106 PR512 20250902 5956.0 5972.0 ... 187954.85 5938.0 5946.0 PR
107 PR601 20250902 5976.0 5978.0 ... 31244.99 5946.0 5952.0 PR
108 PR602 20250902 0.0 0.0 ... 0.00 5956.0 5998.0 PR
109 PR603 20250902 0.0 0.0 ... 0.00 5958.0 6002.0 PR
110 PR604 20250902 5990.0 5990.0 ... 8.99 5990.0 6014.0 PR
111 PR605 20250902 5980.0 6018.0 ... 62.92 5992.0 6002.0 PR
112 PR606 20250902 5980.0 6028.0 ... 54.00 6000.0 6006.0 PR
113 PR607 20250902 6008.0 6008.0 ... 44.97 5996.0 6018.0 PR
114 PR608 20250902 5990.0 5990.0 ... 8.99 5990.0 5978.0 PR
115 PX509 20250902 0.0 0.0 ... 0.00 6714.0 6714.0 PX
116 PX510 20250902 6904.0 6940.0 ... 31537.04 6890.0 6882.0 PX
117 PX511 20250902 6890.0 6930.0 ... 967292.39 6866.0 6854.0 PX
118 PX512 20250902 6846.0 6884.0 ... 353632.53 6818.0 6816.0 PX
119 PX601 20250902 6842.0 6848.0 ... 180333.26 6808.0 6788.0 PX
120 PX602 20250902 6788.0 6838.0 ... 22283.61 6798.0 6792.0 PX
121 PX603 20250902 6810.0 6810.0 ... 6.79 6790.0 6786.0 PX
122 PX604 20250902 0.0 0.0 ... 0.00 6786.0 6808.0 PX
123 PX605 20250902 6826.0 6840.0 ... 251.41 6796.0 6786.0 PX
124 PX606 20250902 6834.0 6834.0 ... 3.42 6834.0 6784.0 PX
125 PX607 20250902 6820.0 6820.0 ... 50.90 6788.0 6806.0 PX
126 PX608 20250902 6830.0 6830.0 ... 44.18 6798.0 6908.0 PX
127 RI509 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250902 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250902 2546.0 2596.0 ... 972.80 2560.0 2562.0 RM
134 RM511 20250902 2550.0 2573.0 ... 18102.86 2555.0 2558.0 RM
135 RM601 20250902 2519.0 2538.0 ... 821669.14 2516.0 2511.0 RM
136 RM603 20250902 2412.0 2432.0 ... 13669.09 2418.0 2412.0 RM
137 RM605 20250902 2410.0 2422.0 ... 148134.31 2406.0 2414.0 RM
138 RM607 20250902 2397.0 2409.0 ... 10370.53 2394.0 2401.0 RM
139 RM608 20250902 2476.0 2487.0 ... 218.18 2479.0 2480.0 RM
140 RS509 20250902 0.0 0.0 ... 0.00 4711.0 4750.0 RS
141 RS511 20250902 5007.0 5085.0 ... 75.67 5045.0 5106.0 RS
142 RS607 20250902 5516.0 5550.0 ... 148.64 5505.0 5550.0 RS
143 RS608 20250902 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250902 1148.0 1161.0 ... 4020.61 1152.0 1152.0 SA
145 SA510 20250902 1204.0 1211.0 ... 28990.71 1203.0 1202.0 SA
146 SA511 20250902 1209.0 1217.0 ... 165371.83 1209.0 1207.0 SA
147 SA512 20250902 1260.0 1272.0 ... 83845.87 1264.0 1260.0 SA
148 SA601 20250902 1271.0 1281.0 ... 2404858.55 1273.0 1270.0 SA
149 SA602 20250902 1301.0 1310.0 ... 21016.70 1301.0 1296.0 SA
150 SA603 20250902 1305.0 1314.0 ... 1847.61 1307.0 1305.0 SA
151 SA604 20250902 1345.0 1353.0 ... 427.69 1345.0 1347.0 SA
152 SA605 20250902 1351.0 1358.0 ... 87335.90 1350.0 1348.0 SA
153 SA606 20250902 1354.0 1367.0 ... 797.48 1361.0 1357.0 SA
154 SA607 20250902 1363.0 1370.0 ... 889.72 1365.0 1361.0 SA
155 SA608 20250902 1391.0 1396.0 ... 397.14 1389.0 1390.0 SA
156 SF509 20250902 5348.0 5378.0 ... 1693.43 5350.0 5398.0 SF
157 SF510 20250902 5368.0 5394.0 ... 24539.18 5362.0 5308.0 SF
158 SF511 20250902 5534.0 5574.0 ... 432767.49 5544.0 5486.0 SF
159 SF512 20250902 5500.0 5534.0 ... 56130.94 5504.0 5444.0 SF
160 SF601 20250902 5498.0 5536.0 ... 99563.28 5504.0 5452.0 SF
161 SF602 20250902 5468.0 5500.0 ... 13296.30 5472.0 5418.0 SF
162 SF603 20250902 5676.0 5676.0 ... 36.69 5646.0 5602.0 SF
163 SF604 20250902 5662.0 5662.0 ... 5.65 5654.0 5592.0 SF
164 SF605 20250902 5626.0 5664.0 ... 1025.82 5636.0 5592.0 SF
165 SF606 20250902 5594.0 5598.0 ... 5.60 5596.0 5560.0 SF
166 SF607 20250902 5736.0 5756.0 ... 17.22 5742.0 5726.0 SF
167 SF608 20250902 5734.0 5734.0 ... 45.72 5716.0 5714.0 SF
168 SH509 20250902 2539.0 2558.0 ... 676.70 2534.0 2512.0 SH
169 SH510 20250902 2712.0 2713.0 ... 288829.48 2665.0 2669.0 SH
170 SH511 20250902 2759.0 2759.0 ... 1233008.87 2701.0 2705.0 SH
171 SH512 20250902 2766.0 2768.0 ... 435538.60 2706.0 2714.0 SH
172 SH601 20250902 2740.0 2740.0 ... 5203863.81 2685.0 2690.0 SH
173 SH602 20250902 2739.0 2739.0 ... 102790.07 2692.0 2694.0 SH
174 SH603 20250902 2749.0 2749.0 ... 5184.93 2700.0 2715.0 SH
175 SH604 20250902 2773.0 2774.0 ... 1915.49 2740.0 2757.0 SH
176 SH605 20250902 2792.0 2793.0 ... 43333.28 2753.0 2765.0 SH
177 SH606 20250902 2790.0 2790.0 ... 322.19 2754.0 2769.0 SH
178 SH607 20250902 2739.0 2742.0 ... 49.28 2738.0 2755.0 SH
179 SH608 20250902 2777.0 2784.0 ... 132.38 2758.0 2764.0 SH
180 SM509 20250902 5630.0 5672.0 ... 3692.18 5646.0 5624.0 SM
181 SM510 20250902 5652.0 5680.0 ... 18346.20 5656.0 5622.0 SM
182 SM511 20250902 5750.0 5766.0 ... 144472.62 5742.0 5704.0 SM
183 SM512 20250902 5756.0 5768.0 ... 41379.15 5744.0 5714.0 SM
184 SM601 20250902 5750.0 5774.0 ... 434976.52 5748.0 5716.0 SM
185 SM602 20250902 5758.0 5780.0 ... 59967.80 5760.0 5732.0 SM
186 SM603 20250902 5756.0 5784.0 ... 77.95 5774.0 5744.0 SM
187 SM604 20250902 5794.0 5794.0 ... 11.57 5784.0 5778.0 SM
188 SM605 20250902 5790.0 5812.0 ... 4866.36 5790.0 5760.0 SM
189 SM606 20250902 5804.0 5810.0 ... 23.21 5804.0 5756.0 SM
190 SM607 20250902 5800.0 5836.0 ... 26.18 5818.0 5784.0 SM
191 SM608 20250902 5828.0 5844.0 ... 11.68 5838.0 5804.0 SM
192 SR509 20250902 5630.0 5630.0 ... 1397.82 5614.0 5611.0 SR
193 SR511 20250902 5597.0 5612.0 ... 188219.94 5585.0 5588.0 SR
194 SR601 20250902 5613.0 5624.0 ... 1271322.18 5595.0 5602.0 SR
195 SR603 20250902 5593.0 5599.0 ... 3254.24 5572.0 5582.0 SR
196 SR605 20250902 5568.0 5582.0 ... 42974.79 5557.0 5567.0 SR
197 SR607 20250902 5573.0 5579.0 ... 3102.73 5551.0 5564.0 SR
198 TA509 20250902 4700.0 4734.0 ... 18345.81 4714.0 4720.0 TA
199 TA510 20250902 4766.0 4778.0 ... 142958.79 4756.0 4756.0 TA
200 TA511 20250902 4762.0 4786.0 ... 163405.48 4762.0 4758.0 TA
201 TA512 20250902 4780.0 4794.0 ... 70877.36 4772.0 4766.0 TA
202 TA601 20250902 4784.0 4798.0 ... 1281681.74 4776.0 4770.0 TA
203 TA602 20250902 4794.0 4806.0 ... 14395.81 4784.0 4778.0 TA
204 TA603 20250902 4800.0 4818.0 ... 227.98 4800.0 4790.0 TA
205 TA604 20250902 4808.0 4808.0 ... 19.20 4800.0 4806.0 TA
206 TA605 20250902 4812.0 4836.0 ... 40838.87 4818.0 4804.0 TA
207 TA606 20250902 0.0 0.0 ... 0.00 4816.0 4816.0 TA
208 TA607 20250902 0.0 0.0 ... 0.00 4822.0 4822.0 TA
209 TA608 20250902 0.0 0.0 ... 0.00 4834.0 4842.0 TA
210 UR509 20250902 1671.0 1685.0 ... 1377.86 1676.0 1671.0 UR
211 UR510 20250902 1683.0 1707.0 ... 10075.18 1699.0 1688.0 UR
212 UR511 20250902 1737.0 1748.0 ... 41190.34 1740.0 1732.0 UR
213 UR512 20250902 1741.0 1752.0 ... 13748.50 1742.0 1734.0 UR
214 UR601 20250902 1742.0 1756.0 ... 554611.45 1747.0 1737.0 UR
215 UR602 20250902 1739.0 1753.0 ... 1273.20 1744.0 1734.0 UR
216 UR603 20250902 1790.0 1794.0 ... 60.81 1788.0 1778.0 UR
217 UR604 20250902 1794.0 1794.0 ... 7.18 1794.0 1777.0 UR
218 UR605 20250902 1781.0 1794.0 ... 15903.85 1788.0 1780.0 UR
219 UR606 20250902 1785.0 1787.0 ... 14.27 1783.0 1774.0 UR
220 UR607 20250902 1800.0 1800.0 ... 46.73 1797.0 1789.0 UR
221 UR608 20250902 1787.0 1800.0 ... 46.70 1796.0 1785.0 UR
222 WH509 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250902 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250902 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-04 18:26:31,359 - future_1d - INFO - ak.get_czce_daily('2025-09-02') done
symbol date open ... settle pre_settle variety
0 PS2509 20250902 52230.0 ... 52035.0 49445.0 PS
1 PS2510 20250902 52030.0 ... 52120.0 50110.0 PS
2 PS2511 20250902 52360.0 ... 51985.0 49895.0 PS
3 PS2512 20250902 54000.0 ... 54245.0 52290.0 PS
4 PS2601 20250902 54345.0 ... 54225.0 52450.0 PS
5 PS2602 20250902 54750.0 ... 54385.0 52440.0 PS
6 PS2603 20250902 54810.0 ... 54640.0 52905.0 PS
7 PS2604 20250902 54845.0 ... 54715.0 52735.0 PS
8 PS2605 20250902 54955.0 ... 54555.0 53005.0 PS
9 PS2606 20250902 56900.0 ... 56825.0 55420.0 PS
10 PS2607 20250902 56640.0 ... 56985.0 55465.0 PS
11 PS2608 20250902 57395.0 ... 57000.0 55185.0 PS
13 SI2509 20250902 8540.0 ... 8495.0 8310.0 SI
14 SI2510 20250902 8540.0 ... 8505.0 8335.0 SI
15 SI2511 20250902 8480.0 ... 8515.0 8375.0 SI
16 SI2512 20250902 8810.0 ... 8880.0 8775.0 SI
17 SI2601 20250902 8845.0 ... 8885.0 8760.0 SI
18 SI2602 20250902 8770.0 ... 8815.0 8750.0 SI
19 SI2603 20250902 8850.0 ... 8900.0 8780.0 SI
20 SI2604 20250902 8900.0 ... 8895.0 8845.0 SI
21 SI2605 20250902 8910.0 ... 8930.0 8795.0 SI
22 SI2606 20250902 8960.0 ... 8925.0 8825.0 SI
23 SI2607 20250902 8990.0 ... 8960.0 8855.0 SI
24 SI2608 20250902 9010.0 ... 8980.0 8790.0 SI
27 LC2509 20250902 76300.0 ... 74980.0 76320.0 LC
28 LC2510 20250902 75460.0 ... 74160.0 75980.0 LC
29 LC2511 20250902 75040.0 ... 74180.0 75880.0 LC
30 LC2512 20250902 75180.0 ... 73940.0 75640.0 LC
31 LC2601 20250902 75000.0 ... 73920.0 75480.0 LC
32 LC2602 20250902 74460.0 ... 73420.0 75060.0 LC
33 LC2603 20250902 74900.0 ... 73420.0 74940.0 LC
34 LC2604 20250902 74660.0 ... 73660.0 75180.0 LC
35 LC2605 20250902 74880.0 ... 73420.0 75140.0 LC
36 LC2606 20250902 74540.0 ... 73280.0 74540.0 LC
37 LC2607 20250902 74400.0 ... 73260.0 74600.0 LC
38 LC2608 20250902 73980.0 ... 73420.0 74780.0 LC
[36 rows x 12 columns]
2025-09-04 18:26:31,513 - future_1d - INFO - ak.get_gfex_daily('2025-09-02') done
2025-09-04 18:26:33,256 - future_1d - INFO - save future_daily 2025-09-02 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2510 20250903 487.7 496 ... 4469747.35 491.8 489.8 SC
1 SC2511 20250903 489.7 497 ... 964394.13 493.2 491.2 SC
2 SC2512 20250903 490.1 496 ... 337441.79 492.4 490.4 SC
3 SC2601 20250903 487.9 494.6 ... 46836.36 491.4 489.2 SC
4 SC2602 20250903 485.6 492.4 ... 9452.85 489.7 488.5 SC
5 SC2603 20250903 484.7 491 ... 2537.43 487.9 486.1 SC
6 SC2604 20250903 484 488.7 ... 3212.62 486.7 484.6 SC
7 SC2605 20250903 482.6 485.7 ... 241.98 483.9 483.4 SC
8 SC2606 20250903 481.3 487.8 ... 3443.57 485 482.1 SC
9 SC2607 20250903 480.6 485.6 ... 386.44 483 482.2 SC
10 SC2608 20250903 482.8 482.8 ... 48.28 482.8 476.6 SC
11 SC2609 20250903 482.3 483.5 ... 481.53 481.5 480.2 SC
12 SC2612 20250903 481 481 ... 48.1 481 477 SC
13 SC2703 20250903 477.7 477.7 ... 47.77 477.7 475.9 SC
14 SC2706 20250903 479.4 479.4 ... 47.94 479.4 475 SC
15 SC2709 20250903 477.3 477.3 ... 142.86 476.2 471.3 SC
16 SC2712 20250903 475.5 480.1 ... 429.12 476.8 476.4 SC
17 SC2803 20250903 ... 0 471.4 471.4 SC
18 SC2806 20250903 471 476 ... 943.59 471.7 471 SC
19 SC2809 20250903 ... 0 472 472.7 SC
21 LU2510 20250903 3552 3552 ... 15119.403 3505 3524 LU
22 LU2511 20250903 3534 3558 ... 379454.115 3525 3542 LU
23 LU2512 20250903 3522 3541 ... 140663.075 3514 3528 LU
24 LU2601 20250903 3500 3527 ... 39892.331 3501 3508 LU
25 LU2602 20250903 3470 3500 ... 2970.161 3482 3479 LU
26 LU2603 20250903 3458 3488 ... 69.326 3466 3465 LU
27 LU2604 20250903 ... 0 3468 3468 LU
28 LU2605 20250903 3532 3532 ... 31.176 3464 3454 LU
29 LU2606 20250903 3466 3466 ... 6.929 3464 3453 LU
30 LU2607 20250903 3432 3468 ... 48.31 3450 3448 LU
31 LU2608 20250903 3506 3506 ... 34.448 3444 3448 LU
32 LU2609 20250903 3410 3441 ... 6.851 3425 3426 LU
34 NR2509 20250903 12720 12720 ... 507.95 12695 12665 NR
35 NR2510 20250903 12720 12840 ... 742121.195 12765 12745 NR
36 NR2511 20250903 12750 12890 ... 530131.465 12815 12790 NR
37 NR2512 20250903 12860 12915 ... 65958.375 12845 12830 NR
38 NR2601 20250903 12835 12945 ... 128929.585 12885 12860 NR
39 NR2602 20250903 12835 12940 ... 7862.775 12885 12830 NR
40 NR2603 20250903 12865 12925 ... 617.24 12855 12830 NR
41 NR2604 20250903 12900 12900 ... 115.9 12875 12815 NR
42 NR2605 20250903 12905 12940 ... 129.2 12920 12855 NR
43 NR2606 20250903 ... 0 12870 12870 NR
44 NR2607 20250903 ... 0 12890 12905 NR
45 NR2608 20250903 ... 0 12925 12925 NR
47 BC2509 20250903 ... 0 70130 70130 BC
48 BC2510 20250903 70590 71750 ... 226601.87 71240 70840 BC
49 BC2511 20250903 70590 71710 ... 19357 71160 70760 BC
50 BC2512 20250903 71460 71460 ... 35.73 71460 70740 BC
51 BC2601 20250903 ... 0 70590 70590 BC
52 BC2602 20250903 ... 0 70700 70400 BC
53 BC2603 20250903 ... 0 71400 71400 BC
54 BC2604 20250903 ... 0 70710 70370 BC
55 BC2605 20250903 ... 0 70710 70370 BC
56 BC2606 20250903 ... 0 70700 70210 BC
57 BC2607 20250903 ... 0 70600 70200 BC
58 BC2608 20250903 ... 0 70440 70200 BC
60 EC2510 20250903 1319.4 1340.5 ... 168901.99 1324.2 1364.5 EC
61 EC2512 20250903 1701 1727.5 ... 98794.343 1704 1755.1 EC
62 EC2602 20250903 1554 1558 ... 17524.6935 1536.5 1571.7 EC
63 EC2604 20250903 1246.9 1258.8 ... 6249.7615 1243.7 1273.6 EC
64 EC2606 20250903 1423 1450.6 ... 753.842 1435.8 1472.3 EC
65 EC2608 20250903 1592 1610.7 ... 304.2875 1601.5 1648.1 EC
68 SC_TAS2510 20250903 0.1 0.1 ... SC_TAS
69 SC_TAS2511 20250903 ... SC_TAS
70 SC_TAS2512 20250903 ... SC_TAS
71 SC_TAS2601 20250903 ... SC_TAS
[66 rows x 12 columns]
2025-09-04 18:26:42,266 - future_1d - INFO - ak.get_ine_daily('2025-09-03') done
symbol date open ... settle pre_settle variety
0 IC2509 20250903 6928.000 ... 6812.000 6878.000 IC
1 IC2510 20250903 6896.600 ... 6754.000 6828.000 IC
2 IC2512 20250903 6772.000 ... 6646.600 6726.200 IC
3 IC2603 20250903 6630.000 ... 6497.200 6582.800 IC
4 IF2509 20250903 4501.400 ... 4432.800 4472.800 IF
5 IF2510 20250903 4497.600 ... 4426.800 4466.600 IF
6 IF2512 20250903 4471.400 ... 4404.000 4452.200 IF
7 IF2603 20250903 4461.000 ... 4381.400 4432.000 IF
8 IH2509 20250903 3000.000 ... 2944.200 2987.600 IH
9 IH2510 20250903 2995.000 ... 2943.600 2986.600 IH
10 IH2512 20250903 2995.000 ... 2943.800 2985.400 IH
11 IH2603 20250903 2998.000 ... 2946.000 2985.200 IH
12 IM2509 20250903 7283.200 ... 7161.400 7230.800 IM
13 IM2510 20250903 7241.000 ... 7095.600 7174.600 IM
14 IM2512 20250903 7089.400 ... 6960.800 7037.000 IM
15 IM2603 20250903 6925.000 ... 6778.600 6860.600 IM
16 T2509 20250903 108.230 ... 108.285 108.130 T
17 T2512 20250903 108.015 ... 108.120 107.930 T
18 T2603 20250903 107.720 ... 107.855 107.680 T
19 TF2509 20250903 105.700 ... 105.795 105.700 TF
20 TF2512 20250903 105.585 ... 105.690 105.550 TF
21 TF2603 20250903 105.510 ... 105.590 105.465 TF
22 TL2509 20250903 117.170 ... 117.230 117.150 TL
23 TL2512 20250903 116.850 ... 117.030 116.610 TL
24 TL2603 20250903 116.540 ... 116.640 116.280 TL
25 TS2509 20250903 102.352 ... 102.368 102.350 TS
26 TS2512 20250903 102.420 ... 102.440 102.410 TS
27 TS2603 20250903 102.374 ... 102.394 102.360 TS
[28 rows x 12 columns]
2025-09-04 18:26:42,369 - future_1d - INFO - ak.get_cffex_daily('2025-09-03') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250903 ... 80270 79840 CU
1 1 CU2510 20250903 ... 80180 79780 CU
2 2 CU2511 20250903 ... 80170 79750 CU
3 3 CU2512 20250903 ... 80130 79670 CU
4 4 CU2601 20250903 ... 80010 79660 CU
5 5 CU2602 20250903 ... 80030 79670 CU
6 6 CU2603 20250903 ... 80050 79670 CU
7 7 CU2604 20250903 ... 80000 79670 CU
8 8 CU2605 20250903 ... 79840 79680 CU
9 9 CU2606 20250903 ... 80070 79740 CU
10 10 CU2607 20250903 ... 80050 79670 CU
11 11 CU2608 20250903 ... 80070 79760 CU
12 12 BC2509 20250903 ... 70130 70130 BC
13 13 BC2510 20250903 ... 71240 70840 BC
14 14 BC2511 20250903 ... 71160 70760 BC
15 15 BC2512 20250903 ... 71460 70740 BC
16 16 BC2601 20250903 ... 70590 70590 BC
17 17 BC2602 20250903 ... 70700 70400 BC
18 18 BC2603 20250903 ... 71400 71400 BC
19 19 BC2604 20250903 ... 70710 70370 BC
20 20 BC2605 20250903 ... 70710 70370 BC
21 21 BC2606 20250903 ... 70700 70210 BC
22 22 BC2607 20250903 ... 70600 70200 BC
23 23 BC2608 20250903 ... 70440 70200 BC
24 24 AL2509 20250903 ... 20755 20730 AL
25 25 AL2510 20250903 ... 20765 20715 AL
26 26 AL2511 20250903 ... 20755 20705 AL
27 27 AL2512 20250903 ... 20740 20685 AL
28 28 AL2601 20250903 ... 20735 20675 AL
29 29 AL2602 20250903 ... 20725 20675 AL
30 30 AL2603 20250903 ... 20735 20710 AL
31 31 AL2604 20250903 ... 20775 20730 AL
32 32 AL2605 20250903 ... 20795 20760 AL
33 33 AL2606 20250903 ... 20830 20775 AL
34 34 AL2607 20250903 ... 20805 20775 AL
35 35 AL2608 20250903 ... 20820 20765 AL
36 36 ZN2509 20250903 ... 22275 22235 ZN
37 37 ZN2510 20250903 ... 22305 22265 ZN
38 38 ZN2511 20250903 ... 22300 22250 ZN
39 39 ZN2512 20250903 ... 22305 22255 ZN
40 40 ZN2601 20250903 ... 22310 22260 ZN
41 41 ZN2602 20250903 ... 22290 22270 ZN
42 42 ZN2603 20250903 ... 22350 22290 ZN
43 43 ZN2604 20250903 ... 22365 22315 ZN
44 44 ZN2605 20250903 ... 22390 22360 ZN
45 45 ZN2606 20250903 ... 22405 22345 ZN
46 46 ZN2607 20250903 ... 22380 22375 ZN
47 47 ZN2608 20250903 ... 22400 22350 ZN
48 48 PB2509 20250903 ... 16820 16820 PB
49 49 PB2510 20250903 ... 16870 16875 PB
50 50 PB2511 20250903 ... 16885 16885 PB
51 51 PB2512 20250903 ... 16895 16905 PB
52 52 PB2601 20250903 ... 16910 16910 PB
53 53 PB2602 20250903 ... 16910 16910 PB
54 54 PB2603 20250903 ... 16960 16960 PB
55 55 PB2604 20250903 ... 17005 17000 PB
56 56 PB2605 20250903 ... 17010 17030 PB
57 57 PB2606 20250903 ... 17040 17040 PB
58 58 PB2607 20250903 ... 17090 17090 PB
59 59 PB2608 20250903 ... 17100 17150 PB
60 60 NI2509 20250903 ... 121290 122760 NI
61 61 NI2510 20250903 ... 121500 123150 NI
62 62 NI2511 20250903 ... 121630 123250 NI
63 63 NI2512 20250903 ... 121830 123380 NI
64 64 NI2601 20250903 ... 122050 123590 NI
65 65 NI2602 20250903 ... 122320 123790 NI
66 66 NI2603 20250903 ... 122600 124280 NI
67 67 NI2604 20250903 ... 122900 124390 NI
68 68 NI2605 20250903 ... 123070 124610 NI
69 69 NI2606 20250903 ... 123320 124960 NI
70 70 NI2607 20250903 ... 123440 124970 NI
71 71 NI2608 20250903 ... 124040 125230 NI
72 72 SN2509 20250903 ... 272650 273850 SN
73 73 SN2510 20250903 ... 273110 274360 SN
74 74 SN2511 20250903 ... 273310 274560 SN
75 75 SN2512 20250903 ... 273250 274460 SN
76 76 SN2601 20250903 ... 273230 274300 SN
77 77 SN2602 20250903 ... 273190 274250 SN
78 78 SN2603 20250903 ... 273880 274600 SN
79 79 SN2604 20250903 ... 274470 274500 SN
80 80 SN2605 20250903 ... 273540 274770 SN
81 81 SN2606 20250903 ... 273820 274980 SN
82 82 SN2607 20250903 ... 274280 274280 SN
83 83 SN2608 20250903 ... 274450 275480 SN
84 84 AO2509 20250903 ... 2987 2990 AO
85 85 AO2510 20250903 ... 3005 3007 AO
86 86 AO2511 20250903 ... 3009 3010 AO
87 87 AO2512 20250903 ... 3018 3014 AO
88 88 AO2601 20250903 ... 3024 3018 AO
89 89 AO2602 20250903 ... 3016 3014 AO
90 90 AO2603 20250903 ... 3024 3021 AO
91 91 AO2604 20250903 ... 3038 3028 AO
92 92 AO2605 20250903 ... 3040 3036 AO
93 93 AO2606 20250903 ... 3044 3043 AO
94 94 AO2607 20250903 ... 3047 3043 AO
95 95 AO2608 20250903 ... 3033 3047 AO
96 96 AD2511 20250903 ... 20330 20330 AD
97 97 AD2512 20250903 ... 20325 20325 AD
98 98 AD2601 20250903 ... 20290 20340 AD
99 99 AD2602 20250903 ... 20340 20235 AD
100 100 AD2603 20250903 ... 20290 20220 AD
101 101 AD2604 20250903 ... 20235 19975 AD
102 102 AD2605 20250903 ... 20145 20040 AD
103 103 AD2606 20250903 ... 20110 19935 AD
104 104 AD2607 20250903 ... 19925 19925 AD
105 105 AD2608 20250903 ... 20170 20170 AD
106 106 AU2509 20250903 ... 811.66 805.4 AU
107 107 AU2510 20250903 ... 810.36 804.32 AU
108 108 AU2511 20250903 ... 810.42 805.6 AU
109 109 AU2512 20250903 ... 812.8 806.58 AU
110 110 AU2602 20250903 ... 814.72 808.94 AU
111 111 AU2604 20250903 ... 816.68 810.72 AU
112 112 AU2606 20250903 ... 819.38 813.08 AU
113 113 AU2608 20250903 ... 821.24 816.12 AU
114 114 AG2509 20250903 ... 9791 9825 AG
115 115 AG2510 20250903 ... 9787 9835 AG
116 116 AG2511 20250903 ... 9783 9850 AG
117 117 AG2512 20250903 ... 9809 9862 AG
118 118 AG2601 20250903 ... 9814 9870 AG
119 119 AG2602 20250903 ... 9828 9877 AG
120 120 AG2603 20250903 ... 9840 9895 AG
121 121 AG2604 20250903 ... 9849 9909 AG
122 122 AG2605 20250903 ... 9861 9917 AG
123 123 AG2606 20250903 ... 9880 9931 AG
124 124 AG2607 20250903 ... 9915 9937 AG
125 125 AG2608 20250903 ... 9909 9960 AG
126 126 RB2509 20250903 ... 2962 2975 RB
127 127 RB2510 20250903 ... 3047 3044 RB
128 128 RB2511 20250903 ... 3059 3058 RB
129 129 RB2512 20250903 ... 3100 3097 RB
130 130 RB2601 20250903 ... 3119 3116 RB
131 131 RB2602 20250903 ... 3118 3112 RB
132 132 RB2603 20250903 ... 3125 3125 RB
133 133 RB2604 20250903 ... 3158 3150 RB
134 134 RB2605 20250903 ... 3168 3168 RB
135 135 RB2606 20250903 ... 3188 3184 RB
136 136 RB2607 20250903 ... 3205 3195 RB
137 137 RB2608 20250903 ... 3204 3200 RB
138 138 WR2509 20250903 ... 3342 3342 WR
139 139 WR2510 20250903 ... 3258 3265 WR
140 140 WR2511 20250903 ... 3311 3282 WR
141 141 WR2512 20250903 ... 3350 3403 WR
142 142 WR2601 20250903 ... 3355 3355 WR
143 143 WR2602 20250903 ... 3335 3365 WR
144 144 WR2603 20250903 ... 3438 3438 WR
145 145 WR2604 20250903 ... 3400 3400 WR
146 146 WR2605 20250903 ... 3429 3429 WR
147 147 WR2606 20250903 ... 3375 3375 WR
148 148 WR2607 20250903 ... 3387 3417 WR
149 149 WR2608 20250903 ... 3320 3350 WR
150 150 HC2509 20250903 ... 3356 3364 HC
151 151 HC2510 20250903 ... 3316 3316 HC
152 152 HC2511 20250903 ... 3312 3314 HC
153 153 HC2512 20250903 ... 3300 3312 HC
154 154 HC2601 20250903 ... 3305 3302 HC
155 155 HC2602 20250903 ... 3310 3305 HC
156 156 HC2603 20250903 ... 3309 3306 HC
157 157 HC2604 20250903 ... 3311 3311 HC
158 158 HC2605 20250903 ... 3316 3314 HC
159 159 HC2606 20250903 ... 3319 3319 HC
160 160 HC2607 20250903 ... 3331 3317 HC
161 161 HC2608 20250903 ... 3335 3330 HC
162 162 SS2509 20250903 ... 12835 12925 SS
163 163 SS2510 20250903 ... 12930 12985 SS
164 164 SS2511 20250903 ... 13000 13045 SS
165 165 SS2512 20250903 ... 13045 13085 SS
166 166 SS2601 20250903 ... 13110 13140 SS
167 167 SS2602 20250903 ... 13145 13160 SS
168 168 SS2603 20250903 ... 13210 13250 SS
169 169 SS2604 20250903 ... 13300 13320 SS
170 170 SS2605 20250903 ... 13335 13385 SS
171 171 SS2606 20250903 ... 13425 13435 SS
172 172 SS2607 20250903 ... 13455 13500 SS
173 173 SS2608 20250903 ... 13480 13560 SS
174 174 SC2510 20250903 ... 491.8 489.8 SC
175 175 SC2511 20250903 ... 493.2 491.2 SC
176 176 SC2512 20250903 ... 492.4 490.4 SC
177 177 SC2601 20250903 ... 491.4 489.2 SC
178 178 SC2602 20250903 ... 489.7 488.5 SC
179 179 SC2603 20250903 ... 487.9 486.1 SC
180 180 SC2604 20250903 ... 486.7 484.6 SC
181 181 SC2605 20250903 ... 483.9 483.4 SC
182 182 SC2606 20250903 ... 485 482.1 SC
183 183 SC2607 20250903 ... 483 482.2 SC
184 184 SC2608 20250903 ... 482.8 476.6 SC
185 185 SC2609 20250903 ... 481.5 480.2 SC
186 186 SC2612 20250903 ... 481 477 SC
187 187 SC2703 20250903 ... 477.7 475.9 SC
188 188 SC2706 20250903 ... 479.4 475 SC
189 189 SC2709 20250903 ... 476.2 471.3 SC
190 190 SC2712 20250903 ... 476.8 476.4 SC
191 191 SC2803 20250903 ... 471.4 471.4 SC
192 192 SC2806 20250903 ... 471.7 471 SC
193 193 SC2809 20250903 ... 472 472.7 SC
194 194 LU2510 20250903 ... 3505 3524 LU
195 195 LU2511 20250903 ... 3525 3542 LU
196 196 LU2512 20250903 ... 3514 3528 LU
197 197 LU2601 20250903 ... 3501 3508 LU
198 198 LU2602 20250903 ... 3482 3479 LU
199 199 LU2603 20250903 ... 3466 3465 LU
200 200 LU2604 20250903 ... 3468 3468 LU
201 201 LU2605 20250903 ... 3464 3454 LU
202 202 LU2606 20250903 ... 3464 3453 LU
203 203 LU2607 20250903 ... 3450 3448 LU
204 204 LU2608 20250903 ... 3444 3448 LU
205 205 LU2609 20250903 ... 3425 3426 LU
206 206 FU2510 20250903 ... 2832 2847 FU
207 207 FU2511 20250903 ... 2842 2856 FU
208 208 FU2512 20250903 ... 2835 2848 FU
209 209 FU2601 20250903 ... 2828 2841 FU
210 210 FU2602 20250903 ... 2820 2828 FU
211 211 FU2603 20250903 ... 2802 2815 FU
212 212 FU2604 20250903 ... 2796 2809 FU
213 213 FU2605 20250903 ... 2787 2803 FU
214 214 FU2606 20250903 ... 2776 2789 FU
215 215 FU2607 20250903 ... 2762 2773 FU
216 216 FU2608 20250903 ... 2755 2765 FU
217 217 FU2609 20250903 ... 2733 2744 FU
218 218 BU2509 20250903 ... 3533 3550 BU
219 219 BU2510 20250903 ... 3544 3563 BU
220 220 BU2511 20250903 ... 3538 3551 BU
221 221 BU2512 20250903 ... 3487 3492 BU
222 222 BU2601 20250903 ... 3456 3461 BU
223 223 BU2602 20250903 ... 3459 3464 BU
224 224 BU2603 20250903 ... 3455 3461 BU
225 225 BU2604 20250903 ... 3467 3467 BU
226 226 BU2605 20250903 ... 3457 3465 BU
227 227 BU2606 20250903 ... 3449 3463 BU
228 228 BU2607 20250903 ... 3445 3447 BU
229 229 BU2608 20250903 ... 3439 3439 BU
230 230 BU2609 20250903 ... 3416 3426 BU
231 231 BU2612 20250903 ... 3359 3367 BU
232 232 BU2703 20250903 ... 3371 3371 BU
233 233 BU2706 20250903 ... 3360 3373 BU
234 234 BR2509 20250903 ... 11920 11920 BR
235 235 BR2510 20250903 ... 11905 11895 BR
236 236 BR2511 20250903 ... 11890 11880 BR
237 237 BR2512 20250903 ... 11885 11870 BR
238 238 BR2601 20250903 ... 11885 11865 BR
239 239 BR2602 20250903 ... 11960 11905 BR
240 240 BR2603 20250903 ... 11975 11920 BR
241 241 BR2604 20250903 ... 12015 11915 BR
242 242 BR2605 20250903 ... 12015 11925 BR
243 243 BR2606 20250903 ... 12010 11960 BR
244 244 BR2607 20250903 ... 12110 12015 BR
245 245 BR2608 20250903 ... 12135 12135 BR
246 246 RU2509 20250903 ... 14990 14975 RU
247 247 RU2510 20250903 ... 15005 15025 RU
248 248 RU2511 20250903 ... 14960 14960 RU
249 249 RU2601 20250903 ... 15935 15945 RU
250 250 RU2603 20250903 ... 15960 15970 RU
251 251 RU2604 20250903 ... 15950 16025 RU
252 252 RU2605 20250903 ... 16025 16045 RU
253 253 RU2606 20250903 ... 16060 16065 RU
254 254 RU2607 20250903 ... 16120 16120 RU
255 255 RU2608 20250903 ... 16040 16035 RU
256 256 NR2509 20250903 ... 12695 12665 NR
257 257 NR2510 20250903 ... 12765 12745 NR
258 258 NR2511 20250903 ... 12815 12790 NR
259 259 NR2512 20250903 ... 12845 12830 NR
260 260 NR2601 20250903 ... 12885 12860 NR
261 261 NR2602 20250903 ... 12885 12830 NR
262 262 NR2603 20250903 ... 12855 12830 NR
263 263 NR2604 20250903 ... 12875 12815 NR
264 264 NR2605 20250903 ... 12920 12855 NR
265 265 NR2606 20250903 ... 12870 12870 NR
266 266 NR2607 20250903 ... 12890 12905 NR
267 267 NR2608 20250903 ... 12925 12925 NR
268 268 SP2509 20250903 ... 5008 4992 SP
269 269 SP2510 20250903 ... 5034 5012 SP
270 270 SP2511 20250903 ... 5062 5042 SP
271 271 SP2512 20250903 ... 5078 5058 SP
272 272 SP2601 20250903 ... 5340 5340 SP
273 273 SP2602 20250903 ... 5326 5332 SP
274 274 SP2603 20250903 ... 5334 5352 SP
275 275 SP2604 20250903 ... 5342 5362 SP
276 276 SP2605 20250903 ... 5348 5362 SP
277 277 SP2606 20250903 ... 5358 5358 SP
278 278 SP2607 20250903 ... 5354 5378 SP
279 279 SP2608 20250903 ... 5378 5372 SP
280 280 EC2510 20250903 ... 1324.2 1364.5 EC
281 281 EC2512 20250903 ... 1704 1755.1 EC
282 282 EC2602 20250903 ... 1536.5 1571.7 EC
283 283 EC2604 20250903 ... 1243.7 1273.6 EC
284 284 EC2606 20250903 ... 1435.8 1472.3 EC
285 285 EC2608 20250903 ... 1601.5 1648.1 EC
286 288 SC_TAS2510 20250903 ... SC_TAS
287 289 SC_TAS2511 20250903 ... SC_TAS
288 290 SC_TAS2512 20250903 ... SC_TAS
289 291 SC_TAS2601 20250903 ... SC_TAS
[290 rows x 13 columns]
2025-09-04 18:26:42,475 - future_1d - INFO - ak.get_shfe_daily('2025-09-03') done
symbol date open ... settle pre_settle variety
0 a2509 20250903 4107.00 ... 4087.00 4122.00 A
1 a2511 20250903 3962.00 ... 3964.00 3969.00 A
2 a2601 20250903 3960.00 ... 3961.00 3966.00 A
3 a2603 20250903 3964.00 ... 3963.00 3967.00 A
4 a2605 20250903 4010.00 ... 4009.00 4013.00 A
5 a2607 20250903 4010.00 ... 4012.00 4018.00 A
6 b2509 20250903 0.00 ... 3695.00 3695.00 B
7 b2510 20250903 3675.00 ... 3694.00 3695.00 B
8 b2511 20250903 3712.00 ... 3730.00 3734.00 B
9 b2512 20250903 3751.00 ... 3763.00 3768.00 B
10 b2601 20250903 3748.00 ... 3762.00 3771.00 B
11 b2602 20250903 3727.00 ... 3747.00 3748.00 B
12 b2603 20250903 3681.00 ... 3699.00 3703.00 B
13 b2604 20250903 3592.00 ... 3599.00 3605.00 B
14 b2605 20250903 3517.00 ... 3526.00 3533.00 B
15 b2606 20250903 3505.00 ... 3516.00 3516.00 B
16 b2607 20250903 3513.00 ... 3523.00 3521.00 B
17 b2608 20250903 3600.00 ... 3599.00 3614.00 B
18 bb2509 20250903 0.00 ... 136.00 136.00 BB
19 bb2511 20250903 143.70 ... 143.85 144.00 BB
20 bb2601 20250903 146.95 ... 147.15 147.25 BB
21 bb2603 20250903 0.00 ... 146.40 146.40 BB
22 bb2605 20250903 0.00 ... 140.75 140.80 BB
23 bb2607 20250903 0.00 ... 146.50 146.55 BB
24 bz2603 20250903 5950.00 ... 5993.00 5966.00 BZ
25 bz2604 20250903 5966.00 ... 5973.00 5955.00 BZ
26 bz2605 20250903 5981.00 ... 5998.00 5978.00 BZ
27 bz2606 20250903 0.00 ... 5935.00 5935.00 BZ
28 bz2607 20250903 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250903 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250903 2255.00 ... 2257.00 2265.00 C
31 c2511 20250903 2200.00 ... 2197.00 2206.00 C
32 c2601 20250903 2183.00 ... 2183.00 2190.00 C
33 c2603 20250903 2199.00 ... 2197.00 2207.00 C
34 c2605 20250903 2249.00 ... 2246.00 2256.00 C
35 c2607 20250903 2259.00 ... 2257.00 2267.00 C
36 cs2509 20250903 2466.00 ... 2465.00 2487.00 CS
37 cs2511 20250903 2506.00 ... 2498.00 2515.00 CS
38 cs2601 20250903 2535.00 ... 2525.00 2545.00 CS
39 cs2603 20250903 2542.00 ... 2533.00 2551.00 CS
40 cs2605 20250903 2612.00 ... 2603.00 2617.00 CS
41 cs2607 20250903 2615.00 ... 2603.00 2620.00 CS
42 eb2509 20250903 6866.00 ... 6915.00 6907.00 EB
43 eb2510 20250903 6936.00 ... 7002.00 6968.00 EB
44 eb2511 20250903 6953.00 ... 7027.00 6995.00 EB
45 eb2512 20250903 6988.00 ... 7054.00 7028.00 EB
46 eb2601 20250903 7055.00 ... 7092.00 7068.00 EB
47 eb2602 20250903 7061.00 ... 7117.00 7092.00 EB
48 eb2603 20250903 7118.00 ... 7157.00 7115.00 EB
49 eb2604 20250903 7133.00 ... 7166.00 7151.00 EB
50 eb2605 20250903 7147.00 ... 7178.00 7172.00 EB
51 eb2606 20250903 7200.00 ... 7200.00 7197.00 EB
52 eb2607 20250903 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250903 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250903 4338.00 ... 4376.00 4382.00 EG
55 eg2510 20250903 4321.00 ... 4342.00 4371.00 EG
56 eg2511 20250903 4311.00 ... 4332.00 4369.00 EG
57 eg2512 20250903 4346.00 ... 4340.00 4371.00 EG
58 eg2601 20250903 4345.00 ... 4345.00 4382.00 EG
59 eg2602 20250903 4351.00 ... 4352.00 4393.00 EG
60 eg2603 20250903 4359.00 ... 4358.00 4381.00 EG
61 eg2604 20250903 4379.00 ... 4374.00 4407.00 EG
62 eg2605 20250903 4389.00 ... 4381.00 4412.00 EG
63 eg2606 20250903 4376.00 ... 4401.00 4407.00 EG
64 eg2607 20250903 4416.00 ... 4447.00 4441.00 EG
65 eg2608 20250903 0.00 ... 4402.00 4483.00 EG
66 fb2509 20250903 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250903 1277.00 ... 1282.50 1276.50 FB
68 fb2511 20250903 1279.00 ... 1270.50 1272.50 FB
69 fb2512 20250903 1268.00 ... 1268.50 1266.00 FB
70 fb2601 20250903 1260.00 ... 1265.00 1260.50 FB
71 fb2602 20250903 1257.00 ... 1257.00 1250.50 FB
72 fb2603 20250903 1263.50 ... 1258.00 1253.50 FB
73 fb2604 20250903 1257.50 ... 1259.00 1268.50 FB
74 fb2605 20250903 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250903 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250903 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250903 0.00 ... 1302.50 1302.50 FB
78 i2509 20250903 802.00 ... 813.50 798.00 I
79 i2510 20250903 790.00 ... 797.50 791.00 I
80 i2511 20250903 787.50 ... 793.00 786.50 I
81 i2512 20250903 782.50 ... 787.00 781.00 I
82 i2601 20250903 773.00 ... 778.50 771.50 I
83 i2602 20250903 769.00 ... 773.00 766.50 I
84 i2603 20250903 761.50 ... 767.50 761.50 I
85 i2604 20250903 761.00 ... 763.00 756.50 I
86 i2605 20250903 750.00 ... 755.50 749.00 I
87 i2606 20250903 748.00 ... 750.50 745.00 I
88 i2607 20250903 744.50 ... 747.00 740.50 I
89 i2608 20250903 739.50 ... 743.00 737.00 I
90 j2509 20250903 1489.00 ... 1481.00 1494.50 J
91 j2510 20250903 1522.50 ... 1510.50 1515.50 J
92 j2511 20250903 1557.00 ... 1543.50 1547.00 J
93 j2512 20250903 1582.00 ... 1580.50 1582.50 J
94 j2601 20250903 1597.00 ... 1603.50 1603.50 J
95 j2602 20250903 1617.50 ... 1617.50 1625.00 J
96 j2603 20250903 1648.00 ... 1648.00 1642.50 J
97 j2604 20250903 1680.00 ... 1675.00 1683.00 J
98 j2605 20250903 1681.00 ... 1695.50 1699.00 J
99 j2606 20250903 0.00 ... 1716.50 1716.50 J
100 j2607 20250903 0.00 ... 1725.00 1725.00 J
101 j2608 20250903 0.00 ... 1702.00 1702.00 J
102 jd2509 20250903 2835.00 ... 2867.00 2803.00 JD
103 jd2510 20250903 2970.00 ... 2979.00 2934.00 JD
104 jd2511 20250903 3045.00 ... 3064.00 2996.00 JD
105 jd2512 20250903 3208.00 ... 3228.00 3158.00 JD
106 jd2601 20250903 3388.00 ... 3411.00 3354.00 JD
107 jd2602 20250903 3132.00 ... 3146.00 3107.00 JD
108 jd2603 20250903 3142.00 ... 3150.00 3116.00 JD
109 jd2604 20250903 3342.00 ... 3331.00 3289.00 JD
110 jd2605 20250903 3440.00 ... 3450.00 3418.00 JD
111 jd2606 20250903 3300.00 ... 3306.00 3274.00 JD
112 jd2607 20250903 3503.00 ... 3509.00 3480.00 JD
113 jd2608 20250903 3911.00 ... 3909.00 3871.00 JD
114 jm2509 20250903 950.00 ... 938.00 947.00 JM
115 jm2510 20250903 959.50 ... 965.50 970.50 JM
116 jm2511 20250903 1023.00 ... 1023.00 1029.50 JM
117 jm2512 20250903 1074.00 ... 1074.50 1081.50 JM
118 jm2601 20250903 1120.00 ... 1116.50 1120.00 JM
119 jm2602 20250903 1126.00 ... 1132.00 1137.50 JM
120 jm2603 20250903 1142.00 ... 1144.50 1150.00 JM
121 jm2604 20250903 1156.50 ... 1153.50 1159.50 JM
122 jm2605 20250903 1179.00 ... 1164.50 1168.00 JM
123 jm2606 20250903 1186.50 ... 1170.00 1179.50 JM
124 jm2607 20250903 1193.50 ... 1189.00 1191.50 JM
125 jm2608 20250903 1205.00 ... 1202.50 1200.00 JM
126 l2509 20250903 7200.00 ... 7206.00 7207.00 L
127 l2510 20250903 7230.00 ... 7245.00 7251.00 L
128 l2511 20250903 7249.00 ... 7259.00 7259.00 L
129 l2512 20250903 7253.00 ... 7262.00 7262.00 L
130 l2601 20250903 7252.00 ... 7262.00 7261.00 L
131 l2602 20250903 7245.00 ... 7253.00 7254.00 L
132 l2603 20250903 7240.00 ... 7259.00 7247.00 L
133 l2604 20250903 7264.00 ... 7278.00 7273.00 L
134 l2605 20250903 7238.00 ... 7254.00 7259.00 L
135 l2606 20250903 7267.00 ... 7251.00 7242.00 L
136 l2607 20250903 7250.00 ... 7250.00 7285.00 L
137 l2608 20250903 7295.00 ... 7295.00 7277.00 L
138 lg2509 20250903 780.50 ... 778.50 797.50 LG
139 lg2511 20250903 810.50 ... 802.50 814.00 LG
140 lg2601 20250903 825.50 ... 819.00 825.50 LG
141 lg2603 20250903 830.00 ... 824.00 829.50 LG
142 lg2605 20250903 831.00 ... 827.00 831.50 LG
143 lg2607 20250903 833.00 ... 830.00 833.50 LG
144 lh2509 20250903 13215.00 ... 13215.00 13225.00 LH
145 lh2511 20250903 13575.00 ... 13550.00 13570.00 LH
146 lh2601 20250903 13865.00 ... 13890.00 13830.00 LH
147 lh2603 20250903 13095.00 ... 13095.00 13080.00 LH
148 lh2605 20250903 13590.00 ... 13615.00 13570.00 LH
149 lh2607 20250903 14155.00 ... 14245.00 14150.00 LH
150 m2509 20250903 3003.00 ... 3015.00 3013.00 M
151 m2511 20250903 3015.00 ... 3027.00 3028.00 M
152 m2512 20250903 3055.00 ... 3071.00 3066.00 M
153 m2601 20250903 3044.00 ... 3057.00 3056.00 M
154 m2603 20250903 2976.00 ... 2991.00 2987.00 M
155 m2605 20250903 2805.00 ... 2816.00 2815.00 M
156 m2607 20250903 2797.00 ... 2804.00 2802.00 M
157 m2608 20250903 2925.00 ... 2931.00 2928.00 M
158 p2509 20250903 9372.00 ... 9396.00 9408.00 P
159 p2510 20250903 9410.00 ... 9394.00 9420.00 P
160 p2511 20250903 9390.00 ... 9382.00 9402.00 P
161 p2512 20250903 9406.00 ... 9398.00 9424.00 P
162 p2601 20250903 9420.00 ... 9410.00 9442.00 P
163 p2602 20250903 9378.00 ... 9360.00 9378.00 P
164 p2603 20250903 9332.00 ... 9314.00 9332.00 P
165 p2604 20250903 9226.00 ... 9234.00 9284.00 P
166 p2605 20250903 9176.00 ... 9176.00 9186.00 P
167 p2606 20250903 9068.00 ... 9068.00 9092.00 P
168 p2607 20250903 8966.00 ... 8976.00 8980.00 P
169 p2608 20250903 8902.00 ... 8912.00 8920.00 P
170 pg2509 20250903 3754.00 ... 3734.00 3739.00 PG
171 pg2510 20250903 4421.00 ... 4429.00 4433.00 PG
172 pg2511 20250903 4347.00 ... 4353.00 4348.00 PG
173 pg2512 20250903 4290.00 ... 4291.00 4283.00 PG
174 pg2601 20250903 4219.00 ... 4229.00 4219.00 PG
175 pg2602 20250903 4168.00 ... 4161.00 4154.00 PG
176 pg2603 20250903 4064.00 ... 4074.00 4063.00 PG
177 pg2604 20250903 4400.00 ... 4396.00 4379.00 PG
178 pg2605 20250903 4307.00 ... 4309.00 4296.00 PG
179 pg2606 20250903 4253.00 ... 4253.00 4202.00 PG
180 pg2607 20250903 4197.00 ... 4196.00 4177.00 PG
181 pg2608 20250903 4136.00 ... 4143.00 4140.00 PG
182 pp2509 20250903 6861.00 ... 6869.00 6867.00 PP
183 pp2510 20250903 6881.00 ... 6915.00 6907.00 PP
184 pp2511 20250903 6923.00 ... 6942.00 6930.00 PP
185 pp2512 20250903 6947.00 ... 6960.00 6950.00 PP
186 pp2601 20250903 6943.00 ... 6962.00 6953.00 PP
187 pp2602 20250903 6928.00 ... 6941.00 6929.00 PP
188 pp2603 20250903 6929.00 ... 6943.00 6932.00 PP
189 pp2604 20250903 6949.00 ... 6965.00 6977.00 PP
190 pp2605 20250903 6952.00 ... 6976.00 6971.00 PP
191 pp2606 20250903 6954.00 ... 6949.00 6948.00 PP
192 pp2607 20250903 6941.00 ... 6940.00 6936.00 PP
193 pp2608 20250903 6948.00 ... 6946.00 6933.00 PP
194 rr2509 20250903 0.00 ... 3558.00 3558.00 RR
195 rr2510 20250903 3612.00 ... 3609.00 3611.00 RR
196 rr2511 20250903 3612.00 ... 3610.00 3611.00 RR
197 rr2512 20250903 3610.00 ... 3605.00 3608.00 RR
198 rr2601 20250903 3619.00 ... 3618.00 3621.00 RR
199 rr2602 20250903 3603.00 ... 3604.00 3606.00 RR
200 rr2603 20250903 3604.00 ... 3608.00 3609.00 RR
201 rr2604 20250903 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250903 3620.00 ... 3618.00 3620.00 RR
203 rr2606 20250903 3614.00 ... 3613.00 3611.00 RR
204 rr2607 20250903 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250903 0.00 ... 3625.00 3625.00 RR
206 v2509 20250903 4731.00 ... 4740.00 4732.00 V
207 v2510 20250903 4790.00 ... 4791.00 4782.00 V
208 v2511 20250903 4806.00 ... 4827.00 4818.00 V
209 v2512 20250903 4861.00 ... 4864.00 4855.00 V
210 v2601 20250903 4885.00 ... 4902.00 4892.00 V
211 v2602 20250903 4920.00 ... 4944.00 4932.00 V
212 v2603 20250903 4951.00 ... 4971.00 4964.00 V
213 v2604 20250903 5170.00 ... 5175.00 5167.00 V
214 v2605 20250903 5178.00 ... 5197.00 5189.00 V
215 v2606 20250903 5228.00 ... 5228.00 5230.00 V
216 v2607 20250903 5261.00 ... 5257.00 5259.00 V
217 v2608 20250903 5305.00 ... 5289.00 5289.00 V
218 y2509 20250903 8454.00 ... 8456.00 8410.00 Y
219 y2511 20250903 8384.00 ... 8390.00 8384.00 Y
220 y2512 20250903 8386.00 ... 8416.00 8410.00 Y
221 y2601 20250903 8350.00 ... 8368.00 8364.00 Y
222 y2603 20250903 8278.00 ... 8328.00 8314.00 Y
223 y2605 20250903 8092.00 ... 8082.00 8076.00 Y
224 y2607 20250903 8026.00 ... 8048.00 8044.00 Y
225 y2608 20250903 8050.00 ... 8058.00 8042.00 Y
[226 rows x 12 columns]
2025-09-04 18:26:42,993 - future_1d - INFO - ak.get_dce_daily('2025-09-03') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250903 8425.0 8468.0 ... 373826.35 8370.0 8378.0 AP
1 AP511 20250903 8218.0 8258.0 ... 3866.27 8189.0 8188.0 AP
2 AP512 20250903 8236.0 8259.0 ... 490.01 8167.0 8206.0 AP
3 AP601 20250903 8300.0 8330.0 ... 242748.25 8239.0 8273.0 AP
4 AP603 20250903 8190.0 8199.0 ... 422.18 8119.0 8159.0 AP
5 AP604 20250903 8205.0 8205.0 ... 154.62 8138.0 8166.0 AP
6 AP605 20250903 8238.0 8264.0 ... 1746.71 8201.0 8223.0 AP
7 CF509 20250903 13575.0 13595.0 ... 8349.43 13575.0 13645.0 CF
8 CF511 20250903 13855.0 13900.0 ... 219331.93 13870.0 13920.0 CF
9 CF601 20250903 14010.0 14060.0 ... 1473850.41 14025.0 14090.0 CF
10 CF603 20250903 13975.0 14015.0 ... 2867.43 13985.0 14050.0 CF
11 CF605 20250903 13965.0 14005.0 ... 127377.86 13980.0 14030.0 CF
12 CF607 20250903 13975.0 14015.0 ... 1349.43 13985.0 14040.0 CF
13 CJ509 20250903 10200.0 10200.0 ... 101.44 10145.0 10145.0 CJ
14 CJ512 20250903 11280.0 11315.0 ... 6758.04 11225.0 11275.0 CJ
15 CJ601 20250903 11395.0 11435.0 ... 667850.78 11335.0 11390.0 CJ
16 CJ603 20250903 11440.0 11470.0 ... 11030.77 11380.0 11430.0 CJ
17 CJ605 20250903 11545.0 11575.0 ... 103943.60 11465.0 11540.0 CJ
18 CJ607 20250903 11695.0 11725.0 ... 1834.16 11610.0 11690.0 CJ
19 CY509 20250903 19625.0 19625.0 ... 39.25 19625.0 20240.0 CY
20 CY510 20250903 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250903 19940.0 20035.0 ... 78803.07 19995.0 20060.0 CY
22 CY512 20250903 0.0 0.0 ... 0.00 19935.0 20040.0 CY
23 CY601 20250903 20065.0 20065.0 ... 1470.84 20010.0 20090.0 CY
24 CY602 20250903 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250903 0.0 0.0 ... 0.00 20340.0 20345.0 CY
26 CY604 20250903 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250903 0.0 0.0 ... 0.00 20305.0 20375.0 CY
28 CY606 20250903 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250903 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250903 0.0 0.0 ... 0.00 20245.0 20280.0 CY
31 FG509 20250903 965.0 965.0 ... 241.50 951.0 956.0 FG
32 FG510 20250903 1055.0 1068.0 ... 25695.19 1059.0 1061.0 FG
33 FG511 20250903 1044.0 1059.0 ... 99481.99 1048.0 1051.0 FG
34 FG512 20250903 1145.0 1161.0 ... 44546.40 1149.0 1150.0 FG
35 FG601 20250903 1135.0 1152.0 ... 2638406.61 1140.0 1142.0 FG
36 FG602 20250903 1195.0 1203.0 ... 19134.58 1192.0 1191.0 FG
37 FG603 20250903 1217.0 1217.0 ... 664.57 1195.0 1193.0 FG
38 FG604 20250903 1267.0 1267.0 ... 331.12 1245.0 1243.0 FG
39 FG605 20250903 1233.0 1250.0 ... 60061.83 1239.0 1240.0 FG
40 FG606 20250903 1268.0 1280.0 ... 739.87 1271.0 1271.0 FG
41 FG607 20250903 1258.0 1275.0 ... 784.26 1265.0 1265.0 FG
42 FG608 20250903 1292.0 1307.0 ... 904.87 1300.0 1298.0 FG
43 JR509 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250903 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250903 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250903 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250903 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250903 2230.0 2230.0 ... 2593.96 2225.0 2213.0 MA
53 MA510 20250903 2277.0 2297.0 ... 19913.44 2288.0 2279.0 MA
54 MA511 20250903 2303.0 2326.0 ... 79235.35 2317.0 2306.0 MA
55 MA512 20250903 2351.0 2369.0 ... 36491.77 2361.0 2350.0 MA
56 MA601 20250903 2373.0 2397.0 ... 1194423.07 2387.0 2378.0 MA
57 MA602 20250903 2393.0 2409.0 ... 13095.77 2398.0 2389.0 MA
58 MA603 20250903 2389.0 2410.0 ... 170.54 2402.0 2394.0 MA
59 MA604 20250903 0.0 0.0 ... 0.00 2391.0 2389.0 MA
60 MA605 20250903 2375.0 2393.0 ... 88391.27 2385.0 2378.0 MA
61 MA606 20250903 2393.0 2401.0 ... 21.58 2397.0 2382.0 MA
62 MA607 20250903 2384.0 2390.0 ... 83.52 2386.0 2380.0 MA
63 MA608 20250903 2382.0 2390.0 ... 11.93 2385.0 2382.0 MA
64 OI509 20250903 9950.0 9950.0 ... 924.39 9940.0 9949.0 OI
65 OI511 20250903 9874.0 9917.0 ... 413029.39 9863.0 9876.0 OI
66 OI601 20250903 9770.0 9814.0 ... 2333076.68 9759.0 9775.0 OI
67 OI603 20250903 9683.0 9731.0 ... 3321.69 9684.0 9697.0 OI
68 OI605 20250903 9593.0 9644.0 ... 50726.30 9584.0 9607.0 OI
69 OI607 20250903 9563.0 9609.0 ... 477.37 9547.0 9567.0 OI
70 PF509 20250903 6350.0 6350.0 ... 31.75 6350.0 6360.0 PF
71 PF510 20250903 6440.0 6466.0 ... 163183.56 6438.0 6470.0 PF
72 PF511 20250903 6442.0 6462.0 ... 540342.59 6430.0 6462.0 PF
73 PF512 20250903 6412.0 6442.0 ... 308338.72 6412.0 6450.0 PF
74 PF601 20250903 6458.0 6482.0 ... 32450.00 6460.0 6486.0 PF
75 PF602 20250903 6472.0 6496.0 ... 87271.21 6476.0 6496.0 PF
76 PF603 20250903 6468.0 6502.0 ... 19.45 6482.0 6500.0 PF
77 PF604 20250903 6504.0 6538.0 ... 22.81 6516.0 6532.0 PF
78 PF605 20250903 6520.0 6522.0 ... 9.77 6516.0 6562.0 PF
79 PF606 20250903 6546.0 6546.0 ... 9.80 6534.0 6580.0 PF
80 PF607 20250903 6552.0 6552.0 ... 6.55 6552.0 6544.0 PF
81 PF608 20250903 0.0 0.0 ... 0.00 6548.0 6548.0 PF
82 PK510 20250903 7956.0 7982.0 ... 30813.39 7966.0 8002.0 PK
83 PK511 20250903 7790.0 7810.0 ... 170696.11 7794.0 7822.0 PK
84 PK512 20250903 7806.0 7816.0 ... 45381.20 7800.0 7812.0 PK
85 PK601 20250903 7856.0 7862.0 ... 15736.00 7850.0 7862.0 PK
86 PK603 20250903 7856.0 7860.0 ... 19.64 7856.0 7864.0 PK
87 PK604 20250903 7872.0 7880.0 ... 27.56 7874.0 7876.0 PK
88 PK605 20250903 7874.0 7878.0 ... 1943.68 7870.0 7874.0 PK
89 PL601 20250903 6391.0 6439.0 ... 46480.85 6420.0 6418.0 PL
90 PL602 20250903 6451.0 6451.0 ... 64.46 6446.0 6455.0 PL
91 PL603 20250903 0.0 0.0 ... 0.00 6466.0 6480.0 PL
92 PL604 20250903 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250903 6411.0 6411.0 ... 76.84 6403.0 6412.0 PL
94 PL606 20250903 0.0 0.0 ... 0.00 6438.0 6438.0 PL
95 PL607 20250903 0.0 0.0 ... 0.00 6448.0 6448.0 PL
96 PL608 20250903 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250903 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250903 0.0 0.0 ... 0.00 5818.0 5818.0 PR
104 PR510 20250903 5912.0 5936.0 ... 41851.88 5900.0 5934.0 PR
105 PR511 20250903 5910.0 5938.0 ... 636167.39 5924.0 5934.0 PR
106 PR512 20250903 5916.0 5946.0 ... 537065.00 5932.0 5938.0 PR
107 PR601 20250903 5932.0 5948.0 ... 67170.48 5926.0 5946.0 PR
108 PR602 20250903 5942.0 5942.0 ... 17.83 5942.0 5956.0 PR
109 PR603 20250903 5970.0 5982.0 ... 53.63 5960.0 5958.0 PR
110 PR604 20250903 5976.0 5994.0 ... 17.96 5986.0 5990.0 PR
111 PR605 20250903 5994.0 5994.0 ... 44.84 5980.0 5992.0 PR
112 PR606 20250903 5982.0 5982.0 ... 8.97 5982.0 6000.0 PR
113 PR607 20250903 5986.0 5986.0 ... 8.98 5986.0 5996.0 PR
114 PR608 20250903 0.0 0.0 ... 0.00 5990.0 5990.0 PR
115 PX509 20250903 0.0 0.0 ... 0.00 6714.0 6714.0 PX
116 PX510 20250903 6842.0 6880.0 ... 30434.66 6830.0 6890.0 PX
117 PX511 20250903 6822.0 6880.0 ... 673539.79 6834.0 6866.0 PX
118 PX512 20250903 6794.0 6850.0 ... 225306.89 6814.0 6818.0 PX
119 PX601 20250903 6782.0 6820.0 ... 129963.45 6784.0 6808.0 PX
120 PX602 20250903 6754.0 6804.0 ... 15783.70 6772.0 6798.0 PX
121 PX603 20250903 6732.0 6732.0 ... 3.37 6732.0 6790.0 PX
122 PX604 20250903 0.0 0.0 ... 0.00 6766.0 6786.0 PX
123 PX605 20250903 6790.0 6796.0 ... 128.69 6774.0 6796.0 PX
124 PX606 20250903 6774.0 6780.0 ... 16.93 6772.0 6834.0 PX
125 PX607 20250903 6776.0 6776.0 ... 27.00 6750.0 6788.0 PX
126 PX608 20250903 6774.0 6774.0 ... 6.77 6774.0 6798.0 PX
127 RI509 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250903 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250903 2553.0 2570.0 ... 706.11 2558.0 2560.0 RM
134 RM511 20250903 2538.0 2572.0 ... 32255.80 2551.0 2555.0 RM
135 RM601 20250903 2494.0 2534.0 ... 796407.97 2514.0 2516.0 RM
136 RM603 20250903 2396.0 2425.0 ... 9756.09 2410.0 2418.0 RM
137 RM605 20250903 2389.0 2416.0 ... 108756.78 2400.0 2406.0 RM
138 RM607 20250903 2379.0 2402.0 ... 11814.33 2388.0 2394.0 RM
139 RM608 20250903 2478.0 2489.0 ... 153.63 2478.0 2479.0 RM
140 RS509 20250903 0.0 0.0 ... 0.00 4744.0 4711.0 RS
141 RS511 20250903 5063.0 5115.0 ... 172.73 5080.0 5045.0 RS
142 RS607 20250903 5489.0 5540.0 ... 104.75 5513.0 5505.0 RS
143 RS608 20250903 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250903 1152.0 1168.0 ... 2535.64 1156.0 1152.0 SA
145 SA510 20250903 1201.0 1218.0 ... 33228.31 1206.0 1203.0 SA
146 SA511 20250903 1205.0 1224.0 ... 166604.16 1211.0 1209.0 SA
147 SA512 20250903 1261.0 1280.0 ... 84609.16 1267.0 1264.0 SA
148 SA601 20250903 1267.0 1289.0 ... 2455608.45 1277.0 1273.0 SA
149 SA602 20250903 1296.0 1318.0 ... 19603.38 1305.0 1301.0 SA
150 SA603 20250903 1302.0 1324.0 ... 3131.68 1311.0 1307.0 SA
151 SA604 20250903 1343.0 1361.0 ... 1159.25 1351.0 1345.0 SA
152 SA605 20250903 1344.0 1368.0 ... 82558.73 1356.0 1350.0 SA
153 SA606 20250903 1368.0 1370.0 ... 543.42 1365.0 1361.0 SA
154 SA607 20250903 1367.0 1378.0 ... 503.94 1369.0 1365.0 SA
155 SA608 20250903 1400.0 1400.0 ... 136.65 1394.0 1389.0 SA
156 SF509 20250903 5360.0 5366.0 ... 1360.41 5350.0 5350.0 SF
157 SF510 20250903 5362.0 5386.0 ... 16332.48 5362.0 5362.0 SF
158 SF511 20250903 5556.0 5562.0 ... 307966.99 5536.0 5544.0 SF
159 SF512 20250903 5514.0 5516.0 ... 59530.80 5494.0 5504.0 SF
160 SF601 20250903 5512.0 5522.0 ... 78807.59 5498.0 5504.0 SF
161 SF602 20250903 5482.0 5486.0 ... 8694.34 5464.0 5472.0 SF
162 SF603 20250903 5650.0 5654.0 ... 11.29 5646.0 5646.0 SF
163 SF604 20250903 0.0 0.0 ... 0.00 5626.0 5654.0 SF
164 SF605 20250903 5644.0 5648.0 ... 956.57 5628.0 5636.0 SF
165 SF606 20250903 5586.0 5586.0 ... 5.59 5586.0 5596.0 SF
166 SF607 20250903 5734.0 5734.0 ... 2.87 5734.0 5742.0 SF
167 SF608 20250903 5708.0 5708.0 ... 5.71 5706.0 5716.0 SF
168 SH509 20250903 2540.0 2540.0 ... 255.83 2508.0 2534.0 SH
169 SH510 20250903 2651.0 2664.0 ... 133070.00 2628.0 2665.0 SH
170 SH511 20250903 2683.0 2699.0 ... 634623.28 2669.0 2701.0 SH
171 SH512 20250903 2694.0 2703.0 ... 267279.12 2681.0 2706.0 SH
172 SH601 20250903 2660.0 2674.0 ... 3428894.51 2645.0 2685.0 SH
173 SH602 20250903 2671.0 2681.0 ... 32899.67 2651.0 2692.0 SH
174 SH603 20250903 2682.0 2692.0 ... 2629.26 2664.0 2700.0 SH
175 SH604 20250903 2729.0 2739.0 ... 1397.17 2724.0 2740.0 SH
176 SH605 20250903 2740.0 2750.0 ... 37899.29 2723.0 2753.0 SH
177 SH606 20250903 2732.0 2752.0 ... 509.06 2737.0 2754.0 SH
178 SH607 20250903 2733.0 2733.0 ... 122.24 2717.0 2738.0 SH
179 SH608 20250903 2742.0 2749.0 ... 196.49 2729.0 2758.0 SH
180 SM509 20250903 5658.0 5658.0 ... 854.90 5644.0 5646.0 SM
181 SM510 20250903 5666.0 5674.0 ... 10705.41 5652.0 5656.0 SM
182 SM511 20250903 5758.0 5758.0 ... 104241.83 5734.0 5742.0 SM
183 SM512 20250903 5770.0 5770.0 ... 49475.83 5738.0 5744.0 SM
184 SM601 20250903 5766.0 5772.0 ... 295156.95 5744.0 5748.0 SM
185 SM602 20250903 5782.0 5782.0 ... 43610.63 5752.0 5760.0 SM
186 SM603 20250903 5752.0 5752.0 ... 11.50 5752.0 5774.0 SM
187 SM604 20250903 0.0 0.0 ... 0.00 5772.0 5784.0 SM
188 SM605 20250903 5798.0 5810.0 ... 3015.55 5782.0 5790.0 SM
189 SM606 20250903 0.0 0.0 ... 0.00 5788.0 5804.0 SM
190 SM607 20250903 5826.0 5826.0 ... 29.05 5810.0 5818.0 SM
191 SM608 20250903 5832.0 5832.0 ... 2.92 5832.0 5838.0 SM
192 SR509 20250903 5614.0 5614.0 ... 5283.24 5609.0 5614.0 SR
193 SR511 20250903 5575.0 5583.0 ... 181636.51 5566.0 5585.0 SR
194 SR601 20250903 5580.0 5586.0 ... 1057175.67 5569.0 5595.0 SR
195 SR603 20250903 5559.0 5565.0 ... 4229.41 5550.0 5572.0 SR
196 SR605 20250903 5548.0 5550.0 ... 57507.92 5539.0 5557.0 SR
197 SR607 20250903 5543.0 5547.0 ... 2413.70 5536.0 5551.0 SR
198 TA509 20250903 4700.0 4704.0 ... 9420.04 4692.0 4714.0 TA
199 TA510 20250903 4736.0 4756.0 ... 75495.37 4730.0 4756.0 TA
200 TA511 20250903 4738.0 4766.0 ... 191854.58 4740.0 4762.0 TA
201 TA512 20250903 4748.0 4772.0 ... 73556.81 4750.0 4772.0 TA
202 TA601 20250903 4752.0 4776.0 ... 1368853.35 4754.0 4776.0 TA
203 TA602 20250903 4764.0 4782.0 ... 9882.22 4764.0 4784.0 TA
204 TA603 20250903 4778.0 4790.0 ... 73.98 4774.0 4800.0 TA
205 TA604 20250903 0.0 0.0 ... 0.00 4766.0 4800.0 TA
206 TA605 20250903 4796.0 4818.0 ... 29007.42 4796.0 4818.0 TA
207 TA606 20250903 4794.0 4794.0 ... 2.40 4794.0 4816.0 TA
208 TA607 20250903 0.0 0.0 ... 0.00 4804.0 4822.0 TA
209 TA608 20250903 4836.0 4836.0 ... 7.22 4816.0 4834.0 TA
210 UR509 20250903 1680.0 1689.0 ... 671.45 1670.0 1676.0 UR
211 UR510 20250903 1704.0 1712.0 ... 9208.05 1692.0 1699.0 UR
212 UR511 20250903 1746.0 1757.0 ... 60221.27 1731.0 1740.0 UR
213 UR512 20250903 1746.0 1760.0 ... 18558.95 1734.0 1742.0 UR
214 UR601 20250903 1752.0 1764.0 ... 992533.96 1737.0 1747.0 UR
215 UR602 20250903 1747.0 1762.0 ... 2209.72 1734.0 1744.0 UR
216 UR603 20250903 1788.0 1799.0 ... 1121.45 1769.0 1788.0 UR
217 UR604 20250903 1794.0 1794.0 ... 685.57 1767.0 1794.0 UR
218 UR605 20250903 1794.0 1796.0 ... 41997.19 1776.0 1788.0 UR
219 UR606 20250903 1790.0 1790.0 ... 289.36 1764.0 1783.0 UR
220 UR607 20250903 1800.0 1805.0 ... 730.42 1782.0 1797.0 UR
221 UR608 20250903 1798.0 1798.0 ... 107.16 1786.0 1796.0 UR
222 WH509 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250903 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250903 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-04 18:26:43,322 - future_1d - INFO - ak.get_czce_daily('2025-09-03') done
symbol date open ... settle pre_settle variety
0 PS2509 20250903 52390.0 ... 52410.0 52035.0 PS
1 PS2510 20250903 52500.0 ... 52075.0 52120.0 PS
2 PS2511 20250903 52000.0 ... 51910.0 51985.0 PS
3 PS2512 20250903 54500.0 ... 54185.0 54245.0 PS
4 PS2601 20250903 54450.0 ... 54185.0 54225.0 PS
5 PS2602 20250903 54530.0 ... 54370.0 54385.0 PS
6 PS2603 20250903 54625.0 ... 54535.0 54640.0 PS
7 PS2604 20250903 54690.0 ... 54575.0 54715.0 PS
8 PS2605 20250903 54515.0 ... 54415.0 54555.0 PS
9 PS2606 20250903 56600.0 ... 56645.0 56825.0 PS
10 PS2607 20250903 56785.0 ... 56720.0 56985.0 PS
11 PS2608 20250903 56790.0 ... 56870.0 57000.0 PS
13 SI2509 20250903 0.0 ... 8485.0 8495.0 SI
14 SI2510 20250903 8505.0 ... 8490.0 8505.0 SI
15 SI2511 20250903 8520.0 ... 8505.0 8515.0 SI
16 SI2512 20250903 8910.0 ... 8870.0 8880.0 SI
17 SI2601 20250903 8880.0 ... 8865.0 8885.0 SI
18 SI2602 20250903 8840.0 ... 8855.0 8815.0 SI
19 SI2603 20250903 8950.0 ... 8910.0 8900.0 SI
20 SI2604 20250903 0.0 ... 8895.0 8895.0 SI
21 SI2605 20250903 8910.0 ... 8920.0 8930.0 SI
22 SI2606 20250903 8990.0 ... 8930.0 8925.0 SI
23 SI2607 20250903 9045.0 ... 8935.0 8960.0 SI
24 SI2608 20250903 8910.0 ... 8935.0 8980.0 SI
27 LC2509 20250903 72780.0 ... 73200.0 74980.0 LC
28 LC2510 20250903 72980.0 ... 72700.0 74160.0 LC
29 LC2511 20250903 72860.0 ... 72660.0 74180.0 LC
30 LC2512 20250903 73000.0 ... 72780.0 73940.0 LC
31 LC2601 20250903 73360.0 ... 72720.0 73920.0 LC
32 LC2602 20250903 72500.0 ... 72580.0 73420.0 LC
33 LC2603 20250903 72360.0 ... 72420.0 73420.0 LC
34 LC2604 20250903 72400.0 ... 72780.0 73660.0 LC
35 LC2605 20250903 72160.0 ... 72520.0 73420.0 LC
36 LC2606 20250903 72220.0 ... 72340.0 73280.0 LC
37 LC2607 20250903 72040.0 ... 72260.0 73260.0 LC
38 LC2608 20250903 72180.0 ... 72560.0 73420.0 LC
[36 rows x 12 columns]
2025-09-04 18:26:43,486 - future_1d - INFO - ak.get_gfex_daily('2025-09-03') done
2025-09-04 18:26:45,230 - future_1d - INFO - save future_daily 2025-09-03 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2510 20250904 487 487.7 ... 5706074.98 483.6 491.8 SC
1 SC2511 20250904 488 489 ... 1579385.96 484.6 493.2 SC
2 SC2512 20250904 486.8 488.6 ... 648446.64 484.4 492.4 SC
3 SC2601 20250904 487.5 487.5 ... 82660.43 483.6 491.4 SC
4 SC2602 20250904 484.6 486.3 ... 17611.73 482.5 489.7 SC
5 SC2603 20250904 483.5 483.5 ... 12152.73 480.3 487.9 SC
6 SC2604 20250904 481.4 481.4 ... 16077.76 478.5 486.7 SC
7 SC2605 20250904 485.7 485.7 ... 8844.66 475.5 483.9 SC
8 SC2606 20250904 480.1 480.1 ... 14894.77 475.8 485 SC
9 SC2607 20250904 478 478 ... 758.32 473.9 483 SC
10 SC2608 20250904 477.5 477.5 ... 189.52 473.8 482.8 SC
11 SC2609 20250904 478.2 478.2 ... 237.01 474 481.5 SC
12 SC2612 20250904 478.2 478.2 ... 1799.04 473.4 481 SC
13 SC2703 20250904 472.3 472.3 ... 188.36 470.9 477.7 SC
14 SC2706 20250904 466.9 466.9 ... 46.69 466.9 479.4 SC
15 SC2709 20250904 470.4 470.4 ... 93.77 468.8 476.2 SC
16 SC2712 20250904 467.8 468.1 ... 233.1 466.2 476.8 SC
17 SC2803 20250904 ... 0 468.1 471.4 SC
18 SC2806 20250904 467.1 467.1 ... 373.44 466.8 471.7 SC
19 SC2809 20250904 464.5 464.5 ... 139.23 464.1 472 SC
21 LU2510 20250904 3450 3459 ... 19392.298 3421 3505 LU
22 LU2511 20250904 3471 3483 ... 471893.843 3442 3525 LU
23 LU2512 20250904 3473 3479 ... 203959.24 3440 3514 LU
24 LU2601 20250904 3467 3468 ... 40238.822 3423 3501 LU
25 LU2602 20250904 3438 3446 ... 3177.157 3401 3482 LU
26 LU2603 20250904 3422 3426 ... 81.673 3403 3466 LU
27 LU2604 20250904 3407 3407 ... 30.402 3378 3468 LU
28 LU2605 20250904 3400 3400 ... 73.982 3362 3464 LU
29 LU2606 20250904 3405 3405 ... 43.765 3366 3464 LU
30 LU2607 20250904 3407 3408 ... 124.711 3370 3450 LU
31 LU2608 20250904 3402 3402 ... 50.552 3370 3444 LU
32 LU2609 20250904 3389 3389 ... 26.882 3360 3425 LU
34 NR2509 20250904 12675 12720 ... 3542.25 12650 12695 NR
35 NR2510 20250904 12725 12815 ... 966157.25 12720 12765 NR
36 NR2511 20250904 12780 12870 ... 848386.485 12770 12815 NR
37 NR2512 20250904 12805 12900 ... 119536.7 12810 12845 NR
38 NR2601 20250904 12805 12935 ... 179481.365 12835 12885 NR
39 NR2602 20250904 12860 12910 ... 6174.835 12835 12885 NR
40 NR2603 20250904 12785 12915 ... 590.78 12840 12855 NR
41 NR2604 20250904 12815 12905 ... 2168.59 12830 12875 NR
42 NR2605 20250904 12860 12905 ... 603.14 12830 12920 NR
43 NR2606 20250904 ... 0 12870 12870 NR
44 NR2607 20250904 12800 12825 ... 25.625 12810 12890 NR
45 NR2608 20250904 12815 12995 ... 38.655 12885 12925 NR
47 BC2509 20250904 ... 0 70130 70130 BC
48 BC2510 20250904 71080 71450 ... 173588.41 71020 71240 BC
49 BC2511 20250904 71120 71440 ... 25995.725 71020 71160 BC
50 BC2512 20250904 ... 0 71100 71460 BC
51 BC2601 20250904 71350 71350 ... 71.28 71280 70590 BC
52 BC2602 20250904 ... 0 70700 70700 BC
53 BC2603 20250904 71360 71360 ... 35.68 71360 71400 BC
54 BC2604 20250904 71200 71200 ... 35.6 71200 70710 BC
55 BC2605 20250904 71170 71170 ... 71.17 71170 70710 BC
56 BC2606 20250904 ... 0 70700 70700 BC
57 BC2607 20250904 ... 0 70600 70600 BC
58 BC2608 20250904 ... 0 70440 70440 BC
60 EC2510 20250904 1324.4 1345 ... 168511.992 1308.3 1324.2 EC
61 EC2512 20250904 1695 1718.2 ... 77383.245 1676.5 1704 EC
62 EC2602 20250904 1542 1548.3 ... 11204.3825 1515.1 1536.5 EC
63 EC2604 20250904 1258.8 1263.8 ... 4029.955 1249.5 1243.7 EC
64 EC2606 20250904 1431.3 1447.7 ... 624.126 1434.7 1435.8 EC
65 EC2608 20250904 1609.5 1616 ... 336.798 1603.8 1601.5 EC
68 SC_TAS2510 20250904 ... SC_TAS
69 SC_TAS2511 20250904 ... SC_TAS
70 SC_TAS2512 20250904 ... SC_TAS
71 SC_TAS2601 20250904 ... SC_TAS
[66 rows x 12 columns]
2025-09-04 18:26:51,000 - future_1d - INFO - ak.get_ine_daily('2025-09-04') done
symbol date open ... settle pre_settle variety
0 IC2509 20250904 6818.000 ... 6607.200 6812.000 IC
1 IC2510 20250904 6760.000 ... 6551.200 6754.000 IC
2 IC2512 20250904 6645.000 ... 6437.200 6646.600 IC
3 IC2603 20250904 6495.200 ... 6291.600 6497.200 IC
4 IF2509 20250904 4437.000 ... 4334.200 4432.800 IF
5 IF2510 20250904 4421.000 ... 4324.800 4426.800 IF
6 IF2512 20250904 4407.000 ... 4307.600 4404.000 IF
7 IF2603 20250904 4380.000 ... 4286.600 4381.400 IF
8 IH2509 20250904 2948.600 ... 2893.400 2944.200 IH
9 IH2510 20250904 2944.000 ... 2892.800 2943.600 IH
10 IH2512 20250904 2945.000 ... 2894.000 2943.800 IH
11 IH2603 20250904 2944.000 ... 2897.000 2946.000 IH
12 IM2509 20250904 7168.000 ... 6974.200 7161.400 IM
13 IM2510 20250904 7095.200 ... 6913.800 7095.600 IM
14 IM2512 20250904 6956.200 ... 6778.800 6960.800 IM
15 IM2603 20250904 6775.000 ... 6604.400 6778.600 IM
16 T2509 20250904 108.290 ... 108.385 108.285 T
17 T2512 20250904 108.245 ... 108.270 108.120 T
18 T2603 20250904 108.000 ... 108.005 107.855 T
19 TF2509 20250904 105.800 ... 105.815 105.795 TF
20 TF2512 20250904 105.780 ... 105.745 105.690 TF
21 TF2603 20250904 105.670 ... 105.645 105.590 TF
22 TL2509 20250904 117.950 ... 117.850 117.230 TL
23 TL2512 20250904 117.450 ... 117.400 117.030 TL
24 TL2603 20250904 117.100 ... 117.050 116.640 TL
25 TS2509 20250904 102.364 ... 102.358 102.368 TS
26 TS2512 20250904 102.454 ... 102.440 102.440 TS
27 TS2603 20250904 102.424 ... 102.396 102.394 TS
[28 rows x 12 columns]
2025-09-04 18:26:51,107 - future_1d - INFO - ak.get_cffex_daily('2025-09-04') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250904 ... 79910 80270 CU
1 1 CU2510 20250904 ... 79980 80180 CU
2 2 CU2511 20250904 ... 79960 80170 CU
3 3 CU2512 20250904 ... 79910 80130 CU
4 4 CU2601 20250904 ... 79870 80010 CU
5 5 CU2602 20250904 ... 79930 80030 CU
6 6 CU2603 20250904 ... 79850 80050 CU
7 7 CU2604 20250904 ... 79910 80000 CU
8 8 CU2605 20250904 ... 79980 79840 CU
9 9 CU2606 20250904 ... 79790 80070 CU
10 10 CU2607 20250904 ... 79820 80050 CU
11 11 CU2608 20250904 ... 79860 80070 CU
12 12 BC2509 20250904 ... 70130 70130 BC
13 13 BC2510 20250904 ... 71020 71240 BC
14 14 BC2511 20250904 ... 71020 71160 BC
15 15 BC2512 20250904 ... 71100 71460 BC
16 16 BC2601 20250904 ... 71280 70590 BC
17 17 BC2602 20250904 ... 70700 70700 BC
18 18 BC2603 20250904 ... 71360 71400 BC
19 19 BC2604 20250904 ... 71200 70710 BC
20 20 BC2605 20250904 ... 71170 70710 BC
21 21 BC2606 20250904 ... 70700 70700 BC
22 22 BC2607 20250904 ... 70600 70600 BC
23 23 BC2608 20250904 ... 70440 70440 BC
24 24 AL2509 20250904 ... 20630 20755 AL
25 25 AL2510 20250904 ... 20635 20765 AL
26 26 AL2511 20250904 ... 20630 20755 AL
27 27 AL2512 20250904 ... 20620 20740 AL
28 28 AL2601 20250904 ... 20615 20735 AL
29 29 AL2602 20250904 ... 20590 20725 AL
30 30 AL2603 20250904 ... 20635 20735 AL
31 31 AL2604 20250904 ... 20665 20775 AL
32 32 AL2605 20250904 ... 20675 20795 AL
33 33 AL2606 20250904 ... 20690 20830 AL
34 34 AL2607 20250904 ... 20720 20805 AL
35 35 AL2608 20250904 ... 20690 20820 AL
36 36 ZN2509 20250904 ... 22085 22275 ZN
37 37 ZN2510 20250904 ... 22135 22305 ZN
38 38 ZN2511 20250904 ... 22140 22300 ZN
39 39 ZN2512 20250904 ... 22170 22305 ZN
40 40 ZN2601 20250904 ... 22135 22310 ZN
41 41 ZN2602 20250904 ... 22110 22290 ZN
42 42 ZN2603 20250904 ... 22140 22350 ZN
43 43 ZN2604 20250904 ... 22180 22365 ZN
44 44 ZN2605 20250904 ... 22185 22390 ZN
45 45 ZN2606 20250904 ... 22160 22405 ZN
46 46 ZN2607 20250904 ... 22190 22380 ZN
47 47 ZN2608 20250904 ... 22185 22400 ZN
48 48 PB2509 20250904 ... 16810 16820 PB
49 49 PB2510 20250904 ... 16865 16870 PB
50 50 PB2511 20250904 ... 16875 16885 PB
51 51 PB2512 20250904 ... 16890 16895 PB
52 52 PB2601 20250904 ... 16880 16910 PB
53 53 PB2602 20250904 ... 16910 16910 PB
54 54 PB2603 20250904 ... 16960 16960 PB
55 55 PB2604 20250904 ... 16995 17005 PB
56 56 PB2605 20250904 ... 17010 17010 PB
57 57 PB2606 20250904 ... 17020 17040 PB
58 58 PB2607 20250904 ... 17050 17090 PB
59 59 PB2608 20250904 ... 17080 17100 PB
60 60 NI2509 20250904 ... 121070 121290 NI
61 61 NI2510 20250904 ... 121510 121500 NI
62 62 NI2511 20250904 ... 121500 121630 NI
63 63 NI2512 20250904 ... 121730 121830 NI
64 64 NI2601 20250904 ... 121950 122050 NI
65 65 NI2602 20250904 ... 122290 122320 NI
66 66 NI2603 20250904 ... 122580 122600 NI
67 67 NI2604 20250904 ... 123220 122900 NI
68 68 NI2605 20250904 ... 122920 123070 NI
69 69 NI2606 20250904 ... 123610 123320 NI
70 70 NI2607 20250904 ... 123650 123440 NI
71 71 NI2608 20250904 ... 123810 124040 NI
72 72 SN2509 20250904 ... 272280 272650 SN
73 73 SN2510 20250904 ... 272800 273110 SN
74 74 SN2511 20250904 ... 273040 273310 SN
75 75 SN2512 20250904 ... 273170 273250 SN
76 76 SN2601 20250904 ... 272850 273230 SN
77 77 SN2602 20250904 ... 272590 273190 SN
78 78 SN2603 20250904 ... 272670 273880 SN
79 79 SN2604 20250904 ... 273030 274470 SN
80 80 SN2605 20250904 ... 272840 273540 SN
81 81 SN2606 20250904 ... 273740 273820 SN
82 82 SN2607 20250904 ... 273700 274280 SN
83 83 SN2608 20250904 ... 274450 274450 SN
84 84 AO2509 20250904 ... 2950 2987 AO
85 85 AO2510 20250904 ... 2962 3005 AO
86 86 AO2511 20250904 ... 2966 3009 AO
87 87 AO2512 20250904 ... 2966 3018 AO
88 88 AO2601 20250904 ... 2973 3024 AO
89 89 AO2602 20250904 ... 2970 3016 AO
90 90 AO2603 20250904 ... 2974 3024 AO
91 91 AO2604 20250904 ... 2988 3038 AO
92 92 AO2605 20250904 ... 2996 3040 AO
93 93 AO2606 20250904 ... 2996 3044 AO
94 94 AO2607 20250904 ... 3002 3047 AO
95 95 AO2608 20250904 ... 2999 3033 AO
96 96 AD2511 20250904 ... 20235 20330 AD
97 97 AD2512 20250904 ... 20270 20325 AD
98 98 AD2601 20250904 ... 20255 20290 AD
99 99 AD2602 20250904 ... 20345 20340 AD
100 100 AD2603 20250904 ... 20310 20290 AD
101 101 AD2604 20250904 ... 20240 20235 AD
102 102 AD2605 20250904 ... 20205 20145 AD
103 103 AD2606 20250904 ... 20155 20110 AD
104 104 AD2607 20250904 ... 20135 19925 AD
105 105 AD2608 20250904 ... 20170 20170 AD
106 106 AU2509 20250904 ... 816.08 811.66 AU
107 107 AU2510 20250904 ... 816.1 810.36 AU
108 108 AU2511 20250904 ... 817.06 810.42 AU
109 109 AU2512 20250904 ... 817.6 812.8 AU
110 110 AU2602 20250904 ... 819.98 814.72 AU
111 111 AU2604 20250904 ... 822.1 816.68 AU
112 112 AU2606 20250904 ... 824.12 819.38 AU
113 113 AU2608 20250904 ... 826.8 821.24 AU
114 114 AG2509 20250904 ... 9786 9791 AG
115 115 AG2510 20250904 ... 9846 9787 AG
116 116 AG2511 20250904 ... 9853 9783 AG
117 117 AG2512 20250904 ... 9856 9809 AG
118 118 AG2601 20250904 ... 9878 9814 AG
119 119 AG2602 20250904 ... 9886 9828 AG
120 120 AG2603 20250904 ... 9909 9840 AG
121 121 AG2604 20250904 ... 9907 9849 AG
122 122 AG2605 20250904 ... 9913 9861 AG
123 123 AG2606 20250904 ... 9924 9880 AG
124 124 AG2607 20250904 ... 9919 9915 AG
125 125 AG2608 20250904 ... 9962 9909 AG
126 126 RB2509 20250904 ... 2961 2962 RB
127 127 RB2510 20250904 ... 3030 3047 RB
128 128 RB2511 20250904 ... 3053 3059 RB
129 129 RB2512 20250904 ... 3093 3100 RB
130 130 RB2601 20250904 ... 3110 3119 RB
131 131 RB2602 20250904 ... 3105 3118 RB
132 132 RB2603 20250904 ... 3125 3125 RB
133 133 RB2604 20250904 ... 3143 3158 RB
134 134 RB2605 20250904 ... 3158 3168 RB
135 135 RB2606 20250904 ... 3174 3188 RB
136 136 RB2607 20250904 ... 3200 3205 RB
137 137 RB2608 20250904 ... 3198 3204 RB
138 138 WR2509 20250904 ... 3342 3342 WR
139 139 WR2510 20250904 ... 3265 3258 WR
140 140 WR2511 20250904 ... 3311 3311 WR
141 141 WR2512 20250904 ... 3349 3350 WR
142 142 WR2601 20250904 ... 3336 3355 WR
143 143 WR2602 20250904 ... 3337 3335 WR
144 144 WR2603 20250904 ... 3435 3438 WR
145 145 WR2604 20250904 ... 3400 3400 WR
146 146 WR2605 20250904 ... 3429 3429 WR
147 147 WR2606 20250904 ... 3375 3375 WR
148 148 WR2607 20250904 ... 3387 3387 WR
149 149 WR2608 20250904 ... 3350 3320 WR
150 150 HC2509 20250904 ... 3371 3356 HC
151 151 HC2510 20250904 ... 3320 3316 HC
152 152 HC2511 20250904 ... 3312 3312 HC
153 153 HC2512 20250904 ... 3321 3300 HC
154 154 HC2601 20250904 ... 3306 3305 HC
155 155 HC2602 20250904 ... 3302 3310 HC
156 156 HC2603 20250904 ... 3311 3309 HC
157 157 HC2604 20250904 ... 3316 3311 HC
158 158 HC2605 20250904 ... 3316 3316 HC
159 159 HC2606 20250904 ... 3314 3319 HC
160 160 HC2607 20250904 ... 3323 3331 HC
161 161 HC2608 20250904 ... 3317 3335 HC
162 162 SS2509 20250904 ... 12835 12835 SS
163 163 SS2510 20250904 ... 12890 12930 SS
164 164 SS2511 20250904 ... 12960 13000 SS
165 165 SS2512 20250904 ... 12995 13045 SS
166 166 SS2601 20250904 ... 13050 13110 SS
167 167 SS2602 20250904 ... 13095 13145 SS
168 168 SS2603 20250904 ... 13175 13210 SS
169 169 SS2604 20250904 ... 13225 13300 SS
170 170 SS2605 20250904 ... 13305 13335 SS
171 171 SS2606 20250904 ... 13360 13425 SS
172 172 SS2607 20250904 ... 13410 13455 SS
173 173 SS2608 20250904 ... 13455 13480 SS
174 174 SC2510 20250904 ... 483.6 491.8 SC
175 175 SC2511 20250904 ... 484.6 493.2 SC
176 176 SC2512 20250904 ... 484.4 492.4 SC
177 177 SC2601 20250904 ... 483.6 491.4 SC
178 178 SC2602 20250904 ... 482.5 489.7 SC
179 179 SC2603 20250904 ... 480.3 487.9 SC
180 180 SC2604 20250904 ... 478.5 486.7 SC
181 181 SC2605 20250904 ... 475.5 483.9 SC
182 182 SC2606 20250904 ... 475.8 485 SC
183 183 SC2607 20250904 ... 473.9 483 SC
184 184 SC2608 20250904 ... 473.8 482.8 SC
185 185 SC2609 20250904 ... 474 481.5 SC
186 186 SC2612 20250904 ... 473.4 481 SC
187 187 SC2703 20250904 ... 470.9 477.7 SC
188 188 SC2706 20250904 ... 466.9 479.4 SC
189 189 SC2709 20250904 ... 468.8 476.2 SC
190 190 SC2712 20250904 ... 466.2 476.8 SC
191 191 SC2803 20250904 ... 468.1 471.4 SC
192 192 SC2806 20250904 ... 466.8 471.7 SC
193 193 SC2809 20250904 ... 464.1 472 SC
194 194 LU2510 20250904 ... 3421 3505 LU
195 195 LU2511 20250904 ... 3442 3525 LU
196 196 LU2512 20250904 ... 3440 3514 LU
197 197 LU2601 20250904 ... 3423 3501 LU
198 198 LU2602 20250904 ... 3401 3482 LU
199 199 LU2603 20250904 ... 3403 3466 LU
200 200 LU2604 20250904 ... 3378 3468 LU
201 201 LU2605 20250904 ... 3362 3464 LU
202 202 LU2606 20250904 ... 3366 3464 LU
203 203 LU2607 20250904 ... 3370 3450 LU
204 204 LU2608 20250904 ... 3370 3444 LU
205 205 LU2609 20250904 ... 3360 3425 LU
206 206 FU2510 20250904 ... 2789 2832 FU
207 207 FU2511 20250904 ... 2797 2842 FU
208 208 FU2512 20250904 ... 2783 2835 FU
209 209 FU2601 20250904 ... 2776 2828 FU
210 210 FU2602 20250904 ... 2764 2820 FU
211 211 FU2603 20250904 ... 2753 2802 FU
212 212 FU2604 20250904 ... 2754 2796 FU
213 213 FU2605 20250904 ... 2740 2787 FU
214 214 FU2606 20250904 ... 2733 2776 FU
215 215 FU2607 20250904 ... 2725 2762 FU
216 216 FU2608 20250904 ... 2722 2755 FU
217 217 FU2609 20250904 ... 2705 2733 FU
218 218 BU2509 20250904 ... 3504 3533 BU
219 219 BU2510 20250904 ... 3499 3544 BU
220 220 BU2511 20250904 ... 3477 3538 BU
221 221 BU2512 20250904 ... 3428 3487 BU
222 222 BU2601 20250904 ... 3400 3456 BU
223 223 BU2602 20250904 ... 3404 3459 BU
224 224 BU2603 20250904 ... 3406 3455 BU
225 225 BU2604 20250904 ... 3427 3467 BU
226 226 BU2605 20250904 ... 3404 3457 BU
227 227 BU2606 20250904 ... 3398 3449 BU
228 228 BU2607 20250904 ... 3351 3445 BU
229 229 BU2608 20250904 ... 3378 3439 BU
230 230 BU2609 20250904 ... 3377 3416 BU
231 231 BU2612 20250904 ... 3311 3359 BU
232 232 BU2703 20250904 ... 3300 3371 BU
233 233 BU2706 20250904 ... 3310 3360 BU
234 234 BR2509 20250904 ... 11825 11920 BR
235 235 BR2510 20250904 ... 11800 11905 BR
236 236 BR2511 20250904 ... 11785 11890 BR
237 237 BR2512 20250904 ... 11765 11885 BR
238 238 BR2601 20250904 ... 11765 11885 BR
239 239 BR2602 20250904 ... 11800 11960 BR
240 240 BR2603 20250904 ... 11775 11975 BR
241 241 BR2604 20250904 ... 11885 12015 BR
242 242 BR2605 20250904 ... 11880 12015 BR
243 243 BR2606 20250904 ... 11905 12010 BR
244 244 BR2607 20250904 ... 12110 12110 BR
245 245 BR2608 20250904 ... 12135 12135 BR
246 246 RU2509 20250904 ... 14955 14990 RU
247 247 RU2510 20250904 ... 14965 15005 RU
248 248 RU2511 20250904 ... 14920 14960 RU
249 249 RU2601 20250904 ... 15880 15935 RU
250 250 RU2603 20250904 ... 15920 15960 RU
251 251 RU2604 20250904 ... 15935 15950 RU
252 252 RU2605 20250904 ... 15955 16025 RU
253 253 RU2606 20250904 ... 15900 16060 RU
254 254 RU2607 20250904 ... 15965 16120 RU
255 255 RU2608 20250904 ... 16115 16040 RU
256 256 NR2509 20250904 ... 12650 12695 NR
257 257 NR2510 20250904 ... 12720 12765 NR
258 258 NR2511 20250904 ... 12770 12815 NR
259 259 NR2512 20250904 ... 12810 12845 NR
260 260 NR2601 20250904 ... 12835 12885 NR
261 261 NR2602 20250904 ... 12835 12885 NR
262 262 NR2603 20250904 ... 12840 12855 NR
263 263 NR2604 20250904 ... 12830 12875 NR
264 264 NR2605 20250904 ... 12830 12920 NR
265 265 NR2606 20250904 ... 12870 12870 NR
266 266 NR2607 20250904 ... 12810 12890 NR
267 267 NR2608 20250904 ... 12885 12925 NR
268 268 SP2509 20250904 ... 4972 5008 SP
269 269 SP2510 20250904 ... 4998 5034 SP
270 270 SP2511 20250904 ... 5030 5062 SP
271 271 SP2512 20250904 ... 5044 5078 SP
272 272 SP2601 20250904 ... 5312 5340 SP
273 273 SP2602 20250904 ... 5290 5326 SP
274 274 SP2603 20250904 ... 5306 5334 SP
275 275 SP2604 20250904 ... 5328 5342 SP
276 276 SP2605 20250904 ... 5322 5348 SP
277 277 SP2606 20250904 ... 5310 5358 SP
278 278 SP2607 20250904 ... 5326 5354 SP
279 279 SP2608 20250904 ... 5344 5378 SP
280 280 EC2510 20250904 ... 1308.3 1324.2 EC
281 281 EC2512 20250904 ... 1676.5 1704 EC
282 282 EC2602 20250904 ... 1515.1 1536.5 EC
283 283 EC2604 20250904 ... 1249.5 1243.7 EC
284 284 EC2606 20250904 ... 1434.7 1435.8 EC
285 285 EC2608 20250904 ... 1603.8 1601.5 EC
286 289 SC_TAS2510 20250904 ... SC_TAS
287 290 SC_TAS2511 20250904 ... SC_TAS
288 291 SC_TAS2512 20250904 ... SC_TAS
289 292 SC_TAS2601 20250904 ... SC_TAS
[290 rows x 13 columns]
2025-09-04 18:26:51,214 - future_1d - INFO - ak.get_shfe_daily('2025-09-04') done
symbol date open ... settle pre_settle variety
0 a2509 20250904 4056.00 ... 4056.00 4087.00 A
1 a2511 20250904 3951.00 ... 3966.00 3964.00 A
2 a2601 20250904 3955.00 ... 3966.00 3961.00 A
3 a2603 20250904 3960.00 ... 3968.00 3963.00 A
4 a2605 20250904 4007.00 ... 4012.00 4009.00 A
5 a2607 20250904 4008.00 ... 4016.00 4012.00 A
6 b2509 20250904 3670.00 ... 3681.00 3695.00 B
7 b2510 20250904 3690.00 ... 3695.00 3694.00 B
8 b2511 20250904 3721.00 ... 3728.00 3730.00 B
9 b2512 20250904 3758.00 ... 3761.00 3763.00 B
10 b2601 20250904 3760.00 ... 3759.00 3762.00 B
11 b2602 20250904 3741.00 ... 3745.00 3747.00 B
12 b2603 20250904 3696.00 ... 3699.00 3699.00 B
13 b2604 20250904 3598.00 ... 3602.00 3599.00 B
14 b2605 20250904 3528.00 ... 3528.00 3526.00 B
15 b2606 20250904 3516.00 ... 3512.00 3516.00 B
16 b2607 20250904 3520.00 ... 3516.00 3523.00 B
17 b2608 20250904 3606.00 ... 3604.00 3599.00 B
18 bb2509 20250904 0.00 ... 136.00 136.00 BB
19 bb2511 20250904 143.35 ... 142.25 143.85 BB
20 bb2601 20250904 146.40 ... 146.15 147.15 BB
21 bb2603 20250904 0.00 ... 146.40 146.40 BB
22 bb2605 20250904 0.00 ... 140.75 140.75 BB
23 bb2607 20250904 0.00 ... 145.55 146.50 BB
24 bz2603 20250904 5970.00 ... 5967.00 5993.00 BZ
25 bz2604 20250904 5956.00 ... 5947.00 5973.00 BZ
26 bz2605 20250904 5961.00 ... 5960.00 5998.00 BZ
27 bz2606 20250904 5953.00 ... 5953.00 5935.00 BZ
28 bz2607 20250904 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250904 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250904 2303.00 ... 2315.00 2257.00 C
31 c2511 20250904 2192.00 ... 2200.00 2197.00 C
32 c2601 20250904 2181.00 ... 2187.00 2183.00 C
33 c2603 20250904 2194.00 ... 2200.00 2197.00 C
34 c2605 20250904 2244.00 ... 2249.00 2246.00 C
35 c2607 20250904 2259.00 ... 2261.00 2257.00 C
36 cs2509 20250904 2478.00 ... 2480.00 2465.00 CS
37 cs2511 20250904 2492.00 ... 2492.00 2498.00 CS
38 cs2601 20250904 2523.00 ... 2514.00 2525.00 CS
39 cs2603 20250904 2525.00 ... 2521.00 2533.00 CS
40 cs2605 20250904 2595.00 ... 2593.00 2603.00 CS
41 cs2607 20250904 2599.00 ... 2596.00 2603.00 CS
42 eb2509 20250904 6907.00 ... 6927.00 6915.00 EB
43 eb2510 20250904 7012.00 ... 6992.00 7002.00 EB
44 eb2511 20250904 7020.00 ... 7008.00 7027.00 EB
45 eb2512 20250904 7044.00 ... 7025.00 7054.00 EB
46 eb2601 20250904 7082.00 ... 7062.00 7092.00 EB
47 eb2602 20250904 7109.00 ... 7088.00 7117.00 EB
48 eb2603 20250904 7129.00 ... 7123.00 7157.00 EB
49 eb2604 20250904 7150.00 ... 7152.00 7166.00 EB
50 eb2605 20250904 7158.00 ... 7166.00 7178.00 EB
51 eb2606 20250904 0.00 ... 7200.00 7200.00 EB
52 eb2607 20250904 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250904 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250904 4376.00 ... 4349.00 4376.00 EG
55 eg2510 20250904 4319.00 ... 4342.00 4342.00 EG
56 eg2511 20250904 4306.00 ... 4346.00 4332.00 EG
57 eg2512 20250904 4340.00 ... 4343.00 4340.00 EG
58 eg2601 20250904 4329.00 ... 4344.00 4345.00 EG
59 eg2602 20250904 4351.00 ... 4351.00 4352.00 EG
60 eg2603 20250904 4347.00 ... 4346.00 4358.00 EG
61 eg2604 20250904 4365.00 ... 4365.00 4374.00 EG
62 eg2605 20250904 4360.00 ... 4376.00 4381.00 EG
63 eg2606 20250904 4369.00 ... 4370.00 4401.00 EG
64 eg2607 20250904 0.00 ... 4447.00 4447.00 EG
65 eg2608 20250904 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250904 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250904 1265.50 ... 1278.00 1282.50 FB
68 fb2511 20250904 1259.50 ... 1254.00 1270.50 FB
69 fb2512 20250904 1260.00 ... 1257.50 1268.50 FB
70 fb2601 20250904 1252.00 ... 1252.50 1265.00 FB
71 fb2602 20250904 1250.00 ... 1248.50 1257.00 FB
72 fb2603 20250904 1224.00 ... 1247.50 1258.00 FB
73 fb2604 20250904 0.00 ... 1259.00 1259.00 FB
74 fb2605 20250904 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250904 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250904 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250904 0.00 ... 1302.50 1302.50 FB
78 i2509 20250904 813.00 ... 822.00 813.50 I
79 i2510 20250904 797.50 ... 803.00 797.50 I
80 i2511 20250904 794.00 ... 798.50 793.00 I
81 i2512 20250904 787.50 ... 792.50 787.00 I
82 i2601 20250904 777.00 ... 783.50 778.50 I
83 i2602 20250904 773.50 ... 779.00 773.00 I
84 i2603 20250904 768.00 ... 772.50 767.50 I
85 i2604 20250904 764.00 ... 768.00 763.00 I
86 i2605 20250904 754.50 ... 761.00 755.50 I
87 i2606 20250904 750.50 ... 755.50 750.50 I
88 i2607 20250904 747.00 ... 750.50 747.00 I
89 i2608 20250904 743.00 ... 747.00 743.00 I
90 j2509 20250904 1388.00 ... 1449.50 1481.00 J
91 j2510 20250904 1493.00 ... 1485.00 1510.50 J
92 j2511 20250904 1525.00 ... 1517.00 1543.50 J
93 j2512 20250904 1546.50 ... 1547.50 1580.50 J
94 j2601 20250904 1592.00 ... 1572.50 1603.50 J
95 j2602 20250904 1606.00 ... 1596.50 1617.50 J
96 j2603 20250904 1615.00 ... 1612.50 1648.00 J
97 j2604 20250904 1650.50 ... 1647.50 1675.00 J
98 j2605 20250904 1695.50 ... 1668.50 1695.50 J
99 j2606 20250904 0.00 ... 1716.50 1716.50 J
100 j2607 20250904 1697.00 ... 1694.00 1725.00 J
101 j2608 20250904 1691.50 ... 1691.50 1702.00 J
102 jd2509 20250904 2928.00 ... 2944.00 2867.00 JD
103 jd2510 20250904 3019.00 ... 3016.00 2979.00 JD
104 jd2511 20250904 3090.00 ... 3075.00 3064.00 JD
105 jd2512 20250904 3265.00 ... 3235.00 3228.00 JD
106 jd2601 20250904 3444.00 ... 3412.00 3411.00 JD
107 jd2602 20250904 3155.00 ... 3143.00 3146.00 JD
108 jd2603 20250904 3157.00 ... 3144.00 3150.00 JD
109 jd2604 20250904 3347.00 ... 3331.00 3331.00 JD
110 jd2605 20250904 3461.00 ... 3458.00 3450.00 JD
111 jd2606 20250904 3311.00 ... 3286.00 3306.00 JD
112 jd2607 20250904 3511.00 ... 3497.00 3509.00 JD
113 jd2608 20250904 3920.00 ... 3904.00 3909.00 JD
114 jm2509 20250904 933.50 ... 935.00 938.00 JM
115 jm2510 20250904 960.00 ... 932.50 965.50 JM
116 jm2511 20250904 1020.00 ... 990.00 1023.00 JM
117 jm2512 20250904 1058.00 ... 1043.00 1074.50 JM
118 jm2601 20250904 1105.50 ... 1089.50 1116.50 JM
119 jm2602 20250904 1120.50 ... 1106.50 1132.00 JM
120 jm2603 20250904 1134.50 ... 1124.00 1144.50 JM
121 jm2604 20250904 1141.00 ... 1136.00 1153.50 JM
122 jm2605 20250904 1150.50 ... 1139.50 1164.50 JM
123 jm2606 20250904 1160.50 ... 1154.50 1170.00 JM
124 jm2607 20250904 1173.00 ... 1170.50 1189.00 JM
125 jm2608 20250904 1181.00 ... 1176.50 1202.50 JM
126 l2509 20250904 7168.00 ... 7161.00 7206.00 L
127 l2510 20250904 7210.00 ... 7211.00 7245.00 L
128 l2511 20250904 7234.00 ... 7219.00 7259.00 L
129 l2512 20250904 7229.00 ... 7227.00 7262.00 L
130 l2601 20250904 7241.00 ... 7224.00 7262.00 L
131 l2602 20250904 7229.00 ... 7215.00 7253.00 L
132 l2603 20250904 7213.00 ... 7212.00 7259.00 L
133 l2604 20250904 7220.00 ... 7237.00 7278.00 L
134 l2605 20250904 7234.00 ... 7218.00 7254.00 L
135 l2606 20250904 7227.00 ... 7227.00 7251.00 L
136 l2607 20250904 0.00 ... 7250.00 7250.00 L
137 l2608 20250904 0.00 ... 7255.00 7295.00 L
138 lg2509 20250904 775.50 ... 775.50 778.50 LG
139 lg2511 20250904 797.00 ... 795.50 802.50 LG
140 lg2601 20250904 814.00 ... 815.50 819.00 LG
141 lg2603 20250904 818.00 ... 823.50 824.00 LG
142 lg2605 20250904 822.50 ... 828.50 827.00 LG
143 lg2607 20250904 825.00 ... 829.00 830.00 LG
144 lh2509 20250904 13180.00 ... 13175.00 13215.00 LH
145 lh2511 20250904 13550.00 ... 13410.00 13550.00 LH
146 lh2601 20250904 13885.00 ... 13805.00 13890.00 LH
147 lh2603 20250904 13105.00 ... 13045.00 13095.00 LH
148 lh2605 20250904 13645.00 ... 13580.00 13615.00 LH
149 lh2607 20250904 14280.00 ... 14210.00 14245.00 LH
150 m2509 20250904 3020.00 ... 3004.00 3015.00 M
151 m2511 20250904 3029.00 ... 3032.00 3027.00 M
152 m2512 20250904 3069.00 ... 3075.00 3071.00 M
153 m2601 20250904 3058.00 ... 3063.00 3057.00 M
154 m2603 20250904 2998.00 ... 3002.00 2991.00 M
155 m2605 20250904 2817.00 ... 2817.00 2816.00 M
156 m2607 20250904 2807.00 ... 2803.00 2804.00 M
157 m2608 20250904 2930.00 ... 2929.00 2931.00 M
158 p2509 20250904 9316.00 ... 9352.00 9396.00 P
159 p2510 20250904 9352.00 ... 9358.00 9394.00 P
160 p2511 20250904 9332.00 ... 9340.00 9382.00 P
161 p2512 20250904 9342.00 ... 9354.00 9398.00 P
162 p2601 20250904 9360.00 ... 9376.00 9410.00 P
163 p2602 20250904 9332.00 ... 9354.00 9360.00 P
164 p2603 20250904 9308.00 ... 9298.00 9314.00 P
165 p2604 20250904 9194.00 ... 9224.00 9234.00 P
166 p2605 20250904 9138.00 ... 9156.00 9176.00 P
167 p2606 20250904 9026.00 ... 9066.00 9068.00 P
168 p2607 20250904 8952.00 ... 8968.00 8976.00 P
169 p2608 20250904 8906.00 ... 8930.00 8912.00 P
170 pg2509 20250904 3779.00 ... 3736.00 3734.00 PG
171 pg2510 20250904 4396.00 ... 4383.00 4429.00 PG
172 pg2511 20250904 4332.00 ... 4310.00 4353.00 PG
173 pg2512 20250904 4265.00 ... 4247.00 4291.00 PG
174 pg2601 20250904 4207.00 ... 4186.00 4229.00 PG
175 pg2602 20250904 4144.00 ... 4123.00 4161.00 PG
176 pg2603 20250904 4062.00 ... 4036.00 4074.00 PG
177 pg2604 20250904 4346.00 ... 4361.00 4396.00 PG
178 pg2605 20250904 4311.00 ... 4285.00 4309.00 PG
179 pg2606 20250904 4214.00 ... 4236.00 4253.00 PG
180 pg2607 20250904 4160.00 ... 4177.00 4196.00 PG
181 pg2608 20250904 4148.00 ... 4136.00 4143.00 PG
182 pp2509 20250904 6869.00 ... 6838.00 6869.00 PP
183 pp2510 20250904 6876.00 ... 6876.00 6915.00 PP
184 pp2511 20250904 6898.00 ... 6904.00 6942.00 PP
185 pp2512 20250904 6936.00 ... 6922.00 6960.00 PP
186 pp2601 20250904 6940.00 ... 6930.00 6962.00 PP
187 pp2602 20250904 6910.00 ... 6910.00 6941.00 PP
188 pp2603 20250904 6898.00 ... 6926.00 6943.00 PP
189 pp2604 20250904 6920.00 ... 6937.00 6965.00 PP
190 pp2605 20250904 6946.00 ... 6943.00 6976.00 PP
191 pp2606 20250904 6905.00 ... 6904.00 6949.00 PP
192 pp2607 20250904 6900.00 ... 6897.00 6940.00 PP
193 pp2608 20250904 6903.00 ... 6904.00 6946.00 PP
194 rr2509 20250904 3550.00 ... 3585.00 3558.00 RR
195 rr2510 20250904 3612.00 ... 3610.00 3609.00 RR
196 rr2511 20250904 3610.00 ... 3609.00 3610.00 RR
197 rr2512 20250904 3608.00 ... 3605.00 3605.00 RR
198 rr2601 20250904 3621.00 ... 3620.00 3618.00 RR
199 rr2602 20250904 0.00 ... 3604.00 3604.00 RR
200 rr2603 20250904 0.00 ... 3608.00 3608.00 RR
201 rr2604 20250904 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250904 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250904 3601.00 ... 3601.00 3613.00 RR
204 rr2607 20250904 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250904 0.00 ... 3625.00 3625.00 RR
206 v2509 20250904 4740.00 ... 4713.00 4740.00 V
207 v2510 20250904 4766.00 ... 4761.00 4791.00 V
208 v2511 20250904 4798.00 ... 4793.00 4827.00 V
209 v2512 20250904 4835.00 ... 4827.00 4864.00 V
210 v2601 20250904 4874.00 ... 4870.00 4902.00 V
211 v2602 20250904 4898.00 ... 4903.00 4944.00 V
212 v2603 20250904 4949.00 ... 4939.00 4971.00 V
213 v2604 20250904 5136.00 ... 5132.00 5175.00 V
214 v2605 20250904 5164.00 ... 5172.00 5197.00 V
215 v2606 20250904 5183.00 ... 5200.00 5228.00 V
216 v2607 20250904 5206.00 ... 5232.00 5257.00 V
217 v2608 20250904 5260.00 ... 5261.00 5289.00 V
218 y2509 20250904 8410.00 ... 8410.00 8456.00 Y
219 y2511 20250904 8382.00 ... 8370.00 8390.00 Y
220 y2512 20250904 8402.00 ... 8398.00 8416.00 Y
221 y2601 20250904 8366.00 ... 8348.00 8368.00 Y
222 y2603 20250904 8296.00 ... 8298.00 8328.00 Y
223 y2605 20250904 8066.00 ... 8060.00 8082.00 Y
224 y2607 20250904 8020.00 ... 8022.00 8048.00 Y
225 y2608 20250904 8024.00 ... 8012.00 8058.00 Y
[226 rows x 12 columns]
2025-09-04 18:26:51,728 - future_1d - INFO - ak.get_dce_daily('2025-09-04') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250904 8301.0 8348.0 ... 305639.45 8302.0 8370.0 AP
1 AP511 20250904 8140.0 8185.0 ... 2187.84 8138.0 8189.0 AP
2 AP512 20250904 8135.0 8175.0 ... 284.94 8141.0 8167.0 AP
3 AP601 20250904 8199.0 8249.0 ... 209056.58 8208.0 8239.0 AP
4 AP603 20250904 8113.0 8116.0 ... 97.13 8094.0 8119.0 AP
5 AP604 20250904 8119.0 8119.0 ... 48.57 8095.0 8138.0 AP
6 AP605 20250904 8177.0 8190.0 ... 1215.20 8156.0 8201.0 AP
7 CF509 20250904 13640.0 13650.0 ... 14910.49 13590.0 13575.0 CF
8 CF511 20250904 13860.0 13960.0 ... 197694.30 13865.0 13870.0 CF
9 CF601 20250904 13995.0 14100.0 ... 1583600.06 14000.0 14025.0 CF
10 CF603 20250904 13985.0 14045.0 ... 6883.85 13975.0 13985.0 CF
11 CF605 20250904 13970.0 14030.0 ... 130528.34 13950.0 13980.0 CF
12 CF607 20250904 13975.0 14045.0 ... 510.17 13975.0 13985.0 CF
13 CJ509 20250904 10170.0 10175.0 ... 253.11 9925.0 10145.0 CJ
14 CJ512 20250904 11150.0 11165.0 ... 22101.42 10900.0 11225.0 CJ
15 CJ601 20250904 11310.0 11310.0 ... 1457565.16 11000.0 11335.0 CJ
16 CJ603 20250904 11320.0 11330.0 ... 17291.02 11065.0 11380.0 CJ
17 CJ605 20250904 11470.0 11470.0 ... 220948.79 11150.0 11465.0 CJ
18 CJ607 20250904 11565.0 11575.0 ... 4045.77 11335.0 11610.0 CJ
19 CY509 20250904 20100.0 20100.0 ... 80.40 20100.0 19625.0 CY
20 CY510 20250904 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250904 19970.0 20075.0 ... 98610.75 19990.0 19995.0 CY
22 CY512 20250904 19635.0 19635.0 ... 9.82 19635.0 19935.0 CY
23 CY601 20250904 19945.0 20060.0 ... 729.44 19985.0 20010.0 CY
24 CY602 20250904 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250904 0.0 0.0 ... 0.00 20340.0 20340.0 CY
26 CY604 20250904 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250904 20215.0 20215.0 ... 10.11 20215.0 20305.0 CY
28 CY606 20250904 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250904 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250904 0.0 0.0 ... 0.00 20245.0 20245.0 CY
31 FG509 20250904 945.0 950.0 ... 288.54 943.0 951.0 FG
32 FG510 20250904 1053.0 1063.0 ... 36204.18 1052.0 1059.0 FG
33 FG511 20250904 1047.0 1052.0 ... 166887.44 1043.0 1048.0 FG
34 FG512 20250904 1151.0 1154.0 ... 100655.42 1144.0 1149.0 FG
35 FG601 20250904 1133.0 1148.0 ... 3086576.37 1133.0 1140.0 FG
36 FG602 20250904 1185.0 1198.0 ... 30594.79 1185.0 1192.0 FG
37 FG603 20250904 1199.0 1199.0 ... 1656.02 1186.0 1195.0 FG
38 FG604 20250904 1249.0 1249.0 ... 296.54 1236.0 1245.0 FG
39 FG605 20250904 1232.0 1245.0 ... 63570.16 1233.0 1239.0 FG
40 FG606 20250904 1268.0 1277.0 ... 339.60 1267.0 1271.0 FG
41 FG607 20250904 1268.0 1270.0 ... 539.06 1259.0 1265.0 FG
42 FG608 20250904 1310.0 1310.0 ... 580.37 1301.0 1300.0 FG
43 JR509 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250904 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250904 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250904 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250904 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250904 2220.0 2230.0 ... 1489.27 2223.0 2225.0 MA
53 MA510 20250904 2281.0 2295.0 ... 19835.19 2285.0 2288.0 MA
54 MA511 20250904 2316.0 2323.0 ... 101225.43 2309.0 2317.0 MA
55 MA512 20250904 2351.0 2365.0 ... 76219.58 2352.0 2361.0 MA
56 MA601 20250904 2380.0 2391.0 ... 1027964.14 2380.0 2387.0 MA
57 MA602 20250904 2388.0 2401.0 ... 11764.02 2392.0 2398.0 MA
58 MA603 20250904 2390.0 2404.0 ... 241.75 2394.0 2402.0 MA
59 MA604 20250904 0.0 0.0 ... 0.00 2391.0 2391.0 MA
60 MA605 20250904 2376.0 2391.0 ... 87389.28 2380.0 2385.0 MA
61 MA606 20250904 2386.0 2394.0 ... 11.94 2389.0 2397.0 MA
62 MA607 20250904 2379.0 2390.0 ... 76.23 2382.0 2386.0 MA
63 MA608 20250904 2381.0 2381.0 ... 2.38 2381.0 2385.0 MA
64 OI509 20250904 9832.0 9900.0 ... 79.01 9877.0 9940.0 OI
65 OI511 20250904 9823.0 9861.0 ... 517470.08 9818.0 9863.0 OI
66 OI601 20250904 9712.0 9757.0 ... 2603780.02 9713.0 9759.0 OI
67 OI603 20250904 9653.0 9668.0 ... 6724.16 9620.0 9684.0 OI
68 OI605 20250904 9550.0 9576.0 ... 181276.78 9519.0 9584.0 OI
69 OI607 20250904 9522.0 9526.0 ... 911.57 9495.0 9547.0 OI
70 PF509 20250904 6350.0 6350.0 ... 370.53 6280.0 6350.0 PF
71 PF510 20250904 6396.0 6400.0 ... 147725.78 6358.0 6438.0 PF
72 PF511 20250904 6400.0 6402.0 ... 651491.63 6352.0 6430.0 PF
73 PF512 20250904 6388.0 6390.0 ... 270434.44 6344.0 6412.0 PF
74 PF601 20250904 6428.0 6430.0 ... 42539.55 6384.0 6460.0 PF
75 PF602 20250904 6438.0 6438.0 ... 52819.96 6404.0 6476.0 PF
76 PF603 20250904 6406.0 6408.0 ... 92.82 6402.0 6482.0 PF
77 PF604 20250904 6458.0 6458.0 ... 58.00 6446.0 6516.0 PF
78 PF605 20250904 6468.0 6482.0 ... 129.25 6462.0 6516.0 PF
79 PF606 20250904 6478.0 6518.0 ... 32.37 6474.0 6534.0 PF
80 PF607 20250904 6482.0 6530.0 ... 19.46 6488.0 6552.0 PF
81 PF608 20250904 0.0 0.0 ... 0.00 6514.0 6548.0 PF
82 PK510 20250904 7958.0 7972.0 ... 26694.65 7956.0 7966.0 PK
83 PK511 20250904 7778.0 7802.0 ... 207314.81 7780.0 7794.0 PK
84 PK512 20250904 7802.0 7802.0 ... 55859.11 7778.0 7800.0 PK
85 PK601 20250904 7840.0 7854.0 ... 26028.86 7826.0 7850.0 PK
86 PK603 20250904 7852.0 7852.0 ... 615.35 7840.0 7856.0 PK
87 PK604 20250904 7862.0 7870.0 ... 125.67 7854.0 7874.0 PK
88 PK605 20250904 7862.0 7870.0 ... 3546.88 7856.0 7870.0 PK
89 PL601 20250904 6414.0 6414.0 ... 40485.34 6378.0 6420.0 PL
90 PL602 20250904 6419.0 6419.0 ... 102.60 6413.0 6446.0 PL
91 PL603 20250904 6428.0 6429.0 ... 77.07 6423.0 6466.0 PL
92 PL604 20250904 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250904 6366.0 6385.0 ... 102.00 6375.0 6403.0 PL
94 PL606 20250904 0.0 0.0 ... 0.00 6438.0 6438.0 PL
95 PL607 20250904 0.0 0.0 ... 0.00 6448.0 6448.0 PL
96 PL608 20250904 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250904 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250904 5818.0 5818.0 ... 278.54 5804.0 5818.0 PR
104 PR510 20250904 5878.0 5878.0 ... 34129.25 5836.0 5900.0 PR
105 PR511 20250904 5884.0 5890.0 ... 894030.69 5828.0 5924.0 PR
106 PR512 20250904 5898.0 5898.0 ... 730192.02 5836.0 5932.0 PR
107 PR601 20250904 5900.0 5902.0 ... 192390.39 5844.0 5926.0 PR
108 PR602 20250904 5898.0 5900.0 ... 114.62 5878.0 5942.0 PR
109 PR603 20250904 5908.0 5912.0 ... 115.04 5900.0 5960.0 PR
110 PR604 20250904 5918.0 5922.0 ... 53.20 5912.0 5986.0 PR
111 PR605 20250904 5922.0 5954.0 ... 79.83 5914.0 5980.0 PR
112 PR606 20250904 5918.0 5982.0 ... 53.44 5938.0 5982.0 PR
113 PR607 20250904 5928.0 5968.0 ... 44.50 5934.0 5986.0 PR
114 PR608 20250904 5920.0 5920.0 ... 8.88 5920.0 5990.0 PR
115 PX509 20250904 0.0 0.0 ... 0.00 6714.0 6714.0 PX
116 PX510 20250904 6806.0 6808.0 ... 37873.27 6702.0 6830.0 PX
117 PX511 20250904 6790.0 6796.0 ... 893469.38 6698.0 6834.0 PX
118 PX512 20250904 6768.0 6768.0 ... 270864.91 6684.0 6814.0 PX
119 PX601 20250904 6748.0 6750.0 ... 203036.17 6670.0 6784.0 PX
120 PX602 20250904 6742.0 6742.0 ... 20414.66 6658.0 6772.0 PX
121 PX603 20250904 6660.0 6660.0 ... 6.66 6660.0 6732.0 PX
122 PX604 20250904 6668.0 6668.0 ... 3.33 6668.0 6766.0 PX
123 PX605 20250904 6710.0 6710.0 ... 726.24 6664.0 6774.0 PX
124 PX606 20250904 6656.0 6656.0 ... 6.64 6640.0 6772.0 PX
125 PX607 20250904 6648.0 6648.0 ... 3.32 6648.0 6750.0 PX
126 PX608 20250904 6652.0 6652.0 ... 3.33 6652.0 6774.0 PX
127 RI509 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250904 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250904 2588.0 2588.0 ... 1254.99 2566.0 2558.0 RM
134 RM511 20250904 2545.0 2559.0 ... 24343.21 2544.0 2551.0 RM
135 RM601 20250904 2516.0 2539.0 ... 771437.85 2524.0 2514.0 RM
136 RM603 20250904 2414.0 2431.0 ... 18022.35 2422.0 2410.0 RM
137 RM605 20250904 2403.0 2416.0 ... 148608.45 2401.0 2400.0 RM
138 RM607 20250904 2392.0 2401.0 ... 14684.87 2389.0 2388.0 RM
139 RM608 20250904 2486.0 2498.0 ... 584.36 2487.0 2478.0 RM
140 RS509 20250904 0.0 0.0 ... 0.00 4804.0 4744.0 RS
141 RS511 20250904 5084.0 5199.0 ... 118.31 5144.0 5080.0 RS
142 RS607 20250904 5479.0 5522.0 ... 77.06 5504.0 5513.0 RS
143 RS608 20250904 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250904 1148.0 1160.0 ... 1853.11 1152.0 1156.0 SA
145 SA510 20250904 1207.0 1211.0 ... 33639.95 1201.0 1206.0 SA
146 SA511 20250904 1212.0 1219.0 ... 239810.92 1206.0 1211.0 SA
147 SA512 20250904 1267.0 1274.0 ... 158323.51 1258.0 1267.0 SA
148 SA601 20250904 1276.0 1283.0 ... 2728485.96 1269.0 1277.0 SA
149 SA602 20250904 1302.0 1313.0 ... 22314.44 1302.0 1305.0 SA
150 SA603 20250904 1308.0 1318.0 ... 3770.98 1301.0 1311.0 SA
151 SA604 20250904 1343.0 1358.0 ... 2482.87 1341.0 1351.0 SA
152 SA605 20250904 1355.0 1363.0 ... 80950.38 1351.0 1356.0 SA
153 SA606 20250904 1354.0 1372.0 ... 568.46 1360.0 1365.0 SA
154 SA607 20250904 1372.0 1374.0 ... 998.69 1364.0 1369.0 SA
155 SA608 20250904 1390.0 1400.0 ... 317.12 1391.0 1394.0 SA
156 SF509 20250904 5308.0 5358.0 ... 835.17 5320.0 5350.0 SF
157 SF510 20250904 5314.0 5370.0 ... 27167.77 5330.0 5362.0 SF
158 SF511 20250904 5482.0 5536.0 ... 400681.47 5492.0 5536.0 SF
159 SF512 20250904 5432.0 5494.0 ... 54154.51 5454.0 5494.0 SF
160 SF601 20250904 5450.0 5500.0 ... 128824.71 5458.0 5498.0 SF
161 SF602 20250904 5430.0 5464.0 ... 14349.72 5426.0 5464.0 SF
162 SF603 20250904 5604.0 5626.0 ... 193.57 5612.0 5646.0 SF
163 SF604 20250904 5590.0 5634.0 ... 16.80 5598.0 5626.0 SF
164 SF605 20250904 5600.0 5634.0 ... 2653.68 5594.0 5628.0 SF
165 SF606 20250904 5544.0 5576.0 ... 41.53 5538.0 5586.0 SF
166 SF607 20250904 5700.0 5734.0 ... 25.66 5704.0 5734.0 SF
167 SF608 20250904 5672.0 5692.0 ... 8.53 5686.0 5706.0 SF
168 SH509 20250904 2500.0 2538.0 ... 194.53 2494.0 2508.0 SH
169 SH510 20250904 2611.0 2629.0 ... 153212.63 2600.0 2628.0 SH
170 SH511 20250904 2650.0 2661.0 ... 813861.79 2634.0 2669.0 SH
171 SH512 20250904 2649.0 2659.0 ... 278045.99 2637.0 2681.0 SH
172 SH601 20250904 2615.0 2622.0 ... 3159076.60 2603.0 2645.0 SH
173 SH602 20250904 2624.0 2630.0 ... 49996.52 2612.0 2651.0 SH
174 SH603 20250904 2635.0 2644.0 ... 3240.89 2628.0 2664.0 SH
175 SH604 20250904 2669.0 2687.0 ... 1017.68 2671.0 2724.0 SH
176 SH605 20250904 2696.0 2703.0 ... 26897.96 2685.0 2723.0 SH
177 SH606 20250904 2703.0 2703.0 ... 193.67 2690.0 2737.0 SH
178 SH607 20250904 2673.0 2693.0 ... 96.44 2679.0 2717.0 SH
179 SH608 20250904 2687.0 2690.0 ... 40.31 2687.0 2729.0 SH
180 SM509 20250904 5608.0 5662.0 ... 4723.16 5630.0 5644.0 SM
181 SM510 20250904 5626.0 5674.0 ... 21242.74 5632.0 5652.0 SM
182 SM511 20250904 5680.0 5752.0 ... 120366.42 5712.0 5734.0 SM
183 SM512 20250904 5692.0 5756.0 ... 65336.30 5718.0 5738.0 SM
184 SM601 20250904 5702.0 5762.0 ... 385953.84 5724.0 5744.0 SM
185 SM602 20250904 5708.0 5770.0 ... 37335.47 5730.0 5752.0 SM
186 SM603 20250904 5718.0 5756.0 ... 54.56 5744.0 5752.0 SM
187 SM604 20250904 5744.0 5756.0 ... 5.75 5750.0 5772.0 SM
188 SM605 20250904 5734.0 5798.0 ... 4171.31 5762.0 5782.0 SM
189 SM606 20250904 5750.0 5796.0 ... 66.42 5776.0 5788.0 SM
190 SM607 20250904 5784.0 5816.0 ... 37.58 5782.0 5810.0 SM
191 SM608 20250904 5796.0 5796.0 ... 2.90 5796.0 5832.0 SM
192 SR509 20250904 5575.0 5579.0 ... 1225.00 5568.0 5609.0 SR
193 SR511 20250904 5585.0 5585.0 ... 168854.17 5558.0 5566.0 SR
194 SR601 20250904 5566.0 5566.0 ... 1015346.48 5540.0 5569.0 SR
195 SR603 20250904 5537.0 5539.0 ... 3918.06 5526.0 5550.0 SR
196 SR605 20250904 5533.0 5538.0 ... 67591.22 5518.0 5539.0 SR
197 SR607 20250904 5528.0 5529.0 ... 2432.82 5517.0 5536.0 SR
198 TA509 20250904 4630.0 4652.0 ... 6248.31 4594.0 4692.0 TA
199 TA510 20250904 4690.0 4702.0 ... 117870.05 4650.0 4730.0 TA
200 TA511 20250904 4706.0 4714.0 ... 393180.82 4660.0 4740.0 TA
201 TA512 20250904 4720.0 4722.0 ... 181827.79 4672.0 4750.0 TA
202 TA601 20250904 4724.0 4730.0 ... 2278656.83 4676.0 4754.0 TA
203 TA602 20250904 4730.0 4736.0 ... 17799.45 4680.0 4764.0 TA
204 TA603 20250904 4740.0 4740.0 ... 256.88 4714.0 4774.0 TA
205 TA604 20250904 4708.0 4708.0 ... 35.22 4696.0 4766.0 TA
206 TA605 20250904 4772.0 4772.0 ... 53037.48 4712.0 4796.0 TA
207 TA606 20250904 4752.0 4752.0 ... 42.46 4718.0 4794.0 TA
208 TA607 20250904 4742.0 4752.0 ... 44.93 4730.0 4804.0 TA
209 TA608 20250904 4770.0 4770.0 ... 23.76 4752.0 4816.0 TA
210 UR509 20250904 1662.0 1665.0 ... 3110.27 1661.0 1670.0 UR
211 UR510 20250904 1677.0 1684.0 ... 6491.66 1679.0 1692.0 UR
212 UR511 20250904 1705.0 1716.0 ... 42695.49 1710.0 1731.0 UR
213 UR512 20250904 1708.0 1718.0 ... 18076.47 1712.0 1734.0 UR
214 UR601 20250904 1712.0 1718.0 ... 520846.89 1713.0 1737.0 UR
215 UR602 20250904 1711.0 1716.0 ... 1286.18 1710.0 1734.0 UR
216 UR603 20250904 1769.0 1769.0 ... 105.84 1764.0 1769.0 UR
217 UR604 20250904 1759.0 1759.0 ... 24.60 1757.0 1767.0 UR
218 UR605 20250904 1758.0 1761.0 ... 19435.75 1754.0 1776.0 UR
219 UR606 20250904 1755.0 1756.0 ... 220.48 1750.0 1764.0 UR
220 UR607 20250904 1777.0 1781.0 ... 305.67 1777.0 1782.0 UR
221 UR608 20250904 1776.0 1776.0 ... 230.43 1773.0 1786.0 UR
222 WH509 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250904 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250904 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-04 18:26:52,001 - future_1d - INFO - ak.get_czce_daily('2025-09-04') done
symbol date open ... settle pre_settle variety
0 PS2509 20250904 52130.0 ... 52230.0 52410.0 PS
1 PS2510 20250904 51800.0 ... 52170.0 52075.0 PS
2 PS2511 20250904 51700.0 ... 52055.0 51910.0 PS
3 PS2512 20250904 54000.0 ... 54320.0 54185.0 PS
4 PS2601 20250904 54060.0 ... 54280.0 54185.0 PS
5 PS2602 20250904 54110.0 ... 54405.0 54370.0 PS
6 PS2603 20250904 54315.0 ... 54535.0 54535.0 PS
7 PS2604 20250904 54515.0 ... 54620.0 54575.0 PS
8 PS2605 20250904 54305.0 ... 54510.0 54415.0 PS
9 PS2606 20250904 56405.0 ... 56630.0 56645.0 PS
10 PS2607 20250904 56525.0 ... 56715.0 56720.0 PS
11 PS2608 20250904 55800.0 ... 56760.0 56870.0 PS
13 SI2509 20250904 8500.0 ... 8560.0 8485.0 SI
14 SI2510 20250904 8400.0 ... 8500.0 8490.0 SI
15 SI2511 20250904 8405.0 ... 8505.0 8505.0 SI
16 SI2512 20250904 8800.0 ... 8865.0 8870.0 SI
17 SI2601 20250904 8765.0 ... 8845.0 8865.0 SI
18 SI2602 20250904 8855.0 ... 8865.0 8855.0 SI
19 SI2603 20250904 8770.0 ... 8840.0 8910.0 SI
20 SI2604 20250904 8740.0 ... 8875.0 8895.0 SI
21 SI2605 20250904 8850.0 ... 8890.0 8920.0 SI
22 SI2606 20250904 8845.0 ... 8900.0 8930.0 SI
23 SI2607 20250904 8860.0 ... 8935.0 8935.0 SI
24 SI2608 20250904 8905.0 ... 8935.0 8935.0 SI
27 LC2509 20250904 72180.0 ... 73300.0 73200.0 LC
28 LC2510 20250904 71100.0 ... 73040.0 72700.0 LC
29 LC2511 20250904 71200.0 ... 73240.0 72660.0 LC
30 LC2512 20250904 71480.0 ... 73300.0 72780.0 LC
31 LC2601 20250904 71440.0 ... 73280.0 72720.0 LC
32 LC2602 20250904 71580.0 ... 72920.0 72580.0 LC
33 LC2603 20250904 71320.0 ... 73040.0 72420.0 LC
34 LC2604 20250904 71420.0 ... 73320.0 72780.0 LC
35 LC2605 20250904 71820.0 ... 73160.0 72520.0 LC
36 LC2606 20250904 71180.0 ... 72840.0 72340.0 LC
37 LC2607 20250904 71500.0 ... 72940.0 72260.0 LC
38 LC2608 20250904 71800.0 ... 73020.0 72560.0 LC
[36 rows x 12 columns]
2025-09-04 18:26:52,155 - future_1d - INFO - ak.get_gfex_daily('2025-09-04') done
2025-09-04 18:26:53,896 - future_1d - INFO - save future_daily 2025-09-04 completed