125 125 RB2508 20250730 ... 3295 3217 RB
126 126 RB2509 20250730 ... 3296 3236 RB
127 127 RB2510 20250730 ... 3345 3301 RB
128 128 RB2511 20250730 ... 3355 3295 RB
129 129 RB2512 20250730 ... 3398 3322 RB
130 130 RB2601 20250730 ... 3401 3338 RB
131 131 RB2602 20250730 ... 3382 3333 RB
132 132 RB2603 20250730 ... 3391 3334 RB
133 133 RB2604 20250730 ... 3416 3361 RB
134 134 RB2605 20250730 ... 3416 3365 RB
135 135 RB2606 20250730 ... 3408 3346 RB
136 136 RB2607 20250730 ... 3426 3352 RB
137 137 WR2508 20250730 ... 3212 3212 WR
138 138 WR2509 20250730 ... 3335 3335 WR
139 139 WR2510 20250730 ... 3569 3516 WR
140 140 WR2511 20250730 ... 3500 3490 WR
141 141 WR2512 20250730 ... 3532 3532 WR
142 142 WR2601 20250730 ... 3560 3550 WR
143 143 WR2602 20250730 ... 3570 3570 WR
144 144 WR2603 20250730 ... 3565 3565 WR
145 145 WR2604 20250730 ... 3560 3559 WR
146 146 WR2605 20250730 ... 3616 3616 WR
147 147 WR2606 20250730 ... 3600 3600 WR
148 148 WR2607 20250730 ... 3635 3635 WR
149 149 HC2508 20250730 ... 3504 3468 HC
150 150 HC2509 20250730 ... 3514 3432 HC
151 151 HC2510 20250730 ... 3515 3455 HC
152 152 HC2511 20250730 ... 3515 3451 HC
153 153 HC2512 20250730 ... 3528 3469 HC
154 154 HC2601 20250730 ... 3524 3467 HC
155 155 HC2602 20250730 ... 3506 3429 HC
156 156 HC2603 20250730 ... 3515 3447 HC
157 157 HC2604 20250730 ... 3515 3451 HC
158 158 HC2605 20250730 ... 3518 3456 HC
159 159 HC2606 20250730 ... 3539 3471 HC
160 160 HC2607 20250730 ... 3541 3490 HC
161 161 SS2508 20250730 ... 12955 12885 SS
162 162 SS2509 20250730 ... 12940 12880 SS
163 163 SS2510 20250730 ... 12980 12920 SS
164 164 SS2511 20250730 ... 13025 12970 SS
165 165 SS2512 20250730 ... 13045 12995 SS
166 166 SS2601 20250730 ... 13075 13020 SS
167 167 SS2602 20250730 ... 13120 13065 SS
168 168 SS2603 20250730 ... 13175 13125 SS
169 169 SS2604 20250730 ... 13235 13215 SS
170 170 SS2605 20250730 ... 13270 13225 SS
171 171 SS2606 20250730 ... 13285 13235 SS
172 172 SS2607 20250730 ... 13340 13275 SS
173 173 SC2508 20250730 ... 531 540.2 SC
174 174 SC2509 20250730 ... 523.8 514.7 SC
175 175 SC2510 20250730 ... 518.5 507.8 SC
176 176 SC2511 20250730 ... 515.1 503.8 SC
177 177 SC2512 20250730 ... 512.2 500.5 SC
178 178 SC2601 20250730 ... 509.3 497.5 SC
179 179 SC2602 20250730 ... 507.2 495.1 SC
180 180 SC2603 20250730 ... 505.9 492.1 SC
181 181 SC2604 20250730 ... 504.5 490.9 SC
182 182 SC2605 20250730 ... 500 487.9 SC
183 183 SC2606 20250730 ... 498 488.5 SC
184 184 SC2607 20250730 ... 496.5 482.7 SC
185 185 SC2609 20250730 ... 490.3 483.2 SC
186 186 SC2612 20250730 ... 487.7 478.7 SC
187 187 SC2703 20250730 ... 486.9 473 SC
188 188 SC2706 20250730 ... 484.2 474.6 SC
189 189 SC2709 20250730 ... 486 470.9 SC
190 190 SC2712 20250730 ... 481.5 474.9 SC
191 191 SC2803 20250730 ... 479.3 466.3 SC
192 192 SC2806 20250730 ... 472.3 467.7 SC
193 193 LU2508 20250730 ... 3481 3498 LU
194 194 LU2509 20250730 ... 3675 3615 LU
195 195 LU2510 20250730 ... 3690 3620 LU
196 196 LU2511 20250730 ... 3680 3608 LU
197 197 LU2512 20250730 ... 3661 3574 LU
198 198 LU2601 20250730 ... 3616 3546 LU
199 199 LU2602 20250730 ... 3602 3530 LU
200 200 LU2603 20250730 ... 3607 3512 LU
201 201 LU2604 20250730 ... 3591 3507 LU
202 202 LU2605 20250730 ... 3575 3504 LU
203 203 LU2606 20250730 ... 3554 3492 LU
204 204 LU2607 20250730 ... 3560 3483 LU
205 205 FU2508 20250730 ... 2813 2883 FU
206 206 FU2509 20250730 ... 2944 2913 FU
207 207 FU2510 20250730 ... 2950 2917 FU
208 208 FU2511 20250730 ... 2954 2922 FU
209 209 FU2512 20250730 ... 2950 2915 FU
210 210 FU2601 20250730 ... 2950 2913 FU
211 211 FU2602 20250730 ... 2933 2901 FU
212 212 FU2603 20250730 ... 2929 2891 FU
213 213 FU2604 20250730 ... 2920 2877 FU
214 214 FU2605 20250730 ... 2902 2865 FU
215 215 FU2606 20250730 ... 2892 2857 FU
216 216 FU2607 20250730 ... 2869 2832 FU
217 217 BU2508 20250730 ... 3666 3640 BU
218 218 BU2509 20250730 ... 3648 3614 BU
219 219 BU2510 20250730 ... 3632 3592 BU
220 220 BU2511 20250730 ... 3591 3548 BU
221 221 BU2512 20250730 ... 3514 3480 BU
222 222 BU2601 20250730 ... 3481 3450 BU
223 223 BU2602 20250730 ... 3460 3427 BU
224 224 BU2603 20250730 ... 3461 3431 BU
225 225 BU2604 20250730 ... 3461 3421 BU
226 226 BU2605 20250730 ... 3445 3417 BU
227 227 BU2606 20250730 ... 3441 3411 BU
228 228 BU2607 20250730 ... 3431 3395 BU
229 229 BU2609 20250730 ... 3427 3398 BU
230 230 BU2612 20250730 ... 3373 3350 BU
231 231 BU2703 20250730 ... 3389 3352 BU
232 232 BU2706 20250730 ... 3390 3353 BU
233 233 BR2508 20250730 ... 11810 11845 BR
234 234 BR2509 20250730 ... 11835 11855 BR
235 235 BR2510 20250730 ... 11815 11815 BR
236 236 BR2511 20250730 ... 11810 11795 BR
237 237 BR2512 20250730 ... 11835 11855 BR
238 238 BR2601 20250730 ... 11885 11860 BR
239 239 BR2602 20250730 ... 11825 11820 BR
240 240 BR2603 20250730 ... 11885 11880 BR
241 241 BR2604 20250730 ... 11865 11820 BR
242 242 BR2605 20250730 ... 11885 11800 BR
243 243 BR2606 20250730 ... 11860 11820 BR
244 244 BR2607 20250730 ... 11890 11890 BR
245 245 RU2508 20250730 ... 15000 14940 RU
246 246 RU2509 20250730 ... 14995 14975 RU
247 247 RU2510 20250730 ... 14990 14955 RU
248 248 RU2511 20250730 ... 14945 14930 RU
249 249 RU2601 20250730 ... 15815 15750 RU
250 250 RU2603 20250730 ... 15845 15810 RU
251 251 RU2604 20250730 ... 15855 15800 RU
252 252 RU2605 20250730 ... 15910 15880 RU
253 253 RU2606 20250730 ... 15940 15890 RU
254 254 RU2607 20250730 ... 16025 15985 RU
255 255 NR2508 20250730 ... 12540 12605 NR
256 256 NR2509 20250730 ... 12610 12665 NR
257 257 NR2510 20250730 ... 12635 12665 NR
258 258 NR2511 20250730 ... 12655 12665 NR
259 259 NR2512 20250730 ... 12710 12665 NR
260 260 NR2601 20250730 ... 12770 12750 NR
261 261 NR2602 20250730 ... 12815 12840 NR
262 262 NR2603 20250730 ... 12840 12665 NR
263 263 NR2604 20250730 ... 12870 12760 NR
264 264 NR2605 20250730 ... 12860 12790 NR
265 265 NR2606 20250730 ... 13020 13050 NR
266 266 NR2607 20250730 ... 12880 13020 NR
267 267 SP2508 20250730 ... 5344 5352 SP
268 268 SP2509 20250730 ... 5366 5384 SP
269 269 SP2510 20250730 ... 5338 5344 SP
270 270 SP2511 20250730 ... 5338 5352 SP
271 271 SP2512 20250730 ... 5318 5328 SP
272 272 SP2601 20250730 ... 5530 5528 SP
273 273 SP2602 20250730 ... 5460 5438 SP
274 274 SP2603 20250730 ... 5432 5430 SP
275 275 SP2604 20250730 ... 5402 5420 SP
276 276 SP2605 20250730 ... 5396 5402 SP
277 277 SP2606 20250730 ... 5420 5402 SP
278 278 SP2607 20250730 ... 5396 5414 SP
279 279 EC2508 20250730 ... 2135.6 2105.6 EC
280 280 EC2510 20250730 ... 1494.7 1475.4 EC
281 281 EC2512 20250730 ... 1755.4 1734.5 EC
282 282 EC2602 20250730 ... 1548.8 1522.7 EC
283 283 EC2604 20250730 ... 1379.8 1366.2 EC
284 284 EC2606 20250730 ... 1513.7 1501.8 EC
285 285 SC_TAS2509 20250730 ... SC_TAS
286 286 SC_TAS2510 20250730 ... SC_TAS
287 287 SC_TAS2511 20250730 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:19:26,967 - future_1d - INFO - ak.get_shfe_daily('2025-07-30') done
2025-08-03 14:19:28,703 - future_1d - INFO - save future_daily 2025-07-30 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250731 6256.000 ... 6175.600 6266.200 IC
1 IC2509 20250731 6198.400 ... 6112.200 6209.800 IC
2 IC2512 20250731 6041.800 ... 5964.600 6073.800 IC
3 IC2603 20250731 5935.200 ... 5839.200 5947.800 IC
4 IF2508 20250731 4130.000 ... 4063.800 4140.000 IF
5 IF2509 20250731 4124.800 ... 4050.800 4130.200 IF
6 IF2512 20250731 4087.000 ... 4016.400 4097.800 IF
7 IF2603 20250731 4059.600 ... 3985.600 4066.200 IF
8 IH2508 20250731 2812.000 ... 2772.600 2817.400 IH
9 IH2509 20250731 2811.600 ... 2772.000 2817.600 IH
10 IH2512 20250731 2808.000 ... 2773.600 2817.600 IH
11 IH2603 20250731 2810.600 ... 2775.600 2818.000 IH
12 IM2508 20250731 6669.800 ... 6602.800 6665.800 IM
13 IM2509 20250731 6589.000 ... 6526.600 6596.200 IM
14 IM2512 20250731 6381.000 ... 6340.000 6412.200 IM
15 IM2603 20250731 6225.600 ... 6173.000 6243.600 IM
16 T2509 20250731 108.380 ... 108.460 108.305 T
17 T2512 20250731 108.300 ... 108.435 108.245 T
18 T2603 20250731 108.290 ... 108.405 108.205 T
19 TF2509 20250731 105.680 ... 105.725 105.640 TF
20 TF2512 20250731 105.715 ... 105.790 105.685 TF
21 TF2603 20250731 105.760 ... 105.840 105.735 TF
22 TL2509 20250731 118.700 ... 119.120 118.440 TL
23 TL2512 20250731 118.360 ... 118.770 118.010 TL
24 TL2603 20250731 118.010 ... 118.430 117.700 TL
25 TS2509 20250731 102.362 ... 102.350 102.342 TS
26 TS2512 20250731 102.392 ... 102.414 102.388 TS
27 TS2603 20250731 102.476 ... 102.484 102.452 TS
[28 rows x 12 columns]
2025-08-03 14:19:35,951 - future_1d - INFO - ak.get_cffex_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 a2509 20250731 4146.0 ... 4137.00 4152.00 A
1 a2511 20250731 4143.0 ... 4124.00 4138.00 A
2 a2601 20250731 4126.0 ... 4112.00 4125.00 A
3 a2603 20250731 4115.0 ... 4103.00 4116.00 A
4 a2605 20250731 4150.0 ... 4139.00 4149.00 A
5 a2607 20250731 4151.0 ... 4143.00 4149.00 A
6 b2508 20250731 3560.0 ... 3559.00 3550.00 B
7 b2509 20250731 3666.0 ... 3663.00 3663.00 B
8 b2510 20250731 3707.0 ... 3705.00 3701.00 B
9 b2511 20250731 3732.0 ... 3725.00 3726.00 B
10 b2512 20250731 3755.0 ... 3751.00 3751.00 B
11 b2601 20250731 3740.0 ... 3734.00 3740.00 B
12 b2602 20250731 3710.0 ... 3699.00 3707.00 B
13 b2603 20250731 3624.0 ... 3619.00 3623.00 B
14 b2604 20250731 3514.0 ... 3501.00 3515.00 B
15 b2605 20250731 3440.0 ... 3434.00 3444.00 B
16 b2606 20250731 3422.0 ... 3415.00 3427.00 B
17 b2607 20250731 3423.0 ... 3417.00 3423.00 B
18 bb2509 20250731 139.0 ... 140.70 144.50 BB
19 bb2511 20250731 148.8 ... 148.85 150.25 BB
20 bb2601 20250731 148.6 ... 148.35 149.60 BB
21 bb2603 20250731 0.0 ... 140.70 141.85 BB
22 bb2605 20250731 0.0 ... 140.75 141.90 BB
23 bb2607 20250731 0.0 ... 140.75 141.90 BB
24 bz2603 20250731 6310.0 ... 6313.00 6304.00 BZ
25 bz2604 20250731 6277.0 ... 6275.00 6252.00 BZ
26 bz2605 20250731 6289.0 ... 6295.00 6261.00 BZ
27 bz2606 20250731 0.0 ... 6258.00 6258.00 BZ
28 bz2607 20250731 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250731 2312.0 ... 2304.00 2310.00 C
30 c2511 20250731 2240.0 ... 2234.00 2242.00 C
31 c2601 20250731 2220.0 ... 2212.00 2218.00 C
32 c2603 20250731 2217.0 ... 2213.00 2217.00 C
33 c2605 20250731 2262.0 ... 2260.00 2264.00 C
34 c2607 20250731 2279.0 ... 2277.00 2279.00 C
35 cs2509 20250731 2685.0 ... 2676.00 2677.00 CS
36 cs2511 20250731 2589.0 ... 2579.00 2590.00 CS
37 cs2601 20250731 2596.0 ... 2589.00 2598.00 CS
38 cs2603 20250731 2594.0 ... 2584.00 2594.00 CS
39 cs2605 20250731 2638.0 ... 2628.00 2636.00 CS
40 cs2607 20250731 2644.0 ... 2636.00 2653.00 CS
41 eb2508 20250731 7336.0 ... 7328.00 7365.00 EB
42 eb2509 20250731 7384.0 ... 7373.00 7404.00 EB
43 eb2510 20250731 7419.0 ... 7402.00 7427.00 EB
44 eb2511 20250731 7422.0 ... 7416.00 7433.00 EB
45 eb2512 20250731 7429.0 ... 7441.00 7447.00 EB
46 eb2601 20250731 7450.0 ... 7445.00 7471.00 EB
47 eb2602 20250731 7452.0 ... 7433.00 7466.00 EB
48 eb2603 20250731 7446.0 ... 7426.00 7452.00 EB
49 eb2604 20250731 7455.0 ... 7464.00 7450.00 EB
50 eb2605 20250731 7468.0 ... 7484.00 7468.00 EB
51 eb2606 20250731 7504.0 ... 7499.00 7473.00 EB
52 eb2607 20250731 7528.0 ... 7483.00 7481.00 EB
53 eg2508 20250731 4387.0 ... 4407.00 4420.00 EG
54 eg2509 20250731 4440.0 ... 4432.00 4465.00 EG
55 eg2510 20250731 4449.0 ... 4431.00 4467.00 EG
56 eg2511 20250731 4464.0 ... 4447.00 4484.00 EG
57 eg2512 20250731 4475.0 ... 4454.00 4491.00 EG
58 eg2601 20250731 4480.0 ... 4459.00 4495.00 EG
59 eg2602 20250731 4458.0 ... 4458.00 4501.00 EG
60 eg2603 20250731 4469.0 ... 4453.00 4501.00 EG
61 eg2604 20250731 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250731 4492.0 ... 4463.00 4519.00 EG
63 eg2606 20250731 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250731 4514.0 ... 4514.00 4561.00 EG
65 fb2508 20250731 1330.0 ... 1370.50 1395.00 FB
66 fb2509 20250731 1280.0 ... 1282.00 1282.50 FB
67 fb2510 20250731 1307.0 ... 1312.00 1311.50 FB
68 fb2511 20250731 1309.0 ... 1311.50 1312.00 FB
69 fb2512 20250731 1310.5 ... 1313.50 1314.50 FB
70 fb2601 20250731 1317.5 ... 1318.00 1318.00 FB
71 fb2602 20250731 0.0 ... 1305.50 1305.50 FB
72 fb2603 20250731 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250731 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250731 0.0 ... 1338.00 1338.00 FB
75 fb2606 20250731 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250731 0.0 ... 1302.50 1302.50 FB
77 i2508 20250731 790.5 ... 788.50 800.50 I
78 i2509 20250731 792.5 ... 784.50 798.00 I
79 i2510 20250731 785.5 ... 781.00 795.00 I
80 i2511 20250731 779.0 ... 774.00 788.00 I
81 i2512 20250731 774.0 ... 769.00 782.50 I
82 i2601 20250731 766.0 ... 760.50 774.00 I
83 i2602 20250731 765.5 ... 756.00 769.00 I
84 i2603 20250731 757.0 ... 753.00 765.00 I
85 i2604 20250731 753.5 ... 747.00 762.50 I
86 i2605 20250731 745.0 ... 738.50 753.00 I
87 i2606 20250731 740.5 ... 734.00 748.50 I
88 i2607 20250731 735.0 ... 730.00 743.00 I
89 j2508 20250731 1583.5 ... 1598.00 1557.00 J
90 j2509 20250731 1679.5 ... 1634.00 1684.00 J
91 j2510 20250731 1694.5 ... 1637.00 1695.00 J
92 j2511 20250731 1713.5 ... 1665.00 1721.00 J
93 j2512 20250731 1698.0 ... 1672.50 1735.50 J
94 j2601 20250731 1751.0 ... 1693.00 1743.50 J
95 j2602 20250731 0.0 ... 1723.00 1739.00 J
96 j2603 20250731 0.0 ... 1736.00 1736.00 J
97 j2604 20250731 1775.5 ... 1731.50 1786.50 J
98 j2605 20250731 1786.0 ... 1756.00 1794.50 J
99 j2606 20250731 1814.5 ... 1749.00 1818.50 J
100 j2607 20250731 1795.5 ... 1799.00 1846.50 J
101 jd2508 20250731 3258.0 ... 3236.00 3304.00 JD
102 jd2509 20250731 3564.0 ... 3529.00 3574.00 JD
103 jd2510 20250731 3353.0 ... 3312.00 3364.00 JD
104 jd2511 20250731 3390.0 ... 3363.00 3399.00 JD
105 jd2512 20250731 3539.0 ... 3523.00 3541.00 JD
106 jd2601 20250731 3645.0 ... 3621.00 3638.00 JD
107 jd2602 20250731 3206.0 ... 3196.00 3209.00 JD
108 jd2603 20250731 3206.0 ... 3193.00 3213.00 JD
109 jd2604 20250731 3361.0 ... 3333.00 3370.00 JD
110 jd2605 20250731 3481.0 ... 3458.00 3479.00 JD
111 jd2606 20250731 3300.0 ... 3288.00 3300.00 JD
112 jd2607 20250731 3506.0 ... 3499.00 3513.00 JD
113 jm2508 20250731 933.0 ... 917.00 971.00 JM
114 jm2509 20250731 1100.5 ... 1081.00 1136.00 JM
115 jm2510 20250731 1156.0 ... 1120.00 1158.00 JM
116 jm2511 20250731 1169.0 ... 1134.00 1177.00 JM
117 jm2512 20250731 1198.0 ... 1151.50 1199.00 JM
118 jm2601 20250731 1213.0 ... 1179.00 1233.50 JM
119 jm2602 20250731 1244.0 ... 1198.00 1242.50 JM
120 jm2603 20250731 1221.5 ... 1200.00 1247.50 JM
121 jm2604 20250731 1259.5 ... 1210.00 1250.50 JM
122 jm2605 20250731 1255.5 ... 1212.50 1264.50 JM
123 jm2606 20250731 1238.0 ... 1213.50 1259.00 JM
124 jm2607 20250731 1266.0 ... 1220.50 1275.00 JM
125 l2508 20250731 7361.0 ... 7329.00 7361.00 L
126 l2509 20250731 7390.0 ... 7369.00 7402.00 L
127 l2510 20250731 7416.0 ... 7394.00 7429.00 L
128 l2511 20250731 7438.0 ... 7413.00 7446.00 L
129 l2512 20250731 7450.0 ... 7428.00 7455.00 L
130 l2601 20250731 7453.0 ... 7422.00 7455.00 L
131 l2602 20250731 7412.0 ... 7430.00 7448.00 L
132 l2603 20250731 7407.0 ... 7394.00 7440.00 L
133 l2604 20250731 7429.0 ... 7429.00 7459.00 L
134 l2605 20250731 7420.0 ... 7407.00 7441.00 L
135 l2606 20250731 0.0 ... 7428.00 7429.00 L
136 l2607 20250731 7426.0 ... 7426.00 7448.00 L
137 lg2509 20250731 824.0 ... 824.00 829.00 LG
138 lg2511 20250731 834.0 ... 832.50 832.00 LG
139 lg2601 20250731 826.0 ... 830.00 833.00 LG
140 lg2603 20250731 826.0 ... 828.50 831.50 LG
141 lg2605 20250731 829.0 ... 834.00 837.50 LG
142 lg2607 20250731 833.0 ... 833.00 841.50 LG
143 lh2509 20250731 14100.0 ... 14125.00 14120.00 LH
144 lh2511 20250731 14110.0 ... 13995.00 14140.00 LH
145 lh2601 20250731 14405.0 ... 14240.00 14415.00 LH
146 lh2603 20250731 13455.0 ... 13350.00 13525.00 LH
147 lh2605 20250731 13980.0 ... 13785.00 14025.00 LH
148 lh2607 20250731 14600.0 ... 14500.00 14625.00 LH
149 m2508 20250731 3010.0 ... 2996.00 2991.00 M
150 m2509 20250731 3007.0 ... 3006.00 3001.00 M
151 m2511 20250731 3045.0 ... 3044.00 3038.00 M
152 m2512 20250731 3077.0 ... 3073.00 3068.00 M
153 m2601 20250731 3045.0 ... 3041.00 3041.00 M
154 m2603 20250731 2918.0 ... 2914.00 2917.00 M
155 m2605 20250731 2743.0 ... 2737.00 2743.00 M
156 m2607 20250731 2727.0 ... 2719.00 2727.00 M
157 p2508 20250731 8894.0 ... 8808.00 8878.00 P
158 p2509 20250731 8962.0 ... 8912.00 8972.00 P
159 p2510 20250731 8962.0 ... 8920.00 8982.00 P
160 p2511 20250731 8962.0 ... 8920.00 8986.00 P
161 p2512 20250731 8958.0 ... 8914.00 8988.00 P
162 p2601 20250731 8960.0 ... 8930.00 8992.00 P
163 p2602 20250731 8938.0 ... 8908.00 8952.00 P
164 p2603 20250731 8872.0 ... 8866.00 8898.00 P
165 p2604 20250731 8818.0 ... 8828.00 8848.00 P
166 p2605 20250731 8764.0 ... 8750.00 8796.00 P
167 p2606 20250731 8686.0 ... 8702.00 8706.00 P
168 p2607 20250731 8648.0 ... 8636.00 8654.00 P
169 pg2508 20250731 4054.0 ... 4030.00 4044.00 PG
170 pg2509 20250731 4056.0 ... 4056.00 4045.00 PG
171 pg2510 20250731 4469.0 ... 4481.00 4453.00 PG
172 pg2511 20250731 4411.0 ... 4425.00 4392.00 PG
173 pg2512 20250731 4352.0 ... 4366.00 4335.00 PG
174 pg2601 20250731 4288.0 ... 4302.00 4274.00 PG
175 pg2602 20250731 4206.0 ... 4215.00 4187.00 PG
176 pg2603 20250731 4123.0 ... 4134.00 4102.00 PG
177 pg2604 20250731 4419.0 ... 4392.00 4392.00 PG
178 pg2605 20250731 4349.0 ... 4337.00 4301.00 PG
179 pg2606 20250731 4236.0 ... 4270.00 4233.00 PG
180 pg2607 20250731 4254.0 ... 4254.00 4265.00 PG
181 pp2508 20250731 7106.0 ... 7100.00 7120.00 PP
182 pp2509 20250731 7163.0 ... 7138.00 7165.00 PP
183 pp2510 20250731 7145.0 ... 7137.00 7160.00 PP
184 pp2511 20250731 7156.0 ... 7146.00 7166.00 PP
185 pp2512 20250731 7167.0 ... 7155.00 7174.00 PP
186 pp2601 20250731 7167.0 ... 7157.00 7183.00 PP
187 pp2602 20250731 7124.0 ... 7122.00 7157.00 PP
188 pp2603 20250731 7118.0 ... 7119.00 7157.00 PP
189 pp2604 20250731 7128.0 ... 7165.00 7167.00 PP
190 pp2605 20250731 7166.0 ... 7149.00 7170.00 PP
191 pp2606 20250731 7130.0 ... 7125.00 7144.00 PP
192 pp2607 20250731 7131.0 ... 7131.00 7190.00 PP
193 rr2508 20250731 3552.0 ... 3562.00 3566.00 RR
194 rr2509 20250731 3617.0 ... 3615.00 3619.00 RR
195 rr2510 20250731 3634.0 ... 3632.00 3633.00 RR
196 rr2511 20250731 3631.0 ... 3628.00 3622.00 RR
197 rr2512 20250731 3636.0 ... 3629.00 3633.00 RR
198 rr2601 20250731 3644.0 ... 3640.00 3618.00 RR
199 rr2602 20250731 3641.0 ... 3638.00 3632.00 RR
200 rr2603 20250731 3644.0 ... 3638.00 3634.00 RR
201 rr2604 20250731 3642.0 ... 3640.00 3635.00 RR
202 rr2605 20250731 3634.0 ... 3636.00 3632.00 RR
203 rr2606 20250731 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250731 3642.0 ... 3633.00 3629.00 RR
205 v2508 20250731 5106.0 ... 5065.00 5164.00 V
206 v2509 20250731 5145.0 ... 5100.00 5215.00 V
207 v2510 20250731 5190.0 ... 5134.00 5251.00 V
208 v2511 20250731 5210.0 ... 5149.00 5290.00 V
209 v2512 20250731 5250.0 ... 5186.00 5323.00 V
210 v2601 20250731 5276.0 ... 5231.00 5350.00 V
211 v2602 20250731 5299.0 ... 5242.00 5372.00 V
212 v2603 20250731 5309.0 ... 5263.00 5405.00 V
213 v2604 20250731 5527.0 ... 5481.00 5611.00 V
214 v2605 20250731 5556.0 ... 5510.00 5605.00 V
215 v2606 20250731 5565.0 ... 5530.00 5635.00 V
216 v2607 20250731 5588.0 ... 5538.00 5650.00 V
217 y2508 20250731 8266.0 ... 8240.00 8266.00 Y
218 y2509 20250731 8220.0 ... 8206.00 8244.00 Y
219 y2511 20250731 8216.0 ... 8202.00 8242.00 Y
220 y2512 20250731 8214.0 ... 8204.00 8248.00 Y
221 y2601 20250731 8178.0 ... 8164.00 8202.00 Y
222 y2603 20250731 8054.0 ... 8052.00 8070.00 Y
223 y2605 20250731 7812.0 ... 7812.00 7838.00 Y
224 y2607 20250731 7778.0 ... 7782.00 7802.00 Y
[225 rows x 12 columns]
2025-08-03 14:19:36,418 - future_1d - INFO - ak.get_dce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 PS2508 20250731 53120.0 ... 50910.0 53090.0 PS
1 PS2509 20250731 52500.0 ... 50735.0 53290.0 PS
2 PS2510 20250731 53270.0 ... 50895.0 53435.0 PS
3 PS2511 20250731 53000.0 ... 50990.0 53575.0 PS
4 PS2512 20250731 55650.0 ... 53875.0 55945.0 PS
5 PS2601 20250731 55420.0 ... 53970.0 55985.0 PS
6 PS2602 20250731 56700.0 ... 54305.0 56060.0 PS
7 PS2603 20250731 56655.0 ... 54680.0 56140.0 PS
8 PS2604 20250731 56140.0 ... 54580.0 56185.0 PS
9 PS2605 20250731 55000.0 ... 54455.0 56005.0 PS
10 PS2606 20250731 58835.0 ... 56210.0 57410.0 PS
11 PS2607 20250731 57900.0 ... 56430.0 57350.0 PS
13 SI2508 20250731 9225.0 ... 8920.0 9325.0 SI
14 SI2509 20250731 9090.0 ... 8860.0 9345.0 SI
15 SI2510 20250731 9110.0 ... 8845.0 9325.0 SI
16 SI2511 20250731 9045.0 ... 8825.0 9320.0 SI
17 SI2512 20250731 9400.0 ... 9135.0 9625.0 SI
18 SI2601 20250731 9300.0 ... 9105.0 9580.0 SI
19 SI2602 20250731 9270.0 ... 9095.0 9575.0 SI
20 SI2603 20250731 9230.0 ... 9065.0 9545.0 SI
21 SI2604 20250731 9260.0 ... 9095.0 9535.0 SI
22 SI2605 20250731 9370.0 ... 9090.0 9515.0 SI
23 SI2606 20250731 9345.0 ... 9095.0 9515.0 SI
24 SI2607 20250731 9320.0 ... 9110.0 9525.0 SI
27 LC2508 20250731 68480.0 ... 67900.0 71480.0 LC
28 LC2509 20250731 68540.0 ... 67840.0 71620.0 LC
29 LC2510 20250731 69500.0 ... 67940.0 71300.0 LC
30 LC2511 20250731 69040.0 ... 68040.0 71440.0 LC
31 LC2512 20250731 69600.0 ... 68460.0 71600.0 LC
32 LC2601 20250731 68660.0 ... 68560.0 71680.0 LC
33 LC2602 20250731 68700.0 ... 68620.0 71420.0 LC
34 LC2603 20250731 69960.0 ... 68580.0 71180.0 LC
35 LC2604 20250731 69220.0 ... 69020.0 71260.0 LC
36 LC2605 20250731 70000.0 ... 69260.0 71600.0 LC
37 LC2606 20250731 70040.0 ... 69160.0 71400.0 LC
38 LC2607 20250731 69800.0 ... 69220.0 71200.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:36,663 - future_1d - INFO - ak.get_gfex_daily('2025-07-31') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250731 7881.0 7910.0 ... 494783.30 7828.0 7919.0 AP
1 AP511 20250731 7713.0 7713.0 ... 3340.06 7643.0 7723.0 AP
2 AP512 20250731 7715.0 7720.0 ... 392.45 7695.0 7760.0 AP
3 AP601 20250731 7780.0 7819.0 ... 33435.86 7761.0 7818.0 AP
4 AP603 20250731 7683.0 7716.0 ... 138.33 7685.0 7742.0 AP
5 AP604 20250731 7708.0 7744.0 ... 23.19 7729.0 7773.0 AP
6 AP605 20250731 7779.0 7821.0 ... 639.36 7797.0 7845.0 AP
7 CF509 20250731 13750.0 13785.0 ... 1577539.87 13700.0 13825.0 CF
8 CF511 20250731 13800.0 13820.0 ... 135978.15 13755.0 13830.0 CF
9 CF601 20250731 13875.0 13915.0 ... 709029.24 13845.0 13925.0 CF
10 CF603 20250731 13855.0 13880.0 ... 1700.88 13830.0 13900.0 CF
11 CF605 20250731 13830.0 13860.0 ... 27244.11 13795.0 13870.0 CF
12 CF607 20250731 13840.0 13840.0 ... 234.72 13805.0 13885.0 CF
13 CJ509 20250731 9660.0 9775.0 ... 97772.06 9630.0 9655.0 CJ
14 CJ512 20250731 10665.0 10790.0 ... 10864.36 10575.0 10640.0 CJ
15 CJ601 20250731 10850.0 10965.0 ... 939202.46 10750.0 10785.0 CJ
16 CJ603 20250731 10935.0 11030.0 ... 21785.13 10785.0 10870.0 CJ
17 CJ605 20250731 11090.0 11180.0 ... 109664.74 10970.0 11015.0 CJ
18 CJ607 20250731 11260.0 11260.0 ... 2364.62 11100.0 11125.0 CJ
19 CY508 20250731 0.0 0.0 ... 0.00 20070.0 20165.0 CY
20 CY509 20250731 19875.0 19945.0 ... 98694.56 19825.0 19920.0 CY
21 CY510 20250731 0.0 0.0 ... 0.00 19935.0 20030.0 CY
22 CY511 20250731 0.0 0.0 ... 0.00 19800.0 19880.0 CY
23 CY512 20250731 19720.0 19780.0 ... 29.61 19740.0 19715.0 CY
24 CY601 20250731 19700.0 19895.0 ... 2506.46 19815.0 19820.0 CY
25 CY602 20250731 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250731 20080.0 20360.0 ... 20.22 20220.0 20330.0 CY
27 CY604 20250731 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250731 0.0 0.0 ... 0.00 20040.0 20105.0 CY
29 CY606 20250731 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250731 20280.0 20280.0 ... 10.14 20280.0 20260.0 CY
31 FG508 20250731 1169.0 1169.0 ... 3358.55 1134.0 1213.0 FG
32 FG509 20250731 1175.0 1178.0 ... 6501631.95 1146.0 1217.0 FG
33 FG510 20250731 1249.0 1252.0 ... 69893.63 1217.0 1284.0 FG
34 FG511 20250731 1245.0 1246.0 ... 96515.60 1208.0 1281.0 FG
35 FG512 20250731 1315.0 1319.0 ... 38181.69 1278.0 1353.0 FG
36 FG601 20250731 1309.0 1311.0 ... 3430530.21 1265.0 1346.0 FG
37 FG602 20250731 1364.0 1364.0 ... 5608.52 1317.0 1366.0 FG
38 FG603 20250731 1355.0 1355.0 ... 6608.37 1310.0 1365.0 FG
39 FG604 20250731 1394.0 1394.0 ... 2556.85 1343.0 1400.0 FG
40 FG605 20250731 1379.0 1383.0 ... 76892.71 1334.0 1404.0 FG
41 FG606 20250731 1392.0 1398.0 ... 3424.52 1351.0 1417.0 FG
42 FG607 20250731 1391.0 1392.0 ... 2795.92 1344.0 1408.0 FG
43 JR509 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250731 2379.0 2401.0 ... 732.24 2385.0 2382.0 MA
53 MA509 20250731 2410.0 2426.0 ... 1273646.26 2412.0 2432.0 MA
54 MA510 20250731 2444.0 2455.0 ... 48972.72 2442.0 2460.0 MA
55 MA511 20250731 2467.0 2476.0 ... 62414.11 2463.0 2483.0 MA
56 MA512 20250731 2495.0 2505.0 ... 18210.92 2494.0 2511.0 MA
57 MA601 20250731 2503.0 2514.0 ... 327429.68 2502.0 2522.0 MA
58 MA602 20250731 2503.0 2505.0 ... 57.34 2493.0 2517.0 MA
59 MA603 20250731 2488.0 2498.0 ... 134.28 2487.0 2510.0 MA
60 MA604 20250731 2475.0 2475.0 ... 17.29 2470.0 2491.0 MA
61 MA605 20250731 2444.0 2451.0 ... 12608.57 2442.0 2459.0 MA
62 MA606 20250731 2456.0 2461.0 ... 31.90 2454.0 2470.0 MA
63 MA607 20250731 2444.0 2450.0 ... 58.53 2439.0 2453.0 MA
64 OI509 20250731 9606.0 9612.0 ... 2493171.77 9547.0 9571.0 OI
65 OI511 20250731 9585.0 9608.0 ... 118028.14 9544.0 9560.0 OI
66 OI601 20250731 9548.0 9548.0 ... 729588.86 9481.0 9515.0 OI
67 OI603 20250731 9471.0 9480.0 ... 1655.52 9406.0 9446.0 OI
68 OI605 20250731 9391.0 9404.0 ... 6106.39 9351.0 9375.0 OI
69 OI607 20250731 9359.0 9361.0 ... 93.29 9329.0 9366.0 OI
70 PF508 20250731 6456.0 6478.0 ... 2558.42 6454.0 6500.0 PF
71 PF509 20250731 6502.0 6526.0 ... 313868.41 6494.0 6528.0 PF
72 PF510 20250731 6560.0 6596.0 ... 168830.14 6566.0 6584.0 PF
73 PF511 20250731 6564.0 6592.0 ... 59756.72 6562.0 6580.0 PF
74 PF512 20250731 6560.0 6580.0 ... 11502.37 6542.0 6560.0 PF
75 PF601 20250731 6554.0 6582.0 ... 5967.76 6536.0 6570.0 PF
76 PF602 20250731 0.0 0.0 ... 0.00 6538.0 6582.0 PF
77 PF603 20250731 6576.0 6576.0 ... 13.13 6566.0 6556.0 PF
78 PF604 20250731 6602.0 6604.0 ... 13.17 6588.0 6560.0 PF
79 PF605 20250731 6612.0 6612.0 ... 16.49 6596.0 6614.0 PF
80 PF606 20250731 6606.0 6606.0 ... 9.90 6598.0 6594.0 PF
81 PF607 20250731 6620.0 6626.0 ... 13.24 6622.0 6604.0 PF
82 PK510 20250731 8098.0 8128.0 ... 153761.37 8100.0 8114.0 PK
83 PK511 20250731 7974.0 7988.0 ... 83254.08 7966.0 7996.0 PK
84 PK512 20250731 7984.0 7998.0 ... 1205.40 7956.0 8010.0 PK
85 PK601 20250731 8006.0 8016.0 ... 19844.77 7968.0 8030.0 PK
86 PK603 20250731 8016.0 8016.0 ... 151.81 7990.0 8036.0 PK
87 PK604 20250731 8020.0 8020.0 ... 87.98 7998.0 8034.0 PK
88 PK605 20250731 8020.0 8020.0 ... 1506.39 7992.0 8034.0 PK
89 PL601 20250731 6574.0 6588.0 ... 30744.27 6561.0 6587.0 PL
90 PL602 20250731 6624.0 6641.0 ... 2675.54 6623.0 6641.0 PL
91 PL603 20250731 6580.0 6585.0 ... 223.49 6573.0 6570.0 PL
92 PL604 20250731 6607.0 6607.0 ... 39.57 6595.0 6602.0 PL
93 PL605 20250731 6524.0 6525.0 ... 65.16 6516.0 6516.0 PL
94 PL606 20250731 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250731 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250731 5978.0 6000.0 ... 971.88 5944.0 6006.0 PR
103 PR509 20250731 6006.0 6038.0 ... 312355.43 5996.0 6036.0 PR
104 PR510 20250731 6034.0 6052.0 ... 184981.50 6016.0 6050.0 PR
105 PR511 20250731 6032.0 6054.0 ... 28674.55 6024.0 6040.0 PR
106 PR512 20250731 6032.0 6044.0 ... 162.79 6030.0 6040.0 PR
107 PR601 20250731 6050.0 6054.0 ... 732.82 6032.0 6046.0 PR
108 PR602 20250731 6058.0 6058.0 ... 54.49 6054.0 6052.0 PR
109 PR603 20250731 0.0 0.0 ... 0.00 6044.0 6044.0 PR
110 PR604 20250731 6048.0 6050.0 ... 63.46 6044.0 6090.0 PR
111 PR605 20250731 6090.0 6094.0 ... 81.73 6054.0 6084.0 PR
112 PR606 20250731 6086.0 6090.0 ... 27.36 6080.0 6068.0 PR
113 PR607 20250731 6066.0 6066.0 ... 9.10 6066.0 6056.0 PR
114 PX508 20250731 6926.0 7480.0 ... 129.11 6980.0 6934.0 PX
115 PX509 20250731 6988.0 7032.0 ... 557468.75 6980.0 6990.0 PX
116 PX510 20250731 6968.0 6998.0 ... 68392.48 6944.0 6966.0 PX
117 PX511 20250731 6920.0 6954.0 ... 94047.24 6920.0 6924.0 PX
118 PX512 20250731 6920.0 6946.0 ... 40864.05 6916.0 6914.0 PX
119 PX601 20250731 6888.0 6924.0 ... 131547.47 6888.0 6890.0 PX
120 PX602 20250731 6900.0 6902.0 ... 24.12 6892.0 6858.0 PX
121 PX603 20250731 0.0 0.0 ... 0.00 6846.0 6846.0 PX
122 PX604 20250731 0.0 0.0 ... 0.00 6832.0 6832.0 PX
123 PX605 20250731 6878.0 6882.0 ... 698.14 6846.0 6848.0 PX
124 PX606 20250731 6846.0 6846.0 ... 3.42 6846.0 6852.0 PX
125 PX607 20250731 6872.0 6880.0 ... 23.98 6852.0 6862.0 PX
126 RI509 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250731 2731.0 2757.0 ... 2849.41 2719.0 2685.0 RM
133 RM509 20250731 2730.0 2756.0 ... 1308851.83 2721.0 2703.0 RM
134 RM511 20250731 2568.0 2583.0 ... 16036.48 2559.0 2546.0 RM
135 RM601 20250731 2424.0 2446.0 ... 328863.28 2419.0 2409.0 RM
136 RM603 20250731 2405.0 2417.0 ... 18858.62 2396.0 2393.0 RM
137 RM605 20250731 2380.0 2388.0 ... 56609.43 2377.0 2380.0 RM
138 RM607 20250731 2359.0 2370.0 ... 3737.36 2362.0 2365.0 RM
139 RS508 20250731 0.0 0.0 ... 0.00 5049.0 5076.0 RS
140 RS509 20250731 5139.0 5148.0 ... 143.36 5120.0 5159.0 RS
141 RS511 20250731 5233.0 5303.0 ... 178.66 5255.0 5285.0 RS
142 RS607 20250731 5249.0 5311.0 ... 210.51 5263.0 5291.0 RS
143 SA508 20250731 1286.0 1286.0 ... 4012.20 1255.0 1321.0 SA
144 SA509 20250731 1296.0 1297.0 ... 5043528.84 1269.0 1333.0 SA
145 SA510 20250731 1337.0 1337.0 ... 235095.31 1308.0 1374.0 SA
146 SA511 20250731 1347.0 1347.0 ... 325339.79 1318.0 1384.0 SA
147 SA512 20250731 1385.0 1385.0 ... 122683.79 1347.0 1423.0 SA
148 SA601 20250731 1380.0 1385.0 ... 3591496.14 1349.0 1425.0 SA
149 SA602 20250731 1390.0 1394.0 ... 12530.59 1359.0 1426.0 SA
150 SA603 20250731 1395.0 1400.0 ... 17945.55 1360.0 1433.0 SA
151 SA604 20250731 1433.0 1438.0 ... 5850.07 1398.0 1468.0 SA
152 SA605 20250731 1443.0 1445.0 ... 148631.14 1402.0 1473.0 SA
153 SA606 20250731 1434.0 1446.0 ... 4926.13 1406.0 1474.0 SA
154 SA607 20250731 1445.0 1445.0 ... 4226.33 1400.0 1459.0 SA
155 SF508 20250731 5878.0 5878.0 ... 1347.25 5722.0 6076.0 SF
156 SF509 20250731 5948.0 5948.0 ... 1411518.40 5786.0 6100.0 SF
157 SF510 20250731 5930.0 5932.0 ... 120870.58 5774.0 6082.0 SF
158 SF511 20250731 6102.0 6104.0 ... 314857.63 5950.0 6248.0 SF
159 SF512 20250731 6132.0 6132.0 ... 30133.41 5930.0 6246.0 SF
160 SF601 20250731 6072.0 6084.0 ... 159009.54 5926.0 6228.0 SF
161 SF602 20250731 6086.0 6086.0 ... 2018.61 5878.0 6172.0 SF
162 SF603 20250731 6196.0 6196.0 ... 518.77 6032.0 6256.0 SF
163 SF604 20250731 6176.0 6176.0 ... 148.51 5940.0 6230.0 SF
164 SF605 20250731 6140.0 6140.0 ... 2417.53 5962.0 6262.0 SF
165 SF606 20250731 6000.0 6016.0 ... 555.58 5880.0 6192.0 SF
166 SF607 20250731 6108.0 6132.0 ... 244.17 6030.0 6266.0 SF
167 SH508 20250731 2500.0 2500.0 ... 2904.62 2476.0 2513.0 SH
168 SH509 20250731 2597.0 2607.0 ... 2851007.56 2572.0 2622.0 SH
169 SH510 20250731 2656.0 2671.0 ... 254028.21 2639.0 2676.0 SH
170 SH511 20250731 2643.0 2654.0 ... 209624.60 2626.0 2658.0 SH
171 SH512 20250731 2660.0 2666.0 ... 49158.00 2639.0 2670.0 SH
172 SH601 20250731 2642.0 2656.0 ... 503691.43 2625.0 2663.0 SH
173 SH602 20250731 2660.0 2672.0 ... 1632.71 2642.0 2689.0 SH
174 SH603 20250731 2666.0 2677.0 ... 922.61 2651.0 2693.0 SH
175 SH604 20250731 2698.0 2701.0 ... 741.38 2686.0 2721.0 SH
176 SH605 20250731 2710.0 2720.0 ... 10341.78 2695.0 2727.0 SH
177 SH606 20250731 2705.0 2717.0 ... 405.06 2700.0 2738.0 SH
178 SH607 20250731 2688.0 2700.0 ... 120.53 2678.0 2697.0 SH
179 SM508 20250731 6092.0 6092.0 ... 1676.01 6008.0 6206.0 SM
180 SM509 20250731 6054.0 6102.0 ... 1605066.76 5988.0 6222.0 SM
181 SM510 20250731 6072.0 6108.0 ... 83318.12 5994.0 6222.0 SM
182 SM511 20250731 6134.0 6178.0 ... 149084.30 6066.0 6294.0 SM
183 SM512 20250731 6150.0 6184.0 ... 30423.45 6070.0 6302.0 SM
184 SM601 20250731 6122.0 6182.0 ... 472379.44 6072.0 6302.0 SM
185 SM602 20250731 6214.0 6214.0 ... 1413.12 6066.0 6300.0 SM
186 SM603 20250731 6212.0 6212.0 ... 1643.64 6100.0 6314.0 SM
187 SM604 20250731 6162.0 6198.0 ... 551.49 6094.0 6328.0 SM
188 SM605 20250731 6164.0 6214.0 ... 9249.11 6106.0 6326.0 SM
189 SM606 20250731 6176.0 6176.0 ... 103.67 6098.0 6328.0 SM
190 SM607 20250731 6200.0 6202.0 ... 101.02 6124.0 6306.0 SM
191 SR509 20250731 5800.0 5822.0 ... 867731.91 5801.0 5839.0 SR
192 SR511 20250731 5695.0 5716.0 ... 95466.26 5691.0 5751.0 SR
193 SR601 20250731 5666.0 5686.0 ... 363582.91 5661.0 5709.0 SR
194 SR603 20250731 5636.0 5657.0 ... 4654.44 5635.0 5676.0 SR
195 SR605 20250731 5620.0 5636.0 ... 23956.18 5617.0 5650.0 SR
196 SR607 20250731 5616.0 5632.0 ... 1341.73 5614.0 5636.0 SR
197 TA508 20250731 4846.0 4864.0 ... 15024.94 4830.0 4846.0 TA
198 TA509 20250731 4864.0 4880.0 ... 1876771.09 4842.0 4870.0 TA
199 TA510 20250731 4876.0 4884.0 ... 76707.40 4846.0 4872.0 TA
200 TA511 20250731 4870.0 4878.0 ... 48589.55 4850.0 4858.0 TA
201 TA512 20250731 4864.0 4876.0 ... 16889.14 4854.0 4858.0 TA
202 TA601 20250731 4862.0 4880.0 ... 643821.84 4858.0 4868.0 TA
203 TA602 20250731 4872.0 4876.0 ... 36.36 4848.0 4862.0 TA
204 TA603 20250731 4878.0 4878.0 ... 46.14 4858.0 4866.0 TA
205 TA604 20250731 4854.0 4854.0 ... 4.85 4854.0 4882.0 TA
206 TA605 20250731 4876.0 4892.0 ... 8441.39 4870.0 4884.0 TA
207 TA606 20250731 4888.0 4888.0 ... 9.74 4872.0 4886.0 TA
208 TA607 20250731 4872.0 4872.0 ... 9.74 4870.0 4882.0 TA
209 UR508 20250731 1745.0 1745.0 ... 2860.61 1717.0 1745.0 UR
210 UR509 20250731 1739.0 1739.0 ... 466724.56 1722.0 1749.0 UR
211 UR510 20250731 1747.0 1747.0 ... 16760.08 1728.0 1752.0 UR
212 UR511 20250731 1769.0 1770.0 ... 15484.20 1759.0 1780.0 UR
213 UR512 20250731 1763.0 1765.0 ... 1308.83 1759.0 1774.0 UR
214 UR601 20250731 1765.0 1765.0 ... 173741.75 1749.0 1777.0 UR
215 UR602 20250731 1758.0 1760.0 ... 721.37 1742.0 1768.0 UR
216 UR603 20250731 1791.0 1792.0 ... 330.36 1776.0 1801.0 UR
217 UR604 20250731 1795.0 1795.0 ... 131.96 1783.0 1801.0 UR
218 UR605 20250731 1797.0 1798.0 ... 6937.58 1783.0 1806.0 UR
219 UR606 20250731 1792.0 1793.0 ... 209.81 1778.0 1801.0 UR
220 UR607 20250731 1800.0 1800.0 ... 200.37 1789.0 1805.0 UR
221 WH509 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:36,957 - future_1d - INFO - ak.get_czce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 SC2508 20250731 523 ... 526.6 531 SC
1 SC2509 20250731 529.7 ... 532 523.8 SC
2 SC2510 20250731 523.1 ... 525.3 518.5 SC
3 SC2511 20250731 519.3 ... 522 515.1 SC
4 SC2512 20250731 515.5 ... 518.2 512.2 SC
5 SC2601 20250731 513.8 ... 515.2 509.3 SC
6 SC2602 20250731 509.7 ... 511.7 507.2 SC
7 SC2603 20250731 507.7 ... 509.1 505.9 SC
8 SC2604 20250731 506.7 ... 506.3 504.5 SC
9 SC2605 20250731 505 ... 504.4 500 SC
10 SC2606 20250731 502 ... 503.2 498 SC
11 SC2607 20250731 ... 497.1 496.5 SC
12 SC2609 20250731 496.7 ... 496.3 490.3 SC
13 SC2612 20250731 493.1 ... 493.1 487.7 SC
14 SC2703 20250731 ... 486.9 486.9 SC
15 SC2706 20250731 485 ... 485.4 484.2 SC
16 SC2709 20250731 483.3 ... 483.3 486 SC
17 SC2712 20250731 483.1 ... 483.1 481.5 SC
18 SC2803 20250731 482.2 ... 482.2 479.3 SC
19 SC2806 20250731 476.4 ... 478.3 472.3 SC
21 LU2508 20250731 3200 ... 3496 3481 LU
22 LU2509 20250731 3693 ... 3672 3675 LU
23 LU2510 20250731 3704 ... 3697 3690 LU
24 LU2511 20250731 3700 ... 3699 3680 LU
25 LU2512 20250731 3681 ... 3677 3661 LU
26 LU2601 20250731 3643 ... 3642 3616 LU
27 LU2602 20250731 3630 ... 3625 3602 LU
28 LU2603 20250731 3623 ... 3622 3607 LU
29 LU2604 20250731 3594 ... 3604 3591 LU
30 LU2605 20250731 3610 ... 3607 3575 LU
31 LU2606 20250731 3563 ... 3572 3554 LU
32 LU2607 20250731 3575 ... 3573 3560 LU
34 NR2508 20250731 12465 ... 12320 12540 NR
35 NR2509 20250731 12575 ... 12365 12610 NR
36 NR2510 20250731 12610 ... 12395 12635 NR
37 NR2511 20250731 12590 ... 12445 12655 NR
38 NR2512 20250731 12660 ... 12465 12710 NR
39 NR2601 20250731 12720 ... 12490 12770 NR
40 NR2602 20250731 12730 ... 12590 12815 NR
41 NR2603 20250731 12745 ... 12650 12840 NR
42 NR2604 20250731 12755 ... 12640 12870 NR
43 NR2605 20250731 12780 ... 12585 12860 NR
44 NR2606 20250731 12670 ... 12630 13020 NR
45 NR2607 20250731 12550 ... 12550 12880 NR
47 BC2508 20250731 69650 ... 69490 70080 BC
48 BC2509 20250731 69830 ... 69640 70230 BC
49 BC2510 20250731 69910 ... 69630 70310 BC
50 BC2511 20250731 69200 ... 69240 69850 BC
51 BC2512 20250731 70160 ... 69700 70400 BC
52 BC2601 20250731 ... 70020 70020 BC
53 BC2602 20250731 ... 70000 70000 BC
54 BC2603 20250731 ... 70000 70000 BC
55 BC2604 20250731 ... 70000 70000 BC
56 BC2605 20250731 ... 70000 70000 BC
57 BC2606 20250731 ... 69340 69340 BC
58 BC2607 20250731 ... 68670 68670 BC
60 EC2508 20250731 2139 ... 2123.5 2135.6 EC
61 EC2510 20250731 1450 ... 1428.2 1494.7 EC
62 EC2512 20250731 1720 ... 1700.9 1755.4 EC
63 EC2602 20250731 1530 ... 1496.3 1548.8 EC
64 EC2604 20250731 1375.5 ... 1340.3 1379.8 EC
65 EC2606 20250731 1500 ... 1475.5 1513.7 EC
69 SC_TAS2509 20250731 ... SC_TAS
70 SC_TAS2510 20250731 ... SC_TAS
71 SC_TAS2511 20250731 ... SC_TAS
[65 rows x 12 columns]
2025-08-03 14:19:37,079 - future_1d - INFO - ak.get_ine_daily('2025-07-31') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250731 ... 78430 79060 CU
1 1 CU2509 20250731 ... 78440 79070 CU
2 2 CU2510 20250731 ... 78420 79090 CU
3 3 CU2511 20250731 ... 78420 79040 CU
4 4 CU2512 20250731 ... 78340 78980 CU
5 5 CU2601 20250731 ... 78280 78940 CU
6 6 CU2602 20250731 ... 78270 78910 CU
7 7 CU2603 20250731 ... 78260 78910 CU
8 8 CU2604 20250731 ... 78330 78950 CU
9 9 CU2605 20250731 ... 78350 78960 CU
10 10 CU2606 20250731 ... 78300 78930 CU
11 11 CU2607 20250731 ... 78330 79000 CU
12 12 BC2508 20250731 ... 69490 70080 BC
13 13 BC2509 20250731 ... 69640 70230 BC
14 14 BC2510 20250731 ... 69630 70310 BC
15 15 BC2511 20250731 ... 69240 69850 BC
16 16 BC2512 20250731 ... 69700 70400 BC
17 17 BC2601 20250731 ... 70020 70020 BC
18 18 BC2602 20250731 ... 70000 70000 BC
19 19 BC2603 20250731 ... 70000 70000 BC
20 20 BC2604 20250731 ... 70000 70000 BC
21 21 BC2605 20250731 ... 70000 70000 BC
22 22 BC2606 20250731 ... 69340 69340 BC
23 23 BC2607 20250731 ... 68670 68670 BC
24 24 AL2508 20250731 ... 20625 20650 AL
25 25 AL2509 20250731 ... 20570 20620 AL
26 26 AL2510 20250731 ... 20550 20600 AL
27 27 AL2511 20250731 ... 20505 20555 AL
28 28 AL2512 20250731 ... 20460 20500 AL
29 29 AL2601 20250731 ... 20420 20475 AL
30 30 AL2602 20250731 ... 20435 20480 AL
31 31 AL2603 20250731 ... 20430 20495 AL
32 32 AL2604 20250731 ... 20450 20520 AL
33 33 AL2605 20250731 ... 20485 20530 AL
34 34 AL2606 20250731 ... 20490 20550 AL
35 35 AL2607 20250731 ... 20460 20570 AL
36 36 ZN2508 20250731 ... 22365 22650 ZN
37 37 ZN2509 20250731 ... 22440 22690 ZN
38 38 ZN2510 20250731 ... 22440 22715 ZN
39 39 ZN2511 20250731 ... 22435 22725 ZN
40 40 ZN2512 20250731 ... 22385 22685 ZN
41 41 ZN2601 20250731 ... 22370 22655 ZN
42 42 ZN2602 20250731 ... 22380 22645 ZN
43 43 ZN2603 20250731 ... 22390 22695 ZN
44 44 ZN2604 20250731 ... 22425 22665 ZN
45 45 ZN2605 20250731 ... 22455 22660 ZN
46 46 ZN2606 20250731 ... 22425 22665 ZN
47 47 ZN2607 20250731 ... 22405 22660 ZN
48 48 PB2508 20250731 ... 16785 16860 PB
49 49 PB2509 20250731 ... 16810 16880 PB
50 50 PB2510 20250731 ... 16815 16900 PB
51 51 PB2511 20250731 ... 16815 16925 PB
52 52 PB2512 20250731 ... 16840 16945 PB
53 53 PB2601 20250731 ... 16865 16970 PB
54 54 PB2602 20250731 ... 16885 17070 PB
55 55 PB2603 20250731 ... 16895 17055 PB
56 56 PB2604 20250731 ... 16950 17095 PB
57 57 PB2605 20250731 ... 16990 17090 PB
58 58 PB2606 20250731 ... 17100 17100 PB
59 59 PB2607 20250731 ... 16995 17090 PB
60 60 NI2508 20250731 ... 120130 121710 NI
61 61 NI2509 20250731 ... 120480 122020 NI
62 62 NI2510 20250731 ... 120610 122110 NI
63 63 NI2511 20250731 ... 120770 122350 NI
64 64 NI2512 20250731 ... 121030 122490 NI
65 65 NI2601 20250731 ... 121280 122800 NI
66 66 NI2602 20250731 ... 121610 122960 NI
67 67 NI2603 20250731 ... 121740 123030 NI
68 68 NI2604 20250731 ... 121690 123260 NI
69 69 NI2605 20250731 ... 122180 123690 NI
70 70 NI2606 20250731 ... 122360 123560 NI
71 71 NI2607 20250731 ... 122640 124140 NI
72 72 SN2508 20250731 ... 265890 267430 SN
73 73 SN2509 20250731 ... 266160 267740 SN
74 74 SN2510 20250731 ... 266440 268060 SN
75 75 SN2511 20250731 ... 266310 267960 SN
76 76 SN2512 20250731 ... 266040 267930 SN
77 77 SN2601 20250731 ... 266500 268080 SN
78 78 SN2602 20250731 ... 266500 268000 SN
79 79 SN2603 20250731 ... 266320 268640 SN
80 80 SN2604 20250731 ... 266870 269260 SN
81 81 SN2605 20250731 ... 267230 268890 SN
82 82 SN2606 20250731 ... 267240 268100 SN
83 83 SN2607 20250731 ... 266520 268480 SN
84 84 AO2508 20250731 ... 3274 3360 AO
85 85 AO2509 20250731 ... 3255 3358 AO
86 86 AO2510 20250731 ... 3233 3324 AO
87 87 AO2511 20250731 ... 3233 3320 AO
88 88 AO2512 20250731 ... 3230 3321 AO
89 89 AO2601 20250731 ... 3228 3324 AO
90 90 AO2602 20250731 ... 3229 3320 AO
91 91 AO2603 20250731 ... 3226 3317 AO
92 92 AO2604 20250731 ... 3211 3312 AO
93 93 AO2605 20250731 ... 3207 3311 AO
94 94 AO2606 20250731 ... 3210 3293 AO
95 95 AO2607 20250731 ... 3200 3303 AO
96 96 AD2511 20250731 ... 19980 20035 AD
97 97 AD2512 20250731 ... 19990 20045 AD
98 98 AD2601 20250731 ... 19935 19945 AD
99 99 AD2602 20250731 ... 19970 19915 AD
100 100 AD2603 20250731 ... 19925 19850 AD
101 101 AD2604 20250731 ... 19870 19890 AD
102 102 AD2605 20250731 ... 19755 19755 AD
103 103 AD2606 20250731 ... 19665 19695 AD
104 104 AD2607 20250731 ... 19830 19830 AD
105 105 AU2508 20250731 ... 766.48 770.38 AU
106 106 AU2509 20250731 ... 768.88 772.04 AU
107 107 AU2510 20250731 ... 769.96 773.12 AU
108 108 AU2512 20250731 ... 771.9 775.34 AU
109 109 AU2602 20250731 ... 774.08 777.5 AU
110 110 AU2604 20250731 ... 776.42 779.62 AU
111 111 AU2606 20250731 ... 778.24 781.98 AU
112 112 AU2608 20250731 ... 780.76 784.3 AU
113 113 AG2508 20250731 ... 9029 9183 AG
114 114 AG2509 20250731 ... 9034 9198 AG
115 115 AG2510 20250731 ... 9059 9212 AG
116 116 AG2511 20250731 ... 9063 9223 AG
117 117 AG2512 20250731 ... 9073 9231 AG
118 118 AG2601 20250731 ... 9092 9245 AG
119 119 AG2602 20250731 ... 9097 9255 AG
120 120 AG2603 20250731 ... 9102 9266 AG
121 121 AG2604 20250731 ... 9123 9276 AG
122 122 AG2605 20250731 ... 9132 9289 AG
123 123 AG2606 20250731 ... 9146 9304 AG
124 124 AG2607 20250731 ... 9163 9314 AG
125 125 RB2508 20250731 ... 3206 3295 RB
126 126 RB2509 20250731 ... 3199 3296 RB
127 127 RB2510 20250731 ... 3243 3345 RB
128 128 RB2511 20250731 ... 3262 3355 RB
129 129 RB2512 20250731 ... 3287 3398 RB
130 130 RB2601 20250731 ... 3302 3401 RB
131 131 RB2602 20250731 ... 3279 3382 RB
132 132 RB2603 20250731 ... 3300 3391 RB
133 133 RB2604 20250731 ... 3327 3416 RB
134 134 RB2605 20250731 ... 3326 3416 RB
135 135 RB2606 20250731 ... 3333 3408 RB
136 136 RB2607 20250731 ... 3332 3426 RB
137 137 WR2508 20250731 ... 3212 3212 WR
138 138 WR2509 20250731 ... 3335 3335 WR
139 139 WR2510 20250731 ... 3451 3569 WR
140 140 WR2511 20250731 ... 3500 3500 WR
141 141 WR2512 20250731 ... 3519 3532 WR
142 142 WR2601 20250731 ... 3410 3560 WR
143 143 WR2602 20250731 ... 3540 3570 WR
144 144 WR2603 20250731 ... 3565 3565 WR
145 145 WR2604 20250731 ... 3560 3560 WR
146 146 WR2605 20250731 ... 3595 3616 WR
147 147 WR2606 20250731 ... 3599 3600 WR
148 148 WR2607 20250731 ... 3635 3635 WR
149 149 HC2508 20250731 ... 3426 3504 HC
150 150 HC2509 20250731 ... 3434 3514 HC
151 151 HC2510 20250731 ... 3421 3515 HC
152 152 HC2511 20250731 ... 3425 3515 HC
153 153 HC2512 20250731 ... 3427 3528 HC
154 154 HC2601 20250731 ... 3432 3524 HC
155 155 HC2602 20250731 ... 3414 3506 HC
156 156 HC2603 20250731 ... 3427 3515 HC
157 157 HC2604 20250731 ... 3451 3515 HC
158 158 HC2605 20250731 ... 3425 3518 HC
159 159 HC2606 20250731 ... 3429 3539 HC
160 160 HC2607 20250731 ... 3446 3541 HC
161 161 SS2508 20250731 ... 12865 12955 SS
162 162 SS2509 20250731 ... 12835 12940 SS
163 163 SS2510 20250731 ... 12885 12980 SS
164 164 SS2511 20250731 ... 12925 13025 SS
165 165 SS2512 20250731 ... 12930 13045 SS
166 166 SS2601 20250731 ... 12975 13075 SS
167 167 SS2602 20250731 ... 13030 13120 SS
168 168 SS2603 20250731 ... 13075 13175 SS
169 169 SS2604 20250731 ... 13080 13235 SS
170 170 SS2605 20250731 ... 13145 13270 SS
171 171 SS2606 20250731 ... 13175 13285 SS
172 172 SS2607 20250731 ... 13240 13340 SS
173 173 SC2508 20250731 ... 526.6 531 SC
174 174 SC2509 20250731 ... 532 523.8 SC
175 175 SC2510 20250731 ... 525.3 518.5 SC
176 176 SC2511 20250731 ... 522 515.1 SC
177 177 SC2512 20250731 ... 518.2 512.2 SC
178 178 SC2601 20250731 ... 515.2 509.3 SC
179 179 SC2602 20250731 ... 511.7 507.2 SC
180 180 SC2603 20250731 ... 509.1 505.9 SC
181 181 SC2604 20250731 ... 506.3 504.5 SC
182 182 SC2605 20250731 ... 504.4 500 SC
183 183 SC2606 20250731 ... 503.2 498 SC
184 184 SC2607 20250731 ... 497.1 496.5 SC
185 185 SC2609 20250731 ... 496.3 490.3 SC
186 186 SC2612 20250731 ... 493.1 487.7 SC
187 187 SC2703 20250731 ... 486.9 486.9 SC
188 188 SC2706 20250731 ... 485.4 484.2 SC
189 189 SC2709 20250731 ... 483.3 486 SC
190 190 SC2712 20250731 ... 483.1 481.5 SC
191 191 SC2803 20250731 ... 482.2 479.3 SC
192 192 SC2806 20250731 ... 478.3 472.3 SC
193 193 LU2508 20250731 ... 3496 3481 LU
194 194 LU2509 20250731 ... 3672 3675 LU
195 195 LU2510 20250731 ... 3697 3690 LU
196 196 LU2511 20250731 ... 3699 3680 LU
197 197 LU2512 20250731 ... 3677 3661 LU
198 198 LU2601 20250731 ... 3642 3616 LU
199 199 LU2602 20250731 ... 3625 3602 LU
200 200 LU2603 20250731 ... 3622 3607 LU
201 201 LU2604 20250731 ... 3604 3591 LU
202 202 LU2605 20250731 ... 3607 3575 LU
203 203 LU2606 20250731 ... 3572 3554 LU
204 204 LU2607 20250731 ... 3573 3560 LU
205 205 FU2508 20250731 ... 2880 2813 FU
206 206 FU2509 20250731 ... 2953 2944 FU
207 207 FU2510 20250731 ... 2969 2950 FU
208 208 FU2511 20250731 ... 2978 2954 FU
209 209 FU2512 20250731 ... 2972 2950 FU
210 210 FU2601 20250731 ... 2969 2950 FU
211 211 FU2602 20250731 ... 2960 2933 FU
212 212 FU2603 20250731 ... 2948 2929 FU
213 213 FU2604 20250731 ... 2933 2920 FU
214 214 FU2605 20250731 ... 2921 2902 FU
215 215 FU2606 20250731 ... 2905 2892 FU
216 216 FU2607 20250731 ... 2882 2869 FU
217 217 BU2508 20250731 ... 3684 3666 BU
218 218 BU2509 20250731 ... 3665 3648 BU
219 219 BU2510 20250731 ... 3650 3632 BU
220 220 BU2511 20250731 ... 3612 3591 BU
221 221 BU2512 20250731 ... 3535 3514 BU
222 222 BU2601 20250731 ... 3500 3481 BU
223 223 BU2602 20250731 ... 3480 3460 BU
224 224 BU2603 20250731 ... 3482 3461 BU
225 225 BU2604 20250731 ... 3469 3461 BU
226 226 BU2605 20250731 ... 3462 3445 BU
227 227 BU2606 20250731 ... 3454 3441 BU
228 228 BU2607 20250731 ... 3461 3431 BU
229 229 BU2609 20250731 ... 3436 3427 BU
230 230 BU2612 20250731 ... 3393 3373 BU
231 231 BU2703 20250731 ... 3391 3389 BU
232 232 BU2706 20250731 ... 3388 3390 BU
233 233 BR2508 20250731 ... 11580 11810 BR
234 234 BR2509 20250731 ... 11580 11835 BR
235 235 BR2510 20250731 ... 11560 11815 BR
236 236 BR2511 20250731 ... 11575 11810 BR
237 237 BR2512 20250731 ... 11635 11835 BR
238 238 BR2601 20250731 ... 11650 11885 BR
239 239 BR2602 20250731 ... 11705 11825 BR
240 240 BR2603 20250731 ... 11705 11885 BR
241 241 BR2604 20250731 ... 11665 11865 BR
242 242 BR2605 20250731 ... 11675 11885 BR
243 243 BR2606 20250731 ... 11635 11860 BR
244 244 BR2607 20250731 ... 11690 11890 BR
245 245 RU2508 20250731 ... 14725 15000 RU
246 246 RU2509 20250731 ... 14720 14995 RU
247 247 RU2510 20250731 ... 14745 14990 RU
248 248 RU2511 20250731 ... 14675 14945 RU
249 249 RU2601 20250731 ... 15515 15815 RU
250 250 RU2603 20250731 ... 15635 15845 RU
251 251 RU2604 20250731 ... 15635 15855 RU
252 252 RU2605 20250731 ... 15650 15910 RU
253 253 RU2606 20250731 ... 15565 15940 RU
254 254 RU2607 20250731 ... 15655 16025 RU
255 255 NR2508 20250731 ... 12320 12540 NR
256 256 NR2509 20250731 ... 12365 12610 NR
257 257 NR2510 20250731 ... 12395 12635 NR
258 258 NR2511 20250731 ... 12445 12655 NR
259 259 NR2512 20250731 ... 12465 12710 NR
260 260 NR2601 20250731 ... 12490 12770 NR
261 261 NR2602 20250731 ... 12590 12815 NR
262 262 NR2603 20250731 ... 12650 12840 NR
263 263 NR2604 20250731 ... 12640 12870 NR
264 264 NR2605 20250731 ... 12585 12860 NR
265 265 NR2606 20250731 ... 12630 13020 NR
266 266 NR2607 20250731 ... 12550 12880 NR
267 267 SP2508 20250731 ... 5240 5344 SP
268 268 SP2509 20250731 ... 5268 5366 SP
269 269 SP2510 20250731 ... 5248 5338 SP
270 270 SP2511 20250731 ... 5246 5338 SP
271 271 SP2512 20250731 ... 5232 5318 SP
272 272 SP2601 20250731 ... 5444 5530 SP
273 273 SP2602 20250731 ... 5368 5460 SP
274 274 SP2603 20250731 ... 5366 5432 SP
275 275 SP2604 20250731 ... 5366 5402 SP
276 276 SP2605 20250731 ... 5354 5396 SP
277 277 SP2606 20250731 ... 5348 5420 SP
278 278 SP2607 20250731 ... 5348 5396 SP
279 279 EC2508 20250731 ... 2123.5 2135.6 EC
280 280 EC2510 20250731 ... 1428.2 1494.7 EC
281 281 EC2512 20250731 ... 1700.9 1755.4 EC
282 282 EC2602 20250731 ... 1496.3 1548.8 EC
283 283 EC2604 20250731 ... 1340.3 1379.8 EC
284 284 EC2606 20250731 ... 1475.5 1513.7 EC
285 287 SC_TAS2509 20250731 ... SC_TAS
286 288 SC_TAS2510 20250731 ... SC_TAS
287 289 SC_TAS2511 20250731 ... SC_TAS
[288 rows x 13 columns]
2025-08-03 14:19:37,197 - future_1d - INFO - ak.get_shfe_daily('2025-07-31') done
2025-08-03 14:19:38,931 - future_1d - INFO - save future_daily 2025-07-31 completed
symbol date open ... settle pre_settle variety
0 IC2508 20250801 6182.000 ... 6173.600 6175.600 IC
1 IC2509 20250801 6130.000 ... 6109.800 6112.200 IC
2 IC2512 20250801 5977.000 ... 5961.800 5964.600 IC
3 IC2603 20250801 5852.000 ... 5835.800 5839.200 IC
4 IF2508 20250801 4064.800 ... 4044.000 4063.800 IF
5 IF2509 20250801 4057.800 ... 4031.800 4050.800 IF
6 IF2512 20250801 4021.000 ... 4000.000 4016.400 IF
7 IF2603 20250801 3990.800 ... 3969.000 3985.600 IF
8 IH2508 20250801 2773.600 ... 2755.400 2772.600 IH
9 IH2509 20250801 2776.000 ... 2755.400 2772.000 IH
10 IH2512 20250801 2775.000 ... 2757.400 2773.600 IH
11 IH2603 20250801 2776.200 ... 2757.000 2775.600 IH
12 IM2508 20250801 6625.000 ... 6625.200 6602.800 IM
13 IM2509 20250801 6554.600 ... 6549.800 6526.600 IM
14 IM2512 20250801 6350.000 ... 6364.800 6340.000 IM
15 IM2603 20250801 6188.000 ... 6194.600 6173.000 IM
16 T2509 20250801 108.395 ... 108.450 108.460 T
17 T2512 20250801 108.400 ... 108.425 108.435 T
18 T2603 20250801 108.310 ... 108.395 108.405 T
19 TF2509 20250801 105.715 ... 105.730 105.725 TF
20 TF2512 20250801 105.790 ... 105.785 105.790 TF
21 TF2603 20250801 105.820 ... 105.840 105.840 TF
22 TL2509 20250801 118.950 ... 119.090 119.120 TL
23 TL2512 20250801 118.700 ... 118.820 118.770 TL
24 TL2603 20250801 118.270 ... 118.520 118.430 TL
25 TS2509 20250801 102.346 ... 102.352 102.350 TS
26 TS2512 20250801 102.402 ... 102.394 102.414 TS
27 TS2603 20250801 102.470 ... 102.462 102.484 TS
[28 rows x 12 columns]
2025-08-03 14:19:46,842 - future_1d - INFO - ak.get_cffex_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 a2509 20250801 4131.0 ... 4126.00 4137.00 A
1 a2511 20250801 4116.0 ... 4110.00 4124.00 A
2 a2601 20250801 4104.0 ... 4098.00 4112.00 A
3 a2603 20250801 4075.0 ... 4090.00 4103.00 A
4 a2605 20250801 4124.0 ... 4129.00 4139.00 A
5 a2607 20250801 4126.0 ... 4126.00 4143.00 A
6 b2508 20250801 3562.0 ... 3592.00 3559.00 B
7 b2509 20250801 3656.0 ... 3670.00 3663.00 B
8 b2510 20250801 3696.0 ... 3709.00 3705.00 B
9 b2511 20250801 3717.0 ... 3727.00 3725.00 B
10 b2512 20250801 3732.0 ... 3744.00 3751.00 B
11 b2601 20250801 3726.0 ... 3729.00 3734.00 B
12 b2602 20250801 3687.0 ... 3700.00 3699.00 B
13 b2603 20250801 3606.0 ... 3616.00 3619.00 B
14 b2604 20250801 3496.0 ... 3504.00 3501.00 B
15 b2605 20250801 3430.0 ... 3431.00 3434.00 B
16 b2606 20250801 3415.0 ... 3416.00 3415.00 B
17 b2607 20250801 3409.0 ... 3412.00 3417.00 B
18 bb2509 20250801 140.5 ... 144.90 140.70 BB
19 bb2511 20250801 147.9 ... 148.35 148.85 BB
20 bb2601 20250801 148.1 ... 148.00 148.35 BB
21 bb2603 20250801 141.2 ... 146.35 140.70 BB
22 bb2605 20250801 0.0 ... 140.75 140.75 BB
23 bb2607 20250801 0.0 ... 146.40 140.75 BB
24 bz2603 20250801 6300.0 ... 6284.00 6313.00 BZ
25 bz2604 20250801 6239.0 ... 6241.00 6275.00 BZ
26 bz2605 20250801 6234.0 ... 6256.00 6295.00 BZ
27 bz2606 20250801 6300.0 ... 6253.00 6258.00 BZ
28 bz2607 20250801 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250801 2287.0 ... 2296.00 2304.00 C
30 c2511 20250801 2230.0 ... 2233.00 2234.00 C
31 c2601 20250801 2206.0 ... 2213.00 2212.00 C
32 c2603 20250801 2210.0 ... 2213.00 2213.00 C
33 c2605 20250801 2256.0 ... 2258.00 2260.00 C
34 c2607 20250801 2273.0 ... 2276.00 2277.00 C
35 cs2509 20250801 2654.0 ... 2665.00 2676.00 CS
36 cs2511 20250801 2567.0 ... 2573.00 2579.00 CS
37 cs2601 20250801 2577.0 ... 2579.00 2589.00 CS
38 cs2603 20250801 2571.0 ... 2573.00 2584.00 CS
39 cs2605 20250801 2618.0 ... 2621.00 2628.00 CS
40 cs2607 20250801 2631.0 ... 2630.00 2636.00 CS
41 eb2508 20250801 7328.0 ... 7262.00 7328.00 EB
42 eb2509 20250801 7310.0 ... 7319.00 7373.00 EB
43 eb2510 20250801 7371.0 ... 7356.00 7402.00 EB
44 eb2511 20250801 7396.0 ... 7386.00 7416.00 EB
45 eb2512 20250801 7403.0 ... 7411.00 7441.00 EB
46 eb2601 20250801 7400.0 ... 7417.00 7445.00 EB
47 eb2602 20250801 7380.0 ... 7419.00 7433.00 EB
48 eb2603 20250801 7429.0 ... 7420.00 7426.00 EB
49 eb2604 20250801 7403.0 ... 7423.00 7464.00 EB
50 eb2605 20250801 7419.0 ... 7423.00 7484.00 EB
51 eb2606 20250801 7449.0 ... 7449.00 7499.00 EB
52 eb2607 20250801 7380.0 ... 7370.00 7483.00 EB
53 eg2508 20250801 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250801 4411.0 ... 4406.00 4432.00 EG
55 eg2510 20250801 4417.0 ... 4406.00 4431.00 EG
56 eg2511 20250801 4421.0 ... 4422.00 4447.00 EG
57 eg2512 20250801 4428.0 ... 4432.00 4454.00 EG
58 eg2601 20250801 4441.0 ... 4438.00 4459.00 EG
59 eg2602 20250801 0.0 ... 4458.00 4458.00 EG
60 eg2603 20250801 4437.0 ... 4438.00 4453.00 EG
61 eg2604 20250801 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250801 4452.0 ... 4444.00 4463.00 EG
63 eg2606 20250801 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250801 0.0 ... 4514.00 4514.00 EG
65 fb2508 20250801 0.0 ... 1370.50 1370.50 FB
66 fb2509 20250801 1282.0 ... 1282.00 1282.00 FB
67 fb2510 20250801 1312.5 ... 1317.50 1312.00 FB
68 fb2511 20250801 1307.0 ... 1311.50 1311.50 FB
69 fb2512 20250801 1306.5 ... 1312.00 1313.50 FB
70 fb2601 20250801 1314.5 ... 1314.50 1318.00 FB
71 fb2602 20250801 1260.0 ... 1299.00 1305.50 FB
72 fb2603 20250801 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250801 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250801 1339.0 ... 1339.00 1338.00 FB
75 fb2606 20250801 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250801 0.0 ... 1302.50 1302.50 FB
77 i2508 20250801 780.5 ... 793.50 788.50 I
78 i2509 20250801 780.0 ... 784.50 784.50 I
79 i2510 20250801 775.0 ... 779.50 781.00 I
80 i2511 20250801 768.5 ... 773.50 774.00 I
81 i2512 20250801 762.0 ... 766.50 769.00 I
82 i2601 20250801 753.5 ... 758.00 760.50 I
83 i2602 20250801 749.5 ... 754.50 756.00 I
84 i2603 20250801 746.5 ... 750.00 753.00 I
85 i2604 20250801 741.0 ... 745.00 747.00 I
86 i2605 20250801 732.0 ... 735.50 738.50 I
87 i2606 20250801 728.0 ... 730.50 734.00 I
88 i2607 20250801 724.5 ... 726.50 730.00 I
89 j2508 20250801 0.0 ... 1598.00 1598.00 J
90 j2509 20250801 1603.0 ... 1617.50 1634.00 J
91 j2510 20250801 1618.0 ... 1613.00 1637.00 J
92 j2511 20250801 1672.0 ... 1628.50 1665.00 J
93 j2512 20250801 1675.0 ... 1665.00 1672.50 J
94 j2601 20250801 1652.0 ... 1658.50 1693.00 J
95 j2602 20250801 0.0 ... 1689.00 1723.00 J
96 j2603 20250801 1628.0 ... 1635.00 1736.00 J
97 j2604 20250801 0.0 ... 1708.50 1731.50 J
98 j2605 20250801 1716.5 ... 1708.00 1756.00 J
99 j2606 20250801 1750.5 ... 1733.00 1749.00 J
100 j2607 20250801 1783.5 ... 1693.50 1799.00 J
101 jd2508 20250801 3248.0 ... 3271.00 3236.00 JD
102 jd2509 20250801 3524.0 ... 3501.00 3529.00 JD
103 jd2510 20250801 3283.0 ... 3294.00 3312.00 JD
104 jd2511 20250801 3350.0 ... 3355.00 3363.00 JD
105 jd2512 20250801 3518.0 ... 3516.00 3523.00 JD
106 jd2601 20250801 3622.0 ... 3616.00 3621.00 JD
107 jd2602 20250801 3180.0 ... 3197.00 3196.00 JD
108 jd2603 20250801 3184.0 ... 3198.00 3193.00 JD
109 jd2604 20250801 3339.0 ... 3341.00 3333.00 JD
110 jd2605 20250801 3435.0 ... 3454.00 3458.00 JD
111 jd2606 20250801 3273.0 ... 3285.00 3288.00 JD
112 jd2607 20250801 3480.0 ... 3497.00 3499.00 JD
113 jm2508 20250801 916.0 ... 910.00 917.00 JM
114 jm2509 20250801 1045.0 ... 1017.00 1081.00 JM
115 jm2510 20250801 1077.0 ... 1053.50 1120.00 JM
116 jm2511 20250801 1079.5 ... 1074.00 1134.00 JM
117 jm2512 20250801 1100.0 ... 1091.00 1151.50 JM
118 jm2601 20250801 1120.0 ... 1115.00 1179.00 JM
119 jm2602 20250801 1132.0 ... 1119.50 1198.00 JM
120 jm2603 20250801 1139.5 ... 1137.00 1200.00 JM
121 jm2604 20250801 1147.5 ... 1141.50 1210.00 JM
122 jm2605 20250801 1149.5 ... 1142.00 1212.50 JM
123 jm2606 20250801 1163.0 ... 1146.50 1213.50 JM
124 jm2607 20250801 1171.0 ... 1157.50 1220.50 JM
125 l2508 20250801 7307.0 ... 7311.00 7329.00 L
126 l2509 20250801 7344.0 ... 7336.00 7369.00 L
127 l2510 20250801 7379.0 ... 7361.00 7394.00 L
128 l2511 20250801 7396.0 ... 7384.00 7413.00 L
129 l2512 20250801 7407.0 ... 7399.00 7428.00 L
130 l2601 20250801 7390.0 ... 7398.00 7422.00 L
131 l2602 20250801 7383.0 ... 7389.00 7430.00 L
132 l2603 20250801 7377.0 ... 7389.00 7394.00 L
133 l2604 20250801 7403.0 ... 7386.00 7429.00 L
134 l2605 20250801 7390.0 ... 7377.00 7407.00 L
135 l2606 20250801 7382.0 ... 7367.00 7428.00 L
136 l2607 20250801 7393.0 ... 7395.00 7426.00 L
137 lg2509 20250801 822.0 ... 819.00 824.00 LG
138 lg2511 20250801 830.0 ... 825.00 832.50 LG
139 lg2601 20250801 830.5 ... 826.00 830.00 LG
140 lg2603 20250801 827.0 ... 824.00 828.50 LG
141 lg2605 20250801 833.0 ... 830.00 834.00 LG
142 lg2607 20250801 826.0 ... 827.50 833.00 LG
143 lh2509 20250801 14085.0 ... 14010.00 14125.00 LH
144 lh2511 20250801 13915.0 ... 13860.00 13995.00 LH
145 lh2601 20250801 14160.0 ... 14185.00 14240.00 LH
146 lh2603 20250801 13280.0 ... 13290.00 13350.00 LH
147 lh2605 20250801 13785.0 ... 13740.00 13785.00 LH
148 lh2607 20250801 14430.0 ... 14445.00 14500.00 LH
149 m2508 20250801 2983.0 ... 2998.00 2996.00 M
150 m2509 20250801 2996.0 ... 3004.00 3006.00 M
151 m2511 20250801 3033.0 ... 3043.00 3044.00 M
152 m2512 20250801 3062.0 ... 3068.00 3073.00 M
153 m2601 20250801 3038.0 ... 3035.00 3041.00 M
154 m2603 20250801 2912.0 ... 2918.00 2914.00 M
155 m2605 20250801 2736.0 ... 2734.00 2737.00 M
156 m2607 20250801 2720.0 ... 2717.00 2719.00 M
157 p2508 20250801 0.0 ... 8808.00 8808.00 P
158 p2509 20250801 8880.0 ... 8894.00 8912.00 P
159 p2510 20250801 8892.0 ... 8900.00 8920.00 P
160 p2511 20250801 8878.0 ... 8902.00 8920.00 P
161 p2512 20250801 8896.0 ... 8898.00 8914.00 P
162 p2601 20250801 8878.0 ... 8914.00 8930.00 P
163 p2602 20250801 8878.0 ... 8886.00 8908.00 P
164 p2603 20250801 8840.0 ... 8836.00 8866.00 P
165 p2604 20250801 9300.0 ... 8804.00 8828.00 P
166 p2605 20250801 8722.0 ... 8732.00 8750.00 P
167 p2606 20250801 8660.0 ... 8664.00 8702.00 P
168 p2607 20250801 8620.0 ... 8594.00 8636.00 P
169 pg2508 20250801 4030.0 ... 3984.00 4030.00 PG
170 pg2509 20250801 4003.0 ... 3987.00 4056.00 PG
171 pg2510 20250801 4441.0 ... 4432.00 4481.00 PG
172 pg2511 20250801 4383.0 ... 4377.00 4425.00 PG
173 pg2512 20250801 4324.0 ... 4319.00 4366.00 PG
174 pg2601 20250801 4258.0 ... 4255.00 4302.00 PG
175 pg2602 20250801 4174.0 ... 4171.00 4215.00 PG
176 pg2603 20250801 4094.0 ... 4085.00 4134.00 PG
177 pg2604 20250801 4399.0 ... 4381.00 4392.00 PG
178 pg2605 20250801 4286.0 ... 4287.00 4337.00 PG
179 pg2606 20250801 4188.0 ... 4227.00 4270.00 PG
180 pg2607 20250801 4223.0 ... 4200.00 4254.00 PG
181 pp2508 20250801 7092.0 ... 7061.00 7100.00 PP
182 pp2509 20250801 7110.0 ... 7113.00 7138.00 PP
183 pp2510 20250801 7119.0 ... 7116.00 7137.00 PP
184 pp2511 20250801 7131.0 ... 7128.00 7146.00 PP
185 pp2512 20250801 7139.0 ... 7136.00 7155.00 PP
186 pp2601 20250801 7144.0 ... 7137.00 7157.00 PP
187 pp2602 20250801 7122.0 ... 7120.00 7122.00 PP
188 pp2603 20250801 7104.0 ... 7104.00 7119.00 PP
189 pp2604 20250801 7131.0 ... 7125.00 7165.00 PP
190 pp2605 20250801 7140.0 ... 7134.00 7149.00 PP
191 pp2606 20250801 7120.0 ... 7112.00 7125.00 PP
192 pp2607 20250801 0.0 ... 7131.00 7131.00 PP
193 rr2508 20250801 0.0 ... 3562.00 3562.00 RR
194 rr2509 20250801 3606.0 ... 3615.00 3615.00 RR
195 rr2510 20250801 3628.0 ... 3629.00 3632.00 RR
196 rr2511 20250801 3625.0 ... 3629.00 3628.00 RR
197 rr2512 20250801 3631.0 ... 3624.00 3629.00 RR
198 rr2601 20250801 3637.0 ... 3631.00 3640.00 RR
199 rr2602 20250801 3630.0 ... 3625.00 3638.00 RR
200 rr2603 20250801 3624.0 ... 3619.00 3638.00 RR
201 rr2604 20250801 3630.0 ... 3624.00 3640.00 RR
202 rr2605 20250801 3622.0 ... 3624.00 3636.00 RR
203 rr2606 20250801 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250801 0.0 ... 3633.00 3633.00 RR
205 v2508 20250801 5015.0 ... 5001.00 5065.00 V
206 v2509 20250801 5040.0 ... 5040.00 5100.00 V
207 v2510 20250801 5079.0 ... 5075.00 5134.00 V
208 v2511 20250801 5117.0 ... 5114.00 5149.00 V
209 v2512 20250801 5151.0 ... 5145.00 5186.00 V
210 v2601 20250801 5167.0 ... 5179.00 5231.00 V
211 v2602 20250801 5199.0 ... 5204.00 5242.00 V
212 v2603 20250801 5238.0 ... 5233.00 5263.00 V
213 v2604 20250801 5446.0 ... 5443.00 5481.00 V
214 v2605 20250801 5457.0 ... 5464.00 5510.00 V
215 v2606 20250801 5493.0 ... 5473.00 5530.00 V
216 v2607 20250801 5518.0 ... 5503.00 5538.00 V
217 y2508 20250801 0.0 ... 8240.00 8240.00 Y
218 y2509 20250801 8190.0 ... 8228.00 8206.00 Y
219 y2511 20250801 8190.0 ... 8220.00 8202.00 Y
220 y2512 20250801 8194.0 ... 8230.00 8204.00 Y
221 y2601 20250801 8160.0 ... 8186.00 8164.00 Y
222 y2603 20250801 8038.0 ... 8078.00 8052.00 Y
223 y2605 20250801 7802.0 ... 7834.00 7812.00 Y
224 y2607 20250801 7800.0 ... 7802.00 7782.00 Y
[225 rows x 12 columns]
2025-08-03 14:19:47,491 - future_1d - INFO - ak.get_dce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 PS2508 20250801 50580.0 ... 49395.0 50910.0 PS
1 PS2509 20250801 50300.0 ... 49350.0 50735.0 PS
2 PS2510 20250801 50395.0 ... 49490.0 50895.0 PS
3 PS2511 20250801 51000.0 ... 49590.0 50990.0 PS
4 PS2512 20250801 53100.0 ... 52650.0 53875.0 PS
5 PS2601 20250801 53800.0 ... 52835.0 53970.0 PS
6 PS2602 20250801 54000.0 ... 53380.0 54305.0 PS
7 PS2603 20250801 54070.0 ... 53405.0 54680.0 PS
8 PS2604 20250801 54045.0 ... 53565.0 54580.0 PS
9 PS2605 20250801 54000.0 ... 53300.0 54455.0 PS
10 PS2606 20250801 55400.0 ... 55335.0 56210.0 PS
11 PS2607 20250801 56235.0 ... 55500.0 56430.0 PS
13 SI2508 20250801 8775.0 ... 8710.0 8920.0 SI
14 SI2509 20250801 8850.0 ... 8660.0 8860.0 SI
15 SI2510 20250801 8780.0 ... 8655.0 8845.0 SI
16 SI2511 20250801 8755.0 ... 8645.0 8825.0 SI
17 SI2512 20250801 8965.0 ... 8995.0 9135.0 SI
18 SI2601 20250801 9090.0 ... 8975.0 9105.0 SI
19 SI2602 20250801 9070.0 ... 8935.0 9095.0 SI
20 SI2603 20250801 9100.0 ... 8965.0 9065.0 SI
21 SI2604 20250801 9090.0 ... 8970.0 9095.0 SI
22 SI2605 20250801 9105.0 ... 8990.0 9090.0 SI
23 SI2606 20250801 9120.0 ... 8995.0 9095.0 SI
24 SI2607 20250801 9135.0 ... 8975.0 9110.0 SI
27 LC2508 20250801 67600.0 ... 68480.0 67900.0 LC
28 LC2509 20250801 69080.0 ... 68860.0 67840.0 LC
29 LC2510 20250801 68540.0 ... 69000.0 67940.0 LC
30 LC2511 20250801 69040.0 ... 69100.0 68040.0 LC
31 LC2512 20250801 69340.0 ... 69520.0 68460.0 LC
32 LC2601 20250801 69700.0 ... 69500.0 68560.0 LC
33 LC2602 20250801 69600.0 ... 69400.0 68620.0 LC
34 LC2603 20250801 69000.0 ... 69260.0 68580.0 LC
35 LC2604 20250801 70000.0 ... 69900.0 69020.0 LC
36 LC2605 20250801 70040.0 ... 70080.0 69260.0 LC
37 LC2606 20250801 70140.0 ... 70060.0 69160.0 LC
38 LC2607 20250801 70260.0 ... 70160.0 69220.0 LC
[36 rows x 12 columns]
2025-08-03 14:19:47,823 - future_1d - INFO - ak.get_gfex_daily('2025-08-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250801 7806.0 7827.0 ... 296622.40 7791.0 7828.0 AP
1 AP511 20250801 7620.0 7631.0 ... 1596.73 7603.0 7643.0 AP
2 AP512 20250801 7678.0 7684.0 ... 237.54 7663.0 7695.0 AP
3 AP601 20250801 7743.0 7755.0 ... 21502.40 7718.0 7761.0 AP
4 AP603 20250801 7666.0 7705.0 ... 376.12 7676.0 7685.0 AP
5 AP604 20250801 7715.0 7715.0 ... 23.13 7710.0 7729.0 AP
6 AP605 20250801 7794.0 7820.0 ... 179.21 7792.0 7797.0 AP
7 CF509 20250801 13690.0 13695.0 ... 1305277.19 13615.0 13700.0 CF
8 CF511 20250801 13765.0 13780.0 ... 148870.99 13685.0 13755.0 CF
9 CF601 20250801 13875.0 13880.0 ... 690930.10 13800.0 13845.0 CF
10 CF603 20250801 13820.0 13845.0 ... 1936.31 13780.0 13830.0 CF
11 CF605 20250801 13800.0 13835.0 ... 47628.61 13770.0 13795.0 CF
12 CF607 20250801 13800.0 13845.0 ... 681.32 13765.0 13805.0 CF
13 CJ509 20250801 9580.0 9860.0 ... 88355.86 9715.0 9630.0 CJ
14 CJ512 20250801 10570.0 10860.0 ... 11504.21 10725.0 10575.0 CJ
15 CJ601 20250801 10695.0 11025.0 ... 1201752.97 10880.0 10750.0 CJ
16 CJ603 20250801 10760.0 11055.0 ... 11816.29 10915.0 10785.0 CJ
17 CJ605 20250801 10980.0 11220.0 ... 124614.86 11085.0 10970.0 CJ
18 CJ607 20250801 11115.0 11385.0 ... 1002.70 11265.0 11100.0 CJ
19 CY508 20250801 0.0 0.0 ... 0.00 20005.0 20070.0 CY
20 CY509 20250801 19760.0 19850.0 ... 40966.60 19760.0 19825.0 CY
21 CY510 20250801 0.0 0.0 ... 0.00 19900.0 19935.0 CY
22 CY511 20250801 19765.0 19815.0 ... 31040.01 19765.0 19800.0 CY
23 CY512 20250801 19650.0 19650.0 ... 19.57 19570.0 19740.0 CY
24 CY601 20250801 19650.0 19785.0 ... 1102.80 19695.0 19815.0 CY
25 CY602 20250801 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250801 20190.0 20190.0 ... 20.15 20150.0 20220.0 CY
27 CY604 20250801 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250801 19960.0 19960.0 ... 9.98 19960.0 20040.0 CY
29 CY606 20250801 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250801 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250801 1108.0 1111.0 ... 486.91 1092.0 1134.0 FG
32 FG509 20250801 1116.0 1134.0 ... 5790527.14 1104.0 1146.0 FG
33 FG510 20250801 1194.0 1201.0 ... 123653.30 1181.0 1217.0 FG
34 FG511 20250801 1176.0 1193.0 ... 151058.96 1172.0 1208.0 FG
35 FG512 20250801 1244.0 1263.0 ... 44885.39 1238.0 1278.0 FG
36 FG601 20250801 1224.0 1252.0 ... 2873978.68 1226.0 1265.0 FG
37 FG602 20250801 1270.0 1292.0 ... 4190.96 1268.0 1317.0 FG
38 FG603 20250801 1271.0 1286.0 ... 3750.74 1264.0 1310.0 FG
39 FG604 20250801 1304.0 1328.0 ... 2184.58 1302.0 1343.0 FG
40 FG605 20250801 1299.0 1320.0 ... 51996.77 1297.0 1334.0 FG
41 FG606 20250801 1320.0 1342.0 ... 2500.50 1320.0 1351.0 FG
42 FG607 20250801 1318.0 1338.0 ... 1621.89 1316.0 1344.0 FG
43 JR509 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250801 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250801 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250801 0.0 0.0 ... 0.00 2368.0 2385.0 MA
53 MA509 20250801 2403.0 2417.0 ... 1214195.45 2403.0 2412.0 MA
54 MA510 20250801 2434.0 2447.0 ... 33130.56 2431.0 2442.0 MA
55 MA511 20250801 2455.0 2468.0 ... 53905.77 2452.0 2463.0 MA
56 MA512 20250801 2485.0 2499.0 ... 22011.90 2485.0 2494.0 MA
57 MA601 20250801 2496.0 2508.0 ... 303307.74 2495.0 2502.0 MA
58 MA602 20250801 2495.0 2500.0 ... 187.01 2494.0 2493.0 MA
59 MA603 20250801 2488.0 2497.0 ... 154.37 2490.0 2487.0 MA
60 MA604 20250801 2473.0 2473.0 ... 12.34 2468.0 2470.0 MA
61 MA605 20250801 2438.0 2451.0 ... 7145.86 2443.0 2442.0 MA
62 MA606 20250801 2457.0 2457.0 ... 4.91 2457.0 2454.0 MA
63 MA607 20250801 2442.0 2442.0 ... 24.39 2439.0 2439.0 MA
64 OI509 20250801 9497.0 9557.0 ... 2057457.97 9495.0 9547.0 OI
65 OI511 20250801 9504.0 9564.0 ... 155603.36 9506.0 9544.0 OI
66 OI601 20250801 9435.0 9492.0 ... 637241.18 9434.0 9481.0 OI
67 OI603 20250801 9377.0 9422.0 ... 1423.15 9363.0 9406.0 OI
68 OI605 20250801 9304.0 9383.0 ... 8283.48 9328.0 9351.0 OI
69 OI607 20250801 9276.0 9373.0 ... 149.02 9314.0 9329.0 OI
70 PF508 20250801 6420.0 6420.0 ... 349.81 6360.0 6454.0 PF
71 PF509 20250801 6450.0 6458.0 ... 282086.69 6408.0 6494.0 PF
72 PF510 20250801 6514.0 6530.0 ... 229932.27 6474.0 6566.0 PF
73 PF511 20250801 6512.0 6526.0 ... 70807.75 6468.0 6562.0 PF
74 PF512 20250801 6522.0 6522.0 ... 27708.06 6464.0 6542.0 PF
75 PF601 20250801 6504.0 6510.0 ... 17386.08 6470.0 6536.0 PF
76 PF602 20250801 6486.0 6486.0 ... 12.95 6474.0 6538.0 PF
77 PF603 20250801 6488.0 6496.0 ... 19.46 6486.0 6566.0 PF
78 PF604 20250801 6516.0 6518.0 ... 22.78 6508.0 6588.0 PF
79 PF605 20250801 6506.0 6540.0 ... 39.13 6522.0 6596.0 PF
80 PF606 20250801 6524.0 6536.0 ... 6.53 6530.0 6598.0 PF
81 PF607 20250801 0.0 0.0 ... 0.00 6540.0 6622.0 PF
82 PK510 20250801 8082.0 8118.0 ... 115372.45 8094.0 8100.0 PK
83 PK511 20250801 7954.0 7986.0 ... 61739.03 7962.0 7966.0 PK
84 PK512 20250801 7940.0 7964.0 ... 18562.80 7946.0 7956.0 PK
85 PK601 20250801 7948.0 7958.0 ... 8995.87 7944.0 7968.0 PK
86 PK603 20250801 7970.0 7970.0 ... 194.95 7958.0 7990.0 PK
87 PK604 20250801 7974.0 7974.0 ... 43.81 7966.0 7998.0 PK
88 PK605 20250801 7980.0 7980.0 ... 1678.35 7954.0 7992.0 PK
89 PL601 20250801 6555.0 6555.0 ... 44929.98 6504.0 6561.0 PL
90 PL602 20250801 6619.0 6619.0 ... 1014.42 6587.0 6623.0 PL
91 PL603 20250801 6530.0 6542.0 ... 1028.89 6512.0 6573.0 PL
92 PL604 20250801 6509.0 6514.0 ... 181.75 6491.0 6595.0 PL
93 PL605 20250801 6476.0 6477.0 ... 782.61 6415.0 6516.0 PL
94 PL606 20250801 6551.0 6551.0 ... 13.10 6551.0 6589.0 PL
95 PL607 20250801 6542.0 6543.0 ... 26.17 6543.0 6593.0 PL
96 PM509 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250801 5944.0 5944.0 ... 44.32 5910.0 5944.0 PR
103 PR509 20250801 5972.0 5980.0 ... 194068.45 5934.0 5996.0 PR
104 PR510 20250801 6004.0 6012.0 ... 195863.10 5974.0 6016.0 PR
105 PR511 20250801 6012.0 6012.0 ... 127549.36 5986.0 6024.0 PR
106 PR512 20250801 5994.0 6002.0 ... 20621.75 5986.0 6030.0 PR
107 PR601 20250801 5998.0 6002.0 ... 3457.03 5986.0 6032.0 PR
108 PR602 20250801 0.0 0.0 ... 0.00 6020.0 6054.0 PR
109 PR603 20250801 0.0 0.0 ... 0.00 6026.0 6044.0 PR
110 PR604 20250801 0.0 0.0 ... 0.00 6036.0 6044.0 PR
111 PR605 20250801 6036.0 6036.0 ... 27.14 6032.0 6054.0 PR
112 PR606 20250801 6036.0 6036.0 ... 18.08 6026.0 6080.0 PR
113 PR607 20250801 0.0 0.0 ... 0.00 6066.0 6066.0 PR
114 PX508 20250801 0.0 0.0 ... 0.00 6846.0 6980.0 PX
115 PX509 20250801 6912.0 6914.0 ... 484983.96 6846.0 6980.0 PX
116 PX510 20250801 6900.0 6902.0 ... 104498.08 6842.0 6944.0 PX
117 PX511 20250801 6878.0 6882.0 ... 167962.69 6828.0 6920.0 PX
118 PX512 20250801 6868.0 6868.0 ... 71488.55 6828.0 6916.0 PX
119 PX601 20250801 6858.0 6858.0 ... 110416.51 6810.0 6888.0 PX
120 PX602 20250801 6814.0 6814.0 ... 13.59 6796.0 6892.0 PX
121 PX603 20250801 0.0 0.0 ... 0.00 6788.0 6846.0 PX
122 PX604 20250801 0.0 0.0 ... 0.00 6792.0 6832.0 PX
123 PX605 20250801 6780.0 6804.0 ... 250.76 6778.0 6846.0 PX
124 PX606 20250801 6774.0 6774.0 ... 3.39 6774.0 6846.0 PX
125 PX607 20250801 0.0 0.0 ... 0.00 6790.0 6852.0 PX
126 RI509 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250801 2670.0 2678.0 ... 4266.11 2666.0 2719.0 RM
133 RM509 20250801 2692.0 2702.0 ... 795040.51 2679.0 2721.0 RM
134 RM511 20250801 2540.0 2552.0 ... 5222.49 2536.0 2559.0 RM
135 RM601 20250801 2411.0 2414.0 ... 245832.38 2401.0 2419.0 RM
136 RM603 20250801 2391.0 2391.0 ... 7803.84 2381.0 2396.0 RM
137 RM605 20250801 2375.0 2377.0 ... 35514.65 2371.0 2377.0 RM
138 RM607 20250801 2357.0 2364.0 ... 2342.05 2359.0 2362.0 RM
139 RS508 20250801 0.0 0.0 ... 0.00 5075.0 5049.0 RS
140 RS509 20250801 5137.0 5160.0 ... 61.64 5136.0 5120.0 RS
141 RS511 20250801 5190.0 5255.0 ... 36.69 5241.0 5255.0 RS
142 RS607 20250801 5241.0 5389.0 ... 248.62 5290.0 5263.0 RS
143 SA508 20250801 1239.0 1243.0 ... 439.28 1241.0 1255.0 SA
144 SA509 20250801 1248.0 1268.0 ... 3629655.86 1254.0 1269.0 SA
145 SA510 20250801 1276.0 1295.0 ... 384590.38 1275.0 1308.0 SA
146 SA511 20250801 1287.0 1303.0 ... 452801.63 1285.0 1318.0 SA
147 SA512 20250801 1324.0 1339.0 ... 71622.54 1324.0 1347.0 SA
148 SA601 20250801 1327.0 1344.0 ... 2649974.18 1328.0 1349.0 SA
149 SA602 20250801 1338.0 1351.0 ... 5437.01 1337.0 1359.0 SA
150 SA603 20250801 1339.0 1354.0 ... 6395.79 1340.0 1360.0 SA
151 SA604 20250801 1374.0 1386.0 ... 2833.42 1373.0 1398.0 SA
152 SA605 20250801 1376.0 1393.0 ... 73859.25 1376.0 1402.0 SA
153 SA606 20250801 1379.0 1398.0 ... 2169.28 1382.0 1406.0 SA
154 SA607 20250801 1376.0 1390.0 ... 1927.17 1375.0 1400.0 SA
155 SF508 20250801 5718.0 5718.0 ... 796.21 5708.0 5722.0 SF
156 SF509 20250801 5736.0 5750.0 ... 797622.22 5706.0 5786.0 SF
157 SF510 20250801 5712.0 5736.0 ... 104697.36 5692.0 5774.0 SF
158 SF511 20250801 5910.0 5920.0 ... 208696.21 5872.0 5950.0 SF
159 SF512 20250801 5894.0 5908.0 ... 24536.44 5860.0 5930.0 SF
160 SF601 20250801 5872.0 5892.0 ... 86096.85 5852.0 5926.0 SF
161 SF602 20250801 5818.0 5842.0 ... 727.97 5802.0 5878.0 SF
162 SF603 20250801 5958.0 5964.0 ... 180.81 5928.0 6032.0 SF
163 SF604 20250801 5938.0 5938.0 ... 44.35 5914.0 5940.0 SF
164 SF605 20250801 5940.0 5954.0 ... 711.63 5906.0 5962.0 SF
165 SF606 20250801 5848.0 5872.0 ... 55.47 5840.0 5880.0 SF
166 SF607 20250801 5960.0 5990.0 ... 20.87 5962.0 6030.0 SF
167 SH508 20250801 2476.0 2476.0 ... 215.39 2476.0 2476.0 SH
168 SH509 20250801 2531.0 2564.0 ... 1833904.73 2541.0 2572.0 SH
169 SH510 20250801 2587.0 2629.0 ... 370571.20 2606.0 2639.0 SH
170 SH511 20250801 2608.0 2616.0 ... 337712.15 2595.0 2626.0 SH
171 SH512 20250801 2618.0 2632.0 ... 62371.94 2610.0 2639.0 SH
172 SH601 20250801 2588.0 2620.0 ... 376489.02 2599.0 2625.0 SH
173 SH602 20250801 2624.0 2634.0 ... 588.09 2614.0 2642.0 SH
174 SH603 20250801 2636.0 2645.0 ... 773.35 2630.0 2651.0 SH
175 SH604 20250801 2666.0 2684.0 ... 537.04 2672.0 2686.0 SH
176 SH605 20250801 2676.0 2696.0 ... 6765.35 2681.0 2695.0 SH
177 SH606 20250801 2681.0 2698.0 ... 249.89 2687.0 2700.0 SH
178 SH607 20250801 2671.0 2671.0 ... 23.96 2662.0 2678.0 SH
179 SM508 20250801 5952.0 5990.0 ... 657.88 5982.0 6008.0 SM
180 SM509 20250801 5982.0 6014.0 ... 1071391.14 5974.0 5988.0 SM
181 SM510 20250801 5986.0 6020.0 ... 114350.56 5986.0 5994.0 SM
182 SM511 20250801 6044.0 6084.0 ... 174764.36 6050.0 6066.0 SM
183 SM512 20250801 6052.0 6092.0 ... 41543.94 6054.0 6070.0 SM
184 SM601 20250801 6068.0 6094.0 ... 304792.38 6060.0 6072.0 SM
185 SM602 20250801 6062.0 6080.0 ... 439.00 6056.0 6066.0 SM
186 SM603 20250801 6080.0 6100.0 ... 837.41 6068.0 6100.0 SM
187 SM604 20250801 6086.0 6092.0 ... 142.96 6084.0 6094.0 SM
188 SM605 20250801 6092.0 6126.0 ... 7489.69 6092.0 6106.0 SM
189 SM606 20250801 6098.0 6128.0 ... 33.54 6098.0 6098.0 SM
190 SM607 20250801 6094.0 6142.0 ... 30.64 6130.0 6124.0 SM
191 SR509 20250801 5782.0 5794.0 ... 1057928.04 5762.0 5801.0 SR
192 SR511 20250801 5678.0 5688.0 ... 86016.27 5662.0 5691.0 SR
193 SR601 20250801 5649.0 5663.0 ... 480826.92 5639.0 5661.0 SR
194 SR603 20250801 5619.0 5636.0 ... 4858.16 5610.0 5635.0 SR
195 SR605 20250801 5605.0 5619.0 ... 24401.08 5590.0 5617.0 SR
196 SR607 20250801 5600.0 5612.0 ... 1934.05 5590.0 5614.0 SR
197 TA508 20250801 4790.0 4790.0 ... 2297.12 4772.0 4830.0 TA
198 TA509 20250801 4794.0 4800.0 ... 1614610.20 4762.0 4842.0 TA
199 TA510 20250801 4810.0 4820.0 ... 69027.65 4782.0 4846.0 TA
200 TA511 20250801 4818.0 4824.0 ... 47505.16 4790.0 4850.0 TA
201 TA512 20250801 4838.0 4838.0 ... 19002.97 4796.0 4854.0 TA
202 TA601 20250801 4832.0 4836.0 ... 597637.87 4800.0 4858.0 TA
203 TA602 20250801 4792.0 4822.0 ... 100.68 4794.0 4848.0 TA
204 TA603 20250801 4830.0 4830.0 ... 204.00 4800.0 4858.0 TA
205 TA604 20250801 4810.0 4824.0 ... 103.37 4808.0 4854.0 TA
206 TA605 20250801 4846.0 4846.0 ... 22098.62 4820.0 4870.0 TA
207 TA606 20250801 4846.0 4848.0 ... 19.34 4834.0 4872.0 TA
208 TA607 20250801 4840.0 4840.0 ... 4.84 4840.0 4870.0 TA
209 UR508 20250801 0.0 0.0 ... 0.00 1707.0 1717.0 UR
210 UR509 20250801 1717.0 1723.0 ... 373047.19 1714.0 1722.0 UR
211 UR510 20250801 1721.0 1730.0 ... 34256.73 1723.0 1728.0 UR
212 UR511 20250801 1749.0 1758.0 ... 35320.16 1752.0 1759.0 UR
213 UR512 20250801 1745.0 1751.0 ... 331.59 1745.0 1759.0 UR
214 UR601 20250801 1735.0 1747.0 ... 127680.42 1741.0 1749.0 UR
215 UR602 20250801 1737.0 1744.0 ... 306.02 1739.0 1742.0 UR
216 UR603 20250801 1775.0 1780.0 ... 156.25 1776.0 1776.0 UR
217 UR604 20250801 1781.0 1783.0 ... 138.70 1778.0 1783.0 UR
218 UR605 20250801 1775.0 1786.0 ... 5553.55 1780.0 1783.0 UR
219 UR606 20250801 1770.0 1781.0 ... 202.34 1775.0 1778.0 UR
220 UR607 20250801 1785.0 1785.0 ... 153.21 1782.0 1789.0 UR
221 WH509 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-03 14:19:48,150 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
symbol date open ... settle pre_settle variety
0 SC2509 20250801 529.6 ... 528.1 532 SC
1 SC2510 20250801 524.8 ... 523.7 525.3 SC
2 SC2511 20250801 521.6 ... 519.8 522 SC
3 SC2512 20250801 518.2 ... 516 518.2 SC
4 SC2601 20250801 515.1 ... 513 515.2 SC
5 SC2602 20250801 508.7 ... 509.6 511.7 SC
6 SC2603 20250801 506.9 ... 506.4 509.1 SC
7 SC2604 20250801 504.4 ... 503.7 506.3 SC
8 SC2605 20250801 502.7 ... 502.9 504.4 SC
9 SC2606 20250801 500.5 ... 500.8 503.2 SC
10 SC2607 20250801 498.8 ... 498.8 497.1 SC
11 SC2608 20250801 492 ... 496.8 497.1 SC
12 SC2609 20250801 ... 495.1 496.3 SC
13 SC2612 20250801 488.3 ... 488.2 493.1 SC
14 SC2703 20250801 ... 486.9 486.9 SC
15 SC2706 20250801 484.5 ... 484.5 485.4 SC
16 SC2709 20250801 ... 483.3 483.3 SC
17 SC2712 20250801 ... 483.1 483.1 SC
18 SC2803 20250801 476.1 ... 476.1 482.2 SC
19 SC2806 20250801 474.6 ... 474.2 478.3 SC
21 LU2509 20250801 3649 ... 3645 3672 LU
22 LU2510 20250801 3670 ... 3663 3697 LU
23 LU2511 20250801 3678 ... 3668 3699 LU
24 LU2512 20250801 3653 ... 3651 3677 LU
25 LU2601 20250801 3620 ... 3612 3642 LU
26 LU2602 20250801 3604 ... 3595 3625 LU
27 LU2603 20250801 3599 ... 3596 3622 LU
28 LU2604 20250801 3576 ... 3576 3604 LU
29 LU2605 20250801 3382 ... 3498 3607 LU
30 LU2606 20250801 ... 3572 3572 LU
31 LU2607 20250801 3539 ... 3542 3573 LU
32 LU2608 20250801 3530 ... 3529 3573 LU
34 NR2508 20250801 12250 ... 12185 12320 NR
35 NR2509 20250801 12290 ... 12220 12365 NR
36 NR2510 20250801 12325 ... 12260 12395 NR
37 NR2511 20250801 12350 ... 12295 12445 NR
38 NR2512 20250801 12390 ... 12340 12465 NR
39 NR2601 20250801 12435 ... 12385 12490 NR
40 NR2602 20250801 12485 ... 12465 12590 NR
41 NR2603 20250801 12310 ... 12310 12650 NR
42 NR2604 20250801 12250 ... 12285 12640 NR
43 NR2605 20250801 12500 ... 12430 12585 NR
44 NR2606 20250801 12150 ... 12290 12630 NR
45 NR2607 20250801 ... 12550 12550 NR
47 BC2508 20250801 67930 ... 68830 69490 BC
48 BC2509 20250801 69240 ... 69410 69640 BC
49 BC2510 20250801 69370 ... 69430 69630 BC
50 BC2511 20250801 ... 69240 69240 BC
51 BC2512 20250801 ... 69700 69700 BC
52 BC2601 20250801 ... 70020 70020 BC
53 BC2602 20250801 ... 70000 70000 BC
54 BC2603 20250801 ... 70000 70000 BC
55 BC2604 20250801 ... 70000 70000 BC
56 BC2605 20250801 ... 70000 70000 BC
57 BC2606 20250801 ... 69340 69340 BC
58 BC2607 20250801 ... 68670 68670 BC
60 EC2508 20250801 2118 ... 2114.3 2123.5 EC
61 EC2510 20250801 1420.8 ... 1432.1 1428.2 EC
62 EC2512 20250801 1684.1 ... 1687.9 1700.9 EC
63 EC2602 20250801 1480.7 ... 1485.8 1496.3 EC
64 EC2604 20250801 1329 ... 1329.8 1340.3 EC
65 EC2606 20250801 1474.4 ... 1469.7 1475.5 EC
68 SC_TAS2509 20250801 ... SC_TAS
69 SC_TAS2510 20250801 ... SC_TAS
70 SC_TAS2511 20250801 ... SC_TAS
71 SC_TAS2512 20250801 ... SC_TAS
[66 rows x 12 columns]
2025-08-03 14:19:48,215 - future_1d - INFO - ak.get_ine_daily('2025-08-01') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250801 ... 78260 78430 CU
1 1 CU2509 20250801 ... 78270 78440 CU
2 2 CU2510 20250801 ... 78220 78420 CU
3 3 CU2511 20250801 ... 78210 78420 CU
4 4 CU2512 20250801 ... 78120 78340 CU
5 5 CU2601 20250801 ... 78040 78280 CU
6 6 CU2602 20250801 ... 78000 78270 CU
7 7 CU2603 20250801 ... 78080 78260 CU
8 8 CU2604 20250801 ... 78200 78330 CU
9 9 CU2605 20250801 ... 78070 78350 CU
10 10 CU2606 20250801 ... 78190 78300 CU
11 11 CU2607 20250801 ... 78180 78330 CU
12 12 BC2508 20250801 ... 68830 69490 BC
13 13 BC2509 20250801 ... 69410 69640 BC
14 14 BC2510 20250801 ... 69430 69630 BC
15 15 BC2511 20250801 ... 69240 69240 BC
16 16 BC2512 20250801 ... 69700 69700 BC
17 17 BC2601 20250801 ... 70020 70020 BC
18 18 BC2602 20250801 ... 70000 70000 BC
19 19 BC2603 20250801 ... 70000 70000 BC
20 20 BC2604 20250801 ... 70000 70000 BC
21 21 BC2605 20250801 ... 70000 70000 BC
22 22 BC2606 20250801 ... 69340 69340 BC
23 23 BC2607 20250801 ... 68670 68670 BC
24 24 AL2508 20250801 ... 20520 20625 AL
25 25 AL2509 20250801 ... 20475 20570 AL
26 26 AL2510 20250801 ... 20445 20550 AL
27 27 AL2511 20250801 ... 20400 20505 AL
28 28 AL2512 20250801 ... 20360 20460 AL
29 29 AL2601 20250801 ... 20325 20420 AL
30 30 AL2602 20250801 ... 20330 20435 AL
31 31 AL2603 20250801 ... 20365 20430 AL
32 32 AL2604 20250801 ... 20385 20450 AL
33 33 AL2605 20250801 ... 20400 20485 AL
34 34 AL2606 20250801 ... 20410 20490 AL
35 35 AL2607 20250801 ... 20420 20460 AL
36 36 ZN2508 20250801 ... 22315 22365 ZN
37 37 ZN2509 20250801 ... 22345 22440 ZN
38 38 ZN2510 20250801 ... 22355 22440 ZN
39 39 ZN2511 20250801 ... 22360 22435 ZN
40 40 ZN2512 20250801 ... 22330 22385 ZN
41 41 ZN2601 20250801 ... 22305 22370 ZN
42 42 ZN2602 20250801 ... 22305 22380 ZN
43 43 ZN2603 20250801 ... 22315 22390 ZN
44 44 ZN2604 20250801 ... 22310 22425 ZN
45 45 ZN2605 20250801 ... 22340 22455 ZN
46 46 ZN2606 20250801 ... 22350 22425 ZN
47 47 ZN2607 20250801 ... 22330 22405 ZN
48 48 PB2508 20250801 ... 16630 16785 PB
49 49 PB2509 20250801 ... 16660 16810 PB
50 50 PB2510 20250801 ... 16675 16815 PB
51 51 PB2511 20250801 ... 16705 16815 PB
52 52 PB2512 20250801 ... 16710 16840 PB
53 53 PB2601 20250801 ... 16745 16865 PB
54 54 PB2602 20250801 ... 16885 16885 PB
55 55 PB2603 20250801 ... 16840 16895 PB
56 56 PB2604 20250801 ... 16850 16950 PB
57 57 PB2605 20250801 ... 16850 16990 PB
58 58 PB2606 20250801 ... 17100 17100 PB
59 59 PB2607 20250801 ... 16890 16995 PB
60 60 NI2508 20250801 ... 119950 120130 NI
61 61 NI2509 20250801 ... 119980 120480 NI
62 62 NI2510 20250801 ... 120080 120610 NI
63 63 NI2511 20250801 ... 120270 120770 NI
64 64 NI2512 20250801 ... 120570 121030 NI
65 65 NI2601 20250801 ... 120780 121280 NI
66 66 NI2602 20250801 ... 120930 121610 NI
67 67 NI2603 20250801 ... 121270 121740 NI
68 68 NI2604 20250801 ... 121360 121690 NI
69 69 NI2605 20250801 ... 121760 122180 NI
70 70 NI2606 20250801 ... 121880 122360 NI
71 71 NI2607 20250801 ... 122430 122640 NI
72 72 SN2508 20250801 ... 263970 265890 SN
73 73 SN2509 20250801 ... 264250 266160 SN
74 74 SN2510 20250801 ... 264600 266440 SN
75 75 SN2511 20250801 ... 264620 266310 SN
76 76 SN2512 20250801 ... 264530 266040 SN
77 77 SN2601 20250801 ... 264800 266500 SN
78 78 SN2602 20250801 ... 265000 266500 SN
79 79 SN2603 20250801 ... 265120 266320 SN
80 80 SN2604 20250801 ... 266870 266870 SN
81 81 SN2605 20250801 ... 266350 267230 SN
82 82 SN2606 20250801 ... 266530 267240 SN
83 83 SN2607 20250801 ... 266520 266520 SN
84 84 AO2508 20250801 ... 3233 3274 AO
85 85 AO2509 20250801 ... 3205 3255 AO
86 86 AO2510 20250801 ... 3180 3233 AO
87 87 AO2511 20250801 ... 3183 3233 AO
88 88 AO2512 20250801 ... 3177 3230 AO
89 89 AO2601 20250801 ... 3175 3228 AO
90 90 AO2602 20250801 ... 3157 3229 AO
91 91 AO2603 20250801 ... 3155 3226 AO
92 92 AO2604 20250801 ... 3173 3211 AO
93 93 AO2605 20250801 ... 3163 3207 AO
94 94 AO2606 20250801 ... 3148 3210 AO
95 95 AO2607 20250801 ... 3119 3200 AO
96 96 AD2511 20250801 ... 19890 19980 AD
97 97 AD2512 20250801 ... 19895 19990 AD
98 98 AD2601 20250801 ... 19885 19935 AD
99 99 AD2602 20250801 ... 19760 19970 AD
100 100 AD2603 20250801 ... 19790 19925 AD
101 101 AD2604 20250801 ... 19760 19870 AD
102 102 AD2605 20250801 ... 19670 19755 AD
103 103 AD2606 20250801 ... 19650 19665 AD
104 104 AD2607 20250801 ... 19830 19830 AD
105 105 AU2508 20250801 ... 767.7 766.48 AU
106 106 AU2509 20250801 ... 769.98 768.88 AU
107 107 AU2510 20250801 ... 770.9 769.96 AU
108 108 AU2512 20250801 ... 772.98 771.9 AU
109 109 AU2602 20250801 ... 775.08 774.08 AU
110 110 AU2604 20250801 ... 777.4 776.42 AU
111 111 AU2606 20250801 ... 779.84 778.24 AU
112 112 AU2608 20250801 ... 781.88 780.76 AU
113 113 AG2508 20250801 ... 8902 9029 AG
114 114 AG2509 20250801 ... 8914 9034 AG
115 115 AG2510 20250801 ... 8923 9059 AG
116 116 AG2511 20250801 ... 8934 9063 AG
117 117 AG2512 20250801 ... 8947 9073 AG
118 118 AG2601 20250801 ... 8961 9092 AG
119 119 AG2602 20250801 ... 8971 9097 AG
120 120 AG2603 20250801 ... 8988 9102 AG
121 121 AG2604 20250801 ... 8998 9123 AG
122 122 AG2605 20250801 ... 9015 9132 AG
123 123 AG2606 20250801 ... 9026 9146 AG
124 124 AG2607 20250801 ... 9033 9163 AG
125 125 RB2508 20250801 ... 3170 3206 RB
126 126 RB2509 20250801 ... 3171 3199 RB
127 127 RB2510 20250801 ... 3213 3243 RB
128 128 RB2511 20250801 ... 3236 3262 RB
129 129 RB2512 20250801 ... 3264 3287 RB
130 130 RB2601 20250801 ... 3270 3302 RB
131 131 RB2602 20250801 ... 3256 3279 RB
132 132 RB2603 20250801 ... 3277 3300 RB
133 133 RB2604 20250801 ... 3294 3327 RB
134 134 RB2605 20250801 ... 3297 3326 RB
135 135 RB2606 20250801 ... 3307 3333 RB
136 136 RB2607 20250801 ... 3311 3332 RB
137 137 WR2508 20250801 ... 3212 3212 WR
138 138 WR2509 20250801 ... 3342 3335 WR
139 139 WR2510 20250801 ... 3448 3451 WR
140 140 WR2511 20250801 ... 3500 3500 WR
141 141 WR2512 20250801 ... 3501 3519 WR
142 142 WR2601 20250801 ... 3410 3410 WR
143 143 WR2602 20250801 ... 3540 3540 WR
144 144 WR2603 20250801 ... 3565 3565 WR
145 145 WR2604 20250801 ... 3560 3560 WR
146 146 WR2605 20250801 ... 3595 3595 WR
147 147 WR2606 20250801 ... 3599 3599 WR
148 148 WR2607 20250801 ... 3635 3635 WR
149 149 HC2508 20250801 ... 3395 3426 HC
150 150 HC2509 20250801 ... 3417 3434 HC
151 151 HC2510 20250801 ... 3408 3421 HC
152 152 HC2511 20250801 ... 3408 3425 HC
153 153 HC2512 20250801 ... 3417 3427 HC
154 154 HC2601 20250801 ... 3413 3432 HC
155 155 HC2602 20250801 ... 3403 3414 HC
156 156 HC2603 20250801 ... 3407 3427 HC
157 157 HC2604 20250801 ... 3413 3451 HC
158 158 HC2605 20250801 ... 3411 3425 HC
159 159 HC2606 20250801 ... 3409 3429 HC
160 160 HC2607 20250801 ... 3419 3446 HC
161 161 SS2508 20250801 ... 12915 12865 SS
162 162 SS2509 20250801 ... 12865 12835 SS
163 163 SS2510 20250801 ... 12905 12885 SS
164 164 SS2511 20250801 ... 12955 12925 SS
165 165 SS2512 20250801 ... 12975 12930 SS
166 166 SS2601 20250801 ... 13000 12975 SS
167 167 SS2602 20250801 ... 13025 13030 SS
168 168 SS2603 20250801 ... 13105 13075 SS
169 169 SS2604 20250801 ... 13115 13080 SS
170 170 SS2605 20250801 ... 13185 13145 SS
171 171 SS2606 20250801 ... 13210 13175 SS
172 172 SS2607 20250801 ... 13265 13240 SS
173 173 SC2509 20250801 ... 528.1 532 SC
174 174 SC2510 20250801 ... 523.7 525.3 SC
175 175 SC2511 20250801 ... 519.8 522 SC
176 176 SC2512 20250801 ... 516 518.2 SC
177 177 SC2601 20250801 ... 513 515.2 SC
178 178 SC2602 20250801 ... 509.6 511.7 SC
179 179 SC2603 20250801 ... 506.4 509.1 SC
180 180 SC2604 20250801 ... 503.7 506.3 SC
181 181 SC2605 20250801 ... 502.9 504.4 SC
182 182 SC2606 20250801 ... 500.8 503.2 SC
183 183 SC2607 20250801 ... 498.8 497.1 SC
184 184 SC2608 20250801 ... 496.8 497.1 SC
185 185 SC2609 20250801 ... 495.1 496.3 SC
186 186 SC2612 20250801 ... 488.2 493.1 SC
187 187 SC2703 20250801 ... 486.9 486.9 SC
188 188 SC2706 20250801 ... 484.5 485.4 SC
189 189 SC2709 20250801 ... 483.3 483.3 SC
190 190 SC2712 20250801 ... 483.1 483.1 SC
191 191 SC2803 20250801 ... 476.1 482.2 SC
192 192 SC2806 20250801 ... 474.2 478.3 SC
193 193 LU2509 20250801 ... 3645 3672 LU
194 194 LU2510 20250801 ... 3663 3697 LU
195 195 LU2511 20250801 ... 3668 3699 LU
196 196 LU2512 20250801 ... 3651 3677 LU
197 197 LU2601 20250801 ... 3612 3642 LU
198 198 LU2602 20250801 ... 3595 3625 LU
199 199 LU2603 20250801 ... 3596 3622 LU
200 200 LU2604 20250801 ... 3576 3604 LU
201 201 LU2605 20250801 ... 3498 3607 LU
202 202 LU2606 20250801 ... 3572 3572 LU
203 203 LU2607 20250801 ... 3542 3573 LU
204 204 LU2608 20250801 ... 3529 3573 LU
205 205 FU2509 20250801 ... 2914 2953 FU
206 206 FU2510 20250801 ... 2936 2969 FU
207 207 FU2511 20250801 ... 2952 2978 FU
208 208 FU2512 20250801 ... 2949 2972 FU
209 209 FU2601 20250801 ... 2943 2969 FU
210 210 FU2602 20250801 ... 2938 2960 FU
211 211 FU2603 20250801 ... 2929 2948 FU
212 212 FU2604 20250801 ... 2917 2933 FU
213 213 FU2605 20250801 ... 2903 2921 FU
214 214 FU2606 20250801 ... 2890 2905 FU
215 215 FU2607 20250801 ... 2867 2882 FU
216 216 FU2608 20250801 ... 2852 2882 FU
217 217 BU2508 20250801 ... 3657 3684 BU
218 218 BU2509 20250801 ... 3652 3665 BU
219 219 BU2510 20250801 ... 3643 3650 BU
220 220 BU2511 20250801 ... 3610 3612 BU
221 221 BU2512 20250801 ... 3531 3535 BU
222 222 BU2601 20250801 ... 3499 3500 BU
223 223 BU2602 20250801 ... 3478 3480 BU
224 224 BU2603 20250801 ... 3470 3482 BU
225 225 BU2604 20250801 ... 3467 3469 BU
226 226 BU2605 20250801 ... 3464 3462 BU
227 227 BU2606 20250801 ... 3454 3454 BU
228 228 BU2607 20250801 ... 3451 3461 BU
229 229 BU2609 20250801 ... 3428 3436 BU
230 230 BU2612 20250801 ... 3382 3393 BU
231 231 BU2703 20250801 ... 3378 3391 BU
232 232 BU2706 20250801 ... 3374 3388 BU
233 233 BR2508 20250801 ... 11505 11580 BR
234 234 BR2509 20250801 ... 11475 11580 BR
235 235 BR2510 20250801 ... 11455 11560 BR
236 236 BR2511 20250801 ... 11450 11575 BR
237 237 BR2512 20250801 ... 11480 11635 BR
238 238 BR2601 20250801 ... 11525 11650 BR
239 239 BR2602 20250801 ... 11510 11705 BR
240 240 BR2603 20250801 ... 11550 11705 BR
241 241 BR2604 20250801 ... 11615 11665 BR
242 242 BR2605 20250801 ... 11625 11675 BR
243 243 BR2606 20250801 ... 11575 11635 BR
244 244 BR2607 20250801 ... 11700 11690 BR
245 245 RU2508 20250801 ... 14405 14725 RU
246 246 RU2509 20250801 ... 14440 14720 RU
247 247 RU2510 20250801 ... 14430 14745 RU
248 248 RU2511 20250801 ... 14405 14675 RU
249 249 RU2601 20250801 ... 15280 15515 RU
250 250 RU2603 20250801 ... 15385 15635 RU
251 251 RU2604 20250801 ... 15405 15635 RU
252 252 RU2605 20250801 ... 15390 15650 RU
253 253 RU2606 20250801 ... 15300 15565 RU
254 254 RU2607 20250801 ... 15360 15655 RU
255 255 NR2508 20250801 ... 12185 12320 NR
256 256 NR2509 20250801 ... 12220 12365 NR
257 257 NR2510 20250801 ... 12260 12395 NR
258 258 NR2511 20250801 ... 12295 12445 NR
259 259 NR2512 20250801 ... 12340 12465 NR
260 260 NR2601 20250801 ... 12385 12490 NR
261 261 NR2602 20250801 ... 12465 12590 NR
262 262 NR2603 20250801 ... 12310 12650 NR
263 263 NR2604 20250801 ... 12285 12640 NR
264 264 NR2605 20250801 ... 12430 12585 NR
265 265 NR2606 20250801 ... 12290 12630 NR
266 266 NR2607 20250801 ... 12550 12550 NR
267 267 SP2508 20250801 ... 5194 5240 SP
268 268 SP2509 20250801 ... 5206 5268 SP
269 269 SP2510 20250801 ... 5196 5248 SP
270 270 SP2511 20250801 ... 5202 5246 SP
271 271 SP2512 20250801 ... 5198 5232 SP
272 272 SP2601 20250801 ... 5414 5444 SP
273 273 SP2602 20250801 ... 5356 5368 SP
274 274 SP2603 20250801 ... 5362 5366 SP
275 275 SP2604 20250801 ... 5354 5366 SP
276 276 SP2605 20250801 ... 5352 5354 SP
277 277 SP2606 20250801 ... 5354 5348 SP
278 278 SP2607 20250801 ... 5348 5348 SP
279 279 EC2508 20250801 ... 2114.3 2123.5 EC
280 280 EC2510 20250801 ... 1432.1 1428.2 EC
281 281 EC2512 20250801 ... 1687.9 1700.9 EC
282 282 EC2602 20250801 ... 1485.8 1496.3 EC
283 283 EC2604 20250801 ... 1329.8 1340.3 EC
284 284 EC2606 20250801 ... 1469.7 1475.5 EC
285 285 SC_TAS2509 20250801 ... SC_TAS
286 286 SC_TAS2510 20250801 ... SC_TAS
287 287 SC_TAS2511 20250801 ... SC_TAS
288 288 SC_TAS2512 20250801 ... SC_TAS
[289 rows x 13 columns]
2025-08-03 14:19:48,320 - future_1d - INFO - ak.get_shfe_daily('2025-08-01') done
2025-08-03 14:19:50,103 - future_1d - INFO - save future_daily 2025-08-01 add
2025-08-03 14:19:50,109 - future_1d - INFO - 0 1 2 3 4
symbol IC2508 IC2509 IC2512 IC2603 IF2508
date 2025-08-01 2025-08-01 2025-08-01 2025-08-01 2025-08-01
opencol 6182.0 6130.0 5977.0 5852.0 4064.8
high 6223.0 6163.8 6018.2 5890.0 4077.8
low 6141.2 6078.8 5932.0 5807.0 4031.0
close 6165.6 6104.0 5957.0 5829.0 4042.8
volume 23245.0 49203.0 13257.0 3737.0 28026.0
open_interest 46392.0 103426.0 56375.0 14051.0 44554.0
turnover 2875464.9 6024721.26 1584010.688 437010.108 3411024.222
settle 6173.6 6109.8 5961.8 5835.8 4044.0
pre_settle 6175.6 6112.2 5964.6 5839.2 4063.8
variety IC IC IC IC IF
exchange CFFEX CFFEX CFFEX CFFEX CFFEX
comd IC IC IC IC IF
contract IC2508 IC2509 IC2512 IC2603 IF2508
contract_yymm 2508 2509 2512 2603 2508
maturity_month 0 1 4 7 0
maturity_day 0 31 122 212 0