
64 EC2604 20250718 1301.7 ... 1332.9 1289.8 EC
65 EC2606 20250718 1431.2 ... 1459.3 1443.4 EC
68 SC_TAS2508 20250718 ... SC_TAS
69 SC_TAS2509 20250718 ... SC_TAS
70 SC_TAS2510 20250718 ... SC_TAS
71 SC_TAS2511 20250718 ... SC_TAS
[66 rows x 12 columns]
2025-07-21 22:24:48,022 - future_1d - INFO - ak.get_ine_daily('2025-07-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250718 7855.0 7906.0 ... 432119.96 7878.0 7831.0 AP
1 AP511 20250718 7693.0 7720.0 ... 7280.03 7663.0 7657.0 AP
2 AP512 20250718 7712.0 7731.0 ... 1030.69 7692.0 7670.0 AP
3 AP601 20250718 7703.0 7770.0 ... 24238.72 7742.0 7693.0 AP
4 AP603 20250718 7655.0 7699.0 ... 130.56 7680.0 7628.0 AP
5 AP604 20250718 7715.0 7722.0 ... 69.44 7716.0 7676.0 AP
6 AP605 20250718 7766.0 7766.0 ... 317.98 7756.0 7735.0 AP
7 CF509 20250718 14250.0 14375.0 ... 2614630.44 14300.0 14155.0 CF
8 CF511 20250718 13945.0 14005.0 ... 171819.58 13955.0 13960.0 CF
9 CF601 20250718 13960.0 14035.0 ... 670803.22 13980.0 13980.0 CF
10 CF603 20250718 13915.0 13985.0 ... 3540.16 13940.0 13920.0 CF
11 CF605 20250718 13945.0 13980.0 ... 21726.85 13935.0 13930.0 CF
12 CF607 20250718 13935.0 13985.0 ... 230.43 13965.0 13965.0 CF
13 CJ509 20250718 9400.0 9450.0 ... 68986.85 9395.0 9365.0 CJ
14 CJ512 20250718 10275.0 10330.0 ... 8703.16 10270.0 10220.0 CJ
15 CJ601 20250718 10405.0 10490.0 ... 659607.65 10400.0 10360.0 CJ
16 CJ603 20250718 10485.0 10550.0 ... 6759.79 10480.0 10450.0 CJ
17 CJ605 20250718 10620.0 10690.0 ... 46979.95 10620.0 10610.0 CJ
18 CJ607 20250718 10705.0 10750.0 ... 946.60 10695.0 10695.0 CJ
19 CY508 20250718 0.0 0.0 ... 0.00 20165.0 20000.0 CY
20 CY509 20250718 20470.0 20600.0 ... 90680.33 20525.0 20355.0 CY
21 CY510 20250718 0.0 0.0 ... 0.00 20135.0 19970.0 CY
22 CY511 20250718 0.0 0.0 ... 0.00 20150.0 20150.0 CY
23 CY512 20250718 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250718 20275.0 20365.0 ... 1095.30 20285.0 20270.0 CY
25 CY602 20250718 0.0 0.0 ... 0.00 19980.0 19960.0 CY
26 CY603 20250718 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250718 0.0 0.0 ... 0.00 19905.0 19880.0 CY
28 CY605 20250718 0.0 0.0 ... 0.00 20170.0 20170.0 CY
29 CY606 20250718 0.0 0.0 ... 0.00 20010.0 19955.0 CY
30 CY607 20250718 0.0 0.0 ... 0.00 19970.0 19900.0 CY
31 FG508 20250718 1108.0 1134.0 ... 14365.18 1110.0 1092.0 FG
32 FG509 20250718 1091.0 1118.0 ... 5544811.37 1095.0 1083.0 FG
33 FG510 20250718 1151.0 1169.0 ... 24677.46 1151.0 1142.0 FG
34 FG511 20250718 1122.0 1149.0 ... 40763.73 1131.0 1123.0 FG
35 FG512 20250718 1185.0 1206.0 ... 19584.24 1190.0 1183.0 FG
36 FG601 20250718 1170.0 1192.0 ... 605939.92 1175.0 1166.0 FG
37 FG602 20250718 1215.0 1233.0 ... 807.47 1220.0 1209.0 FG
38 FG603 20250718 1209.0 1227.0 ... 1355.38 1215.0 1203.0 FG
39 FG604 20250718 1243.0 1265.0 ... 625.58 1251.0 1239.0 FG
40 FG605 20250718 1235.0 1261.0 ... 17647.42 1247.0 1235.0 FG
41 FG606 20250718 1256.0 1280.0 ... 663.31 1266.0 1254.0 FG
42 FG607 20250718 1253.0 1276.0 ... 212.30 1264.0 1251.0 FG
43 JR509 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250718 2355.0 2369.0 ... 1552.76 2353.0 2351.0 MA
53 MA509 20250718 2373.0 2392.0 ... 1524182.05 2374.0 2369.0 MA
54 MA510 20250718 2401.0 2416.0 ... 40664.17 2398.0 2393.0 MA
55 MA511 20250718 2414.0 2431.0 ... 55647.94 2414.0 2410.0 MA
56 MA512 20250718 2436.0 2450.0 ... 22685.58 2434.0 2429.0 MA
57 MA601 20250718 2440.0 2456.0 ... 184775.09 2442.0 2436.0 MA
58 MA602 20250718 2432.0 2434.0 ... 14.56 2427.0 2421.0 MA
59 MA603 20250718 2428.0 2440.0 ... 36.42 2428.0 2421.0 MA
60 MA604 20250718 2406.0 2409.0 ... 19.23 2404.0 2401.0 MA
61 MA605 20250718 2368.0 2382.0 ... 2545.35 2370.0 2363.0 MA
62 MA606 20250718 2380.0 2387.0 ... 68.99 2379.0 2371.0 MA
63 MA607 20250718 2375.0 2380.0 ... 33.23 2373.0 2373.0 MA
64 OI509 20250718 9444.0 9601.0 ... 3191660.24 9529.0 9431.0 OI
65 OI511 20250718 9435.0 9583.0 ... 197932.10 9516.0 9414.0 OI
66 OI601 20250718 9375.0 9526.0 ... 513439.81 9458.0 9366.0 OI
67 OI603 20250718 9344.0 9471.0 ... 1334.44 9397.0 9311.0 OI
68 OI605 20250718 9274.0 9400.0 ... 4916.66 9347.0 9247.0 OI
69 OI607 20250718 0.0 0.0 ... 0.00 9343.0 9218.0 OI
70 PF508 20250718 6504.0 6590.0 ... 103731.49 6500.0 6496.0 PF
71 PF509 20250718 6366.0 6474.0 ... 642113.70 6406.0 6354.0 PF
72 PF510 20250718 6402.0 6500.0 ... 214881.79 6432.0 6376.0 PF
73 PF511 20250718 6370.0 6478.0 ... 79798.34 6410.0 6346.0 PF
74 PF512 20250718 6354.0 6444.0 ... 18560.95 6390.0 6332.0 PF
75 PF601 20250718 6362.0 6442.0 ... 10136.94 6388.0 6338.0 PF
76 PF602 20250718 6402.0 6448.0 ... 92.69 6392.0 6354.0 PF
77 PF603 20250718 6416.0 6464.0 ... 44.81 6402.0 6358.0 PF
78 PF604 20250718 6430.0 6478.0 ... 16.12 6450.0 6378.0 PF
79 PF605 20250718 6484.0 6490.0 ... 61.52 6476.0 6380.0 PF
80 PF606 20250718 0.0 0.0 ... 0.00 6412.0 6382.0 PF
81 PF607 20250718 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250718 8270.0 8286.0 ... 191143.72 8242.0 8258.0 PK
83 PK511 20250718 8102.0 8120.0 ... 96346.54 8072.0 8100.0 PK
84 PK512 20250718 8052.0 8052.0 ... 951.16 8028.0 8052.0 PK
85 PK601 20250718 8060.0 8076.0 ... 7886.24 8036.0 8052.0 PK
86 PK603 20250718 8038.0 8038.0 ... 232.71 8024.0 8022.0 PK
87 PK604 20250718 8028.0 8040.0 ... 168.50 8024.0 8022.0 PK
88 PK605 20250718 8040.0 8040.0 ... 545.81 8028.0 8022.0 PK
89 PM509 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250718 5926.0 6004.0 ... 7277.94 5962.0 5922.0 PR
96 PR509 20250718 5908.0 5990.0 ... 520108.85 5938.0 5894.0 PR
97 PR510 20250718 5914.0 5994.0 ... 235166.94 5944.0 5908.0 PR
98 PR511 20250718 5906.0 5974.0 ... 32129.97 5932.0 5898.0 PR
99 PR512 20250718 5892.0 5942.0 ... 88.66 5910.0 5886.0 PR
100 PR601 20250718 5866.0 5914.0 ... 1820.59 5892.0 5880.0 PR
101 PR602 20250718 5910.0 5932.0 ... 17.76 5922.0 5902.0 PR
102 PR603 20250718 5934.0 5934.0 ... 26.64 5922.0 5904.0 PR
103 PR604 20250718 5910.0 5910.0 ... 8.87 5910.0 5910.0 PR
104 PR605 20250718 5940.0 5940.0 ... 17.82 5940.0 5890.0 PR
105 PR606 20250718 0.0 0.0 ... 0.00 5914.0 5914.0 PR
106 PR607 20250718 5926.0 5926.0 ... 8.89 5926.0 5924.0 PR
107 PX508 20250718 6862.0 7022.0 ... 677.66 6950.0 6858.0 PX
108 PX509 20250718 6750.0 6898.0 ... 964046.17 6808.0 6714.0 PX
109 PX510 20250718 6722.0 6860.0 ... 149960.87 6754.0 6692.0 PX
110 PX511 20250718 6662.0 6812.0 ... 230451.32 6712.0 6646.0 PX
111 PX512 20250718 6656.0 6772.0 ... 24101.64 6698.0 6626.0 PX
112 PX601 20250718 6616.0 6734.0 ... 63545.84 6662.0 6602.0 PX
113 PX602 20250718 6612.0 6670.0 ... 19.96 6654.0 6580.0 PX
114 PX603 20250718 6652.0 6652.0 ... 13.28 6638.0 6594.0 PX
115 PX604 20250718 6636.0 6640.0 ... 9.94 6630.0 6562.0 PX
116 PX605 20250718 6580.0 6680.0 ... 162.65 6640.0 6562.0 PX
117 PX606 20250718 6602.0 6636.0 ... 33.07 6616.0 6564.0 PX
118 PX607 20250718 6628.0 6628.0 ... 3.31 6628.0 6588.0 PX
119 RI509 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250718 2703.0 2729.0 ... 5419.86 2710.0 2678.0 RM
126 RM509 20250718 2719.0 2743.0 ... 1017047.69 2721.0 2694.0 RM
127 RM511 20250718 2513.0 2540.0 ... 18003.97 2529.0 2497.0 RM
128 RM601 20250718 2384.0 2402.0 ... 288045.72 2386.0 2353.0 RM
129 RM603 20250718 2345.0 2367.0 ... 15623.07 2351.0 2321.0 RM
130 RM605 20250718 2342.0 2359.0 ... 52322.31 2346.0 2324.0 RM
131 RM607 20250718 2334.0 2352.0 ... 2120.30 2340.0 2313.0 RM
132 RS508 20250718 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250718 5168.0 5168.0 ... 154.24 5141.0 5059.0 RS
134 RS511 20250718 5159.0 5213.0 ... 113.99 5181.0 5090.0 RS
135 RS607 20250718 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250718 1212.0 1233.0 ... 4228.48 1217.0 1208.0 SA
137 SA509 20250718 1225.0 1241.0 ... 4333825.21 1226.0 1216.0 SA
138 SA510 20250718 1239.0 1256.0 ... 146480.76 1240.0 1232.0 SA
139 SA511 20250718 1244.0 1259.0 ... 321675.05 1244.0 1235.0 SA
140 SA512 20250718 1270.0 1285.0 ... 184535.55 1272.0 1262.0 SA
141 SA601 20250718 1273.0 1289.0 ... 1068529.22 1273.0 1264.0 SA
142 SA602 20250718 1284.0 1299.0 ... 7798.90 1286.0 1277.0 SA
143 SA603 20250718 1287.0 1299.0 ... 7715.66 1282.0 1276.0 SA
144 SA604 20250718 1305.0 1324.0 ... 2757.83 1312.0 1299.0 SA
145 SA605 20250718 1307.0 1327.0 ... 50879.44 1314.0 1300.0 SA
146 SA606 20250718 1320.0 1335.0 ... 1704.45 1323.0 1312.0 SA
147 SA607 20250718 1321.0 1335.0 ... 888.41 1322.0 1314.0 SA
148 SF508 20250718 5530.0 5576.0 ... 5075.94 5524.0 5448.0 SF
149 SF509 20250718 5532.0 5592.0 ... 578899.72 5532.0 5456.0 SF
150 SF510 20250718 5498.0 5550.0 ... 90193.58 5488.0 5422.0 SF
151 SF511 20250718 5662.0 5696.0 ... 127700.94 5636.0 5570.0 SF
152 SF512 20250718 5630.0 5660.0 ... 11118.47 5604.0 5542.0 SF
153 SF601 20250718 5584.0 5638.0 ... 20643.77 5584.0 5524.0 SF
154 SF602 20250718 5540.0 5574.0 ... 566.63 5528.0 5472.0 SF
155 SF603 20250718 5672.0 5716.0 ... 90.80 5676.0 5612.0 SF
156 SF604 20250718 5618.0 5618.0 ... 2.81 5618.0 5574.0 SF
157 SF605 20250718 5666.0 5690.0 ... 530.31 5642.0 5588.0 SF
158 SF606 20250718 5614.0 5614.0 ... 16.71 5570.0 5534.0 SF
159 SF607 20250718 0.0 0.0 ... 0.00 5640.0 5640.0 SF
160 SH508 20250718 2456.0 2479.0 ... 30199.09 2453.0 2443.0 SH
161 SH509 20250718 2487.0 2508.0 ... 3605197.74 2482.0 2474.0 SH
162 SH510 20250718 2500.0 2529.0 ... 380894.12 2500.0 2492.0 SH
163 SH511 20250718 2493.0 2508.0 ... 270053.41 2477.0 2472.0 SH
164 SH512 20250718 2494.0 2511.0 ... 64981.59 2481.0 2478.0 SH
165 SH601 20250718 2473.0 2492.0 ... 214948.83 2458.0 2459.0 SH
166 SH602 20250718 2498.0 2517.0 ... 1049.57 2481.0 2484.0 SH
167 SH603 20250718 2500.0 2521.0 ... 775.95 2487.0 2489.0 SH
168 SH604 20250718 2544.0 2544.0 ... 60.39 2516.0 2526.0 SH
169 SH605 20250718 2529.0 2550.0 ... 3071.85 2522.0 2520.0 SH
170 SH606 20250718 2552.0 2556.0 ... 129.96 2548.0 2535.0 SH
171 SH607 20250718 2554.0 2554.0 ... 129.70 2543.0 2545.0 SH
172 SM508 20250718 5810.0 5862.0 ... 5302.74 5814.0 5762.0 SM
173 SM509 20250718 5840.0 5872.0 ... 797716.41 5824.0 5774.0 SM
174 SM510 20250718 5824.0 5838.0 ... 55141.77 5800.0 5756.0 SM
175 SM511 20250718 5898.0 5906.0 ... 105802.65 5864.0 5824.0 SM
176 SM512 20250718 5884.0 5898.0 ... 19379.68 5860.0 5820.0 SM
177 SM601 20250718 5874.0 5896.0 ... 91816.89 5850.0 5814.0 SM
178 SM602 20250718 5890.0 5896.0 ... 55.62 5856.0 5814.0 SM
179 SM603 20250718 5890.0 5890.0 ... 140.64 5860.0 5808.0 SM
180 SM604 20250718 5888.0 5888.0 ... 41.01 5860.0 5830.0 SM
181 SM605 20250718 5868.0 5904.0 ... 841.05 5862.0 5834.0 SM
182 SM606 20250718 5882.0 5882.0 ... 20.56 5876.0 5842.0 SM
183 SM607 20250718 5862.0 5862.0 ... 5.86 5862.0 5850.0 SM
184 SR509 20250718 5840.0 5845.0 ... 943446.06 5828.0 5814.0 SR
185 SR511 20250718 5730.0 5737.0 ... 125538.77 5722.0 5704.0 SR
186 SR601 20250718 5663.0 5671.0 ... 101679.45 5659.0 5645.0 SR
187 SR603 20250718 5629.0 5629.0 ... 2867.91 5623.0 5614.0 SR
188 SR605 20250718 5599.0 5604.0 ... 5070.23 5596.0 5586.0 SR
189 SR607 20250718 5590.0 5594.0 ... 262.68 5589.0 5579.0 SR
190 TA508 20250718 4726.0 4814.0 ... 9030.56 4760.0 4712.0 TA
191 TA509 20250718 4720.0 4810.0 ... 3062703.16 4752.0 4708.0 TA
192 TA510 20250718 4692.0 4788.0 ... 86281.54 4730.0 4676.0 TA
193 TA511 20250718 4678.0 4772.0 ... 69604.33 4722.0 4666.0 TA
194 TA512 20250718 4672.0 4752.0 ... 29322.16 4716.0 4658.0 TA
195 TA601 20250718 4660.0 4738.0 ... 668401.30 4686.0 4646.0 TA
196 TA602 20250718 4664.0 4728.0 ... 220.03 4682.0 4650.0 TA
197 TA603 20250718 4656.0 4718.0 ... 58.61 4690.0 4642.0 TA
198 TA604 20250718 4662.0 4724.0 ... 175.44 4680.0 4650.0 TA
199 TA605 20250718 4668.0 4742.0 ... 6330.84 4700.0 4658.0 TA
200 TA606 20250718 4672.0 4712.0 ... 14.08 4692.0 4666.0 TA
201 TA607 20250718 4672.0 4710.0 ... 4.69 4692.0 4662.0 TA
202 UR508 20250718 1746.0 1765.0 ... 747.26 1754.0 1734.0 UR
203 UR509 20250718 1750.0 1774.0 ... 719830.65 1758.0 1740.0 UR
204 UR510 20250718 1744.0 1762.0 ... 20475.95 1749.0 1732.0 UR
205 UR511 20250718 1745.0 1762.0 ... 20616.48 1749.0 1734.0 UR
206 UR512 20250718 1742.0 1748.0 ... 215.09 1735.0 1724.0 UR
207 UR601 20250718 1723.0 1741.0 ... 104549.15 1730.0 1715.0 UR
208 UR602 20250718 1721.0 1735.0 ... 620.81 1724.0 1713.0 UR
209 UR603 20250718 1754.0 1760.0 ... 115.83 1755.0 1743.0 UR
210 UR604 20250718 1739.0 1751.0 ... 41.88 1745.0 1735.0 UR
211 UR605 20250718 1734.0 1747.0 ... 2954.62 1738.0 1729.0 UR
212 UR606 20250718 1732.0 1741.0 ... 277.31 1733.0 1724.0 UR
213 UR607 20250718 1747.0 1747.0 ... 10.46 1743.0 1734.0 UR
214 WH509 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-21 22:24:48,379 - future_1d - INFO - ak.get_czce_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 PS2508 20250718 45695.0 ... 44670.0 44300.0 PS
1 PS2509 20250718 45105.0 ... 44175.0 44015.0 PS
2 PS2510 20250718 45180.0 ... 43905.0 43725.0 PS
3 PS2511 20250718 44800.0 ... 43535.0 43260.0 PS
4 PS2512 20250718 46500.0 ... 45790.0 45265.0 PS
5 PS2601 20250718 46625.0 ... 45550.0 45035.0 PS
6 PS2602 20250718 46225.0 ... 45270.0 45355.0 PS
7 PS2603 20250718 46120.0 ... 45325.0 45185.0 PS
8 PS2604 20250718 46075.0 ... 44790.0 44630.0 PS
9 PS2605 20250718 46395.0 ... 45200.0 44580.0 PS
10 PS2606 20250718 47300.0 ... 46070.0 46000.0 PS
11 PS2607 20250718 46795.0 ... 45585.0 45995.0 PS
13 SI2508 20250718 8805.0 ... 8840.0 8715.0 SI
14 SI2509 20250718 8840.0 ... 8820.0 8710.0 SI
15 SI2510 20250718 8785.0 ... 8805.0 8700.0 SI
16 SI2511 20250718 8780.0 ... 8730.0 8640.0 SI
17 SI2512 20250718 9030.0 ... 9035.0 8950.0 SI
18 SI2601 20250718 8990.0 ... 8970.0 8895.0 SI
19 SI2602 20250718 8955.0 ... 8970.0 8885.0 SI
20 SI2603 20250718 8990.0 ... 8955.0 8880.0 SI
21 SI2604 20250718 8930.0 ... 8950.0 8865.0 SI
22 SI2605 20250718 8905.0 ... 8910.0 8860.0 SI
23 SI2606 20250718 8905.0 ... 8885.0 8860.0 SI
24 SI2607 20250718 8905.0 ... 8875.0 8860.0 SI
27 LC2508 20250718 69140.0 ... 69620.0 67940.0 LC
28 LC2509 20250718 68980.0 ... 69520.0 68040.0 LC
29 LC2510 20250718 68380.0 ... 68800.0 67800.0 LC
30 LC2511 20250718 68860.0 ... 68360.0 67260.0 LC
31 LC2512 20250718 68720.0 ... 68380.0 67420.0 LC
32 LC2601 20250718 68400.0 ... 68240.0 67240.0 LC
33 LC2602 20250718 68220.0 ... 68120.0 67460.0 LC
34 LC2603 20250718 68180.0 ... 68100.0 67260.0 LC
35 LC2604 20250718 68000.0 ... 68440.0 67500.0 LC
36 LC2605 20250718 68000.0 ... 68440.0 67420.0 LC
37 LC2606 20250718 68380.0 ... 68300.0 67400.0 LC
38 LC2607 20250718 68440.0 ... 68300.0 67380.0 LC
[36 rows x 12 columns]
2025-07-21 22:24:48,597 - future_1d - INFO - ak.get_gfex_daily('2025-07-18') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250718 ... 78310 77900 CU
1 1 CU2509 20250718 ... 78330 77920 CU
2 2 CU2510 20250718 ... 78290 77870 CU
3 3 CU2511 20250718 ... 78230 77840 CU
4 4 CU2512 20250718 ... 78160 77770 CU
5 5 CU2601 20250718 ... 78120 77720 CU
6 6 CU2602 20250718 ... 78100 77680 CU
7 7 CU2603 20250718 ... 78040 77690 CU
8 8 CU2604 20250718 ... 78020 77710 CU
9 9 CU2605 20250718 ... 78070 77710 CU
10 10 CU2606 20250718 ... 78080 77680 CU
11 11 CU2607 20250718 ... 78120 77670 CU
12 12 BC2508 20250718 ... 69490 69080 BC
13 13 BC2509 20250718 ... 69570 69190 BC
14 14 BC2510 20250718 ... 69630 69250 BC
15 15 BC2511 20250718 ... 69190 69190 BC
16 16 BC2512 20250718 ... 69320 69320 BC
17 17 BC2601 20250718 ... 69480 69480 BC
18 18 BC2602 20250718 ... 69410 69410 BC
19 19 BC2603 20250718 ... 69290 69290 BC
20 20 BC2604 20250718 ... 69430 69430 BC
21 21 BC2605 20250718 ... 69460 69460 BC
22 22 BC2606 20250718 ... 68190 67820 BC
23 23 BC2607 20250718 ... 67820 67820 BC
24 24 AL2508 20250718 ... 20550 20455 AL
25 25 AL2509 20250718 ... 20505 20425 AL
26 26 AL2510 20250718 ... 20435 20365 AL
27 27 AL2511 20250718 ... 20365 20300 AL
28 28 AL2512 20250718 ... 20315 20245 AL
29 29 AL2601 20250718 ... 20285 20220 AL
30 30 AL2602 20250718 ... 20285 20215 AL
31 31 AL2603 20250718 ... 20285 20230 AL
32 32 AL2604 20250718 ... 20300 20230 AL
33 33 AL2605 20250718 ... 20295 20255 AL
34 34 AL2606 20250718 ... 20315 20250 AL
35 35 AL2607 20250718 ... 20315 20245 AL
36 36 ZN2508 20250718 ... 22295 22080 ZN
37 37 ZN2509 20250718 ... 22300 22060 ZN
38 38 ZN2510 20250718 ... 22275 22035 ZN
39 39 ZN2511 20250718 ... 22235 22005 ZN
40 40 ZN2512 20250718 ... 22190 21970 ZN
41 41 ZN2601 20250718 ... 22165 21935 ZN
42 42 ZN2602 20250718 ... 22110 21935 ZN
43 43 ZN2603 20250718 ... 22150 21945 ZN
44 44 ZN2604 20250718 ... 22165 22010 ZN
45 45 ZN2605 20250718 ... 22125 21965 ZN
46 46 ZN2606 20250718 ... 22135 21925 ZN
47 47 ZN2607 20250718 ... 22135 22000 ZN
48 48 PB2508 20250718 ... 16815 16870 PB
49 49 PB2509 20250718 ... 16850 16905 PB
50 50 PB2510 20250718 ... 16875 16945 PB
51 51 PB2511 20250718 ... 16890 16975 PB
52 52 PB2512 20250718 ... 16905 16980 PB
53 53 PB2601 20250718 ... 16900 17025 PB
54 54 PB2602 20250718 ... 16965 16965 PB
55 55 PB2603 20250718 ... 16955 16990 PB
56 56 PB2604 20250718 ... 16950 16990 PB
57 57 PB2605 20250718 ... 16975 16985 PB
58 58 PB2606 20250718 ... 16980 17005 PB
59 59 PB2607 20250718 ... 16980 16990 PB
60 60 NI2508 20250718 ... 120250 119630 NI
61 61 NI2509 20250718 ... 120330 119760 NI
62 62 NI2510 20250718 ... 120400 119900 NI
63 63 NI2511 20250718 ... 120370 119950 NI
64 64 NI2512 20250718 ... 120660 120200 NI
65 65 NI2601 20250718 ... 120920 120460 NI
66 66 NI2602 20250718 ... 121100 120700 NI
67 67 NI2603 20250718 ... 121260 120840 NI
68 68 NI2604 20250718 ... 121480 121130 NI
69 69 NI2605 20250718 ... 121770 121400 NI
70 70 NI2606 20250718 ... 122040 121380 NI
71 71 NI2607 20250718 ... 121820 121360 NI
72 72 SN2508 20250718 ... 263900 261740 SN
73 73 SN2509 20250718 ... 264190 261930 SN
74 74 SN2510 20250718 ... 264280 261940 SN
75 75 SN2511 20250718 ... 264400 262010 SN
76 76 SN2512 20250718 ... 264710 262120 SN
77 77 SN2601 20250718 ... 264790 262400 SN
78 78 SN2602 20250718 ... 264700 262080 SN
79 79 SN2603 20250718 ... 264500 262640 SN
80 80 SN2604 20250718 ... 265010 262930 SN
81 81 SN2605 20250718 ... 265510 262620 SN
82 82 SN2606 20250718 ... 266120 262240 SN
83 83 SN2607 20250718 ... 265090 262000 SN
84 84 AO2508 20250718 ... 3148 3093 AO
85 85 AO2509 20250718 ... 3124 3082 AO
86 86 AO2510 20250718 ... 3106 3066 AO
87 87 AO2511 20250718 ... 3099 3053 AO
88 88 AO2512 20250718 ... 3093 3044 AO
89 89 AO2601 20250718 ... 3087 3040 AO
90 90 AO2602 20250718 ... 3087 3033 AO
91 91 AO2603 20250718 ... 3073 3030 AO
92 92 AO2604 20250718 ... 3058 3022 AO
93 93 AO2605 20250718 ... 3055 3017 AO
94 94 AO2606 20250718 ... 3048 3010 AO
95 95 AO2607 20250718 ... 3046 3009 AO
96 96 AD2511 20250718 ... 19885 19835 AD
97 97 AD2512 20250718 ... 19820 19760 AD
98 98 AD2601 20250718 ... 19740 19705 AD
99 99 AD2602 20250718 ... 19685 19680 AD
100 100 AD2603 20250718 ... 19680 19760 AD
101 101 AD2604 20250718 ... 19690 19675 AD
102 102 AD2605 20250718 ... 19640 19595 AD
103 103 AD2606 20250718 ... 19635 19600 AD
104 104 AD2607 20250718 ... 19550 19550 AD
105 105 AU2508 20250718 ... 773 775.56 AU
106 106 AU2509 20250718 ... 773.84 776.22 AU
107 107 AU2510 20250718 ... 775.34 777.66 AU
108 108 AU2512 20250718 ... 777.26 779.78 AU
109 109 AU2602 20250718 ... 779.48 782.38 AU
110 110 AU2604 20250718 ... 782.12 784.48 AU
111 111 AU2606 20250718 ... 783.84 786.5 AU
112 112 AU2608 20250718 ... 786.84 787.68 AU
113 113 AG2508 20250718 ... 9159 9123 AG
114 114 AG2509 20250718 ... 9176 9133 AG
115 115 AG2510 20250718 ... 9186 9149 AG
116 116 AG2511 20250718 ... 9199 9158 AG
117 117 AG2512 20250718 ... 9205 9167 AG
118 118 AG2601 20250718 ... 9221 9166 AG
119 119 AG2602 20250718 ... 9234 9189 AG
120 120 AG2603 20250718 ... 9251 9203 AG
121 121 AG2604 20250718 ... 9256 9210 AG
122 122 AG2605 20250718 ... 9272 9224 AG
123 123 AG2606 20250718 ... 9285 9240 AG
124 124 AG2607 20250718 ... 9315 9249 AG
125 125 RB2508 20250718 ... 3083 3066 RB
126 126 RB2509 20250718 ... 3103 3080 RB
127 127 RB2510 20250718 ... 3156 3124 RB
128 128 RB2511 20250718 ... 3178 3148 RB
129 129 RB2512 20250718 ... 3200 3170 RB
130 130 RB2601 20250718 ... 3200 3171 RB
131 131 RB2602 20250718 ... 3190 3159 RB
132 132 RB2603 20250718 ... 3196 3166 RB
133 133 RB2604 20250718 ... 3197 3170 RB
134 134 RB2605 20250718 ... 3213 3186 RB
135 135 RB2606 20250718 ... 3220 3193 RB
136 136 RB2607 20250718 ... 3225 3199 RB
137 137 WR2508 20250718 ... 3212 3212 WR
138 138 WR2509 20250718 ... 3335 3335 WR
139 139 WR2510 20250718 ... 3431 3377 WR
140 140 WR2511 20250718 ... 3408 3408 WR
141 141 WR2512 20250718 ... 3447 3392 WR
142 142 WR2601 20250718 ... 3400 3355 WR
143 143 WR2602 20250718 ... 3396 3396 WR
144 144 WR2603 20250718 ... 3387 3387 WR
145 145 WR2604 20250718 ... 3437 3392 WR
146 146 WR2605 20250718 ... 3379 3370 WR
147 147 WR2606 20250718 ... 3400 3400 WR
148 148 WR2607 20250718 ... 3400 3400 WR
149 149 HC2508 20250718 ... 3304 3274 HC
150 150 HC2509 20250718 ... 3326 3281 HC
151 151 HC2510 20250718 ... 3321 3280 HC
152 152 HC2511 20250718 ... 3325 3284 HC
153 153 HC2512 20250718 ... 3328 3286 HC
154 154 HC2601 20250718 ... 3332 3295 HC
155 155 HC2602 20250718 ... 3335 3295 HC
156 156 HC2603 20250718 ... 3338 3298 HC
157 157 HC2604 20250718 ... 3353 3304 HC
158 158 HC2605 20250718 ... 3333 3298 HC
159 159 HC2606 20250718 ... 3344 3305 HC
160 160 HC2607 20250718 ... 3336 3315 HC
161 161 SS2508 20250718 ... 12745 12695 SS
162 162 SS2509 20250718 ... 12735 12675 SS
163 163 SS2510 20250718 ... 12775 12725 SS
164 164 SS2511 20250718 ... 12805 12755 SS
165 165 SS2512 20250718 ... 12830 12795 SS
166 166 SS2601 20250718 ... 12875 12845 SS
167 167 SS2602 20250718 ... 12910 12855 SS
168 168 SS2603 20250718 ... 12965 12900 SS
169 169 SS2604 20250718 ... 13005 12940 SS
170 170 SS2605 20250718 ... 13025 13000 SS
171 171 SS2606 20250718 ... 13045 13045 SS
172 172 SS2607 20250718 ... 13090 13055 SS
173 173 SC2508 20250718 ... 523.5 513.6 SC
174 174 SC2509 20250718 ... 511.1 502.9 SC
175 175 SC2510 20250718 ... 504.1 496.6 SC
176 176 SC2511 20250718 ... 498.6 491.3 SC
177 177 SC2512 20250718 ... 495 488 SC
178 178 SC2601 20250718 ... 490.5 485 SC
179 179 SC2602 20250718 ... 488 481 SC
180 180 SC2603 20250718 ... 485.7 480.1 SC
181 181 SC2604 20250718 ... 483.9 476.1 SC
182 182 SC2605 20250718 ... 479.5 474.5 SC
183 183 SC2606 20250718 ... 480.5 473.4 SC
184 184 SC2607 20250718 ... 475.5 475.5 SC
185 185 SC2609 20250718 ... 471.9 473.5 SC
186 186 SC2612 20250718 ... 471.1 466.7 SC
187 187 SC2703 20250718 ... 472.1 463.8 SC
188 188 SC2706 20250718 ... 471.4 461.7 SC
189 189 SC2709 20250718 ... 469.1 461.7 SC
190 190 SC2712 20250718 ... 467.2 460 SC
191 191 SC2803 20250718 ... 465 461.9 SC
192 192 SC2806 20250718 ... 466.8 457.6 SC
193 193 LU2508 20250718 ... 3592 3568 LU
194 194 LU2509 20250718 ... 3596 3585 LU
195 195 LU2510 20250718 ... 3595 3579 LU
196 196 LU2511 20250718 ... 3572 3558 LU
197 197 LU2512 20250718 ... 3545 3536 LU
198 198 LU2601 20250718 ... 3541 3518 LU
199 199 LU2602 20250718 ... 3527 3496 LU
200 200 LU2603 20250718 ... 3514 3479 LU
201 201 LU2604 20250718 ... 3477 3452 LU
202 202 LU2605 20250718 ... 3494 3441 LU
203 203 LU2606 20250718 ... 3486 3411 LU
204 204 LU2607 20250718 ... 3456 3419 LU
205 205 FU2508 20250718 ... 2854 2820 FU
206 206 FU2509 20250718 ... 2880 2861 FU
207 207 FU2510 20250718 ... 2889 2873 FU
208 208 FU2511 20250718 ... 2882 2866 FU
209 209 FU2512 20250718 ... 2871 2854 FU
210 210 FU2601 20250718 ... 2863 2844 FU
211 211 FU2602 20250718 ... 2851 2835 FU
212 212 FU2603 20250718 ... 2838 2823 FU
213 213 FU2604 20250718 ... 2825 2812 FU
214 214 FU2605 20250718 ... 2803 2790 FU
215 215 FU2606 20250718 ... 2796 2780 FU
216 216 FU2607 20250718 ... 2785 2771 FU
217 217 BU2508 20250718 ... 3669 3651 BU
218 218 BU2509 20250718 ... 3647 3628 BU
219 219 BU2510 20250718 ... 3594 3574 BU
220 220 BU2511 20250718 ... 3542 3521 BU
221 221 BU2512 20250718 ... 3471 3455 BU
222 222 BU2601 20250718 ... 3433 3413 BU
223 223 BU2602 20250718 ... 3412 3420 BU
224 224 BU2603 20250718 ... 3409 3401 BU
225 225 BU2604 20250718 ... 3408 3402 BU
226 226 BU2605 20250718 ... 3399 3397 BU
227 227 BU2606 20250718 ... 3398 3394 BU
228 228 BU2607 20250718 ... 3407 3371 BU
229 229 BU2609 20250718 ... 3403 3363 BU
230 230 BU2612 20250718 ... 3338 3327 BU
231 231 BU2703 20250718 ... 3325 3338 BU
232 232 BU2706 20250718 ... 3326 3337 BU
233 233 BR2508 20250718 ... 11710 11520 BR
234 234 BR2509 20250718 ... 11675 11480 BR
235 235 BR2510 20250718 ... 11650 11470 BR
236 236 BR2511 20250718 ... 11655 11475 BR
237 237 BR2512 20250718 ... 11655 11490 BR
238 238 BR2601 20250718 ... 11650 11500 BR
239 239 BR2602 20250718 ... 11630 11510 BR
240 240 BR2603 20250718 ... 11650 11460 BR
241 241 BR2604 20250718 ... 11630 11510 BR
242 242 BR2605 20250718 ... 11640 11500 BR
243 243 BR2606 20250718 ... 11640 11490 BR
244 244 BR2607 20250718 ... 11665 11530 BR
245 245 RU2508 20250718 ... 14795 14575 RU
246 246 RU2509 20250718 ... 14840 14570 RU
247 247 RU2510 20250718 ... 14835 14550 RU
248 248 RU2511 20250718 ... 14820 14570 RU
249 249 RU2601 20250718 ... 15650 15440 RU
250 250 RU2603 20250718 ... 15620 15385 RU
251 251 RU2604 20250718 ... 15670 15450 RU
252 252 RU2605 20250718 ... 15685 15495 RU
253 253 RU2606 20250718 ... 15670 15525 RU
254 254 RU2607 20250718 ... 15695 15570 RU
255 255 NR2508 20250718 ... 12700 12520 NR
256 256 NR2509 20250718 ... 12730 12540 NR
257 257 NR2510 20250718 ... 12730 12560 NR
258 258 NR2511 20250718 ... 12765 12575 NR
259 259 NR2512 20250718 ... 12825 12610 NR
260 260 NR2601 20250718 ... 12805 12585 NR
261 261 NR2602 20250718 ... 12825 12630 NR
262 262 NR2603 20250718 ... 12860 12495 NR
263 263 NR2604 20250718 ... 12840 12690 NR
264 264 NR2605 20250718 ... 12885 12695 NR
265 265 NR2606 20250718 ... 12950 12635 NR
266 266 NR2607 20250718 ... 12520 12510 NR
267 267 SP2508 20250718 ... 5276 5212 SP
268 268 SP2509 20250718 ... 5292 5246 SP
269 269 SP2510 20250718 ... 5284 5242 SP
270 270 SP2511 20250718 ... 5262 5220 SP
271 271 SP2512 20250718 ... 5218 5186 SP
272 272 SP2601 20250718 ... 5444 5408 SP
273 273 SP2602 20250718 ... 5396 5344 SP
274 274 SP2603 20250718 ... 5392 5346 SP
275 275 SP2604 20250718 ... 5384 5340 SP
276 276 SP2605 20250718 ... 5386 5346 SP
277 277 SP2606 20250718 ... 5380 5350 SP
278 278 SP2607 20250718 ... 5390 5350 SP
279 279 EC2508 20250718 ... 2219.6 2141.6 EC
280 280 EC2510 20250718 ... 1631.1 1588.4 EC
281 281 EC2512 20250718 ... 1809.5 1752.1 EC
282 282 EC2602 20250718 ... 1513.1 1470.3 EC
283 283 EC2604 20250718 ... 1332.9 1289.8 EC
284 284 EC2606 20250718 ... 1459.3 1443.4 EC
285 285 SC_TAS2508 20250718 ... SC_TAS
286 286 SC_TAS2509 20250718 ... SC_TAS
287 287 SC_TAS2510 20250718 ... SC_TAS
288 288 SC_TAS2511 20250718 ... SC_TAS
[289 rows x 13 columns]
2025-07-21 22:24:48,705 - future_1d - INFO - ak.get_shfe_daily('2025-07-18') done
2025-07-21 22:24:50,520 - future_1d - INFO - save future_daily 2025-07-18 completed
symbol date open ... settle pre_settle variety
0 a2509 20250721 4178.00 ... 4176.00 4198.00 A
1 a2511 20250721 4118.00 ... 4109.00 4117.00 A
2 a2601 20250721 4106.00 ... 4100.00 4108.00 A
3 a2603 20250721 4098.00 ... 4088.00 4097.00 A
4 a2605 20250721 4108.00 ... 4118.00 4132.00 A
5 a2607 20250721 4108.00 ... 4123.00 4122.00 A
6 b2508 20250721 3660.00 ... 3646.00 3641.00 B
7 b2509 20250721 3728.00 ... 3720.00 3711.00 B
8 b2510 20250721 3766.00 ... 3757.00 3752.00 B
9 b2511 20250721 3780.00 ... 3770.00 3757.00 B
10 b2512 20250721 3787.00 ... 3783.00 3766.00 B
11 b2601 20250721 3764.00 ... 3764.00 3756.00 B
12 b2602 20250721 3712.00 ... 3716.00 3700.00 B
13 b2603 20250721 3608.00 ... 3613.00 3602.00 B
14 b2604 20250721 3507.00 ... 3503.00 3492.00 B
15 b2605 20250721 3430.00 ... 3433.00 3419.00 B
16 b2606 20250721 3422.00 ... 3428.00 3410.00 B
17 b2607 20250721 3438.00 ... 3424.00 3417.00 B
18 bb2509 20250721 151.35 ... 155.95 152.30 BB
19 bb2511 20250721 151.40 ... 153.80 150.80 BB
20 bb2601 20250721 147.10 ... 147.60 146.45 BB
21 bb2603 20250721 0.00 ... 154.15 152.95 BB
22 bb2605 20250721 0.00 ... 154.15 152.95 BB
23 bb2607 20250721 0.00 ... 154.15 152.95 BB
24 bz2603 20250721 6165.00 ... 6219.00 6156.00 BZ
25 bz2604 20250721 6163.00 ... 6203.00 6139.00 BZ
26 bz2605 20250721 6167.00 ... 6209.00 6132.00 BZ
27 bz2606 20250721 6193.00 ... 6201.00 6130.00 BZ
28 c2509 20250721 2318.00 ... 2319.00 2305.00 C
29 c2511 20250721 2281.00 ... 2282.00 2273.00 C
30 c2601 20250721 2244.00 ... 2245.00 2240.00 C
31 c2603 20250721 2245.00 ... 2245.00 2242.00 C
32 c2605 20250721 2288.00 ... 2289.00 2281.00 C
33 c2607 20250721 2304.00 ... 2301.00 2294.00 C
34 cs2509 20250721 2658.00 ... 2668.00 2650.00 CS
35 cs2511 20250721 2608.00 ... 2621.00 2600.00 CS
36 cs2601 20250721 2618.00 ... 2635.00 2611.00 CS
37 cs2603 20250721 2614.00 ... 2619.00 2600.00 CS
38 cs2605 20250721 2659.00 ... 2662.00 2645.00 CS
39 cs2607 20250721 2656.00 ... 2662.00 2652.00 CS
40 eb2507 20250721 7539.00 ... 7387.00 7350.00 EB
41 eb2508 20250721 7378.00 ... 7451.00 7317.00 EB
42 eb2509 20250721 7288.00 ... 7371.00 7246.00 EB
43 eb2510 20250721 7210.00 ... 7305.00 7189.00 EB
44 eb2511 20250721 7147.00 ... 7237.00 7131.00 EB
45 eb2512 20250721 7122.00 ... 7197.00 7107.00 EB
46 eb2601 20250721 7127.00 ... 7199.00 7108.00 EB
47 eb2602 20250721 7158.00 ... 7242.00 7124.00 EB
48 eb2603 20250721 7168.00 ... 7245.00 7134.00 EB
49 eb2604 20250721 7233.00 ... 7242.00 7151.00 EB
50 eb2605 20250721 7182.00 ... 7236.00 7142.00 EB
51 eb2606 20250721 7180.00 ... 7226.00 7144.00 EB
52 eg2507 20250721 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250721 4345.00 ... 4358.00 4345.00 EG
54 eg2509 20250721 4390.00 ... 4404.00 4376.00 EG
55 eg2510 20250721 4380.00 ... 4405.00 4371.00 EG
56 eg2511 20250721 4386.00 ... 4408.00 4372.00 EG
57 eg2512 20250721 4389.00 ... 4404.00 4367.00 EG
58 eg2601 20250721 4362.00 ... 4395.00 4362.00 EG
59 eg2602 20250721 4406.00 ... 4399.00 4365.00 EG
60 eg2603 20250721 4384.00 ... 4402.00 4366.00 EG
61 eg2604 20250721 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250721 4403.00 ... 4426.00 4393.00 EG
63 eg2606 20250721 4440.00 ... 4440.00 4380.00 EG
64 fb2508 20250721 1367.00 ... 1369.00 1358.50 FB
65 fb2509 20250721 1280.50 ... 1289.50 1285.00 FB
66 fb2510 20250721 1299.50 ... 1309.00 1302.50 FB
67 fb2511 20250721 1311.50 ... 1312.00 1302.00 FB
68 fb2512 20250721 1317.50 ... 1313.00 1309.00 FB
69 fb2601 20250721 1302.50 ... 1305.50 1302.00 FB
70 fb2602 20250721 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250721 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250721 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250721 1277.00 ... 1302.50 1292.50 FB
74 fb2606 20250721 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250721 0.00 ... 1297.00 1297.00 FB
76 i2508 20250721 791.00 ... 806.50 794.00 I
77 i2509 20250721 786.50 ... 803.00 792.50 I
78 i2510 20250721 780.00 ... 797.00 784.50 I
79 i2511 20250721 771.50 ... 789.50 776.50 I
80 i2512 20250721 764.50 ... 782.50 769.50 I
81 i2601 20250721 755.00 ... 771.50 759.00 I
82 i2602 20250721 750.00 ... 767.00 755.50 I
83 i2603 20250721 745.50 ... 763.00 751.50 I
84 i2604 20250721 739.50 ... 757.00 745.50 I
85 i2605 20250721 731.00 ... 747.50 735.50 I
86 i2606 20250721 727.00 ... 743.00 730.50 I
87 i2607 20250721 721.50 ... 737.00 725.00 I
88 j2508 20250721 1536.00 ... 1567.00 1477.00 J
89 j2509 20250721 1530.00 ... 1572.00 1526.00 J
90 j2510 20250721 1536.00 ... 1593.50 1544.00 J
91 j2511 20250721 1550.00 ... 1612.00 1549.50 J
92 j2512 20250721 1598.00 ... 1638.50 1565.50 J
93 j2601 20250721 1569.50 ... 1623.00 1570.00 J
94 j2602 20250721 1619.50 ... 1642.00 1572.50 J
95 j2603 20250721 0.00 ... 1589.00 1589.00 J
96 j2604 20250721 0.00 ... 1652.50 1575.50 J
97 j2605 20250721 1621.00 ... 1671.00 1601.00 J
98 j2606 20250721 1640.00 ... 1664.00 1620.00 J
99 j2607 20250721 1646.00 ... 1662.50 1591.50 J
100 jd2507 20250721 3160.00 ... 3160.00 2982.00 JD
101 jd2508 20250721 3531.00 ... 3568.00 3513.00 JD
102 jd2509 20250721 3618.00 ... 3624.00 3613.00 JD
103 jd2510 20250721 3385.00 ... 3393.00 3373.00 JD
104 jd2511 20250721 3396.00 ... 3399.00 3387.00 JD
105 jd2512 20250721 3540.00 ... 3548.00 3543.00 JD
106 jd2601 20250721 3606.00 ... 3609.00 3606.00 JD
107 jd2602 20250721 3190.00 ... 3184.00 3175.00 JD
108 jd2603 20250721 3183.00 ... 3186.00 3179.00 JD
109 jd2604 20250721 3315.00 ... 3316.00 3311.00 JD
110 jd2605 20250721 3392.00 ... 3400.00 3394.00 JD
111 jd2606 20250721 3240.00 ... 3248.00 3254.00 JD
112 jm2508 20250721 871.50 ... 903.00 869.50 JM
113 jm2509 20250721 934.00 ... 971.00 932.50 JM
114 jm2510 20250721 940.00 ... 988.50 943.00 JM
115 jm2511 20250721 956.50 ... 1001.50 957.00 JM
116 jm2512 20250721 971.00 ... 1015.50 970.00 JM
117 jm2601 20250721 980.00 ... 1024.50 978.00 JM
118 jm2602 20250721 989.00 ... 1039.00 983.00 JM
119 jm2603 20250721 1000.50 ... 1037.00 987.00 JM
120 jm2604 20250721 1001.50 ... 1042.00 990.00 JM
121 jm2605 20250721 994.50 ... 1040.00 995.00 JM
122 jm2606 20250721 1008.00 ... 1052.50 1001.00 JM
123 jm2607 20250721 993.00 ... 1067.00 1020.50 JM
124 l2508 20250721 7203.00 ... 7258.00 7203.00 L
125 l2509 20250721 7225.00 ... 7276.00 7225.00 L
126 l2510 20250721 7235.00 ... 7295.00 7236.00 L
127 l2511 20250721 7241.00 ... 7294.00 7239.00 L
128 l2512 20250721 7253.00 ... 7305.00 7243.00 L
129 l2601 20250721 7255.00 ... 7309.00 7248.00 L
130 l2602 20250721 7252.00 ... 7289.00 7224.00 L
131 l2603 20250721 7271.00 ... 7287.00 7225.00 L
132 l2604 20250721 7269.00 ... 7306.00 7230.00 L
133 l2605 20250721 7237.00 ... 7285.00 7224.00 L
134 l2606 20250721 7249.00 ... 7268.00 7228.00 L
135 l2607 20250721 7270.00 ... 7293.00 7229.00 L
136 lg2507 20250721 815.00 ... 821.50 807.00 LG
137 lg2509 20250721 838.00 ... 842.00 834.00 LG
138 lg2511 20250721 835.50 ... 845.50 832.50 LG
139 lg2601 20250721 848.00 ... 857.50 841.50 LG
140 lg2603 20250721 836.50 ... 854.00 840.50 LG
141 lg2605 20250721 841.50 ... 861.50 849.50 LG
142 lh2507 20250721 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250721 14185.00 ... 14350.00 14115.00 LH
144 lh2511 20250721 13700.00 ... 13865.00 13610.00 LH
145 lh2601 20250721 14020.00 ... 14105.00 13805.00 LH
146 lh2603 20250721 13060.00 ... 13190.00 12990.00 LH
147 lh2605 20250721 13300.00 ... 13405.00 13195.00 LH
148 m2508 20250721 3040.00 ... 3039.00 3025.00 M
149 m2509 20250721 3060.00 ... 3059.00 3043.00 M
150 m2511 20250721 3098.00 ... 3097.00 3083.00 M
151 m2512 20250721 3103.00 ... 3108.00 3097.00 M
152 m2601 20250721 3080.00 ... 3081.00 3070.00 M
153 m2603 20250721 2921.00 ... 2926.00 2912.00 M
154 m2605 20250721 2744.00 ... 2748.00 2738.00 M
155 m2607 20250721 2740.00 ... 2739.00 2734.00 M
156 p2508 20250721 8938.00 ... 8942.00 8904.00 P
157 p2509 20250721 8976.00 ... 8958.00 8896.00 P
158 p2510 20250721 8944.00 ... 8938.00 8902.00 P
159 p2511 20250721 8924.00 ... 8934.00 8868.00 P
160 p2512 20250721 8926.00 ... 8946.00 8880.00 P
161 p2601 20250721 8950.00 ... 8922.00 8876.00 P
162 p2602 20250721 8870.00 ... 8890.00 8830.00 P
163 p2603 20250721 8866.00 ... 8792.00 8764.00 P
164 p2604 20250721 8696.00 ... 8700.00 8632.00 P
165 p2605 20250721 8616.00 ... 8620.00 8608.00 P
166 p2606 20250721 8594.00 ... 8542.00 8544.00 P
167 p2607 20250721 8586.00 ... 8498.00 8508.00 P
168 pg2507 20250721 4045.00 ... 4087.00 4048.00 PG
169 pg2508 20250721 4058.00 ... 4068.00 4062.00 PG
170 pg2509 20250721 3990.00 ... 4021.00 3988.00 PG
171 pg2510 20250721 4407.00 ... 4454.00 4402.00 PG
172 pg2511 20250721 4334.00 ... 4379.00 4322.00 PG
173 pg2512 20250721 4243.00 ... 4304.00 4251.00 PG
174 pg2601 20250721 4186.00 ... 4228.00 4178.00 PG
175 pg2602 20250721 4117.00 ... 4152.00 4101.00 PG
176 pg2603 20250721 4028.00 ... 4059.00 4019.00 PG
177 pg2604 20250721 4329.00 ... 4353.00 4315.00 PG
178 pg2605 20250721 4217.00 ... 4250.00 4212.00 PG
179 pg2606 20250721 4150.00 ... 4201.00 4153.00 PG
180 pp2508 20250721 7000.00 ... 7047.00 7000.00 PP
181 pp2509 20250721 7024.00 ... 7075.00 7022.00 PP
182 pp2510 20250721 7012.00 ... 7066.00 7015.00 PP
183 pp2511 20250721 7024.00 ... 7069.00 7018.00 PP
184 pp2512 20250721 7020.00 ... 7070.00 7023.00 PP
185 pp2601 20250721 7020.00 ... 7072.00 7021.00 PP
186 pp2602 20250721 7029.00 ... 7052.00 7021.00 PP
187 pp2603 20250721 7016.00 ... 7034.00 7009.00 PP
188 pp2604 20250721 7030.00 ... 7018.00 7014.00 PP
189 pp2605 20250721 7011.00 ... 7063.00 7020.00 PP
190 pp2606 20250721 7043.00 ... 7053.00 7001.00 PP
191 pp2607 20250721 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250721 3579.00 ... 3587.00 3579.00 RR
193 rr2509 20250721 3619.00 ... 3622.00 3618.00 RR
194 rr2510 20250721 3630.00 ... 3634.00 3630.00 RR
195 rr2511 20250721 3623.00 ... 3627.00 3621.00 RR
196 rr2512 20250721 3615.00 ... 3622.00 3614.00 RR
197 rr2601 20250721 3620.00 ... 3622.00 3618.00 RR
198 rr2602 20250721 3620.00 ... 3626.00 3621.00 RR
199 rr2603 20250721 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250721 3630.00 ... 3630.00 3626.00 RR
201 rr2605 20250721 3632.00 ... 3632.00 3628.00 RR
202 rr2606 20250721 3624.00 ... 3626.00 3620.00 RR
203 rr2607 20250721 3638.00 ... 3638.00 3618.00 RR
204 v2508 20250721 4915.00 ... 5030.00 4921.00 V
205 v2509 20250721 4956.00 ... 5073.00 4957.00 V
206 v2510 20250721 4977.00 ... 5109.00 4989.00 V
207 v2511 20250721 5009.00 ... 5133.00 5014.00 V
208 v2512 20250721 5039.00 ... 5147.00 5047.00 V
209 v2601 20250721 5074.00 ... 5193.00 5075.00 V
210 v2602 20250721 5109.00 ... 5225.00 5101.00 V
211 v2603 20250721 5120.00 ... 5228.00 5127.00 V
212 v2604 20250721 5290.00 ... 5381.00 5263.00 V
213 v2605 20250721 5264.00 ... 5390.00 5271.00 V
214 v2606 20250721 5320.00 ... 5419.00 5291.00 V
215 v2607 20250721 5350.00 ... 5411.00 5305.00 V
216 y2508 20250721 8146.00 ... 8132.00 8138.00 Y
217 y2509 20250721 8156.00 ... 8124.00 8130.00 Y
218 y2511 20250721 8168.00 ... 8124.00 8138.00 Y
219 y2512 20250721 8138.00 ... 8134.00 8154.00 Y
220 y2601 20250721 8130.00 ... 8082.00 8094.00 Y
221 y2603 20250721 7960.00 ... 7952.00 7950.00 Y
222 y2605 20250721 7748.00 ... 7710.00 7716.00 Y
223 y2607 20250721 7722.00 ... 7692.00 7714.00 Y
[224 rows x 12 columns]
2025-07-21 22:24:58,966 - future_1d - INFO - ak.get_dce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 IC2508 20250721 6077.400 ... 6110.600 6046.600 IC
1 IC2509 20250721 6036.000 ... 6059.800 5993.200 IC
2 IC2512 20250721 5890.000 ... 5932.400 5866.200 IC
3 IC2603 20250721 5804.600 ... 5817.400 5866.200 IC
4 IF2508 20250721 4070.000 ... 4075.200 4047.000 IF
5 IF2509 20250721 4055.200 ... 4064.400 4035.200 IF
6 IF2512 20250721 4019.800 ... 4031.600 3999.200 IF
7 IF2603 20250721 3998.000 ... 4002.200 3999.200 IF
8 IH2508 20250721 2772.000 ... 2771.600 2764.200 IH
9 IH2509 20250721 2775.000 ... 2771.800 2763.200 IH
10 IH2512 20250721 2775.000 ... 2774.600 2764.400 IH
11 IH2603 20250721 2770.200 ... 2776.200 2764.400 IH
12 IM2508 20250721 6502.000 ... 6545.200 6478.200 IM
13 IM2509 20250721 6440.000 ... 6472.600 6403.800 IM
14 IM2512 20250721 6245.000 ... 6288.400 6220.800 IM
15 IM2603 20250721 6121.000 ... 6128.400 6220.800 IM
16 T2509 20250721 108.695 ... 108.730 108.810 T
17 T2512 20250721 108.800 ... 108.775 108.865 T
18 T2603 20250721 108.695 ... 108.745 108.840 T
19 TF2509 20250721 105.980 ... 105.935 106.005 TF
20 TF2512 20250721 106.050 ... 106.005 106.060 TF
21 TF2603 20250721 106.120 ... 106.085 106.110 TF
22 TL2509 20250721 120.210 ... 119.930 120.530 TL
23 TL2512 20250721 120.100 ... 119.750 120.350 TL
24 TL2603 20250721 119.970 ... 119.550 120.130 TL
25 TS2509 20250721 102.408 ... 102.416 102.434 TS
26 TS2512 20250721 102.498 ... 102.490 102.500 TS
27 TS2603 20250721 102.580 ... 102.582 102.592 TS
[28 rows x 12 columns]
2025-07-21 22:24:59,340 - future_1d - INFO - ak.get_cffex_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 SC2508 20250721 533 ... 534.6 523.5 SC
1 SC2509 20250721 517.7 ... 515.3 511.1 SC
2 SC2510 20250721 509.9 ... 507.3 504.1 SC
3 SC2511 20250721 502.9 ... 500.7 498.6 SC
4 SC2512 20250721 499.5 ... 496.9 495 SC
5 SC2601 20250721 494 ... 493.5 490.5 SC
6 SC2602 20250721 490.2 ... 490.5 488 SC
7 SC2603 20250721 488.1 ... 487.8 485.7 SC
8 SC2604 20250721 485 ... 485 483.9 SC
9 SC2605 20250721 486.3 ... 486.3 479.5 SC
10 SC2606 20250721 481.6 ... 480.8 480.5 SC
11 SC2607 20250721 ... 475.5 475.5 SC
12 SC2609 20250721 ... 473.4 471.9 SC
13 SC2612 20250721 477 ... 477 471.1 SC
14 SC2703 20250721 ... 472.1 472.1 SC
15 SC2706 20250721 467 ... 470.6 471.4 SC
16 SC2709 20250721 472.1 ... 470.3 469.1 SC
17 SC2712 20250721 ... 467.2 467.2 SC
18 SC2803 20250721 ... 465.3 465 SC
19 SC2806 20250721 467.1 ... 467.1 466.8 SC
21 LU2508 20250721 3635 ... 3596 3592 LU
22 LU2509 20250721 3660 ... 3613 3596 LU
23 LU2510 20250721 3642 ... 3610 3595 LU
24 LU2511 20250721 3608 ... 3596 3572 LU
25 LU2512 20250721 3580 ... 3575 3545 LU
26 LU2601 20250721 3568 ... 3550 3541 LU
27 LU2602 20250721 3557 ... 3553 3527 LU
28 LU2603 20250721 3556 ... 3546 3514 LU
29 LU2604 20250721 3507 ... 3503 3477 LU
30 LU2605 20250721 3505 ... 3496 3494 LU
31 LU2606 20250721 3503 ... 3489 3486 LU
32 LU2607 20250721 3500 ... 3485 3456 LU
34 NR2508 20250721 12660 ... 12710 12700 NR
35 NR2509 20250721 12665 ... 12745 12730 NR
36 NR2510 20250721 12650 ... 12745 12730 NR
37 NR2511 20250721 12660 ... 12755 12765 NR
38 NR2512 20250721 12660 ... 12805 12825 NR
39 NR2601 20250721 12760 ... 12810 12805 NR
40 NR2602 20250721 12690 ... 12815 12825 NR
41 NR2603 20250721 ... 12845 12860 NR
42 NR2604 20250721 12765 ... 12765 12840 NR
43 NR2605 20250721 12795 ... 12865 12885 NR
44 NR2606 20250721 12815 ... 12815 12950 NR
45 NR2607 20250721 ... 12520 12520 NR
47 BC2508 20250721 69680 ... 70350 69490 BC
48 BC2509 20250721 69800 ... 70450 69570 BC
49 BC2510 20250721 70810 ... 70810 69630 BC
50 BC2511 20250721 ... 69190 69190 BC
51 BC2512 20250721 ... 70180 69320 BC
52 BC2601 20250721 ... 69480 69480 BC
53 BC2602 20250721 ... 69410 69410 BC
54 BC2603 20250721 ... 69290 69290 BC
55 BC2604 20250721 ... 69430 69430 BC
56 BC2605 20250721 ... 69480 69460 BC
57 BC2606 20250721 ... 69340 68190 BC
58 BC2607 20250721 ... 67820 67820 BC
60 EC2508 20250721 2266 ... 2300.3 2219.6 EC
61 EC2510 20250721 1660 ... 1648.5 1631.1 EC
62 EC2512 20250721 1810 ... 1807 1809.5 EC
63 EC2602 20250721 1548 ... 1513.8 1513.1 EC
64 EC2604 20250721 1397.9 ... 1355.6 1332.9 EC
65 EC2606 20250721 1448.8 ... 1467.1 1459.3 EC
68 SC_TAS2508 20250721 ... SC_TAS
69 SC_TAS2509 20250721 ... SC_TAS
70 SC_TAS2510 20250721 ... SC_TAS
71 SC_TAS2511 20250721 ... SC_TAS
[66 rows x 12 columns]
2025-07-21 22:24:59,433 - future_1d - INFO - ak.get_ine_daily('2025-07-21') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250721 7900.0 7958.0 ... 375658.99 7929.0 7878.0 AP
1 AP511 20250721 7687.0 7735.0 ... 2472.12 7701.0 7663.0 AP
2 AP512 20250721 7728.0 7757.0 ... 324.64 7730.0 7692.0 AP
3 AP601 20250721 7775.0 7825.0 ... 20406.76 7801.0 7742.0 AP
4 AP603 20250721 7686.0 7725.0 ... 277.52 7709.0 7680.0 AP
5 AP604 20250721 7727.0 7756.0 ... 100.57 7736.0 7716.0 AP
6 AP605 20250721 7783.0 7800.0 ... 256.89 7784.0 7756.0 AP
7 CF509 20250721 14295.0 14295.0 ... 2067628.59 14210.0 14300.0 CF
8 CF511 20250721 13910.0 13980.0 ... 135917.27 13925.0 13955.0 CF
9 CF601 20250721 13990.0 14040.0 ... 434827.07 13980.0 13980.0 CF
10 CF603 20250721 13920.0 13995.0 ... 3092.89 13930.0 13940.0 CF
11 CF605 20250721 13950.0 13995.0 ... 16398.15 13930.0 13935.0 CF
12 CF607 20250721 13915.0 13995.0 ... 195.46 13960.0 13965.0 CF
13 CJ509 20250721 9370.0 9495.0 ... 131475.60 9410.0 9395.0 CJ
14 CJ512 20250721 10220.0 10370.0 ... 12073.71 10245.0 10270.0 CJ
15 CJ601 20250721 10370.0 10530.0 ... 1111814.31 10410.0 10400.0 CJ
16 CJ603 20250721 10450.0 10590.0 ... 14116.21 10485.0 10480.0 CJ
17 CJ605 20250721 10600.0 10725.0 ... 79717.18 10620.0 10620.0 CJ
18 CJ607 20250721 10700.0 10835.0 ... 1132.64 10735.0 10695.0 CJ
19 CY508 20250721 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250721 20540.0 20540.0 ... 90622.28 20450.0 20525.0 CY
21 CY510 20250721 0.0 0.0 ... 0.00 20060.0 20135.0 CY
22 CY511 20250721 20165.0 20165.0 ... 10.08 20165.0 20150.0 CY
23 CY512 20250721 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250721 20225.0 20295.0 ... 232.84 20245.0 20285.0 CY
25 CY602 20250721 0.0 0.0 ... 0.00 19980.0 19980.0 CY
26 CY603 20250721 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250721 0.0 0.0 ... 0.00 19955.0 19905.0 CY
28 CY605 20250721 20190.0 20190.0 ... 10.10 20190.0 20170.0 CY
29 CY606 20250721 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250721 0.0 0.0 ... 0.00 19970.0 19970.0 CY
31 FG508 20250721 1104.0 1194.0 ... 21486.10 1160.0 1110.0 FG
32 FG509 20250721 1095.0 1186.0 ... 9509176.11 1145.0 1095.0 FG
33 FG510 20250721 1147.0 1240.0 ... 56637.12 1205.0 1151.0 FG
34 FG511 20250721 1135.0 1225.0 ... 76073.53 1186.0 1131.0 FG
35 FG512 20250721 1191.0 1285.0 ... 42700.88 1248.0 1190.0 FG
36 FG601 20250721 1175.0 1271.0 ... 1439757.53 1231.0 1175.0 FG
37 FG602 20250721 1216.0 1311.0 ... 2996.86 1273.0 1220.0 FG
38 FG603 20250721 1215.0 1304.0 ... 3628.61 1264.0 1215.0 FG
39 FG604 20250721 1250.0 1339.0 ... 3241.34 1302.0 1251.0 FG
40 FG605 20250721 1251.0 1336.0 ... 34449.12 1295.0 1247.0 FG
41 FG606 20250721 1265.0 1348.0 ... 2524.37 1311.0 1266.0 FG
42 FG607 20250721 1260.0 1341.0 ... 723.46 1306.0 1264.0 FG
43 JR509 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250721 2346.0 2384.0 ... 1698.93 2373.0 2353.0 MA
53 MA509 20250721 2368.0 2417.0 ... 2059355.30 2399.0 2374.0 MA
54 MA510 20250721 2396.0 2442.0 ... 63296.48 2428.0 2398.0 MA
55 MA511 20250721 2413.0 2459.0 ... 91700.47 2445.0 2414.0 MA
56 MA512 20250721 2433.0 2477.0 ... 37121.89 2463.0 2434.0 MA
57 MA601 20250721 2440.0 2487.0 ... 314840.39 2468.0 2442.0 MA
58 MA602 20250721 2442.0 2472.0 ... 113.09 2459.0 2427.0 MA
59 MA603 20250721 2440.0 2464.0 ... 196.12 2451.0 2428.0 MA
60 MA604 20250721 2411.0 2438.0 ... 50.95 2426.0 2404.0 MA
61 MA605 20250721 2370.0 2408.0 ... 6073.98 2392.0 2370.0 MA
62 MA606 20250721 2394.0 2411.0 ... 48.01 2400.0 2379.0 MA
63 MA607 20250721 2382.0 2406.0 ... 64.66 2395.0 2373.0 MA
64 OI509 20250721 9600.0 9659.0 ... 2333649.79 9597.0 9529.0 OI
65 OI511 20250721 9570.0 9636.0 ... 148420.91 9576.0 9516.0 OI
66 OI601 20250721 9518.0 9580.0 ... 401857.17 9520.0 9458.0 OI
67 OI603 20250721 9465.0 9514.0 ... 2043.80 9462.0 9397.0 OI
68 OI605 20250721 9394.0 9438.0 ... 6349.65 9379.0 9347.0 OI
69 OI607 20250721 9354.0 9359.0 ... 112.19 9350.0 9343.0 OI
70 PF508 20250721 6420.0 6480.0 ... 28320.85 6442.0 6500.0 PF
71 PF509 20250721 6378.0 6456.0 ... 434865.28 6422.0 6406.0 PF
72 PF510 20250721 6416.0 6512.0 ... 177786.37 6468.0 6432.0 PF
73 PF511 20250721 6406.0 6500.0 ... 84272.22 6448.0 6410.0 PF
74 PF512 20250721 6392.0 6484.0 ... 16321.20 6432.0 6390.0 PF
75 PF601 20250721 6398.0 6482.0 ... 6447.42 6442.0 6388.0 PF
76 PF602 20250721 6458.0 6478.0 ... 22.66 6476.0 6392.0 PF
77 PF603 20250721 6466.0 6484.0 ... 12.94 6472.0 6402.0 PF
78 PF604 20250721 6504.0 6504.0 ... 9.74 6496.0 6450.0 PF
79 PF605 20250721 6472.0 6530.0 ... 29.20 6490.0 6476.0 PF
80 PF606 20250721 0.0 0.0 ... 0.00 6490.0 6412.0 PF
81 PF607 20250721 0.0 0.0 ... 0.00 6482.0 6412.0 PF
82 PK510 20250721 8210.0 8234.0 ... 193971.73 8208.0 8242.0 PK
83 PK511 20250721 8032.0 8066.0 ... 65651.94 8054.0 8072.0 PK
84 PK512 20250721 8026.0 8028.0 ... 809.89 8020.0 8028.0 PK
85 PK601 20250721 8012.0 8040.0 ... 8573.16 8028.0 8036.0 PK
86 PK603 20250721 8036.0 8042.0 ... 265.02 8032.0 8024.0 PK
87 PK604 20250721 8034.0 8046.0 ... 92.44 8038.0 8024.0 PK
88 PK605 20250721 8028.0 8068.0 ... 1627.52 8038.0 8028.0 PK
89 PM509 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250721 5956.0 6034.0 ... 8835.77 6012.0 5962.0 PR
96 PR509 20250721 5938.0 6014.0 ... 502836.47 5976.0 5938.0 PR
97 PR510 20250721 5944.0 6022.0 ... 230026.70 5984.0 5944.0 PR
98 PR511 20250721 5940.0 6004.0 ... 50326.38 5966.0 5932.0 PR
99 PR512 20250721 5946.0 5964.0 ... 17.87 5956.0 5910.0 PR
100 PR601 20250721 5912.0 5970.0 ... 1076.72 5932.0 5892.0 PR
101 PR602 20250721 5966.0 5966.0 ... 8.95 5966.0 5922.0 PR
102 PR603 20250721 5974.0 5974.0 ... 8.96 5974.0 5922.0 PR
103 PR604 20250721 5924.0 5980.0 ... 35.74 5958.0 5910.0 PR
104 PR605 20250721 5940.0 5978.0 ... 62.61 5964.0 5940.0 PR
105 PR606 20250721 0.0 0.0 ... 0.00 5946.0 5914.0 PR
106 PR607 20250721 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250721 6962.0 7004.0 ... 3261.67 6956.0 6950.0 PX
108 PX509 20250721 6828.0 6894.0 ... 745722.19 6850.0 6808.0 PX
109 PX510 20250721 6802.0 6882.0 ... 66284.00 6830.0 6754.0 PX
110 PX511 20250721 6746.0 6838.0 ... 148781.72 6782.0 6712.0 PX
111 PX512 20250721 6722.0 6814.0 ... 40875.74 6760.0 6698.0 PX
112 PX601 20250721 6684.0 6784.0 ... 78427.74 6736.0 6662.0 PX
113 PX602 20250721 6700.0 6710.0 ... 30.17 6704.0 6654.0 PX
114 PX603 20250721 0.0 0.0 ... 0.00 6724.0 6638.0 PX
115 PX604 20250721 6674.0 6686.0 ... 6.68 6680.0 6630.0 PX
116 PX605 20250721 6648.0 6712.0 ... 126.70 6668.0 6640.0 PX
117 PX606 20250721 6708.0 6708.0 ... 6.70 6700.0 6616.0 PX
118 PX607 20250721 6644.0 6710.0 ... 20.05 6686.0 6628.0 PX
119 RI509 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250721 2720.0 2732.0 ... 6435.54 2715.0 2710.0 RM
126 RM509 20250721 2726.0 2745.0 ... 837958.36 2727.0 2721.0 RM
127 RM511 20250721 2538.0 2562.0 ... 14990.69 2549.0 2529.0 RM
128 RM601 20250721 2396.0 2421.0 ... 230124.45 2407.0 2386.0 RM
129 RM603 20250721 2361.0 2389.0 ... 39873.08 2374.0 2351.0 RM
130 RM605 20250721 2355.0 2372.0 ... 47973.34 2365.0 2346.0 RM
131 RM607 20250721 2352.0 2365.0 ... 2146.56 2359.0 2340.0 RM
132 RS508 20250721 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250721 5162.0 5162.0 ... 194.96 5131.0 5141.0 RS
134 RS511 20250721 5200.0 5275.0 ... 207.92 5198.0 5181.0 RS
135 RS607 20250721 0.0 0.0 ... 0.00 5180.0 5176.0 RS
136 SA508 20250721 1216.0 1297.0 ... 14123.12 1268.0 1217.0 SA
137 SA509 20250721 1232.0 1309.0 ... 9596856.89 1273.0 1226.0 SA
138 SA510 20250721 1239.0 1327.0 ... 296120.29 1301.0 1240.0 SA
139 SA511 20250721 1249.0 1330.0 ... 433296.72 1304.0 1244.0 SA
140 SA512 20250721 1265.0 1360.0 ... 186250.71 1329.0 1272.0 SA
141 SA601 20250721 1280.0 1365.0 ... 2650502.06 1327.0 1273.0 SA
142 SA602 20250721 1289.0 1374.0 ... 29395.18 1342.0 1286.0 SA
143 SA603 20250721 1286.0 1375.0 ... 23175.83 1347.0 1282.0 SA
144 SA604 20250721 1312.0 1400.0 ... 7165.39 1363.0 1312.0 SA
145 SA605 20250721 1315.0 1402.0 ... 88422.37 1366.0 1314.0 SA
146 SA606 20250721 1322.0 1409.0 ... 6355.43 1377.0 1323.0 SA
147 SA607 20250721 1324.0 1400.0 ... 2454.41 1371.0 1322.0 SA
148 SF508 20250721 5576.0 5696.0 ... 19344.71 5642.0 5524.0 SF
149 SF509 20250721 5620.0 5728.0 ... 870674.20 5662.0 5532.0 SF
150 SF510 20250721 5564.0 5688.0 ... 168100.80 5628.0 5488.0 SF
151 SF511 20250721 5722.0 5838.0 ... 232845.36 5778.0 5636.0 SF
152 SF512 20250721 5686.0 5802.0 ... 14831.68 5742.0 5604.0 SF
153 SF601 20250721 5678.0 5784.0 ... 38997.83 5718.0 5584.0 SF
154 SF602 20250721 5636.0 5720.0 ... 803.06 5656.0 5528.0 SF
155 SF603 20250721 6066.0 6066.0 ... 115.77 5790.0 5676.0 SF
156 SF604 20250721 5750.0 5788.0 ... 23.03 5758.0 5618.0 SF
157 SF605 20250721 5730.0 5820.0 ... 720.97 5768.0 5642.0 SF
158 SF606 20250721 5712.0 5764.0 ... 51.43 5716.0 5570.0 SF
159 SF607 20250721 5868.0 5914.0 ... 32.13 5842.0 5640.0 SF
160 SH508 20250721 2452.0 2564.0 ... 68831.87 2518.0 2453.0 SH
161 SH509 20250721 2475.0 2625.0 ... 7039880.46 2557.0 2482.0 SH
162 SH510 20250721 2486.0 2641.0 ... 781913.51 2571.0 2500.0 SH
163 SH511 20250721 2469.0 2618.0 ... 640463.82 2545.0 2477.0 SH
164 SH512 20250721 2472.0 2622.0 ... 148428.69 2547.0 2481.0 SH
165 SH601 20250721 2458.0 2604.0 ... 407953.52 2538.0 2458.0 SH
166 SH602 20250721 2488.0 2626.0 ... 2212.80 2570.0 2481.0 SH
167 SH603 20250721 2493.0 2623.0 ... 1621.97 2562.0 2487.0 SH
168 SH604 20250721 2546.0 2650.0 ... 280.01 2593.0 2516.0 SH
169 SH605 20250721 2522.0 2659.0 ... 8663.15 2599.0 2522.0 SH
170 SH606 20250721 2553.0 2668.0 ... 401.90 2627.0 2548.0 SH
171 SH607 20250721 2553.0 2666.0 ... 220.12 2621.0 2543.0 SH
172 SM508 20250721 5890.0 5938.0 ... 3921.36 5898.0 5814.0 SM
173 SM509 20250721 5898.0 5950.0 ... 1152426.45 5908.0 5824.0 SM
174 SM510 20250721 5862.0 5926.0 ... 59783.88 5886.0 5800.0 SM
175 SM511 20250721 5912.0 5992.0 ... 145420.24 5950.0 5864.0 SM
176 SM512 20250721 5924.0 5990.0 ... 34128.29 5948.0 5860.0 SM
177 SM601 20250721 5948.0 5984.0 ... 146454.85 5944.0 5850.0 SM
178 SM602 20250721 5938.0 5978.0 ... 228.77 5942.0 5856.0 SM
179 SM603 20250721 5900.0 5984.0 ... 202.10 5944.0 5860.0 SM
180 SM604 20250721 5952.0 5996.0 ... 92.47 5966.0 5860.0 SM
181 SM605 20250721 5950.0 6004.0 ... 2428.83 5960.0 5862.0 SM
182 SM606 20250721 5958.0 5998.0 ... 29.82 5964.0 5876.0 SM
183 SM607 20250721 0.0 0.0 ... 0.00 5862.0 5862.0 SM
184 SR509 20250721 5840.0 5854.0 ... 1090661.67 5840.0 5828.0 SR
185 SR511 20250721 5725.0 5744.0 ... 134964.27 5734.0 5722.0 SR
186 SR601 20250721 5668.0 5678.0 ... 161173.63 5670.0 5659.0 SR
187 SR603 20250721 5626.0 5643.0 ... 3330.78 5636.0 5623.0 SR
188 SR605 20250721 5608.0 5618.0 ... 9493.81 5611.0 5596.0 SR
189 SR607 20250721 5599.0 5612.0 ... 571.83 5606.0 5589.0 SR
190 TA508 20250721 4772.0 4808.0 ... 9779.35 4784.0 4760.0 TA
191 TA509 20250721 4758.0 4810.0 ... 2274962.39 4776.0 4752.0 TA
192 TA510 20250721 4740.0 4808.0 ... 81965.40 4774.0 4730.0 TA
193 TA511 20250721 4734.0 4796.0 ... 55920.64 4760.0 4722.0 TA
194 TA512 20250721 4726.0 4780.0 ... 26305.74 4746.0 4716.0 TA
195 TA601 20250721 4706.0 4774.0 ... 553157.26 4740.0 4686.0 TA
196 TA602 20250721 4714.0 4770.0 ... 154.12 4742.0 4682.0 TA
197 TA603 20250721 4710.0 4770.0 ... 123.22 4740.0 4690.0 TA
198 TA604 20250721 4718.0 4768.0 ... 42.72 4748.0 4680.0 TA
199 TA605 20250721 4712.0 4780.0 ... 8661.57 4756.0 4700.0 TA
200 TA606 20250721 4728.0 4772.0 ... 33.28 4754.0 4692.0 TA
201 TA607 20250721 4760.0 4780.0 ... 35.75 4768.0 4692.0 TA
202 UR508 20250721 1763.0 1808.0 ... 6165.21 1795.0 1754.0 UR
203 UR509 20250721 1790.0 1818.0 ... 1189792.96 1807.0 1758.0 UR
204 UR510 20250721 1758.0 1797.0 ... 32428.25 1790.0 1749.0 UR
205 UR511 20250721 1773.0 1798.0 ... 34961.13 1792.0 1749.0 UR
206 UR512 20250721 1778.0 1790.0 ... 499.39 1784.0 1735.0 UR
207 UR601 20250721 1760.0 1783.0 ... 237965.14 1774.0 1730.0 UR
208 UR602 20250721 1728.0 1777.0 ... 1033.62 1770.0 1724.0 UR
209 UR603 20250721 1784.0 1799.0 ... 1103.92 1792.0 1755.0 UR
210 UR604 20250721 1776.0 1795.0 ... 339.44 1787.0 1745.0 UR
211 UR605 20250721 1752.0 1789.0 ... 8031.87 1778.0 1738.0 UR
212 UR606 20250721 1752.0 1781.0 ... 695.37 1774.0 1733.0 UR
213 UR607 20250721 1769.0 1797.0 ... 121.56 1788.0 1743.0 UR
214 WH509 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-21 22:24:59,853 - future_1d - INFO - ak.get_czce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 PS2508 20250721 45200.0 ... 45290.0 44670.0 PS
1 PS2509 20250721 45280.0 ... 45055.0 44175.0 PS
2 PS2510 20250721 44400.0 ... 44835.0 43905.0 PS
3 PS2511 20250721 44260.0 ... 44625.0 43535.0 PS
4 PS2512 20250721 45800.0 ... 46680.0 45790.0 PS
5 PS2601 20250721 46010.0 ... 46365.0 45550.0 PS
6 PS2602 20250721 45200.0 ... 46140.0 45270.0 PS
7 PS2603 20250721 45200.0 ... 46135.0 45325.0 PS
8 PS2604 20250721 45140.0 ... 46090.0 44790.0 PS
9 PS2605 20250721 45460.0 ... 46100.0 45200.0 PS
10 PS2606 20250721 46000.0 ... 47085.0 46070.0 PS
11 PS2607 20250721 46350.0 ... 46580.0 45585.0 PS
13 SI2508 20250721 8810.0 ... 9085.0 8840.0 SI
14 SI2509 20250721 8960.0 ... 9110.0 8820.0 SI
15 SI2510 20250721 8770.0 ... 9030.0 8805.0 SI
16 SI2511 20250721 8850.0 ... 8975.0 8730.0 SI
17 SI2512 20250721 9105.0 ... 9275.0 9035.0 SI
18 SI2601 20250721 8970.0 ... 9195.0 8970.0 SI
19 SI2602 20250721 9020.0 ... 9160.0 8970.0 SI
20 SI2603 20250721 9005.0 ... 9140.0 8955.0 SI
21 SI2604 20250721 9035.0 ... 9160.0 8950.0 SI
22 SI2605 20250721 8935.0 ... 9130.0 8910.0 SI
23 SI2606 20250721 9005.0 ... 9130.0 8885.0 SI
24 SI2607 20250721 9000.0 ... 9125.0 8875.0 SI
27 LC2508 20250721 70880.0 ... 70900.0 69620.0 LC
28 LC2509 20250721 71160.0 ... 70960.0 69520.0 LC
29 LC2510 20250721 70000.0 ... 70140.0 68800.0 LC
30 LC2511 20250721 69560.0 ... 69780.0 68360.0 LC
31 LC2512 20250721 69500.0 ... 69740.0 68380.0 LC
32 LC2601 20250721 69500.0 ... 69700.0 68240.0 LC
33 LC2602 20250721 68800.0 ... 69360.0 68120.0 LC
34 LC2603 20250721 69500.0 ... 69300.0 68100.0 LC
35 LC2604 20250721 69640.0 ... 69800.0 68440.0 LC
36 LC2605 20250721 70000.0 ... 69820.0 68440.0 LC
37 LC2606 20250721 69080.0 ... 69700.0 68300.0 LC
38 LC2607 20250721 68980.0 ... 69640.0 68300.0 LC
[36 rows x 12 columns]
2025-07-21 22:25:00,057 - future_1d - INFO - ak.get_gfex_daily('2025-07-21') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250721 ... 79230 78310 CU
1 1 CU2509 20250721 ... 79260 78330 CU
2 2 CU2510 20250721 ... 79390 78290 CU
3 3 CU2511 20250721 ... 79440 78230 CU
4 4 CU2512 20250721 ... 79200 78160 CU
5 5 CU2601 20250721 ... 79100 78120 CU
6 6 CU2602 20250721 ... 79140 78100 CU
7 7 CU2603 20250721 ... 79050 78040 CU
8 8 CU2604 20250721 ... 79080 78020 CU
9 9 CU2605 20250721 ... 79130 78070 CU
10 10 CU2606 20250721 ... 79180 78080 CU
11 11 CU2607 20250721 ... 79360 78120 CU
12 12 BC2508 20250721 ... 70350 69490 BC
13 13 BC2509 20250721 ... 70450 69570 BC
14 14 BC2510 20250721 ... 70810 69630 BC
15 15 BC2511 20250721 ... 69190 69190 BC
16 16 BC2512 20250721 ... 70180 69320 BC
17 17 BC2601 20250721 ... 69480 69480 BC
18 18 BC2602 20250721 ... 69410 69410 BC
19 19 BC2603 20250721 ... 69290 69290 BC
20 20 BC2604 20250721 ... 69430 69430 BC
21 21 BC2605 20250721 ... 69480 69460 BC
22 22 BC2606 20250721 ... 69340 68190 BC
23 23 BC2607 20250721 ... 67820 67820 BC
24 24 AL2508 20250721 ... 20780 20550 AL
25 25 AL2509 20250721 ... 20745 20505 AL
26 26 AL2510 20250721 ... 20695 20435 AL
27 27 AL2511 20250721 ... 20615 20365 AL
28 28 AL2512 20250721 ... 20555 20315 AL
29 29 AL2601 20250721 ... 20540 20285 AL
30 30 AL2602 20250721 ... 20560 20285 AL
31 31 AL2603 20250721 ... 20505 20285 AL
32 32 AL2604 20250721 ... 20545 20300 AL
33 33 AL2605 20250721 ... 20570 20295 AL
34 34 AL2606 20250721 ... 20520 20315 AL
35 35 AL2607 20250721 ... 20485 20315 AL
36 36 ZN2508 20250721 ... 22750 22295 ZN
37 37 ZN2509 20250721 ... 22785 22300 ZN
38 38 ZN2510 20250721 ... 22775 22275 ZN
39 39 ZN2511 20250721 ... 22730 22235 ZN
40 40 ZN2512 20250721 ... 22675 22190 ZN
41 41 ZN2601 20250721 ... 22585 22165 ZN
42 42 ZN2602 20250721 ... 22615 22110 ZN
43 43 ZN2603 20250721 ... 22590 22150 ZN
44 44 ZN2604 20250721 ... 22550 22165 ZN
45 45 ZN2605 20250721 ... 22565 22125 ZN
46 46 ZN2606 20250721 ... 22580 22135 ZN
47 47 ZN2607 20250721 ... 22565 22135 ZN
48 48 PB2508 20250721 ... 16935 16815 PB
49 49 PB2509 20250721 ... 16965 16850 PB
50 50 PB2510 20250721 ... 16985 16875 PB
51 51 PB2511 20250721 ... 17000 16890 PB
52 52 PB2512 20250721 ... 17030 16905 PB
53 53 PB2601 20250721 ... 17060 16900 PB
54 54 PB2602 20250721 ... 17065 16965 PB
55 55 PB2603 20250721 ... 17080 16955 PB
56 56 PB2604 20250721 ... 17110 16950 PB
57 57 PB2605 20250721 ... 17080 16975 PB
58 58 PB2606 20250721 ... 16980 16980 PB
59 59 PB2607 20250721 ... 17110 16980 PB
60 60 NI2508 20250721 ... 121690 120250 NI
61 61 NI2509 20250721 ... 121870 120330 NI
62 62 NI2510 20250721 ... 122090 120400 NI
63 63 NI2511 20250721 ... 122450 120370 NI
64 64 NI2512 20250721 ... 122400 120660 NI
65 65 NI2601 20250721 ... 122890 120920 NI
66 66 NI2602 20250721 ... 122900 121100 NI
67 67 NI2603 20250721 ... 123270 121260 NI
68 68 NI2604 20250721 ... 122810 121480 NI
69 69 NI2605 20250721 ... 123280 121770 NI
70 70 NI2606 20250721 ... 123570 122040 NI
71 71 NI2607 20250721 ... 123980 121820 NI
72 72 SN2508 20250721 ... 265570 263900 SN
73 73 SN2509 20250721 ... 265900 264190 SN
74 74 SN2510 20250721 ... 266240 264280 SN
75 75 SN2511 20250721 ... 266360 264400 SN
76 76 SN2512 20250721 ... 266690 264710 SN
77 77 SN2601 20250721 ... 266020 264790 SN
78 78 SN2602 20250721 ... 266770 264700 SN
79 79 SN2603 20250721 ... 266950 264500 SN
80 80 SN2604 20250721 ... 267120 265010 SN
81 81 SN2605 20250721 ... 263850 265510 SN
82 82 SN2606 20250721 ... 267180 266120 SN
83 83 SN2607 20250721 ... 265840 265090 SN
84 84 AO2508 20250721 ... 3343 3148 AO
85 85 AO2509 20250721 ... 3312 3124 AO
86 86 AO2510 20250721 ... 3266 3106 AO
87 87 AO2511 20250721 ... 3253 3099 AO
88 88 AO2512 20250721 ... 3243 3093 AO
89 89 AO2601 20250721 ... 3237 3087 AO
90 90 AO2602 20250721 ... 3208 3087 AO
91 91 AO2603 20250721 ... 3202 3073 AO
92 92 AO2604 20250721 ... 3194 3058 AO
93 93 AO2605 20250721 ... 3180 3055 AO
94 94 AO2606 20250721 ... 3166 3048 AO
95 95 AO2607 20250721 ... 3158 3046 AO
96 96 AD2511 20250721 ... 20100 19885 AD
97 97 AD2512 20250721 ... 20080 19820 AD
98 98 AD2601 20250721 ... 20050 19740 AD
99 99 AD2602 20250721 ... 19940 19685 AD
100 100 AD2603 20250721 ... 19960 19680 AD
101 101 AD2604 20250721 ... 19895 19690 AD
102 102 AD2605 20250721 ... 19880 19640 AD
103 103 AD2606 20250721 ... 19845 19635 AD
104 104 AD2607 20250721 ... 19550 19550 AD
105 105 AU2508 20250721 ... 777.66 773 AU
106 106 AU2509 20250721 ... 778.46 773.84 AU
107 107 AU2510 20250721 ... 779.84 775.34 AU
108 108 AU2512 20250721 ... 781.96 777.26 AU
109 109 AU2602 20250721 ... 784.18 779.48 AU
110 110 AU2604 20250721 ... 786.8 782.12 AU
111 111 AU2606 20250721 ... 789.14 783.84 AU
112 112 AU2608 20250721 ... 791.16 786.84 AU
113 113 AG2508 20250721 ... 9224 9159 AG
114 114 AG2509 20250721 ... 9237 9176 AG
115 115 AG2510 20250721 ... 9249 9186 AG
116 116 AG2511 20250721 ... 9261 9199 AG
117 117 AG2512 20250721 ... 9271 9205 AG
118 118 AG2601 20250721 ... 9285 9221 AG
119 119 AG2602 20250721 ... 9294 9234 AG
120 120 AG2603 20250721 ... 9305 9251 AG
121 121 AG2604 20250721 ... 9316 9256 AG
122 122 AG2605 20250721 ... 9328 9272 AG
123 123 AG2606 20250721 ... 9341 9285 AG
124 124 AG2607 20250721 ... 9354 9315 AG
125 125 RB2508 20250721 ... 3121 3083 RB
126 126 RB2509 20250721 ... 3152 3103 RB
127 127 RB2510 20250721 ... 3207 3156 RB
128 128 RB2511 20250721 ... 3229 3178 RB
129 129 RB2512 20250721 ... 3255 3200 RB
130 130 RB2601 20250721 ... 3260 3200 RB
131 131 RB2602 20250721 ... 3242 3190 RB
132 132 RB2603 20250721 ... 3259 3196 RB
133 133 RB2604 20250721 ... 3266 3197 RB
134 134 RB2605 20250721 ... 3271 3213 RB
135 135 RB2606 20250721 ... 3281 3220 RB
136 136 RB2607 20250721 ... 3298 3225 RB
137 137 WR2508 20250721 ... 3212 3212 WR
138 138 WR2509 20250721 ... 3335 3335 WR
139 139 WR2510 20250721 ... 3498 3431 WR
140 140 WR2511 20250721 ... 3481 3408 WR
141 141 WR2512 20250721 ... 3536 3447 WR
142 142 WR2601 20250721 ... 3513 3400 WR
143 143 WR2602 20250721 ... 3496 3396 WR
144 144 WR2603 20250721 ... 3462 3387 WR
145 145 WR2604 20250721 ... 3524 3437 WR
146 146 WR2605 20250721 ... 3594 3379 WR
147 147 WR2606 20250721 ... 3543 3400 WR
148 148 WR2607 20250721 ... 3640 3400 WR
149 149 HC2508 20250721 ... 3358 3304 HC
150 150 HC2509 20250721 ... 3393 3326 HC
151 151 HC2510 20250721 ... 3381 3321 HC
152 152 HC2511 20250721 ... 3387 3325 HC
153 153 HC2512 20250721 ... 3393 3328 HC
154 154 HC2601 20250721 ... 3396 3332 HC
155 155 HC2602 20250721 ... 3399 3335 HC
156 156 HC2603 20250721 ... 3403 3338 HC
157 157 HC2604 20250721 ... 3393 3353 HC
158 158 HC2605 20250721 ... 3396 3333 HC
159 159 HC2606 20250721 ... 3421 3344 HC
160 160 HC2607 20250721 ... 3411 3336 HC
161 161 SS2508 20250721 ... 12865 12745 SS
162 162 SS2509 20250721 ... 12870 12735 SS
163 163 SS2510 20250721 ... 12910 12775 SS
164 164 SS2511 20250721 ... 12920 12805 SS
165 165 SS2512 20250721 ... 12950 12830 SS
166 166 SS2601 20250721 ... 13015 12875 SS
167 167 SS2602 20250721 ... 13040 12910 SS
168 168 SS2603 20250721 ... 13090 12965 SS
169 169 SS2604 20250721 ... 13120 13005 SS
170 170 SS2605 20250721 ... 13170 13025 SS
171 171 SS2606 20250721 ... 13190 13045 SS
172 172 SS2607 20250721 ... 13240 13090 SS
173 173 SC2508 20250721 ... 534.6 523.5 SC
174 174 SC2509 20250721 ... 515.3 511.1 SC
175 175 SC2510 20250721 ... 507.3 504.1 SC
176 176 SC2511 20250721 ... 500.7 498.6 SC
177 177 SC2512 20250721 ... 496.9 495 SC
178 178 SC2601 20250721 ... 493.5 490.5 SC
179 179 SC2602 20250721 ... 490.5 488 SC
180 180 SC2603 20250721 ... 487.8 485.7 SC
181 181 SC2604 20250721 ... 485 483.9 SC
182 182 SC2605 20250721 ... 486.3 479.5 SC
183 183 SC2606 20250721 ... 480.8 480.5 SC
184 184 SC2607 20250721 ... 475.5 475.5 SC
185 185 SC2609 20250721 ... 473.4 471.9 SC
186 186 SC2612 20250721 ... 477 471.1 SC
187 187 SC2703 20250721 ... 472.1 472.1 SC
188 188 SC2706 20250721 ... 470.6 471.4 SC
189 189 SC2709 20250721 ... 470.3 469.1 SC
190 190 SC2712 20250721 ... 467.2 467.2 SC
191 191 SC2803 20250721 ... 465.3 465 SC
192 192 SC2806 20250721 ... 467.1 466.8 SC
193 193 LU2508 20250721 ... 3596 3592 LU
194 194 LU2509 20250721 ... 3613 3596 LU
195 195 LU2510 20250721 ... 3610 3595 LU
196 196 LU2511 20250721 ... 3596 3572 LU
197 197 LU2512 20250721 ... 3575 3545 LU
198 198 LU2601 20250721 ... 3550 3541 LU
199 199 LU2602 20250721 ... 3553 3527 LU
200 200 LU2603 20250721 ... 3546 3514 LU
201 201 LU2604 20250721 ... 3503 3477 LU
202 202 LU2605 20250721 ... 3496 3494 LU
203 203 LU2606 20250721 ... 3489 3486 LU
204 204 LU2607 20250721 ... 3485 3456 LU
205 205 FU2508 20250721 ... 2885 2854 FU
206 206 FU2509 20250721 ... 2921 2880 FU
207 207 FU2510 20250721 ... 2929 2889 FU
208 208 FU2511 20250721 ... 2921 2882 FU
209 209 FU2512 20250721 ... 2901 2871 FU
210 210 FU2601 20250721 ... 2889 2863 FU
211 211 FU2602 20250721 ... 2874 2851 FU
212 212 FU2603 20250721 ... 2862 2838 FU
213 213 FU2604 20250721 ... 2845 2825 FU
214 214 FU2605 20250721 ... 2827 2803 FU
215 215 FU2606 20250721 ... 2814 2796 FU
216 216 FU2607 20250721 ... 2804 2785 FU
217 217 BU2508 20250721 ... 3685 3669 BU
218 218 BU2509 20250721 ... 3661 3647 BU
219 219 BU2510 20250721 ... 3612 3594 BU
220 220 BU2511 20250721 ... 3560 3542 BU
221 221 BU2512 20250721 ... 3487 3471 BU
222 222 BU2601 20250721 ... 3449 3433 BU
223 223 BU2602 20250721 ... 3435 3412 BU
224 224 BU2603 20250721 ... 3429 3409 BU
225 225 BU2604 20250721 ... 3421 3408 BU
226 226 BU2605 20250721 ... 3419 3399 BU
227 227 BU2606 20250721 ... 3413 3398 BU
228 228 BU2607 20250721 ... 3464 3407 BU
229 229 BU2609 20250721 ... 3397 3403 BU
230 230 BU2612 20250721 ... 3347 3338 BU
231 231 BU2703 20250721 ... 3329 3325 BU
232 232 BU2706 20250721 ... 3342 3326 BU
233 233 BR2508 20250721 ... 11910 11710 BR
234 234 BR2509 20250721 ... 11895 11675 BR
235 235 BR2510 20250721 ... 11875 11650 BR
236 236 BR2511 20250721 ... 11900 11655 BR
237 237 BR2512 20250721 ... 11885 11655 BR
238 238 BR2601 20250721 ... 11880 11650 BR
239 239 BR2602 20250721 ... 11860 11630 BR
240 240 BR2603 20250721 ... 11865 11650 BR
241 241 BR2604 20250721 ... 11925 11630 BR
242 242 BR2605 20250721 ... 11925 11640 BR
243 243 BR2606 20250721 ... 11885 11640 BR
244 244 BR2607 20250721 ... 11900 11665 BR
245 245 RU2508 20250721 ... 14880 14795 RU
246 246 RU2509 20250721 ... 14900 14840 RU
247 247 RU2510 20250721 ... 14905 14835 RU
248 248 RU2511 20250721 ... 14895 14820 RU
249 249 RU2601 20250721 ... 15695 15650 RU
250 250 RU2603 20250721 ... 15695 15620 RU
251 251 RU2604 20250721 ... 15740 15670 RU
252 252 RU2605 20250721 ... 15800 15685 RU
253 253 RU2606 20250721 ... 15670 15670 RU
254 254 RU2607 20250721 ... 15805 15695 RU
255 255 NR2508 20250721 ... 12710 12700 NR
256 256 NR2509 20250721 ... 12745 12730 NR
257 257 NR2510 20250721 ... 12745 12730 NR
258 258 NR2511 20250721 ... 12755 12765 NR
259 259 NR2512 20250721 ... 12805 12825 NR
260 260 NR2601 20250721 ... 12810 12805 NR
261 261 NR2602 20250721 ... 12815 12825 NR
262 262 NR2603 20250721 ... 12845 12860 NR
263 263 NR2604 20250721 ... 12765 12840 NR
264 264 NR2605 20250721 ... 12865 12885 NR
265 265 NR2606 20250721 ... 12815 12950 NR
266 266 NR2607 20250721 ... 12520 12520 NR
267 267 SP2508 20250721 ... 5302 5276 SP
268 268 SP2509 20250721 ... 5328 5292 SP
269 269 SP2510 20250721 ... 5304 5284 SP
270 270 SP2511 20250721 ... 5294 5262 SP
271 271 SP2512 20250721 ... 5250 5218 SP
272 272 SP2601 20250721 ... 5470 5444 SP
273 273 SP2602 20250721 ... 5418 5396 SP
274 274 SP2603 20250721 ... 5422 5392 SP
275 275 SP2604 20250721 ... 5396 5384 SP
276 276 SP2605 20250721 ... 5416 5386 SP
277 277 SP2606 20250721 ... 5422 5380 SP
278 278 SP2607 20250721 ... 5410 5390 SP
279 279 EC2508 20250721 ... 2300.3 2219.6 EC
280 280 EC2510 20250721 ... 1648.5 1631.1 EC
281 281 EC2512 20250721 ... 1807 1809.5 EC
282 282 EC2602 20250721 ... 1513.8 1513.1 EC
283 283 EC2604 20250721 ... 1355.6 1332.9 EC
284 284 EC2606 20250721 ... 1467.1 1459.3 EC
285 285 SC_TAS2508 20250721 ... SC_TAS
286 286 SC_TAS2509 20250721 ... SC_TAS
287 287 SC_TAS2510 20250721 ... SC_TAS
288 288 SC_TAS2511 20250721 ... SC_TAS
[289 rows x 13 columns]
2025-07-21 22:25:00,161 - future_1d - INFO - ak.get_shfe_daily('2025-07-21') done
2025-07-21 22:25:02,618 - future_1d - INFO - save future_daily 2025-07-21 add
2025-07-21 22:25:02,626 - future_1d - INFO - 0 1 2 3 4
symbol a2509 a2511 a2601 a2603 a2605
date 2025-07-21 2025-07-21 2025-07-21 2025-07-21 2025-07-21
opencol 4178.0 4118.0 4106.0 4098.0 4108.0
high 4208.0 4128.0 4117.0 4106.0 4141.0
low 4153.0 4089.0 4083.0 4070.0 4100.0
close 4199.0 4124.0 4114.0 4106.0 4141.0
volume 182594.0 28923.0 14043.0 4108.0 565.0
open_interest 172998.0 71087.0 28945.0 22117.0 1071.0
turnover 762655.29 118855.17 57576.79 16793.92 2326.8
settle 4176.0 4109.0 4100.0 4088.0 4118.0
pre_settle 4198.0 4117.0 4108.0 4097.0 4132.0
variety A A A A A
exchange DCE DCE DCE DCE DCE
comd a a a a a
contract a2509 a2511 a2601 a2603 a2605
contract_yymm 2509 2511 2601 2603 2605
maturity_month 2 4 6 8 10
maturity_day 42 103 164 223 284