59 MA603 20250812 2484.0 2495.0 ... 301.43 2491.0 2479.0 MA
60 MA604 20250812 2468.0 2487.0 ... 17.34 2477.0 2469.0 MA
61 MA605 20250812 2451.0 2462.0 ... 15214.47 2452.0 2443.0 MA
62 MA606 20250812 2461.0 2466.0 ... 4.93 2464.0 2448.0 MA
63 MA607 20250812 2447.0 2458.0 ... 281.97 2452.0 2439.0 MA
64 OI509 20250812 9609.0 9848.0 ... 2633146.82 9708.0 9560.0 OI
65 OI511 20250812 9630.0 9868.0 ... 389541.77 9733.0 9582.0 OI
66 OI601 20250812 9605.0 9850.0 ... 2639172.88 9711.0 9557.0 OI
67 OI603 20250812 9566.0 9790.0 ... 4865.99 9655.0 9511.0 OI
68 OI605 20250812 9472.0 9688.0 ... 28787.92 9570.0 9422.0 OI
69 OI607 20250812 9458.0 9649.0 ... 324.99 9558.0 9430.0 OI
70 PF508 20250812 6300.0 6312.0 ... 204.84 6304.0 6300.0 PF
71 PF509 20250812 6368.0 6382.0 ... 57395.29 6354.0 6346.0 PF
72 PF510 20250812 6426.0 6460.0 ... 417880.06 6428.0 6416.0 PF
73 PF511 20250812 6416.0 6456.0 ... 276878.91 6422.0 6412.0 PF
74 PF512 20250812 6412.0 6456.0 ... 94565.90 6426.0 6414.0 PF
75 PF601 20250812 6428.0 6462.0 ... 10190.85 6434.0 6420.0 PF
76 PF602 20250812 6442.0 6478.0 ... 48.40 6454.0 6454.0 PF
77 PF603 20250812 6442.0 6496.0 ... 35.60 6472.0 6468.0 PF
78 PF604 20250812 6488.0 6502.0 ... 35.73 6496.0 6494.0 PF
79 PF605 20250812 6510.0 6524.0 ... 29.33 6520.0 6512.0 PF
80 PF606 20250812 0.0 0.0 ... 0.00 6528.0 6522.0 PF
81 PF607 20250812 6530.0 6530.0 ... 3.27 6530.0 6560.0 PF
82 PK510 20250812 8086.0 8090.0 ... 115616.53 8078.0 8076.0 PK
83 PK511 20250812 7932.0 7948.0 ... 131027.89 7930.0 7928.0 PK
84 PK512 20250812 7946.0 7960.0 ... 30842.18 7944.0 7936.0 PK
85 PK601 20250812 7952.0 7974.0 ... 12223.75 7956.0 7956.0 PK
86 PK603 20250812 7962.0 7962.0 ... 59.69 7960.0 7968.0 PK
87 PK604 20250812 7948.0 7966.0 ... 51.73 7960.0 7968.0 PK
88 PK605 20250812 7958.0 7968.0 ... 1404.19 7956.0 7964.0 PK
89 PL601 20250812 6517.0 6560.0 ... 18878.95 6513.0 6478.0 PL
90 PL602 20250812 6560.0 6575.0 ... 564.69 6566.0 6515.0 PL
91 PL603 20250812 6510.0 6530.0 ... 417.24 6519.0 6471.0 PL
92 PL604 20250812 0.0 0.0 ... 0.00 6515.0 6490.0 PL
93 PL605 20250812 6403.0 6435.0 ... 128.45 6423.0 6397.0 PL
94 PL606 20250812 0.0 0.0 ... 0.00 6489.0 6488.0 PL
95 PL607 20250812 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250812 5922.0 5922.0 ... 2513.89 5922.0 5922.0 PR
103 PR509 20250812 5902.0 5922.0 ... 29406.76 5902.0 5888.0 PR
104 PR510 20250812 5950.0 5978.0 ... 151460.76 5954.0 5938.0 PR
105 PR511 20250812 5948.0 5984.0 ... 185640.50 5960.0 5940.0 PR
106 PR512 20250812 5946.0 5988.0 ... 63086.15 5966.0 5946.0 PR
107 PR601 20250812 5968.0 5992.0 ... 546.40 5972.0 5952.0 PR
108 PR602 20250812 0.0 0.0 ... 0.00 5998.0 5970.0 PR
109 PR603 20250812 0.0 0.0 ... 0.00 6000.0 5972.0 PR
110 PR604 20250812 0.0 0.0 ... 0.00 5992.0 5980.0 PR
111 PR605 20250812 0.0 0.0 ... 0.00 6010.0 5986.0 PR
112 PR606 20250812 0.0 0.0 ... 0.00 5996.0 5978.0 PR
113 PR607 20250812 0.0 0.0 ... 0.00 6004.0 5986.0 PR
114 PX508 20250812 0.0 0.0 ... 0.00 6792.0 6770.0 PX
115 PX509 20250812 6792.0 6858.0 ... 234305.92 6808.0 6770.0 PX
116 PX510 20250812 6768.0 6830.0 ... 110567.50 6786.0 6760.0 PX
117 PX511 20250812 6752.0 6810.0 ... 280442.09 6764.0 6742.0 PX
118 PX512 20250812 6744.0 6800.0 ... 70607.16 6754.0 6740.0 PX
119 PX601 20250812 6728.0 6778.0 ... 89618.73 6744.0 6716.0 PX
120 PX602 20250812 0.0 0.0 ... 0.00 6738.0 6714.0 PX
121 PX603 20250812 0.0 0.0 ... 0.00 6732.0 6690.0 PX
122 PX604 20250812 0.0 0.0 ... 0.00 6732.0 6706.0 PX
123 PX605 20250812 6720.0 6758.0 ... 114.54 6738.0 6708.0 PX
124 PX606 20250812 6758.0 6758.0 ... 3.38 6758.0 6694.0 PX
125 PX607 20250812 6766.0 6766.0 ... 3.38 6766.0 6720.0 PX
126 RI509 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250812 0.0 0.0 ... 0.00 2654.0 2718.0 RM
133 RM509 20250812 2701.0 2711.0 ... 1767998.94 2662.0 2735.0 RM
134 RM511 20250812 2541.0 2622.0 ... 43485.76 2578.0 2568.0 RM
135 RM601 20250812 2442.0 2566.0 ... 1527735.27 2488.0 2464.0 RM
136 RM603 20250812 2417.0 2509.0 ... 46565.01 2456.0 2428.0 RM
137 RM605 20250812 2397.0 2470.0 ... 154151.60 2435.0 2405.0 RM
138 RM607 20250812 2388.0 2447.0 ... 8797.52 2416.0 2389.0 RM
139 RS508 20250812 0.0 0.0 ... 0.00 4927.0 4974.0 RS
140 RS509 20250812 5010.0 5036.0 ... 20.09 5023.0 5035.0 RS
141 RS511 20250812 5127.0 5127.0 ... 61.19 5099.0 5148.0 RS
142 RS607 20250812 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250812 1235.0 1280.0 ... 99.80 1248.0 1234.0 SA
144 SA509 20250812 1252.0 1312.0 ... 1695268.07 1282.0 1247.0 SA
145 SA510 20250812 1278.0 1340.0 ... 577358.61 1299.0 1276.0 SA
146 SA511 20250812 1286.0 1349.0 ... 735496.58 1311.0 1284.0 SA
147 SA512 20250812 1337.0 1418.0 ... 180043.43 1378.0 1333.0 SA
148 SA601 20250812 1345.0 1429.0 ... 8979866.17 1388.0 1338.0 SA
149 SA602 20250812 1354.0 1444.0 ... 14132.48 1400.0 1349.0 SA
150 SA603 20250812 1360.0 1455.0 ... 16454.63 1408.0 1354.0 SA
151 SA604 20250812 1399.0 1488.0 ... 8955.34 1437.0 1393.0 SA
152 SA605 20250812 1403.0 1501.0 ... 306013.73 1443.0 1399.0 SA
153 SA606 20250812 1409.0 1500.0 ... 4084.44 1441.0 1403.0 SA
154 SA607 20250812 1407.0 1492.0 ... 4786.95 1440.0 1398.0 SA
155 SF508 20250812 0.0 0.0 ... 0.00 5792.0 5792.0 SF
156 SF509 20250812 5850.0 5900.0 ... 580953.87 5854.0 5808.0 SF
157 SF510 20250812 5840.0 5888.0 ... 283999.97 5846.0 5800.0 SF
158 SF511 20250812 6032.0 6076.0 ... 580896.72 6038.0 5998.0 SF
159 SF512 20250812 6042.0 6070.0 ... 43472.11 6030.0 5994.0 SF
160 SF601 20250812 6030.0 6068.0 ... 156936.39 6032.0 5992.0 SF
161 SF602 20250812 6000.0 6022.0 ... 380.33 5990.0 5950.0 SF
162 SF603 20250812 6180.0 6212.0 ... 259.28 6174.0 6130.0 SF
163 SF604 20250812 6192.0 6192.0 ... 18.48 6162.0 6100.0 SF
164 SF605 20250812 6140.0 6188.0 ... 1282.68 6152.0 6100.0 SF
165 SF606 20250812 6088.0 6120.0 ... 88.20 6084.0 6030.0 SF
166 SF607 20250812 6214.0 6258.0 ... 164.71 6216.0 6158.0 SF
167 SH508 20250812 0.0 0.0 ... 0.00 2356.0 2345.0 SH
168 SH509 20250812 2494.0 2517.0 ... 1106149.99 2493.0 2481.0 SH
169 SH510 20250812 2590.0 2630.0 ... 418125.73 2604.0 2576.0 SH
170 SH511 20250812 2600.0 2644.0 ... 541847.63 2617.0 2574.0 SH
171 SH512 20250812 2615.0 2661.0 ... 138951.95 2639.0 2589.0 SH
172 SH601 20250812 2600.0 2645.0 ... 800222.65 2621.0 2570.0 SH
173 SH602 20250812 2618.0 2660.0 ... 634.07 2642.0 2587.0 SH
174 SH603 20250812 2626.0 2684.0 ... 524.44 2649.0 2600.0 SH
175 SH604 20250812 2672.0 2731.0 ... 363.46 2692.0 2654.0 SH
176 SH605 20250812 2677.0 2729.0 ... 7698.33 2704.0 2661.0 SH
177 SH606 20250812 2694.0 2745.0 ... 350.30 2715.0 2679.0 SH
178 SH607 20250812 2684.0 2727.0 ... 65.08 2712.0 2673.0 SH
179 SM508 20250812 6120.0 6120.0 ... 792.07 6116.0 6082.0 SM
180 SM509 20250812 6130.0 6152.0 ... 791499.01 6114.0 6100.0 SM
181 SM510 20250812 6138.0 6166.0 ... 152913.93 6120.0 6110.0 SM
182 SM511 20250812 6224.0 6234.0 ... 213831.85 6192.0 6178.0 SM
183 SM512 20250812 6206.0 6244.0 ... 37887.92 6206.0 6184.0 SM
184 SM601 20250812 6224.0 6248.0 ... 418825.26 6210.0 6192.0 SM
185 SM602 20250812 6196.0 6238.0 ... 279.16 6204.0 6188.0 SM
186 SM603 20250812 6208.0 6260.0 ... 196.03 6224.0 6202.0 SM
187 SM604 20250812 6218.0 6248.0 ... 24.91 6228.0 6210.0 SM
188 SM605 20250812 6256.0 6290.0 ... 5306.91 6254.0 6228.0 SM
189 SM606 20250812 6260.0 6284.0 ... 93.95 6264.0 6224.0 SM
190 SM607 20250812 6240.0 6304.0 ... 94.05 6270.0 6232.0 SM
191 SR509 20250812 5688.0 5711.0 ... 315917.12 5690.0 5680.0 SR
192 SR511 20250812 5600.0 5628.0 ... 109098.34 5608.0 5594.0 SR
193 SR601 20250812 5580.0 5612.0 ... 881478.20 5589.0 5574.0 SR
194 SR603 20250812 5553.0 5584.0 ... 4859.66 5567.0 5548.0 SR
195 SR605 20250812 5535.0 5565.0 ... 30870.22 5545.0 5530.0 SR
196 SR607 20250812 5535.0 5564.0 ... 1957.36 5545.0 5529.0 SR
197 TA508 20250812 4700.0 4710.0 ... 5842.14 4700.0 4690.0 TA
198 TA509 20250812 4724.0 4742.0 ... 866621.23 4718.0 4708.0 TA
199 TA510 20250812 4728.0 4766.0 ... 97869.48 4742.0 4726.0 TA
200 TA511 20250812 4742.0 4772.0 ... 94757.94 4742.0 4734.0 TA
201 TA512 20250812 4746.0 4776.0 ... 56329.63 4744.0 4736.0 TA
202 TA601 20250812 4748.0 4778.0 ... 615082.31 4752.0 4732.0 TA
203 TA602 20250812 4740.0 4774.0 ... 488.09 4762.0 4738.0 TA
204 TA603 20250812 4760.0 4770.0 ... 78.60 4764.0 4742.0 TA
205 TA604 20250812 4760.0 4800.0 ... 21.54 4788.0 4764.0 TA
206 TA605 20250812 4788.0 4820.0 ... 11524.12 4792.0 4772.0 TA
207 TA606 20250812 4818.0 4822.0 ... 12.05 4818.0 4778.0 TA
208 TA607 20250812 4836.0 4836.0 ... 7.25 4834.0 4774.0 TA
209 UR508 20250812 1717.0 1722.0 ... 601.94 1720.0 1705.0 UR
210 UR509 20250812 1722.0 1733.0 ... 315689.22 1726.0 1718.0 UR
211 UR510 20250812 1731.0 1740.0 ... 32650.00 1734.0 1726.0 UR
212 UR511 20250812 1752.0 1759.0 ... 36834.99 1753.0 1751.0 UR
213 UR512 20250812 1750.0 1761.0 ... 990.56 1756.0 1750.0 UR
214 UR601 20250812 1755.0 1765.0 ... 295615.08 1756.0 1748.0 UR
215 UR602 20250812 1752.0 1760.0 ... 245.56 1754.0 1746.0 UR
216 UR603 20250812 1791.0 1794.0 ... 85.86 1789.0 1780.0 UR
217 UR604 20250812 1794.0 1798.0 ... 35.92 1796.0 1783.0 UR
218 UR605 20250812 1793.0 1803.0 ... 8360.65 1795.0 1786.0 UR
219 UR606 20250812 1785.0 1795.0 ... 211.24 1790.0 1778.0 UR
220 UR607 20250812 1796.0 1800.0 ... 338.01 1798.0 1787.0 UR
221 WH509 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-14 18:25:50,628 - future_1d - INFO - ak.get_czce_daily('2025-08-12') done
2025-08-14 18:25:52,387 - future_1d - INFO - save future_daily 2025-08-12 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250813 491.7 ... 490.5 494.3 SC
1 SC2510 20250813 490 ... 490.2 492.6 SC
2 SC2511 20250813 487.3 ... 487 489.7 SC
3 SC2512 20250813 482.6 ... 483.1 485.5 SC
4 SC2601 20250813 480.6 ... 480.4 482.5 SC
5 SC2602 20250813 477.6 ... 477.7 479.9 SC
6 SC2603 20250813 475.3 ... 475.5 477.9 SC
7 SC2604 20250813 472.6 ... 474.4 475.7 SC
8 SC2605 20250813 471.6 ... 472.2 474.2 SC
9 SC2606 20250813 471.8 ... 472.3 473.7 SC
10 SC2607 20250813 467.6 ... 468.1 470.7 SC
11 SC2608 20250813 466.7 ... 467.7 470.5 SC
12 SC2609 20250813 ... 467.7 467.7 SC
13 SC2612 20250813 458.5 ... 458.5 469.4 SC
14 SC2703 20250813 457.9 ... 457.9 464.6 SC
15 SC2706 20250813 456.9 ... 456.9 464 SC
16 SC2709 20250813 458.3 ... 458.1 462.4 SC
17 SC2712 20250813 ... 458.5 458.5 SC
18 SC2803 20250813 ... 456.3 456.3 SC
19 SC2806 20250813 453.2 ... 450.8 453.2 SC
21 LU2509 20250813 3469 ... 3443 3483 LU
22 LU2510 20250813 3474 ... 3457 3499 LU
23 LU2511 20250813 3471 ... 3451 3487 LU
24 LU2512 20250813 3460 ... 3443 3473 LU
25 LU2601 20250813 3445 ... 3427 3445 LU
26 LU2602 20250813 3401 ... 3404 3413 LU
27 LU2603 20250813 3390 ... 3395 3410 LU
28 LU2604 20250813 3392 ... 3395 3405 LU
29 LU2605 20250813 3400 ... 3398 3405 LU
30 LU2606 20250813 3389 ... 3393 3407 LU
31 LU2607 20250813 3386 ... 3388 3406 LU
32 LU2608 20250813 3387 ... 3387 3405 LU
34 NR2508 20250813 ... 12480 12480 NR
35 NR2509 20250813 12615 ... 12635 12560 NR
36 NR2510 20250813 12665 ... 12705 12620 NR
37 NR2511 20250813 12715 ... 12730 12655 NR
38 NR2512 20250813 12750 ... 12775 12690 NR
39 NR2601 20250813 12790 ... 12820 12755 NR
40 NR2602 20250813 12800 ... 12780 12755 NR
41 NR2603 20250813 12755 ... 12755 12775 NR
42 NR2604 20250813 12935 ... 12845 12860 NR
43 NR2605 20250813 12895 ... 12905 12835 NR
44 NR2606 20250813 12950 ... 12955 12895 NR
45 NR2607 20250813 12970 ... 12970 12820 NR
47 BC2508 20250813 ... 69300 69300 BC
48 BC2509 20250813 70330 ... 70540 70120 BC
49 BC2510 20250813 70580 ... 70620 70220 BC
50 BC2511 20250813 70720 ... 70720 70270 BC
51 BC2512 20250813 70160 ... 70490 69990 BC
52 BC2601 20250813 70250 ... 70250 70020 BC
53 BC2602 20250813 70710 ... 70710 70000 BC
54 BC2603 20250813 ... 70000 70000 BC
55 BC2604 20250813 ... 70000 70000 BC
56 BC2605 20250813 70720 ... 71210 70000 BC
57 BC2606 20250813 ... 69790 69340 BC
58 BC2607 20250813 ... 69120 68740 BC
60 EC2508 20250813 2081.7 ... 2082.7 2080.6 EC
61 EC2510 20250813 1404.2 ... 1361.9 1411.7 EC
62 EC2512 20250813 1728.1 ... 1695.7 1720.5 EC
63 EC2602 20250813 1517.1 ... 1493.8 1516.8 EC
64 EC2604 20250813 1340.4 ... 1328.9 1340.4 EC
65 EC2606 20250813 1483.5 ... 1475 1487.1 EC
68 SC_TAS2509 20250813 ... SC_TAS
69 SC_TAS2510 20250813 ... SC_TAS
70 SC_TAS2511 20250813 ... SC_TAS
71 SC_TAS2512 20250813 ... SC_TAS
[66 rows x 12 columns]
2025-08-14 18:26:00,769 - future_1d - INFO - ak.get_ine_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 IC2508 20250813 6419.200 ... 6503.800 6405.200 IC
1 IC2509 20250813 6351.000 ... 6444.400 6338.800 IC
2 IC2512 20250813 6200.000 ... 6297.200 6182.600 IC
3 IC2603 20250813 6067.600 ... 6170.200 6047.600 IC
4 IF2508 20250813 4155.000 ... 4175.400 4141.200 IF
5 IF2509 20250813 4138.800 ... 4164.600 4128.600 IF
6 IF2512 20250813 4113.000 ... 4137.400 4099.600 IF
7 IF2603 20250813 4080.200 ... 4107.400 4068.000 IF
8 IH2508 20250813 2812.000 ... 2815.000 2808.800 IH
9 IH2509 20250813 2813.000 ... 2816.000 2809.000 IH
10 IH2512 20250813 2820.000 ... 2817.600 2810.000 IH
11 IH2603 20250813 2815.800 ... 2819.400 2809.400 IH
12 IM2508 20250813 6962.200 ... 7060.800 6950.800 IM
13 IM2509 20250813 6900.800 ... 6995.400 6879.800 IM
14 IM2512 20250813 6710.000 ... 6812.800 6689.800 IM
15 IM2603 20250813 6528.000 ... 6637.600 6507.400 IM
16 T2509 20250813 108.355 ... 108.460 108.410 T
17 T2512 20250813 108.220 ... 108.375 108.290 T
18 T2603 20250813 108.005 ... 108.175 108.080 T
19 TF2509 20250813 105.680 ... 105.750 105.695 TF
20 TF2512 20250813 105.695 ... 105.775 105.720 TF
21 TF2603 20250813 105.710 ... 105.800 105.745 TF
22 TL2509 20250813 117.760 ... 118.310 118.150 TL
23 TL2512 20250813 117.340 ... 117.910 117.740 TL
24 TL2603 20250813 116.990 ... 117.560 117.370 TL
25 TS2509 20250813 102.340 ... 102.370 102.338 TS
26 TS2512 20250813 102.378 ... 102.416 102.374 TS
27 TS2603 20250813 102.370 ... 102.386 102.356 TS
[28 rows x 12 columns]
2025-08-14 18:26:00,961 - future_1d - INFO - ak.get_cffex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 a2509 20250813 4092.00 ... 4124.00 4078.00 A
1 a2511 20250813 4037.00 ... 4087.00 4033.00 A
2 a2601 20250813 4033.00 ... 4085.00 4028.00 A
3 a2603 20250813 4031.00 ... 4071.00 4027.00 A
4 a2605 20250813 4068.00 ... 4116.00 4068.00 A
5 a2607 20250813 4066.00 ... 4107.00 4071.00 A
6 b2508 20250813 3770.00 ... 3735.00 3610.00 B
7 b2509 20250813 3763.00 ... 3811.00 3727.00 B
8 b2510 20250813 3805.00 ... 3842.00 3767.00 B
9 b2511 20250813 3851.00 ... 3893.00 3800.00 B
10 b2512 20250813 3855.00 ... 3894.00 3815.00 B
11 b2601 20250813 3830.00 ... 3879.00 3797.00 B
12 b2602 20250813 3791.00 ... 3842.00 3770.00 B
13 b2603 20250813 3707.00 ... 3751.00 3687.00 B
14 b2604 20250813 3595.00 ... 3646.00 3582.00 B
15 b2605 20250813 3523.00 ... 3561.00 3510.00 B
16 b2606 20250813 3506.00 ... 3536.00 3495.00 B
17 b2607 20250813 3492.00 ... 3518.00 3482.00 B
18 bb2509 20250813 145.35 ... 145.75 145.30 BB
19 bb2511 20250813 146.50 ... 147.10 147.50 BB
20 bb2601 20250813 148.55 ... 148.60 148.50 BB
21 bb2603 20250813 147.30 ... 147.15 146.65 BB
22 bb2605 20250813 0.00 ... 141.00 140.55 BB
23 bb2607 20250813 0.00 ... 146.75 146.30 BB
24 bz2603 20250813 6248.00 ... 6250.00 6264.00 BZ
25 bz2604 20250813 6193.00 ... 6200.00 6206.00 BZ
26 bz2605 20250813 6233.00 ... 6225.00 6242.00 BZ
27 bz2606 20250813 0.00 ... 6233.00 6233.00 BZ
28 bz2607 20250813 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250813 2261.00 ... 2273.00 2259.00 C
30 c2511 20250813 2200.00 ... 2203.00 2193.00 C
31 c2601 20250813 2194.00 ... 2198.00 2187.00 C
32 c2603 20250813 2211.00 ... 2218.00 2203.00 C
33 c2605 20250813 2262.00 ... 2270.00 2256.00 C
34 c2607 20250813 2281.00 ... 2289.00 2276.00 C
35 cs2509 20250813 2645.00 ... 2649.00 2638.00 CS
36 cs2511 20250813 2543.00 ... 2550.00 2536.00 CS
37 cs2601 20250813 2563.00 ... 2578.00 2558.00 CS
38 cs2603 20250813 2562.00 ... 2571.00 2556.00 CS
39 cs2605 20250813 2628.00 ... 2636.00 2618.00 CS
40 cs2607 20250813 2640.00 ... 2641.00 2624.00 CS
41 eb2508 20250813 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250813 7306.00 ... 7299.00 7314.00 EB
43 eb2510 20250813 7331.00 ... 7328.00 7335.00 EB
44 eb2511 20250813 7358.00 ... 7350.00 7359.00 EB
45 eb2512 20250813 7364.00 ... 7369.00 7377.00 EB
46 eb2601 20250813 7385.00 ... 7381.00 7389.00 EB
47 eb2602 20250813 7408.00 ... 7403.00 7408.00 EB
48 eb2603 20250813 7437.00 ... 7432.00 7437.00 EB
49 eb2604 20250813 7437.00 ... 7422.00 7448.00 EB
50 eb2605 20250813 7444.00 ... 7441.00 7452.00 EB
51 eb2606 20250813 7464.00 ... 7464.00 7445.00 EB
52 eb2607 20250813 0.00 ... 7407.00 7407.00 EB
53 eg2508 20250813 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250813 4418.00 ... 4418.00 4427.00 EG
55 eg2510 20250813 4440.00 ... 4433.00 4435.00 EG
56 eg2511 20250813 4454.00 ... 4446.00 4454.00 EG
57 eg2512 20250813 4475.00 ... 4459.00 4472.00 EG
58 eg2601 20250813 4484.00 ... 4466.00 4473.00 EG
59 eg2602 20250813 4461.00 ... 4461.00 4482.00 EG
60 eg2603 20250813 4479.00 ... 4479.00 4485.00 EG
61 eg2604 20250813 0.00 ... 4496.00 4510.00 EG
62 eg2605 20250813 4514.00 ... 4501.00 4524.00 EG
63 eg2606 20250813 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250813 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250813 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250813 1221.00 ... 1254.00 1254.50 FB
67 fb2510 20250813 1299.00 ... 1295.50 1293.00 FB
68 fb2511 20250813 1292.50 ... 1291.50 1288.50 FB
69 fb2512 20250813 1292.50 ... 1290.50 1288.50 FB
70 fb2601 20250813 1293.00 ... 1292.50 1290.50 FB
71 fb2602 20250813 1295.00 ... 1295.00 1294.50 FB
72 fb2603 20250813 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250813 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250813 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250813 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250813 0.00 ... 1302.50 1302.50 FB
77 i2508 20250813 0.00 ... 815.00 815.00 I
78 i2509 20250813 808.00 ... 808.00 800.50 I
79 i2510 20250813 808.50 ... 808.00 803.00 I
80 i2511 20250813 808.00 ... 806.00 801.00 I
81 i2512 20250813 806.00 ... 803.50 799.50 I
82 i2601 20250813 801.00 ... 798.50 795.00 I
83 i2602 20250813 797.50 ... 794.00 791.00 I
84 i2603 20250813 792.50 ... 789.50 785.50 I
85 i2604 20250813 788.50 ... 785.50 781.50 I
86 i2605 20250813 780.00 ... 777.00 773.50 I
87 i2606 20250813 774.50 ... 772.00 767.50 I
88 i2607 20250813 770.00 ... 768.50 765.50 I
89 j2508 20250813 0.00 ... 1598.00 1598.00 J
90 j2509 20250813 1728.50 ... 1708.00 1703.50 J
91 j2510 20250813 1753.50 ... 1724.00 1727.00 J
92 j2511 20250813 1779.00 ... 1744.50 1758.00 J
93 j2512 20250813 1802.00 ... 1759.00 1771.00 J
94 j2601 20250813 1812.00 ... 1784.00 1787.50 J
95 j2602 20250813 0.00 ... 1789.00 1842.00 J
96 j2603 20250813 1802.50 ... 1802.50 1801.50 J
97 j2604 20250813 1880.50 ... 1860.00 1842.00 J
98 j2605 20250813 1903.50 ... 1865.50 1862.50 J
99 j2606 20250813 1904.00 ... 1887.50 1877.50 J
100 j2607 20250813 1903.50 ... 1871.50 1843.50 J
101 jd2508 20250813 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250813 3300.00 ... 3290.00 3305.00 JD
103 jd2510 20250813 3206.00 ... 3200.00 3197.00 JD
104 jd2511 20250813 3300.00 ... 3308.00 3285.00 JD
105 jd2512 20250813 3448.00 ... 3463.00 3434.00 JD
106 jd2601 20250813 3570.00 ... 3582.00 3548.00 JD
107 jd2602 20250813 3225.00 ... 3219.00 3202.00 JD
108 jd2603 20250813 3225.00 ... 3222.00 3204.00 JD
109 jd2604 20250813 3423.00 ... 3387.00 3367.00 JD
110 jd2605 20250813 3500.00 ... 3489.00 3476.00 JD
111 jd2606 20250813 3318.00 ... 3316.00 3308.00 JD
112 jd2607 20250813 3573.00 ... 3560.00 3550.00 JD
113 jm2508 20250813 1021.00 ... 1024.50 1021.00 JM
114 jm2509 20250813 1164.50 ... 1151.50 1134.00 JM
115 jm2510 20250813 1230.00 ... 1199.50 1190.00 JM
116 jm2511 20250813 1268.50 ... 1245.00 1240.50 JM
117 jm2512 20250813 1293.00 ... 1272.50 1270.50 JM
118 jm2601 20250813 1313.00 ... 1295.00 1283.50 JM
119 jm2602 20250813 1324.50 ... 1307.00 1308.00 JM
120 jm2603 20250813 1330.50 ... 1310.50 1303.00 JM
121 jm2604 20250813 1326.50 ... 1311.00 1306.50 JM
122 jm2605 20250813 1340.00 ... 1320.00 1312.50 JM
123 jm2606 20250813 1341.50 ... 1320.50 1310.50 JM
124 jm2607 20250813 1346.50 ... 1327.00 1321.50 JM
125 l2508 20250813 7270.00 ... 7270.00 7256.00 L
126 l2509 20250813 7320.00 ... 7320.00 7328.00 L
127 l2510 20250813 7345.00 ... 7344.00 7351.00 L
128 l2511 20250813 7372.00 ... 7368.00 7373.00 L
129 l2512 20250813 7383.00 ... 7382.00 7388.00 L
130 l2601 20250813 7390.00 ... 7386.00 7383.00 L
131 l2602 20250813 7372.00 ... 7382.00 7378.00 L
132 l2603 20250813 0.00 ... 7383.00 7383.00 L
133 l2604 20250813 7391.00 ... 7394.00 7398.00 L
134 l2605 20250813 7390.00 ... 7390.00 7390.00 L
135 l2606 20250813 7388.00 ... 7388.00 7387.00 L
136 l2607 20250813 0.00 ... 7377.00 7373.00 L
137 lg2509 20250813 821.50 ... 815.50 826.00 LG
138 lg2511 20250813 842.00 ... 836.50 846.00 LG
139 lg2601 20250813 848.00 ... 846.00 851.50 LG
140 lg2603 20250813 849.00 ... 846.00 849.50 LG
141 lg2605 20250813 846.00 ... 848.50 850.50 LG
142 lg2607 20250813 843.00 ... 847.50 849.50 LG
143 lh2509 20250813 13900.00 ... 13920.00 13995.00 LH
144 lh2511 20250813 14205.00 ... 14115.00 14235.00 LH
145 lh2601 20250813 14395.00 ... 14360.00 14425.00 LH
146 lh2603 20250813 13470.00 ... 13400.00 13415.00 LH
147 lh2605 20250813 13970.00 ... 13970.00 13970.00 LH
148 lh2607 20250813 14435.00 ... 14360.00 14435.00 LH
149 m2508 20250813 3123.00 ... 3125.00 3012.00 M
150 m2509 20250813 3055.00 ... 3094.00 3017.00 M
151 m2511 20250813 3102.00 ... 3125.00 3051.00 M
152 m2512 20250813 3126.00 ... 3162.00 3092.00 M
153 m2601 20250813 3110.00 ... 3145.00 3074.00 M
154 m2603 20250813 2996.00 ... 3024.00 2963.00 M
155 m2605 20250813 2804.00 ... 2837.00 2790.00 M
156 m2607 20250813 2781.00 ... 2800.00 2767.00 M
157 p2508 20250813 0.00 ... 8802.00 8802.00 P
158 p2509 20250813 9342.00 ... 9396.00 9294.00 P
159 p2510 20250813 9404.00 ... 9392.00 9288.00 P
160 p2511 20250813 9582.00 ... 9444.00 9312.00 P
161 p2512 20250813 9316.00 ... 9456.00 9320.00 P
162 p2601 20250813 9376.00 ... 9466.00 9334.00 P
163 p2602 20250813 9330.00 ... 9442.00 9274.00 P
164 p2603 20250813 9246.00 ... 9358.00 9228.00 P
165 p2604 20250813 9278.00 ... 9250.00 9108.00 P
166 p2605 20250813 9098.00 ... 9146.00 9030.00 P
167 p2606 20250813 9008.00 ... 9048.00 8938.00 P
168 p2607 20250813 8884.00 ... 8928.00 8854.00 P
169 pg2508 20250813 3888.00 ... 3888.00 3885.00 PG
170 pg2509 20250813 3820.00 ... 3822.00 3813.00 PG
171 pg2510 20250813 4287.00 ... 4296.00 4287.00 PG
172 pg2511 20250813 4224.00 ... 4226.00 4221.00 PG
173 pg2512 20250813 4188.00 ... 4186.00 4181.00 PG
174 pg2601 20250813 4140.00 ... 4145.00 4137.00 PG
175 pg2602 20250813 4086.00 ... 4085.00 4080.00 PG
176 pg2603 20250813 4000.00 ... 4002.00 3998.00 PG
177 pg2604 20250813 4299.00 ... 4297.00 4280.00 PG
178 pg2605 20250813 4199.00 ... 4197.00 4189.00 PG
179 pg2606 20250813 4140.00 ... 4141.00 4132.00 PG
180 pg2607 20250813 0.00 ... 4087.00 4081.00 PG
181 pp2508 20250813 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250813 7085.00 ... 7088.00 7098.00 PP
183 pp2510 20250813 7090.00 ... 7085.00 7092.00 PP
184 pp2511 20250813 7099.00 ... 7095.00 7102.00 PP
185 pp2512 20250813 7114.00 ... 7109.00 7116.00 PP
186 pp2601 20250813 7128.00 ... 7116.00 7126.00 PP
187 pp2602 20250813 7093.00 ... 7102.00 7104.00 PP
188 pp2603 20250813 7095.00 ... 7086.00 7101.00 PP
189 pp2604 20250813 7114.00 ... 7080.00 7104.00 PP
190 pp2605 20250813 7104.00 ... 7102.00 7117.00 PP
191 pp2606 20250813 7084.00 ... 7080.00 7102.00 PP
192 pp2607 20250813 7097.00 ... 7085.00 7095.00 PP
193 rr2508 20250813 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250813 3572.00 ... 3575.00 3571.00 RR
195 rr2510 20250813 3613.00 ... 3612.00 3612.00 RR
196 rr2511 20250813 3614.00 ... 3614.00 3613.00 RR
197 rr2512 20250813 3607.00 ... 3614.00 3610.00 RR
198 rr2601 20250813 3625.00 ... 3623.00 3620.00 RR
199 rr2602 20250813 3615.00 ... 3612.00 3611.00 RR
200 rr2603 20250813 3615.00 ... 3614.00 3612.00 RR
201 rr2604 20250813 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250813 3623.00 ... 3620.00 3614.00 RR
203 rr2606 20250813 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250813 0.00 ... 3633.00 3633.00 RR
205 v2508 20250813 4993.00 ... 5002.00 4980.00 V
206 v2509 20250813 5047.00 ... 5036.00 5035.00 V
207 v2510 20250813 5064.00 ... 5076.00 5075.00 V
208 v2511 20250813 5116.00 ... 5112.00 5105.00 V
209 v2512 20250813 5153.00 ... 5153.00 5140.00 V
210 v2601 20250813 5179.00 ... 5179.00 5181.00 V
211 v2602 20250813 5217.00 ... 5217.00 5232.00 V
212 v2603 20250813 5255.00 ... 5254.00 5270.00 V
213 v2604 20250813 5471.00 ... 5488.00 5493.00 V
214 v2605 20250813 5513.00 ... 5504.00 5504.00 V
215 v2606 20250813 5525.00 ... 5528.00 5534.00 V
216 v2607 20250813 5566.00 ... 5558.00 5571.00 V
217 y2508 20250813 9386.00 ... 9386.00 9148.00 Y
218 y2509 20250813 8450.00 ... 8582.00 8464.00 Y
219 y2511 20250813 8518.00 ... 8600.00 8482.00 Y
220 y2512 20250813 8696.00 ... 8600.00 8476.00 Y
221 y2601 20250813 8440.00 ... 8560.00 8450.00 Y
222 y2603 20250813 8320.00 ... 8404.00 8326.00 Y
223 y2605 20250813 8038.00 ... 8106.00 8038.00 Y
224 y2607 20250813 8034.00 ... 8090.00 8028.00 Y
[225 rows x 12 columns]
2025-08-14 18:26:01,407 - future_1d - INFO - ak.get_dce_daily('2025-08-13') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250813 ... 79310 78940 CU
1 1 CU2509 20250813 ... 79340 78940 CU
2 2 CU2510 20250813 ... 79380 78970 CU
3 3 CU2511 20250813 ... 79380 78960 CU
4 4 CU2512 20250813 ... 79400 78940 CU
5 5 CU2601 20250813 ... 79360 78920 CU
6 6 CU2602 20250813 ... 79330 78880 CU
7 7 CU2603 20250813 ... 79270 78920 CU
8 8 CU2604 20250813 ... 79300 78920 CU
9 9 CU2605 20250813 ... 79300 78900 CU
10 10 CU2606 20250813 ... 79370 78920 CU
11 11 CU2607 20250813 ... 79350 78950 CU
12 12 BC2508 20250813 ... 69300 69300 BC
13 13 BC2509 20250813 ... 70540 70120 BC
14 14 BC2510 20250813 ... 70620 70220 BC
15 15 BC2511 20250813 ... 70720 70270 BC
16 16 BC2512 20250813 ... 70490 69990 BC
17 17 BC2601 20250813 ... 70250 70020 BC
18 18 BC2602 20250813 ... 70710 70000 BC
19 19 BC2603 20250813 ... 70000 70000 BC
20 20 BC2604 20250813 ... 70000 70000 BC
21 21 BC2605 20250813 ... 71210 70000 BC
22 22 BC2606 20250813 ... 69790 69340 BC
23 23 BC2607 20250813 ... 69120 68740 BC
24 24 AL2508 20250813 ... 20790 20665 AL
25 25 AL2509 20250813 ... 20795 20660 AL
26 26 AL2510 20250813 ... 20775 20645 AL
27 27 AL2511 20250813 ... 20735 20625 AL
28 28 AL2512 20250813 ... 20695 20575 AL
29 29 AL2601 20250813 ... 20675 20560 AL
30 30 AL2602 20250813 ... 20675 20565 AL
31 31 AL2603 20250813 ... 20695 20605 AL
32 32 AL2604 20250813 ... 20710 20615 AL
33 33 AL2605 20250813 ... 20730 20610 AL
34 34 AL2606 20250813 ... 20725 20620 AL
35 35 AL2607 20250813 ... 20740 20650 AL
36 36 ZN2508 20250813 ... 22605 22545 ZN
37 37 ZN2509 20250813 ... 22670 22545 ZN
38 38 ZN2510 20250813 ... 22685 22570 ZN
39 39 ZN2511 20250813 ... 22685 22585 ZN
40 40 ZN2512 20250813 ... 22660 22560 ZN
41 41 ZN2601 20250813 ... 22645 22535 ZN
42 42 ZN2602 20250813 ... 22630 22495 ZN
43 43 ZN2603 20250813 ... 22620 22505 ZN
44 44 ZN2604 20250813 ... 22655 22540 ZN
45 45 ZN2605 20250813 ... 22645 22530 ZN
46 46 ZN2606 20250813 ... 22605 22510 ZN
47 47 ZN2607 20250813 ... 22635 22510 ZN
48 48 PB2508 20250813 ... 16840 16875 PB
49 49 PB2509 20250813 ... 16925 16920 PB
50 50 PB2510 20250813 ... 16930 16930 PB
51 51 PB2511 20250813 ... 16955 16955 PB
52 52 PB2512 20250813 ... 16985 16955 PB
53 53 PB2601 20250813 ... 17000 16990 PB
54 54 PB2602 20250813 ... 17020 17000 PB
55 55 PB2603 20250813 ... 17030 17030 PB
56 56 PB2604 20250813 ... 17110 17030 PB
57 57 PB2605 20250813 ... 17125 17075 PB
58 58 PB2606 20250813 ... 17170 17075 PB
59 59 PB2607 20250813 ... 17060 17060 PB
60 60 NI2508 20250813 ... 122590 121980 NI
61 61 NI2509 20250813 ... 122750 122630 NI
62 62 NI2510 20250813 ... 122880 122780 NI
63 63 NI2511 20250813 ... 123040 123030 NI
64 64 NI2512 20250813 ... 123330 123270 NI
65 65 NI2601 20250813 ... 123610 123480 NI
66 66 NI2602 20250813 ... 123800 123680 NI
67 67 NI2603 20250813 ... 123890 124050 NI
68 68 NI2604 20250813 ... 124130 124260 NI
69 69 NI2605 20250813 ... 124630 124570 NI
70 70 NI2606 20250813 ... 124810 124840 NI
71 71 NI2607 20250813 ... 124750 125050 NI
72 72 SN2508 20250813 ... 270040 268890 SN
73 73 SN2509 20250813 ... 270150 270410 SN
74 74 SN2510 20250813 ... 270360 270600 SN
75 75 SN2511 20250813 ... 270280 270550 SN
76 76 SN2512 20250813 ... 270120 270460 SN
77 77 SN2601 20250813 ... 270430 270640 SN
78 78 SN2602 20250813 ... 270820 270740 SN
79 79 SN2603 20250813 ... 271370 271330 SN
80 80 SN2604 20250813 ... 271040 271490 SN
81 81 SN2605 20250813 ... 271420 271490 SN
82 82 SN2606 20250813 ... 272020 270900 SN
83 83 SN2607 20250813 ... 270450 270450 SN
84 84 AO2508 20250813 ... 3216 3216 AO
85 85 AO2509 20250813 ... 3271 3260 AO
86 86 AO2510 20250813 ... 3286 3269 AO
87 87 AO2511 20250813 ... 3297 3271 AO
88 88 AO2512 20250813 ... 3316 3294 AO
89 89 AO2601 20250813 ... 3322 3311 AO
90 90 AO2602 20250813 ... 3315 3314 AO
91 91 AO2603 20250813 ... 3312 3323 AO
92 92 AO2604 20250813 ... 3310 3323 AO
93 93 AO2605 20250813 ... 3319 3321 AO
94 94 AO2606 20250813 ... 3300 3311 AO
95 95 AO2607 20250813 ... 3319 3318 AO
96 96 AD2511 20250813 ... 20210 20090 AD
97 97 AD2512 20250813 ... 20190 20085 AD
98 98 AD2601 20250813 ... 20175 20070 AD
99 99 AD2602 20250813 ... 19955 19955 AD
100 100 AD2603 20250813 ... 20140 19940 AD
101 101 AD2604 20250813 ... 19920 19920 AD
102 102 AD2605 20250813 ... 19875 19785 AD
103 103 AD2606 20250813 ... 19745 19745 AD
104 104 AD2607 20250813 ... 19990 19830 AD
105 105 AU2508 20250813 ... 774.48 775.08 AU
106 106 AU2509 20250813 ... 775.24 775.98 AU
107 107 AU2510 20250813 ... 776.26 777.1 AU
108 108 AU2512 20250813 ... 778.42 779.2 AU
109 109 AU2602 20250813 ... 780.66 781.38 AU
110 110 AU2604 20250813 ... 782.76 783.54 AU
111 111 AU2606 20250813 ... 785.34 785.82 AU
112 112 AU2608 20250813 ... 787.56 787.96 AU
113 113 AG2508 20250813 ... 9177 9154 AG
114 114 AG2509 20250813 ... 9203 9158 AG
115 115 AG2510 20250813 ... 9215 9169 AG
116 116 AG2511 20250813 ... 9221 9184 AG
117 117 AG2512 20250813 ... 9245 9196 AG
118 118 AG2601 20250813 ... 9250 9206 AG
119 119 AG2602 20250813 ... 9260 9219 AG
120 120 AG2603 20250813 ... 9267 9230 AG
121 121 AG2604 20250813 ... 9290 9244 AG
122 122 AG2605 20250813 ... 9305 9255 AG
123 123 AG2606 20250813 ... 9323 9271 AG
124 124 AG2607 20250813 ... 9334 9283 AG
125 125 RB2508 20250813 ... 3215 3215 RB
126 126 RB2509 20250813 ... 3219 3228 RB
127 127 RB2510 20250813 ... 3248 3252 RB
128 128 RB2511 20250813 ... 3266 3271 RB
129 129 RB2512 20250813 ... 3302 3310 RB
130 130 RB2601 20250813 ... 3318 3328 RB
131 131 RB2602 20250813 ... 3316 3324 RB
132 132 RB2603 20250813 ... 3327 3338 RB
133 133 RB2604 20250813 ... 3338 3348 RB
134 134 RB2605 20250813 ... 3349 3356 RB
135 135 RB2606 20250813 ... 3357 3370 RB
136 136 RB2607 20250813 ... 3361 3368 RB
137 137 WR2508 20250813 ... 3212 3212 WR
138 138 WR2509 20250813 ... 3342 3342 WR
139 139 WR2510 20250813 ... 3468 3473 WR
140 140 WR2511 20250813 ... 3480 3480 WR
141 141 WR2512 20250813 ... 3499 3499 WR
142 142 WR2601 20250813 ... 3496 3496 WR
143 143 WR2602 20250813 ... 3523 3523 WR
144 144 WR2603 20250813 ... 3531 3550 WR
145 145 WR2604 20250813 ... 3550 3550 WR
146 146 WR2605 20250813 ... 3479 3479 WR
147 147 WR2606 20250813 ... 3533 3599 WR
148 148 WR2607 20250813 ... 3524 3648 WR
149 149 HC2508 20250813 ... 3436 3436 HC
150 150 HC2509 20250813 ... 3483 3488 HC
151 151 HC2510 20250813 ... 3473 3474 HC
152 152 HC2511 20250813 ... 3468 3469 HC
153 153 HC2512 20250813 ... 3467 3472 HC
154 154 HC2601 20250813 ... 3468 3470 HC
155 155 HC2602 20250813 ... 3461 3470 HC
156 156 HC2603 20250813 ... 3468 3469 HC
157 157 HC2604 20250813 ... 3477 3477 HC
158 158 HC2605 20250813 ... 3480 3478 HC
159 159 HC2606 20250813 ... 3486 3481 HC
160 160 HC2607 20250813 ... 3486 3479 HC
161 161 SS2508 20250813 ... 13145 13150 SS
162 162 SS2509 20250813 ... 13100 13135 SS
163 163 SS2510 20250813 ... 13175 13215 SS
164 164 SS2511 20250813 ... 13220 13260 SS
165 165 SS2512 20250813 ... 13270 13305 SS
166 166 SS2601 20250813 ... 13330 13365 SS
167 167 SS2602 20250813 ... 13335 13380 SS
168 168 SS2603 20250813 ... 13390 13440 SS
169 169 SS2604 20250813 ... 13465 13485 SS
170 170 SS2605 20250813 ... 13485 13535 SS
171 171 SS2606 20250813 ... 13500 13560 SS
172 172 SS2607 20250813 ... 13570 13595 SS
173 173 SC2509 20250813 ... 490.5 494.3 SC
174 174 SC2510 20250813 ... 490.2 492.6 SC
175 175 SC2511 20250813 ... 487 489.7 SC
176 176 SC2512 20250813 ... 483.1 485.5 SC
177 177 SC2601 20250813 ... 480.4 482.5 SC
178 178 SC2602 20250813 ... 477.7 479.9 SC
179 179 SC2603 20250813 ... 475.5 477.9 SC
180 180 SC2604 20250813 ... 474.4 475.7 SC
181 181 SC2605 20250813 ... 472.2 474.2 SC
182 182 SC2606 20250813 ... 472.3 473.7 SC
183 183 SC2607 20250813 ... 468.1 470.7 SC
184 184 SC2608 20250813 ... 467.7 470.5 SC
185 185 SC2609 20250813 ... 467.7 467.7 SC
186 186 SC2612 20250813 ... 458.5 469.4 SC
187 187 SC2703 20250813 ... 457.9 464.6 SC
188 188 SC2706 20250813 ... 456.9 464 SC
189 189 SC2709 20250813 ... 458.1 462.4 SC
190 190 SC2712 20250813 ... 458.5 458.5 SC
191 191 SC2803 20250813 ... 456.3 456.3 SC
192 192 SC2806 20250813 ... 450.8 453.2 SC
193 193 LU2509 20250813 ... 3443 3483 LU
194 194 LU2510 20250813 ... 3457 3499 LU
195 195 LU2511 20250813 ... 3451 3487 LU
196 196 LU2512 20250813 ... 3443 3473 LU
197 197 LU2601 20250813 ... 3427 3445 LU
198 198 LU2602 20250813 ... 3404 3413 LU
199 199 LU2603 20250813 ... 3395 3410 LU
200 200 LU2604 20250813 ... 3395 3405 LU
201 201 LU2605 20250813 ... 3398 3405 LU
202 202 LU2606 20250813 ... 3393 3407 LU
203 203 LU2607 20250813 ... 3388 3406 LU
204 204 LU2608 20250813 ... 3387 3405 LU
205 205 FU2509 20250813 ... 2728 2769 FU
206 206 FU2510 20250813 ... 2745 2781 FU
207 207 FU2511 20250813 ... 2756 2788 FU
208 208 FU2512 20250813 ... 2764 2794 FU
209 209 FU2601 20250813 ... 2772 2796 FU
210 210 FU2602 20250813 ... 2766 2788 FU
211 211 FU2603 20250813 ... 2763 2780 FU
212 212 FU2604 20250813 ... 2762 2775 FU
213 213 FU2605 20250813 ... 2753 2764 FU
214 214 FU2606 20250813 ... 2750 2757 FU
215 215 FU2607 20250813 ... 2730 2735 FU
216 216 FU2608 20250813 ... 2720 2722 FU
217 217 BU2508 20250813 ... 3406 3406 BU
218 218 BU2509 20250813 ... 3524 3535 BU
219 219 BU2510 20250813 ... 3491 3504 BU
220 220 BU2511 20250813 ... 3447 3462 BU
221 221 BU2512 20250813 ... 3393 3405 BU
222 222 BU2601 20250813 ... 3361 3370 BU
223 223 BU2602 20250813 ... 3349 3362 BU
224 224 BU2603 20250813 ... 3339 3335 BU
225 225 BU2604 20250813 ... 3341 3341 BU
226 226 BU2605 20250813 ... 3335 3342 BU
227 227 BU2606 20250813 ... 3331 3332 BU
228 228 BU2607 20250813 ... 3335 3335 BU
229 229 BU2609 20250813 ... 3322 3320 BU
230 230 BU2612 20250813 ... 3287 3285 BU
231 231 BU2703 20250813 ... 3297 3296 BU
232 232 BU2706 20250813 ... 3291 3303 BU
233 233 BR2508 20250813 ... 11820 11820 BR
234 234 BR2509 20250813 ... 11860 11765 BR
235 235 BR2510 20250813 ... 11855 11765 BR
236 236 BR2511 20250813 ... 11860 11785 BR
237 237 BR2512 20250813 ... 11925 11830 BR
238 238 BR2601 20250813 ... 11955 11870 BR
239 239 BR2602 20250813 ... 11905 11895 BR
240 240 BR2603 20250813 ... 12050 11910 BR
241 241 BR2604 20250813 ... 12095 11930 BR
242 242 BR2605 20250813 ... 12085 11960 BR
243 243 BR2606 20250813 ... 12120 12020 BR
244 244 BR2607 20250813 ... 12090 12090 BR
245 245 RU2508 20250813 ... 14730 14730 RU
246 246 RU2509 20250813 ... 14850 14780 RU
247 247 RU2510 20250813 ... 14840 14805 RU
248 248 RU2511 20250813 ... 14860 14810 RU
249 249 RU2601 20250813 ... 15865 15780 RU
250 250 RU2603 20250813 ... 15895 15855 RU
251 251 RU2604 20250813 ... 15915 15890 RU
252 252 RU2605 20250813 ... 15940 15875 RU
253 253 RU2606 20250813 ... 15975 15920 RU
254 254 RU2607 20250813 ... 16030 16010 RU
255 255 NR2508 20250813 ... 12480 12480 NR
256 256 NR2509 20250813 ... 12635 12560 NR
257 257 NR2510 20250813 ... 12705 12620 NR
258 258 NR2511 20250813 ... 12730 12655 NR
259 259 NR2512 20250813 ... 12775 12690 NR
260 260 NR2601 20250813 ... 12820 12755 NR
261 261 NR2602 20250813 ... 12780 12755 NR
262 262 NR2603 20250813 ... 12755 12775 NR
263 263 NR2604 20250813 ... 12845 12860 NR
264 264 NR2605 20250813 ... 12905 12835 NR
265 265 NR2606 20250813 ... 12955 12895 NR
266 266 NR2607 20250813 ... 12970 12820 NR
267 267 SP2508 20250813 ... 5174 5174 SP
268 268 SP2509 20250813 ... 5242 5204 SP
269 269 SP2510 20250813 ... 5276 5234 SP
270 270 SP2511 20250813 ... 5294 5254 SP
271 271 SP2512 20250813 ... 5300 5262 SP
272 272 SP2601 20250813 ... 5510 5480 SP
273 273 SP2602 20250813 ... 5478 5442 SP
274 274 SP2603 20250813 ... 5472 5458 SP
275 275 SP2604 20250813 ... 5452 5458 SP
276 276 SP2605 20250813 ... 5462 5458 SP
277 277 SP2606 20250813 ... 5480 5456 SP
278 278 SP2607 20250813 ... 5476 5446 SP
279 279 EC2508 20250813 ... 2082.7 2080.6 EC
280 280 EC2510 20250813 ... 1361.9 1411.7 EC
281 281 EC2512 20250813 ... 1695.7 1720.5 EC
282 282 EC2602 20250813 ... 1493.8 1516.8 EC
283 283 EC2604 20250813 ... 1328.9 1340.4 EC
284 284 EC2606 20250813 ... 1475 1487.1 EC
285 286 SC_TAS2509 20250813 ... SC_TAS
286 287 SC_TAS2510 20250813 ... SC_TAS
287 288 SC_TAS2511 20250813 ... SC_TAS
288 289 SC_TAS2512 20250813 ... SC_TAS
[289 rows x 13 columns]
2025-08-14 18:26:01,511 - future_1d - INFO - ak.get_shfe_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 PS2508 20250813 51500.0 ... 51500.0 50505.0 PS
1 PS2509 20250813 52950.0 ... 51895.0 52390.0 PS
2 PS2510 20250813 51900.0 ... 52040.0 52405.0 PS
3 PS2511 20250813 51500.0 ... 52035.0 52395.0 PS
4 PS2512 20250813 54000.0 ... 54280.0 54425.0 PS
5 PS2601 20250813 54210.0 ... 54355.0 54445.0 PS
6 PS2602 20250813 54280.0 ... 54370.0 54565.0 PS
7 PS2603 20250813 54410.0 ... 54620.0 54730.0 PS
8 PS2604 20250813 54535.0 ... 54790.0 54775.0 PS
9 PS2605 20250813 54640.0 ... 54830.0 54730.0 PS
10 PS2606 20250813 57245.0 ... 57430.0 57470.0 PS
11 PS2607 20250813 57305.0 ... 57515.0 57605.0 PS
13 SI2508 20250813 0.0 ... 8575.0 8800.0 SI
14 SI2509 20250813 8710.0 ... 8755.0 8880.0 SI
15 SI2510 20250813 8820.0 ... 8760.0 8905.0 SI
16 SI2511 20250813 8800.0 ... 8775.0 8905.0 SI
17 SI2512 20250813 9300.0 ... 9140.0 9270.0 SI
18 SI2601 20250813 9305.0 ... 9155.0 9270.0 SI
19 SI2602 20250813 9210.0 ... 9150.0 9265.0 SI
20 SI2603 20250813 9195.0 ... 9130.0 9295.0 SI
21 SI2604 20250813 9225.0 ... 9150.0 9285.0 SI
22 SI2605 20250813 9280.0 ... 9200.0 9310.0 SI
23 SI2606 20250813 9260.0 ... 9205.0 9310.0 SI
24 SI2607 20250813 9260.0 ... 9205.0 9330.0 SI
27 LC2508 20250813 82620.0 ... 86940.0 82100.0 LC
28 LC2509 20250813 83960.0 ... 84920.0 85760.0 LC
29 LC2510 20250813 83980.0 ... 85000.0 85800.0 LC
30 LC2511 20250813 83000.0 ... 85060.0 85620.0 LC
31 LC2512 20250813 82500.0 ... 84660.0 84900.0 LC
32 LC2601 20250813 82380.0 ... 84160.0 84420.0 LC
33 LC2602 20250813 79980.0 ... 82920.0 83660.0 LC
34 LC2603 20250813 79780.0 ... 82300.0 83220.0 LC
35 LC2604 20250813 79100.0 ... 81960.0 82780.0 LC
36 LC2605 20250813 79020.0 ... 81720.0 82360.0 LC
37 LC2606 20250813 78500.0 ... 81220.0 81760.0 LC
38 LC2607 20250813 78500.0 ... 81240.0 81580.0 LC
[36 rows x 12 columns]
2025-08-14 18:26:01,778 - future_1d - INFO - ak.get_gfex_daily('2025-08-13') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250813 8178.0 8249.0 ... 399621.83 8191.0 8164.0 AP
1 AP511 20250813 7879.0 7967.0 ... 3674.81 7920.0 7879.0 AP
2 AP512 20250813 7918.0 7968.0 ... 182.68 7943.0 7910.0 AP
3 AP601 20250813 7978.0 8059.0 ... 50673.21 8013.0 7967.0 AP
4 AP603 20250813 7915.0 7937.0 ... 166.37 7922.0 7880.0 AP
5 AP604 20250813 7946.0 7954.0 ... 55.65 7950.0 7926.0 AP
6 AP605 20250813 8006.0 8025.0 ... 504.00 8000.0 7981.0 AP
7 CF509 20250813 13755.0 13930.0 ... 1434464.06 13830.0 13715.0 CF
8 CF511 20250813 13875.0 14095.0 ... 400771.10 13995.0 13810.0 CF
9 CF601 20250813 14000.0 14235.0 ... 2534992.04 14110.0 13935.0 CF
10 CF603 20250813 13945.0 14185.0 ... 12036.84 14035.0 13885.0 CF
11 CF605 20250813 13930.0 14170.0 ... 136707.24 14065.0 13875.0 CF
12 CF607 20250813 13950.0 14135.0 ... 639.10 14045.0 13895.0 CF
13 CJ509 20250813 10420.0 10580.0 ... 45686.91 10415.0 10400.0 CJ
14 CJ512 20250813 11450.0 11610.0 ... 20813.07 11435.0 11420.0 CJ
15 CJ601 20250813 11570.0 11745.0 ... 1364369.96 11545.0 11545.0 CJ
16 CJ603 20250813 11615.0 11785.0 ... 18000.44 11560.0 11605.0 CJ
17 CJ605 20250813 11750.0 11910.0 ... 209987.95 11710.0 11740.0 CJ
18 CJ607 20250813 11930.0 12055.0 ... 3247.42 11915.0 11935.0 CJ
19 CY508 20250813 0.0 0.0 ... 0.00 20380.0 20160.0 CY
20 CY509 20250813 19995.0 20160.0 ... 3905.65 20080.0 19965.0 CY
21 CY510 20250813 19685.0 19685.0 ... 9.84 19685.0 20500.0 CY
22 CY511 20250813 20020.0 20240.0 ... 103336.22 20135.0 19920.0 CY
23 CY512 20250813 0.0 0.0 ... 0.00 19825.0 19660.0 CY
24 CY601 20250813 19985.0 20200.0 ... 3025.77 20105.0 19895.0 CY
25 CY602 20250813 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250813 20355.0 20370.0 ... 20.36 20365.0 20320.0 CY
27 CY604 20250813 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250813 20490.0 20490.0 ... 132.13 20330.0 20095.0 CY
29 CY606 20250813 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250813 0.0 0.0 ... 0.00 20355.0 20285.0 CY
31 FG508 20250813 1051.0 1060.0 ... 1007.25 1054.0 1044.0 FG
32 FG509 20250813 1072.0 1091.0 ... 2395527.90 1077.0 1067.0 FG
33 FG510 20250813 1178.0 1194.0 ... 134922.70 1180.0 1172.0 FG
34 FG511 20250813 1166.0 1184.0 ... 169113.46 1171.0 1164.0 FG
35 FG512 20250813 1246.0 1265.0 ... 78761.08 1249.0 1243.0 FG
36 FG601 20250813 1239.0 1253.0 ... 5488202.07 1237.0 1233.0 FG
37 FG602 20250813 1292.0 1303.0 ... 1462.67 1290.0 1276.0 FG
38 FG603 20250813 1291.0 1302.0 ... 2518.42 1286.0 1287.0 FG
39 FG604 20250813 1333.0 1346.0 ... 1219.81 1332.0 1332.0 FG
40 FG605 20250813 1327.0 1343.0 ... 71792.50 1328.0 1322.0 FG
41 FG606 20250813 1353.0 1363.0 ... 1522.79 1350.0 1345.0 FG
42 FG607 20250813 1347.0 1357.0 ... 980.10 1343.0 1341.0 FG
43 JR509 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250813 0.0 0.0 ... 0.00 2336.0 2338.0 MA
53 MA509 20250813 2386.0 2392.0 ... 767192.60 2384.0 2386.0 MA
54 MA510 20250813 2421.0 2423.0 ... 108914.63 2416.0 2415.0 MA
55 MA511 20250813 2444.0 2446.0 ... 174506.84 2437.0 2435.0 MA
56 MA512 20250813 2488.0 2491.0 ... 94173.15 2469.0 2469.0 MA
57 MA601 20250813 2496.0 2497.0 ... 647120.62 2488.0 2486.0 MA
58 MA602 20250813 2491.0 2496.0 ... 121.94 2489.0 2490.0 MA
59 MA603 20250813 2496.0 2500.0 ... 146.93 2490.0 2491.0 MA
60 MA604 20250813 2482.0 2489.0 ... 123.99 2480.0 2477.0 MA
61 MA605 20250813 2461.0 2468.0 ... 17342.03 2461.0 2452.0 MA
62 MA606 20250813 2460.0 2472.0 ... 27.15 2468.0 2464.0 MA
63 MA607 20250813 2457.0 2461.0 ... 467.01 2458.0 2452.0 MA
64 OI509 20250813 10242.0 10352.0 ... 3003760.36 10099.0 9708.0 OI
65 OI511 20250813 10279.0 10380.0 ... 601047.74 10132.0 9733.0 OI
66 OI601 20250813 10310.0 10333.0 ... 6491980.50 10104.0 9711.0 OI
67 OI603 20250813 9751.0 10192.0 ... 14433.33 10009.0 9655.0 OI
68 OI605 20250813 10145.0 10145.0 ... 84166.27 9937.0 9570.0 OI
69 OI607 20250813 9700.0 10061.0 ... 889.65 9885.0 9558.0 OI
70 PF508 20250813 0.0 0.0 ... 0.00 6290.0 6304.0 PF
71 PF509 20250813 6332.0 6360.0 ... 62222.95 6346.0 6354.0 PF
72 PF510 20250813 6426.0 6432.0 ... 382852.40 6414.0 6428.0 PF
73 PF511 20250813 6430.0 6432.0 ... 217496.52 6416.0 6422.0 PF
74 PF512 20250813 6422.0 6436.0 ... 82815.11 6420.0 6426.0 PF
75 PF601 20250813 6436.0 6444.0 ... 9410.66 6426.0 6434.0 PF
76 PF602 20250813 6462.0 6462.0 ... 16.12 6448.0 6454.0 PF
77 PF603 20250813 6452.0 6474.0 ... 16.15 6460.0 6472.0 PF
78 PF604 20250813 6514.0 6514.0 ... 22.71 6490.0 6496.0 PF
79 PF605 20250813 6520.0 6536.0 ... 19.55 6518.0 6520.0 PF
80 PF606 20250813 6526.0 6526.0 ... 3.26 6526.0 6528.0 PF
81 PF607 20250813 0.0 0.0 ... 0.00 6530.0 6530.0 PF
82 PK510 20250813 8090.0 8188.0 ... 262217.46 8142.0 8078.0 PK
83 PK511 20250813 7956.0 8020.0 ... 290414.80 7996.0 7930.0 PK
84 PK512 20250813 7970.0 8032.0 ... 58955.86 8002.0 7944.0 PK
85 PK601 20250813 7986.0 8066.0 ... 55588.53 8030.0 7956.0 PK
86 PK603 20250813 7980.0 8046.0 ... 525.43 8022.0 7960.0 PK
87 PK604 20250813 7970.0 8048.0 ... 288.93 8026.0 7960.0 PK
88 PK605 20250813 7968.0 8058.0 ... 6674.12 8032.0 7956.0 PK
89 PL601 20250813 6513.0 6528.0 ... 9799.63 6507.0 6513.0 PL
90 PL602 20250813 6552.0 6567.0 ... 537.99 6561.0 6566.0 PL
91 PL603 20250813 6521.0 6548.0 ... 771.32 6537.0 6519.0 PL
92 PL604 20250813 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250813 6392.0 6418.0 ... 64.09 6409.0 6423.0 PL
94 PL606 20250813 0.0 0.0 ... 0.00 6491.0 6489.0 PL
95 PL607 20250813 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250813 0.0 0.0 ... 0.00 5900.0 5922.0 PR
103 PR509 20250813 5910.0 5912.0 ... 37272.08 5890.0 5902.0 PR
104 PR510 20250813 5956.0 5956.0 ... 194057.94 5938.0 5954.0 PR
105 PR511 20250813 5968.0 5968.0 ... 289242.80 5938.0 5960.0 PR
106 PR512 20250813 5960.0 5970.0 ... 101631.80 5940.0 5966.0 PR
107 PR601 20250813 5958.0 5976.0 ... 1329.68 5950.0 5972.0 PR
108 PR602 20250813 0.0 0.0 ... 0.00 5972.0 5998.0 PR
109 PR603 20250813 0.0 0.0 ... 0.00 5982.0 6000.0 PR
110 PR604 20250813 6006.0 6006.0 ... 9.01 6006.0 5992.0 PR
111 PR605 20250813 6014.0 6014.0 ... 18.01 6004.0 6010.0 PR
112 PR606 20250813 5968.0 5978.0 ... 107.51 5974.0 5996.0 PR
113 PR607 20250813 5974.0 5974.0 ... 107.53 5974.0 6004.0 PR
114 PX508 20250813 0.0 0.0 ... 0.00 6766.0 6792.0 PX
115 PX509 20250813 6818.0 6828.0 ... 163941.74 6798.0 6808.0 PX
116 PX510 20250813 6782.0 6796.0 ... 136133.72 6760.0 6786.0 PX
117 PX511 20250813 6768.0 6774.0 ... 390210.92 6738.0 6764.0 PX
118 PX512 20250813 6746.0 6770.0 ... 69255.59 6738.0 6754.0 PX
119 PX601 20250813 6736.0 6750.0 ... 97718.27 6720.0 6744.0 PX
120 PX602 20250813 0.0 0.0 ... 0.00 6706.0 6738.0 PX
121 PX603 20250813 6710.0 6710.0 ... 6.71 6710.0 6732.0 PX
122 PX604 20250813 6706.0 6706.0 ... 3.35 6706.0 6732.0 PX
123 PX605 20250813 6710.0 6728.0 ... 157.76 6714.0 6738.0 PX
124 PX606 20250813 6716.0 6716.0 ... 3.36 6716.0 6758.0 PX
125 PX607 20250813 6706.0 6706.0 ... 10.06 6706.0 6766.0 PX
126 RI509 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250813 0.0 0.0 ... 0.00 2698.0 2654.0 RM
133 RM509 20250813 2799.0 2823.0 ... 1969885.75 2769.0 2662.0 RM
134 RM511 20250813 2780.0 2785.0 ... 250688.13 2744.0 2578.0 RM
135 RM601 20250813 2688.0 2688.0 ... 880454.54 2687.0 2488.0 RM
136 RM603 20250813 2653.0 2653.0 ... 188959.94 2640.0 2456.0 RM
137 RM605 20250813 2560.0 2582.0 ... 548166.42 2565.0 2435.0 RM
138 RM607 20250813 2550.0 2550.0 ... 28674.71 2522.0 2416.0 RM
139 RS508 20250813 0.0 0.0 ... 0.00 5152.0 4927.0 RS
140 RS509 20250813 5111.0 5465.0 ... 2300.29 5252.0 5023.0 RS
141 RS511 20250813 5210.0 5384.0 ... 256.28 5339.0 5099.0 RS
142 RS607 20250813 0.0 0.0 ... 0.00 5627.0 5596.0 RS
143 SA508 20250813 0.0 0.0 ... 0.00 1258.0 1248.0 SA
144 SA509 20250813 1293.0 1308.0 ... 1342946.08 1293.0 1282.0 SA
145 SA510 20250813 1330.0 1336.0 ... 337096.24 1321.0 1299.0 SA
146 SA511 20250813 1334.0 1345.0 ... 489112.17 1330.0 1311.0 SA
147 SA512 20250813 1395.0 1412.0 ... 160817.87 1396.0 1378.0 SA
148 SA601 20250813 1408.0 1423.0 ... 6998587.77 1405.0 1388.0 SA
149 SA602 20250813 1419.0 1431.0 ... 9404.45 1414.0 1400.0 SA
150 SA603 20250813 1418.0 1434.0 ... 7457.93 1418.0 1408.0 SA
151 SA604 20250813 1455.0 1470.0 ... 2153.98 1455.0 1437.0 SA
152 SA605 20250813 1458.0 1476.0 ... 158111.12 1459.0 1443.0 SA
153 SA606 20250813 1460.0 1477.0 ... 1890.14 1461.0 1441.0 SA
154 SA607 20250813 1460.0 1472.0 ... 3545.79 1458.0 1440.0 SA
155 SF508 20250813 0.0 0.0 ... 0.00 5804.0 5792.0 SF
156 SF509 20250813 5814.0 5948.0 ... 680547.42 5870.0 5854.0 SF
157 SF510 20250813 5810.0 5918.0 ... 211211.19 5854.0 5846.0 SF
158 SF511 20250813 6016.0 6124.0 ... 676300.51 6050.0 6038.0 SF
159 SF512 20250813 6020.0 6114.0 ... 81424.60 6034.0 6030.0 SF
160 SF601 20250813 6018.0 6108.0 ... 175230.40 6040.0 6032.0 SF
161 SF602 20250813 5990.0 6064.0 ... 834.72 6006.0 5990.0 SF
162 SF603 20250813 6216.0 6266.0 ... 841.43 6210.0 6174.0 SF
163 SF604 20250813 6222.0 6246.0 ... 117.63 6192.0 6162.0 SF
164 SF605 20250813 6152.0 6224.0 ... 2116.62 6162.0 6152.0 SF
165 SF606 20250813 6124.0 6162.0 ... 198.44 6106.0 6084.0 SF
166 SF607 20250813 6260.0 6308.0 ... 256.15 6248.0 6216.0 SF
167 SH508 20250813 0.0 0.0 ... 0.00 2351.0 2356.0 SH
168 SH509 20250813 2495.0 2506.0 ... 882277.70 2488.0 2493.0 SH
169 SH510 20250813 2614.0 2632.0 ... 330640.40 2615.0 2604.0 SH
170 SH511 20250813 2621.0 2646.0 ... 422133.46 2625.0 2617.0 SH
171 SH512 20250813 2646.0 2663.0 ... 105820.55 2643.0 2639.0 SH
172 SH601 20250813 2626.0 2649.0 ... 562675.56 2629.0 2621.0 SH
173 SH602 20250813 2655.0 2664.0 ... 572.10 2649.0 2642.0 SH
174 SH603 20250813 2680.0 2680.0 ... 472.25 2668.0 2649.0 SH
175 SH604 20250813 2722.0 2723.0 ... 97.57 2710.0 2692.0 SH
176 SH605 20250813 2719.0 2732.0 ... 5167.19 2717.0 2704.0 SH
177 SH606 20250813 2730.0 2737.0 ... 122.68 2726.0 2715.0 SH
178 SH607 20250813 2718.0 2726.0 ... 57.01 2715.0 2712.0 SH
179 SM508 20250813 6094.0 6112.0 ... 1048.01 6094.0 6116.0 SM
180 SM509 20250813 6102.0 6170.0 ... 958030.94 6116.0 6114.0 SM
181 SM510 20250813 6112.0 6182.0 ... 159309.82 6124.0 6120.0 SM
182 SM511 20250813 6166.0 6250.0 ... 235194.39 6196.0 6192.0 SM
183 SM512 20250813 6206.0 6258.0 ... 44818.73 6202.0 6206.0 SM
184 SM601 20250813 6200.0 6262.0 ... 441085.50 6210.0 6210.0 SM
185 SM602 20250813 6204.0 6256.0 ... 143.03 6220.0 6204.0 SM
186 SM603 20250813 6240.0 6296.0 ... 343.86 6252.0 6224.0 SM
187 SM604 20250813 6246.0 6304.0 ... 187.84 6262.0 6228.0 SM
188 SM605 20250813 6266.0 6298.0 ... 4842.72 6258.0 6254.0 SM
189 SM606 20250813 6256.0 6288.0 ... 97.15 6268.0 6264.0 SM
190 SM607 20250813 6276.0 6322.0 ... 119.49 6290.0 6270.0 SM
191 SR509 20250813 5722.0 5729.0 ... 525344.47 5720.0 5690.0 SR
192 SR511 20250813 5634.0 5678.0 ... 131545.76 5660.0 5608.0 SR
193 SR601 20250813 5620.0 5668.0 ... 1346813.95 5646.0 5589.0 SR
194 SR603 20250813 5592.0 5650.0 ... 6338.96 5620.0 5567.0 SR
195 SR605 20250813 5570.0 5632.0 ... 58840.33 5601.0 5545.0 SR
196 SR607 20250813 5565.0 5620.0 ... 3868.69 5599.0 5545.0 SR
197 TA508 20250813 4700.0 4700.0 ... 4826.64 4700.0 4700.0 TA
198 TA509 20250813 4714.0 4726.0 ... 1000689.10 4706.0 4718.0 TA
199 TA510 20250813 4722.0 4746.0 ... 90436.87 4728.0 4742.0 TA
200 TA511 20250813 4738.0 4750.0 ... 90417.45 4730.0 4742.0 TA
201 TA512 20250813 4746.0 4756.0 ... 45172.92 4736.0 4744.0 TA
202 TA601 20250813 4748.0 4760.0 ... 751838.46 4740.0 4752.0 TA
203 TA602 20250813 4752.0 4762.0 ... 61.74 4750.0 4762.0 TA
204 TA603 20250813 4762.0 4776.0 ... 157.51 4774.0 4764.0 TA
205 TA604 20250813 4766.0 4784.0 ... 31.04 4776.0 4788.0 TA
206 TA605 20250813 4800.0 4800.0 ... 17479.53 4782.0 4792.0 TA
207 TA606 20250813 4808.0 4808.0 ... 7.20 4798.0 4818.0 TA
208 TA607 20250813 4802.0 4802.0 ... 7.19 4796.0 4834.0 TA
209 UR508 20250813 1716.0 1723.0 ... 188.89 1717.0 1720.0 UR
210 UR509 20250813 1725.0 1737.0 ... 313688.53 1728.0 1726.0 UR
211 UR510 20250813 1732.0 1742.0 ... 23145.90 1734.0 1734.0 UR
212 UR511 20250813 1750.0 1763.0 ... 27565.41 1752.0 1753.0 UR
213 UR512 20250813 1757.0 1767.0 ... 569.07 1756.0 1756.0 UR
214 UR601 20250813 1758.0 1772.0 ... 371473.15 1757.0 1756.0 UR
215 UR602 20250813 1755.0 1768.0 ... 655.63 1753.0 1754.0 UR
216 UR603 20250813 1793.0 1796.0 ... 85.86 1789.0 1789.0 UR
217 UR604 20250813 1798.0 1798.0 ... 82.53 1794.0 1796.0 UR
218 UR605 20250813 1796.0 1808.0 ... 7783.89 1796.0 1795.0 UR
219 UR606 20250813 1799.0 1799.0 ... 171.84 1790.0 1790.0 UR
220 UR607 20250813 1800.0 1805.0 ... 305.93 1800.0 1798.0 UR
221 WH509 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-14 18:26:02,074 - future_1d - INFO - ak.get_czce_daily('2025-08-13') done
2025-08-14 18:26:03,814 - future_1d - INFO - save future_daily 2025-08-13 completed
symbol date open ... settle pre_settle variety
0 SC2509 20250814 490.2 ... 483.6 490.5 SC
1 SC2510 20250814 490.6 ... 485.9 490.2 SC
2 SC2511 20250814 487.3 ... 483.4 487 SC
3 SC2512 20250814 483.8 ... 480.2 483.1 SC
4 SC2601 20250814 482 ... 478.5 480.4 SC
5 SC2602 20250814 478 ... 477.2 477.7 SC
6 SC2603 20250814 476.5 ... 475.5 475.5 SC
7 SC2604 20250814 474.9 ... 474.5 474.4 SC
8 SC2605 20250814 473 ... 473 472.2 SC
9 SC2606 20250814 472.9 ... 473.1 472.3 SC
10 SC2607 20250814 470.3 ... 470.6 468.1 SC
11 SC2608 20250814 470 ... 469.4 467.7 SC
12 SC2609 20250814 467 ... 467.5 467.7 SC
13 SC2612 20250814 ... 464 458.5 SC
14 SC2703 20250814 460.8 ... 464.2 457.9 SC
15 SC2706 20250814 ... 457 456.9 SC
16 SC2709 20250814 457 ... 458 458.1 SC
17 SC2712 20250814 ... 458.5 458.5 SC
18 SC2803 20250814 ... 456.3 456.3 SC
19 SC2806 20250814 451.1 ... 450.5 450.8 SC
21 LU2509 20250814 3442 ... 3436 3443 LU
22 LU2510 20250814 3465 ... 3451 3457 LU
23 LU2511 20250814 3453 ... 3447 3451 LU
24 LU2512 20250814 3445 ... 3437 3443 LU
25 LU2601 20250814 3432 ... 3425 3427 LU
26 LU2602 20250814 3405 ... 3407 3404 LU
27 LU2603 20250814 3409 ... 3400 3395 LU
28 LU2604 20250814 3402 ... 3394 3395 LU
29 LU2605 20250814 3395 ... 3395 3398 LU
30 LU2606 20250814 3390 ... 3390 3393 LU
31 LU2607 20250814 3400 ... 3397 3388 LU
32 LU2608 20250814 3379 ... 3377 3387 LU
34 NR2508 20250814 12545 ... 12485 12480 NR
35 NR2509 20250814 12505 ... 12555 12635 NR
36 NR2510 20250814 12570 ... 12620 12705 NR
37 NR2511 20250814 12605 ... 12650 12730 NR
38 NR2512 20250814 12655 ... 12675 12775 NR
39 NR2601 20250814 12720 ... 12740 12820 NR
40 NR2602 20250814 12665 ... 12765 12780 NR
41 NR2603 20250814 12820 ... 12800 12755 NR
42 NR2604 20250814 12855 ... 12840 12845 NR
43 NR2605 20250814 12800 ... 12850 12905 NR
44 NR2606 20250814 ... 12760 12955 NR
45 NR2607 20250814 ... 12830 12970 NR
47 BC2508 20250814 69300 ... 69300 69300 BC
48 BC2509 20250814 70380 ... 70290 70540 BC
49 BC2510 20250814 70550 ... 70390 70620 BC
50 BC2511 20250814 ... 70620 70720 BC
51 BC2512 20250814 70000 ... 70000 70490 BC
52 BC2601 20250814 ... 70250 70250 BC
53 BC2602 20250814 ... 70710 70710 BC
54 BC2603 20250814 70120 ... 70230 70000 BC
55 BC2604 20250814 70260 ... 70350 70000 BC
56 BC2605 20250814 ... 70920 71210 BC
57 BC2606 20250814 ... 69790 69790 BC
58 BC2607 20250814 ... 69370 69120 BC
60 EC2508 20250814 2068.1 ... 2081.8 2082.7 EC
61 EC2510 20250814 1346.9 ... 1358.7 1361.9 EC
62 EC2512 20250814 1705.2 ... 1725.5 1695.7 EC
63 EC2602 20250814 1478.2 ... 1520.8 1493.8 EC
64 EC2604 20250814 1320 ... 1341.3 1328.9 EC
65 EC2606 20250814 1465 ... 1487.4 1475 EC
68 SC_TAS2509 20250814 ... SC_TAS
69 SC_TAS2510 20250814 ... SC_TAS
70 SC_TAS2511 20250814 ... SC_TAS
71 SC_TAS2512 20250814 ... SC_TAS
[66 rows x 12 columns]
2025-08-14 18:26:10,002 - future_1d - INFO - ak.get_ine_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 IC2508 20250814 6522.000 ... 6451.000 6503.800 IC
1 IC2509 20250814 6466.000 ... 6396.200 6444.400 IC
2 IC2512 20250814 6317.400 ... 6258.200 6297.200 IC
3 IC2603 20250814 6186.200 ... 6135.200 6170.200 IC
4 IF2508 20250814 4184.000 ... 4184.600 4175.400 IF
5 IF2509 20250814 4179.600 ... 4176.000 4164.600 IF
6 IF2512 20250814 4148.200 ... 4149.600 4137.400 IF
7 IF2603 20250814 4122.000 ... 4122.800 4107.400 IF
8 IH2508 20250814 2823.000 ... 2836.200 2815.000 IH
9 IH2509 20250814 2823.000 ... 2836.800 2816.000 IH
10 IH2512 20250814 2824.200 ... 2837.800 2817.600 IH
11 IH2603 20250814 2828.000 ... 2836.200 2819.400 IH
12 IM2508 20250814 7072.000 ... 7004.000 7060.800 IM
13 IM2509 20250814 7015.000 ... 6936.200 6995.400 IM
14 IM2512 20250814 6826.200 ... 6762.200 6812.800 IM
15 IM2603 20250814 6672.000 ... 6591.000 6637.600 IM
16 T2509 20250814 108.405 ... 108.345 108.460 T
17 T2512 20250814 108.350 ... 108.230 108.375 T
18 T2603 20250814 108.120 ... 108.030 108.175 T
19 TF2509 20250814 105.740 ... 105.685 105.750 TF
20 TF2512 20250814 105.735 ... 105.685 105.775 TF
21 TF2603 20250814 105.755 ... 105.705 105.800 TF
22 TL2509 20250814 118.130 ... 117.820 118.310 TL
23 TL2512 20250814 117.790 ... 117.410 117.910 TL
24 TL2603 20250814 117.400 ... 117.100 117.560 TL
25 TS2509 20250814 102.368 ... 102.350 102.370 TS
26 TS2512 20250814 102.406 ... 102.388 102.416 TS
27 TS2603 20250814 102.382 ... 102.362 102.386 TS
[28 rows x 12 columns]
2025-08-14 18:26:10,181 - future_1d - INFO - ak.get_cffex_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 a2509 20250814 4144.00 ... 4130.00 4124.00 A
1 a2511 20250814 4102.00 ... 4071.00 4087.00 A
2 a2601 20250814 4105.00 ... 4073.00 4085.00 A
3 a2603 20250814 4099.00 ... 4069.00 4071.00 A
4 a2605 20250814 4138.00 ... 4109.00 4116.00 A
5 a2607 20250814 4132.00 ... 4106.00 4107.00 A
6 b2508 20250814 0.00 ... 3650.00 3735.00 B
7 b2509 20250814 3834.00 ... 3822.00 3811.00 B
8 b2510 20250814 3869.00 ... 3867.00 3842.00 B
9 b2511 20250814 3923.00 ... 3903.00 3893.00 B
10 b2512 20250814 3916.00 ... 3908.00 3894.00 B
11 b2601 20250814 3891.00 ... 3884.00 3879.00 B
12 b2602 20250814 3864.00 ... 3858.00 3842.00 B
13 b2603 20250814 3775.00 ... 3770.00 3751.00 B
14 b2604 20250814 3649.00 ... 3651.00 3646.00 B
15 b2605 20250814 3579.00 ... 3570.00 3561.00 B
16 b2606 20250814 3540.00 ... 3544.00 3536.00 B
17 b2607 20250814 3523.00 ... 3525.00 3518.00 B
18 bb2509 20250814 0.00 ... 145.75 145.75 BB
19 bb2511 20250814 146.65 ... 147.05 147.10 BB
20 bb2601 20250814 147.85 ... 148.55 148.60 BB
21 bb2603 20250814 145.65 ... 146.35 147.15 BB
22 bb2605 20250814 0.00 ... 140.25 141.00 BB
23 bb2607 20250814 0.00 ... 146.00 146.75 BB
24 bz2603 20250814 6250.00 ... 6210.00 6250.00 BZ
25 bz2604 20250814 6195.00 ... 6194.00 6200.00 BZ
26 bz2605 20250814 6223.00 ... 6227.00 6225.00 BZ
27 bz2606 20250814 6207.00 ... 6178.00 6233.00 BZ
28 bz2607 20250814 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250814 2281.00 ... 2283.00 2273.00 C
30 c2511 20250814 2212.00 ... 2207.00 2203.00 C
31 c2601 20250814 2206.00 ... 2196.00 2198.00 C
32 c2603 20250814 2225.00 ... 2216.00 2218.00 C
33 c2605 20250814 2273.00 ... 2269.00 2270.00 C
34 c2607 20250814 2291.00 ... 2286.00 2289.00 C
35 cs2509 20250814 2647.00 ... 2645.00 2649.00 CS
36 cs2511 20250814 2551.00 ... 2547.00 2550.00 CS
37 cs2601 20250814 2589.00 ... 2575.00 2578.00 CS
38 cs2603 20250814 2582.00 ... 2573.00 2571.00 CS
39 cs2605 20250814 2641.00 ... 2628.00 2636.00 CS
40 cs2607 20250814 2649.00 ... 2635.00 2641.00 CS
41 eb2508 20250814 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250814 7310.00 ... 7278.00 7299.00 EB
43 eb2510 20250814 7325.00 ... 7297.00 7328.00 EB
44 eb2511 20250814 7336.00 ... 7318.00 7350.00 EB
45 eb2512 20250814 7360.00 ... 7339.00 7369.00 EB
46 eb2601 20250814 7381.00 ... 7351.00 7381.00 EB
47 eb2602 20250814 7402.00 ... 7370.00 7403.00 EB
48 eb2603 20250814 7410.00 ... 7370.00 7432.00 EB
49 eb2604 20250814 7433.00 ... 7407.00 7422.00 EB
50 eb2605 20250814 7428.00 ... 7415.00 7441.00 EB
51 eb2606 20250814 7432.00 ... 7417.00 7464.00 EB
52 eb2607 20250814 0.00 ... 7384.00 7407.00 EB
53 eg2508 20250814 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250814 4406.00 ... 4387.00 4418.00 EG
55 eg2510 20250814 4422.00 ... 4406.00 4433.00 EG
56 eg2511 20250814 4436.00 ... 4420.00 4446.00 EG
57 eg2512 20250814 4440.00 ... 4417.00 4459.00 EG
58 eg2601 20250814 4450.00 ... 4436.00 4466.00 EG
59 eg2602 20250814 4425.00 ... 4423.00 4461.00 EG
60 eg2603 20250814 4432.00 ... 4428.00 4479.00 EG
61 eg2604 20250814 4457.00 ... 4453.00 4496.00 EG
62 eg2605 20250814 4490.00 ... 4484.00 4501.00 EG
63 eg2606 20250814 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250814 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250814 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250814 1262.50 ... 1262.50 1254.00 FB
67 fb2510 20250814 1290.00 ... 1293.00 1295.50 FB
68 fb2511 20250814 1290.00 ... 1290.00 1291.50 FB
69 fb2512 20250814 1289.00 ... 1290.50 1290.50 FB
70 fb2601 20250814 1290.50 ... 1291.00 1292.50 FB
71 fb2602 20250814 1295.50 ... 1294.50 1295.00 FB
72 fb2603 20250814 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250814 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250814 1311.00 ... 1311.00 1337.50 FB
75 fb2606 20250814 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250814 0.00 ... 1302.50 1302.50 FB
77 i2508 20250814 0.00 ... 808.50 815.00 I
78 i2509 20250814 805.00 ... 797.00 808.00 I
79 i2510 20250814 803.50 ... 797.50 808.00 I
80 i2511 20250814 800.50 ... 795.50 806.00 I
81 i2512 20250814 798.00 ... 792.00 803.50 I
82 i2601 20250814 792.00 ... 784.50 798.50 I
83 i2602 20250814 789.00 ... 781.50 794.00 I
84 i2603 20250814 784.50 ... 774.50 789.50 I
85 i2604 20250814 780.50 ... 773.50 785.50 I
86 i2605 20250814 772.50 ... 760.50 777.00 I
87 i2606 20250814 768.00 ... 757.50 772.00 I
88 i2607 20250814 765.00 ... 751.50 768.50 I
89 j2508 20250814 0.00 ... 1598.00 1598.00 J
90 j2509 20250814 1654.50 ... 1650.00 1708.00 J
91 j2510 20250814 1671.50 ... 1673.00 1724.00 J
92 j2511 20250814 1692.00 ... 1689.50 1744.50 J
93 j2512 20250814 1713.00 ... 1705.00 1759.00 J
94 j2601 20250814 1738.00 ... 1721.00 1784.00 J
95 j2602 20250814 0.00 ... 1760.00 1789.00 J
96 j2603 20250814 1782.00 ... 1782.00 1802.50 J
97 j2604 20250814 1801.50 ... 1787.00 1860.00 J
98 j2605 20250814 1836.50 ... 1813.00 1865.50 J
99 j2606 20250814 1829.00 ... 1824.50 1887.50 J
100 j2607 20250814 1839.50 ... 1826.00 1871.50 J
101 jd2508 20250814 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250814 3288.00 ... 3211.00 3290.00 JD
103 jd2510 20250814 3178.00 ... 3177.00 3200.00 JD
104 jd2511 20250814 3295.00 ... 3299.00 3308.00 JD
105 jd2512 20250814 3463.00 ... 3457.00 3463.00 JD
106 jd2601 20250814 3584.00 ... 3573.00 3582.00 JD
107 jd2602 20250814 3207.00 ... 3213.00 3219.00 JD
108 jd2603 20250814 3216.00 ... 3216.00 3222.00 JD
109 jd2604 20250814 3386.00 ... 3381.00 3387.00 JD
110 jd2605 20250814 3490.00 ... 3485.00 3489.00 JD
111 jd2606 20250814 3317.00 ... 3316.00 3316.00 JD
112 jd2607 20250814 3558.00 ... 3558.00 3560.00 JD
113 jm2508 20250814 1106.00 ... 905.00 1024.50 JM
114 jm2509 20250814 1089.00 ... 1087.50 1151.50 JM
115 jm2510 20250814 1122.00 ... 1121.50 1199.50 JM
116 jm2511 20250814 1175.00 ... 1168.50 1245.00 JM
117 jm2512 20250814 1215.00 ... 1201.00 1272.50 JM
118 jm2601 20250814 1212.50 ... 1226.00 1295.00 JM
119 jm2602 20250814 1255.50 ... 1237.00 1307.00 JM
120 jm2603 20250814 1252.00 ... 1248.50 1310.50 JM
121 jm2604 20250814 1257.50 ... 1253.50 1311.00 JM
122 jm2605 20250814 1248.00 ... 1259.50 1320.00 JM
123 jm2606 20250814 1257.00 ... 1267.50 1320.50 JM
124 jm2607 20250814 1265.00 ... 1269.00 1327.00 JM
125 l2508 20250814 0.00 ... 7279.00 7270.00 L
126 l2509 20250814 7318.00 ... 7300.00 7320.00 L
127 l2510 20250814 7334.00 ... 7324.00 7344.00 L
128 l2511 20250814 7359.00 ... 7350.00 7368.00 L
129 l2512 20250814 7372.00 ... 7357.00 7382.00 L
130 l2601 20250814 7374.00 ... 7360.00 7386.00 L
131 l2602 20250814 7371.00 ... 7353.00 7382.00 L
132 l2603 20250814 7353.00 ... 7350.00 7383.00 L
133 l2604 20250814 7380.00 ... 7380.00 7394.00 L
134 l2605 20250814 7384.00 ... 7358.00 7390.00 L
135 l2606 20250814 7374.00 ... 7351.00 7388.00 L
136 l2607 20250814 7383.00 ... 7383.00 7377.00 L
137 lg2509 20250814 812.50 ... 810.00 815.50 LG
138 lg2511 20250814 832.00 ... 828.00 836.50 LG
139 lg2601 20250814 845.50 ... 841.00 846.00 LG
140 lg2603 20250814 843.50 ... 845.00 846.00 LG
141 lg2605 20250814 847.00 ... 845.50 848.50 LG
142 lg2607 20250814 846.00 ... 844.50 847.50 LG
143 lh2509 20250814 13950.00 ... 13905.00 13920.00 LH
144 lh2511 20250814 14060.00 ... 13970.00 14115.00 LH
145 lh2601 20250814 14300.00 ... 14210.00 14360.00 LH
146 lh2603 20250814 13400.00 ... 13335.00 13400.00 LH
147 lh2605 20250814 13995.00 ... 13930.00 13970.00 LH
148 lh2607 20250814 14430.00 ... 14345.00 14360.00 LH
149 m2508 20250814 3123.00 ... 3011.00 3125.00 M
150 m2509 20250814 3118.00 ... 3108.00 3094.00 M
151 m2511 20250814 3148.00 ... 3142.00 3125.00 M
152 m2512 20250814 3189.00 ... 3186.00 3162.00 M
153 m2601 20250814 3170.00 ... 3164.00 3145.00 M
154 m2603 20250814 3044.00 ... 3042.00 3024.00 M
155 m2605 20250814 2855.00 ... 2851.00 2837.00 M
156 m2607 20250814 2800.00 ... 2809.00 2800.00 M
157 p2508 20250814 0.00 ... 8890.00 8802.00 P
158 p2509 20250814 9394.00 ... 9380.00 9396.00 P
159 p2510 20250814 9402.00 ... 9372.00 9392.00 P
160 p2511 20250814 9452.00 ... 9418.00 9444.00 P
161 p2512 20250814 9468.00 ... 9426.00 9456.00 P
162 p2601 20250814 9480.00 ... 9450.00 9466.00 P
163 p2602 20250814 9446.00 ... 9384.00 9442.00 P
164 p2603 20250814 9352.00 ... 9314.00 9358.00 P
165 p2604 20250814 9238.00 ... 9206.00 9250.00 P
166 p2605 20250814 9186.00 ... 9132.00 9146.00 P
167 p2606 20250814 9064.00 ... 9040.00 9048.00 P
168 p2607 20250814 8980.00 ... 8928.00 8928.00 P
169 pg2508 20250814 3888.00 ... 3888.00 3888.00 PG
170 pg2509 20250814 3832.00 ... 3832.00 3822.00 PG
171 pg2510 20250814 4308.00 ... 4292.00 4296.00 PG
172 pg2511 20250814 4234.00 ... 4216.00 4226.00 PG
173 pg2512 20250814 4200.00 ... 4173.00 4186.00 PG
174 pg2601 20250814 4156.00 ... 4130.00 4145.00 PG
175 pg2602 20250814 4093.00 ... 4077.00 4085.00 PG
176 pg2603 20250814 4002.00 ... 3994.00 4002.00 PG
177 pg2604 20250814 4297.00 ... 4283.00 4297.00 PG
178 pg2605 20250814 4188.00 ... 4194.00 4197.00 PG
179 pg2606 20250814 4133.00 ... 4136.00 4141.00 PG
180 pg2607 20250814 4087.00 ... 4082.00 4087.00 PG
181 pp2508 20250814 0.00 ... 7049.00 7021.00 PP
182 pp2509 20250814 7090.00 ... 7071.00 7088.00 PP
183 pp2510 20250814 7077.00 ... 7068.00 7085.00 PP
184 pp2511 20250814 7083.00 ... 7076.00 7095.00 PP
185 pp2512 20250814 7103.00 ... 7092.00 7109.00 PP
186 pp2601 20250814 7100.00 ... 7094.00 7116.00 PP
187 pp2602 20250814 7092.00 ... 7082.00 7102.00 PP
188 pp2603 20250814 7077.00 ... 7073.00 7086.00 PP
189 pp2604 20250814 7090.00 ... 7087.00 7080.00 PP
190 pp2605 20250814 7096.00 ... 7092.00 7102.00 PP
191 pp2606 20250814 7078.00 ... 7068.00 7080.00 PP
192 pp2607 20250814 7095.00 ... 7085.00 7085.00 PP
193 rr2508 20250814 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250814 3574.00 ... 3576.00 3575.00 RR
195 rr2510 20250814 3608.00 ... 3612.00 3612.00 RR
196 rr2511 20250814 3612.00 ... 3613.00 3614.00 RR
197 rr2512 20250814 3612.00 ... 3613.00 3614.00 RR
198 rr2601 20250814 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250814 3606.00 ... 3607.00 3612.00 RR
200 rr2603 20250814 3609.00 ... 3612.00 3614.00 RR
201 rr2604 20250814 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250814 0.00 ... 3620.00 3620.00 RR
203 rr2606 20250814 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250814 0.00 ... 3625.00 3633.00 RR
205 v2508 20250814 4919.00 ... 4973.00 5002.00 V
206 v2509 20250814 5010.00 ... 4986.00 5036.00 V
207 v2510 20250814 5058.00 ... 5029.00 5076.00 V
208 v2511 20250814 5103.00 ... 5061.00 5112.00 V
209 v2512 20250814 5134.00 ... 5101.00 5153.00 V
210 v2601 20250814 5155.00 ... 5135.00 5179.00 V
211 v2602 20250814 5196.00 ... 5178.00 5217.00 V
212 v2603 20250814 5224.00 ... 5203.00 5254.00 V
213 v2604 20250814 5453.00 ... 5441.00 5488.00 V
214 v2605 20250814 5489.00 ... 5463.00 5504.00 V
215 v2606 20250814 5498.00 ... 5481.00 5528.00 V
216 v2607 20250814 5540.00 ... 5517.00 5558.00 V
217 y2508 20250814 0.00 ... 8350.00 9386.00 Y
218 y2509 20250814 8580.00 ... 8568.00 8582.00 Y
219 y2511 20250814 8612.00 ... 8578.00 8600.00 Y
220 y2512 20250814 8614.00 ... 8572.00 8600.00 Y
221 y2601 20250814 8596.00 ... 8550.00 8560.00 Y
222 y2603 20250814 8414.00 ... 8414.00 8404.00 Y
223 y2605 20250814 8120.00 ... 8104.00 8106.00 Y
224 y2607 20250814 8086.00 ... 8064.00 8090.00 Y
[225 rows x 12 columns]
2025-08-14 18:26:10,658 - future_1d - INFO - ak.get_dce_daily('2025-08-14') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250814 ... 79130 79310 CU
1 1 CU2509 20250814 ... 79120 79340 CU
2 2 CU2510 20250814 ... 79120 79380 CU
3 3 CU2511 20250814 ... 79130 79380 CU
4 4 CU2512 20250814 ... 79090 79400 CU
5 5 CU2601 20250814 ... 79100 79360 CU
6 6 CU2602 20250814 ... 79150 79330 CU
7 7 CU2603 20250814 ... 79090 79270 CU
8 8 CU2604 20250814 ... 79160 79300 CU
9 9 CU2605 20250814 ... 79180 79300 CU
10 10 CU2606 20250814 ... 79140 79370 CU
11 11 CU2607 20250814 ... 79170 79350 CU
12 12 BC2508 20250814 ... 69300 69300 BC
13 13 BC2509 20250814 ... 70290 70540 BC
14 14 BC2510 20250814 ... 70390 70620 BC
15 15 BC2511 20250814 ... 70620 70720 BC
16 16 BC2512 20250814 ... 70000 70490 BC
17 17 BC2601 20250814 ... 70250 70250 BC
18 18 BC2602 20250814 ... 70710 70710 BC
19 19 BC2603 20250814 ... 70230 70000 BC
20 20 BC2604 20250814 ... 70350 70000 BC
21 21 BC2605 20250814 ... 70920 71210 BC
22 22 BC2606 20250814 ... 69790 69790 BC
23 23 BC2607 20250814 ... 69370 69120 BC
24 24 AL2508 20250814 ... 20685 20790 AL
25 25 AL2509 20250814 ... 20705 20795 AL
26 26 AL2510 20250814 ... 20685 20775 AL
27 27 AL2511 20250814 ... 20645 20735 AL
28 28 AL2512 20250814 ... 20605 20695 AL
29 29 AL2601 20250814 ... 20580 20675 AL
30 30 AL2602 20250814 ... 20590 20675 AL
31 31 AL2603 20250814 ... 20610 20695 AL
32 32 AL2604 20250814 ... 20615 20710 AL
33 33 AL2605 20250814 ... 20620 20730 AL
34 34 AL2606 20250814 ... 20620 20725 AL
35 35 AL2607 20250814 ... 20620 20740 AL
36 36 ZN2508 20250814 ... 22495 22605 ZN
37 37 ZN2509 20250814 ... 22540 22670 ZN
38 38 ZN2510 20250814 ... 22555 22685 ZN
39 39 ZN2511 20250814 ... 22555 22685 ZN
40 40 ZN2512 20250814 ... 22540 22660 ZN
41 41 ZN2601 20250814 ... 22500 22645 ZN
42 42 ZN2602 20250814 ... 22510 22630 ZN
43 43 ZN2603 20250814 ... 22525 22620 ZN
44 44 ZN2604 20250814 ... 22490 22655 ZN
45 45 ZN2605 20250814 ... 22490 22645 ZN
46 46 ZN2606 20250814 ... 22495 22605 ZN
47 47 ZN2607 20250814 ... 22500 22635 ZN
48 48 PB2508 20250814 ... 16740 16840 PB
49 49 PB2509 20250814 ... 16815 16925 PB
50 50 PB2510 20250814 ... 16825 16930 PB
51 51 PB2511 20250814 ... 16840 16955 PB
52 52 PB2512 20250814 ... 16865 16985 PB
53 53 PB2601 20250814 ... 16905 17000 PB
54 54 PB2602 20250814 ... 17020 17020 PB
55 55 PB2603 20250814 ... 16930 17030 PB
56 56 PB2604 20250814 ... 17110 17110 PB
57 57 PB2605 20250814 ... 17035 17125 PB
58 58 PB2606 20250814 ... 17170 17170 PB
59 59 PB2607 20250814 ... 17060 17060 PB
60 60 NI2508 20250814 ... 122270 122590 NI
61 61 NI2509 20250814 ... 122070 122750 NI
62 62 NI2510 20250814 ... 122150 122880 NI
63 63 NI2511 20250814 ... 122340 123040 NI
64 64 NI2512 20250814 ... 122510 123330 NI
65 65 NI2601 20250814 ... 122760 123610 NI
66 66 NI2602 20250814 ... 122750 123800 NI
67 67 NI2603 20250814 ... 122350 123890 NI
68 68 NI2604 20250814 ... 123470 124130 NI
69 69 NI2605 20250814 ... 123220 124630 NI
70 70 NI2606 20250814 ... 123560 124810 NI
71 71 NI2607 20250814 ... 124130 124750 NI
72 72 SN2508 20250814 ... 268020 270040 SN
73 73 SN2509 20250814 ... 268590 270150 SN
74 74 SN2510 20250814 ... 268790 270360 SN
75 75 SN2511 20250814 ... 268730 270280 SN
76 76 SN2512 20250814 ... 268770 270120 SN
77 77 SN2601 20250814 ... 269010 270430 SN
78 78 SN2602 20250814 ... 268040 270820 SN
79 79 SN2603 20250814 ... 268220 271370 SN
80 80 SN2604 20250814 ... 269100 271040 SN
81 81 SN2605 20250814 ... 269530 271420 SN
82 82 SN2606 20250814 ... 269850 272020 SN
83 83 SN2607 20250814 ... 270500 270450 SN
84 84 AO2508 20250814 ... 3212 3216 AO
85 85 AO2509 20250814 ... 3210 3271 AO
86 86 AO2510 20250814 ... 3214 3286 AO
87 87 AO2511 20250814 ... 3225 3297 AO
88 88 AO2512 20250814 ... 3234 3316 AO
89 89 AO2601 20250814 ... 3248 3322 AO
90 90 AO2602 20250814 ... 3246 3315 AO
91 91 AO2603 20250814 ... 3240 3312 AO
92 92 AO2604 20250814 ... 3244 3310 AO
93 93 AO2605 20250814 ... 3248 3319 AO
94 94 AO2606 20250814 ... 3241 3300 AO
95 95 AO2607 20250814 ... 3250 3319 AO
96 96 AD2511 20250814 ... 20130 20210 AD
97 97 AD2512 20250814 ... 20120 20190 AD
98 98 AD2601 20250814 ... 20135 20175 AD
99 99 AD2602 20250814 ... 20015 19955 AD
100 100 AD2603 20250814 ... 20130 20140 AD
101 101 AD2604 20250814 ... 19920 19920 AD
102 102 AD2605 20250814 ... 19860 19875 AD
103 103 AD2606 20250814 ... 19765 19745 AD
104 104 AD2607 20250814 ... 19990 19990 AD
105 105 AU2508 20250814 ... 776.46 774.48 AU
106 106 AU2509 20250814 ... 777.58 775.24 AU
107 107 AU2510 20250814 ... 778.8 776.26 AU
108 108 AU2512 20250814 ... 780.94 778.42 AU
109 109 AU2602 20250814 ... 783.14 780.66 AU
110 110 AU2604 20250814 ... 785.2 782.76 AU
111 111 AU2606 20250814 ... 787.52 785.34 AU
112 112 AU2608 20250814 ... 789.74 787.56 AU
113 113 AG2508 20250814 ... 9295 9177 AG
114 114 AG2509 20250814 ... 9308 9203 AG
115 115 AG2510 20250814 ... 9319 9215 AG
116 116 AG2511 20250814 ... 9328 9221 AG
117 117 AG2512 20250814 ... 9341 9245 AG
118 118 AG2601 20250814 ... 9352 9250 AG
119 119 AG2602 20250814 ... 9363 9260 AG
120 120 AG2603 20250814 ... 9381 9267 AG
121 121 AG2604 20250814 ... 9391 9290 AG
122 122 AG2605 20250814 ... 9400 9305 AG
123 123 AG2606 20250814 ... 9413 9323 AG
124 124 AG2607 20250814 ... 9423 9334 AG
125 125 RB2508 20250814 ... 3190 3215 RB
126 126 RB2509 20250814 ... 3176 3219 RB
127 127 RB2510 20250814 ... 3201 3248 RB
128 128 RB2511 20250814 ... 3223 3266 RB
129 129 RB2512 20250814 ... 3265 3302 RB
130 130 RB2601 20250814 ... 3278 3318 RB
131 131 RB2602 20250814 ... 3280 3316 RB
132 132 RB2603 20250814 ... 3293 3327 RB
133 133 RB2604 20250814 ... 3305 3338 RB
134 134 RB2605 20250814 ... 3315 3349 RB
135 135 RB2606 20250814 ... 3323 3357 RB
136 136 RB2607 20250814 ... 3331 3361 RB
137 137 WR2508 20250814 ... 3212 3212 WR
138 138 WR2509 20250814 ... 3342 3342 WR
139 139 WR2510 20250814 ... 3432 3468 WR
140 140 WR2511 20250814 ... 3480 3480 WR
141 141 WR2512 20250814 ... 3499 3499 WR
142 142 WR2601 20250814 ... 3459 3496 WR
143 143 WR2602 20250814 ... 3523 3523 WR
144 144 WR2603 20250814 ... 3527 3531 WR
145 145 WR2604 20250814 ... 3550 3550 WR
146 146 WR2605 20250814 ... 3455 3479 WR
147 147 WR2606 20250814 ... 3533 3533 WR
148 148 WR2607 20250814 ... 3524 3524 WR
149 149 HC2508 20250814 ... 3436 3436 HC
150 150 HC2509 20250814 ... 3448 3483 HC
151 151 HC2510 20250814 ... 3432 3473 HC
152 152 HC2511 20250814 ... 3432 3468 HC
153 153 HC2512 20250814 ... 3434 3467 HC
154 154 HC2601 20250814 ... 3430 3468 HC
155 155 HC2602 20250814 ... 3429 3461 HC
156 156 HC2603 20250814 ... 3433 3468 HC
157 157 HC2604 20250814 ... 3434 3477 HC
158 158 HC2605 20250814 ... 3440 3480 HC
159 159 HC2606 20250814 ... 3453 3486 HC
160 160 HC2607 20250814 ... 3435 3486 HC
161 161 SS2508 20250814 ... 13065 13145 SS
162 162 SS2509 20250814 ... 13005 13100 SS
163 163 SS2510 20250814 ... 13080 13175 SS
164 164 SS2511 20250814 ... 13130 13220 SS
165 165 SS2512 20250814 ... 13190 13270 SS
166 166 SS2601 20250814 ... 13260 13330 SS
167 167 SS2602 20250814 ... 13250 13335 SS
168 168 SS2603 20250814 ... 13335 13390 SS
169 169 SS2604 20250814 ... 13375 13465 SS
170 170 SS2605 20250814 ... 13425 13485 SS
171 171 SS2606 20250814 ... 13455 13500 SS
172 172 SS2607 20250814 ... 13490 13570 SS
173 173 SC2509 20250814 ... 483.6 490.5 SC
174 174 SC2510 20250814 ... 485.9 490.2 SC
175 175 SC2511 20250814 ... 483.4 487 SC
176 176 SC2512 20250814 ... 480.2 483.1 SC
177 177 SC2601 20250814 ... 478.5 480.4 SC
178 178 SC2602 20250814 ... 477.2 477.7 SC
179 179 SC2603 20250814 ... 475.5 475.5 SC
180 180 SC2604 20250814 ... 474.5 474.4 SC
181 181 SC2605 20250814 ... 473 472.2 SC
182 182 SC2606 20250814 ... 473.1 472.3 SC
183 183 SC2607 20250814 ... 470.6 468.1 SC
184 184 SC2608 20250814 ... 469.4 467.7 SC
185 185 SC2609 20250814 ... 467.5 467.7 SC
186 186 SC2612 20250814 ... 464 458.5 SC
187 187 SC2703 20250814 ... 464.2 457.9 SC
188 188 SC2706 20250814 ... 457 456.9 SC
189 189 SC2709 20250814 ... 458 458.1 SC
190 190 SC2712 20250814 ... 458.5 458.5 SC
191 191 SC2803 20250814 ... 456.3 456.3 SC
192 192 SC2806 20250814 ... 450.5 450.8 SC
193 193 LU2509 20250814 ... 3436 3443 LU
194 194 LU2510 20250814 ... 3451 3457 LU
195 195 LU2511 20250814 ... 3447 3451 LU
196 196 LU2512 20250814 ... 3437 3443 LU
197 197 LU2601 20250814 ... 3425 3427 LU
198 198 LU2602 20250814 ... 3407 3404 LU
199 199 LU2603 20250814 ... 3400 3395 LU
200 200 LU2604 20250814 ... 3394 3395 LU
201 201 LU2605 20250814 ... 3395 3398 LU
202 202 LU2606 20250814 ... 3390 3393 LU
203 203 LU2607 20250814 ... 3397 3388 LU
204 204 LU2608 20250814 ... 3377 3387 LU
205 205 FU2509 20250814 ... 2708 2728 FU
206 206 FU2510 20250814 ... 2725 2745 FU
207 207 FU2511 20250814 ... 2737 2756 FU
208 208 FU2512 20250814 ... 2747 2764 FU
209 209 FU2601 20250814 ... 2757 2772 FU
210 210 FU2602 20250814 ... 2752 2766 FU
211 211 FU2603 20250814 ... 2750 2763 FU
212 212 FU2604 20250814 ... 2747 2762 FU
213 213 FU2605 20250814 ... 2736 2753 FU
214 214 FU2606 20250814 ... 2733 2750 FU
215 215 FU2607 20250814 ... 2713 2730 FU
216 216 FU2608 20250814 ... 2701 2720 FU
217 217 BU2508 20250814 ... 3406 3406 BU
218 218 BU2509 20250814 ... 3515 3524 BU
219 219 BU2510 20250814 ... 3478 3491 BU
220 220 BU2511 20250814 ... 3436 3447 BU
221 221 BU2512 20250814 ... 3387 3393 BU
222 222 BU2601 20250814 ... 3353 3361 BU
223 223 BU2602 20250814 ... 3346 3349 BU
224 224 BU2603 20250814 ... 3340 3339 BU
225 225 BU2604 20250814 ... 3334 3341 BU
226 226 BU2605 20250814 ... 3334 3335 BU
227 227 BU2606 20250814 ... 3334 3331 BU
228 228 BU2607 20250814 ... 3331 3335 BU
229 229 BU2609 20250814 ... 3333 3322 BU
230 230 BU2612 20250814 ... 3322 3287 BU
231 231 BU2703 20250814 ... 3303 3297 BU
232 232 BU2706 20250814 ... 3312 3291 BU
233 233 BR2508 20250814 ... 11880 11820 BR
234 234 BR2509 20250814 ... 11775 11860 BR
235 235 BR2510 20250814 ... 11780 11855 BR
236 236 BR2511 20250814 ... 11790 11860 BR
237 237 BR2512 20250814 ... 11805 11925 BR
238 238 BR2601 20250814 ... 11850 11955 BR
239 239 BR2602 20250814 ... 11875 11905 BR
240 240 BR2603 20250814 ... 11955 12050 BR
241 241 BR2604 20250814 ... 12005 12095 BR
242 242 BR2605 20250814 ... 11970 12085 BR
243 243 BR2606 20250814 ... 11970 12120 BR
244 244 BR2607 20250814 ... 12040 12090 BR
245 245 RU2508 20250814 ... 14850 14730 RU
246 246 RU2509 20250814 ... 14765 14850 RU
247 247 RU2510 20250814 ... 14770 14840 RU
248 248 RU2511 20250814 ... 14790 14860 RU
249 249 RU2601 20250814 ... 15795 15865 RU
250 250 RU2603 20250814 ... 15780 15895 RU
251 251 RU2604 20250814 ... 15800 15915 RU
252 252 RU2605 20250814 ... 15855 15940 RU
253 253 RU2606 20250814 ... 15890 15975 RU
254 254 RU2607 20250814 ... 15950 16030 RU
255 255 NR2508 20250814 ... 12485 12480 NR
256 256 NR2509 20250814 ... 12555 12635 NR
257 257 NR2510 20250814 ... 12620 12705 NR
258 258 NR2511 20250814 ... 12650 12730 NR
259 259 NR2512 20250814 ... 12675 12775 NR
260 260 NR2601 20250814 ... 12740 12820 NR
261 261 NR2602 20250814 ... 12765 12780 NR
262 262 NR2603 20250814 ... 12800 12755 NR
263 263 NR2604 20250814 ... 12840 12845 NR
264 264 NR2605 20250814 ... 12850 12905 NR
265 265 NR2606 20250814 ... 12760 12955 NR
266 266 NR2607 20250814 ... 12830 12970 NR
267 267 SP2508 20250814 ... 5224 5174 SP
268 268 SP2509 20250814 ... 5248 5242 SP
269 269 SP2510 20250814 ... 5268 5276 SP
270 270 SP2511 20250814 ... 5302 5294 SP
271 271 SP2512 20250814 ... 5302 5300 SP
272 272 SP2601 20250814 ... 5518 5510 SP
273 273 SP2602 20250814 ... 5480 5478 SP
274 274 SP2603 20250814 ... 5484 5472 SP
275 275 SP2604 20250814 ... 5464 5452 SP
276 276 SP2605 20250814 ... 5480 5462 SP
277 277 SP2606 20250814 ... 5472 5480 SP
278 278 SP2607 20250814 ... 5476 5476 SP
279 279 EC2508 20250814 ... 2081.8 2082.7 EC
280 280 EC2510 20250814 ... 1358.7 1361.9 EC
281 281 EC2512 20250814 ... 1725.5 1695.7 EC
282 282 EC2602 20250814 ... 1520.8 1493.8 EC
283 283 EC2604 20250814 ... 1341.3 1328.9 EC
284 284 EC2606 20250814 ... 1487.4 1475 EC
285 285 SC_TAS2509 20250814 ... SC_TAS
286 286 SC_TAS2510 20250814 ... SC_TAS
287 287 SC_TAS2511 20250814 ... SC_TAS
288 288 SC_TAS2512 20250814 ... SC_TAS
[289 rows x 13 columns]
2025-08-14 18:26:10,760 - future_1d - INFO - ak.get_shfe_daily('2025-08-14') done
symbol date open ... settle pre_settle variety
0 PS2508 20250814 0.0 ... 49770.0 51500.0 PS
1 PS2509 20250814 50800.0 ... 50465.0 51895.0 PS
2 PS2510 20250814 51500.0 ... 50615.0 52040.0 PS
3 PS2511 20250814 51385.0 ... 50470.0 52035.0 PS
4 PS2512 20250814 53500.0 ... 52860.0 54280.0 PS
5 PS2601 20250814 53600.0 ... 52990.0 54355.0 PS
6 PS2602 20250814 53900.0 ... 53230.0 54370.0 PS
7 PS2603 20250814 52250.0 ... 53240.0 54620.0 PS
8 PS2604 20250814 54240.0 ... 53375.0 54790.0 PS
9 PS2605 20250814 54000.0 ... 53435.0 54830.0 PS
10 PS2606 20250814 56800.0 ... 56410.0 57430.0 PS
11 PS2607 20250814 57050.0 ... 56660.0 57515.0 PS
13 SI2508 20250814 0.0 ... 8635.0 8575.0 SI
14 SI2509 20250814 8615.0 ... 8665.0 8755.0 SI
15 SI2510 20250814 8565.0 ... 8680.0 8760.0 SI
16 SI2511 20250814 8605.0 ... 8695.0 8775.0 SI
17 SI2512 20250814 8965.0 ... 9050.0 9140.0 SI
18 SI2601 20250814 8950.0 ... 9045.0 9155.0 SI
19 SI2602 20250814 8990.0 ... 9030.0 9150.0 SI
20 SI2603 20250814 8965.0 ... 9040.0 9130.0 SI
21 SI2604 20250814 9115.0 ... 9075.0 9150.0 SI
22 SI2605 20250814 9060.0 ... 9085.0 9200.0 SI
23 SI2606 20250814 9055.0 ... 9100.0 9205.0 SI
24 SI2607 20250814 9125.0 ... 9115.0 9205.0 SI
27 LC2508 20250814 0.0 ... 73480.0 86940.0 LC
28 LC2509 20250814 84920.0 ... 84920.0 84920.0 LC
29 LC2510 20250814 85000.0 ... 85100.0 85000.0 LC
30 LC2511 20250814 85500.0 ... 85000.0 85060.0 LC
31 LC2512 20250814 85980.0 ... 84600.0 84660.0 LC
32 LC2601 20250814 83300.0 ... 84260.0 84160.0 LC
33 LC2602 20250814 83980.0 ... 83740.0 82920.0 LC
34 LC2603 20250814 82300.0 ... 83140.0 82300.0 LC
35 LC2604 20250814 82960.0 ... 82980.0 81960.0 LC
36 LC2605 20250814 82460.0 ... 82980.0 81720.0 LC
37 LC2606 20250814 81980.0 ... 82240.0 81220.0 LC
38 LC2607 20250814 80800.0 ... 82360.0 81240.0 LC
[36 rows x 12 columns]
2025-08-14 18:26:10,895 - future_1d - INFO - ak.get_gfex_daily('2025-08-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250814 8155.0 8188.0 ... 371703.65 8123.0 8191.0 AP
1 AP511 20250814 7893.0 7914.0 ... 2465.89 7878.0 7920.0 AP
2 AP512 20250814 7942.0 7942.0 ... 181.96 7911.0 7943.0 AP
3 AP601 20250814 7999.0 8005.0 ... 38934.51 7967.0 8013.0 AP
4 AP603 20250814 7880.0 7898.0 ... 110.25 7875.0 7922.0 AP
5 AP604 20250814 7902.0 7903.0 ... 23.71 7902.0 7950.0 AP
6 AP605 20250814 7948.0 7990.0 ... 271.05 7972.0 8000.0 AP
7 CF509 20250814 13830.0 13885.0 ... 469918.10 13825.0 13830.0 CF
8 CF511 20250814 14005.0 14095.0 ... 210257.03 14030.0 13995.0 CF
9 CF601 20250814 14110.0 14165.0 ... 1687697.64 14105.0 14110.0 CF
10 CF603 20250814 14060.0 14115.0 ... 4884.83 14055.0 14035.0 CF
11 CF605 20250814 14090.0 14130.0 ... 121912.68 14070.0 14065.0 CF
12 CF607 20250814 14050.0 14105.0 ... 372.89 14070.0 14045.0 CF
13 CJ509 20250814 10325.0 10405.0 ... 23255.41 10345.0 10415.0 CJ
14 CJ512 20250814 11315.0 11430.0 ... 7575.06 11365.0 11435.0 CJ
15 CJ601 20250814 11400.0 11530.0 ... 779808.49 11460.0 11545.0 CJ
16 CJ603 20250814 11445.0 11545.0 ... 9825.87 11480.0 11560.0 CJ
17 CJ605 20250814 11565.0 11660.0 ... 121318.04 11595.0 11710.0 CJ
18 CJ607 20250814 11765.0 11830.0 ... 1335.55 11765.0 11915.0 CJ
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20 CY509 20250814 20080.0 20170.0 ... 3688.41 20100.0 20080.0 CY
21 CY510 20250814 0.0 0.0 ... 0.00 19705.0 19685.0 CY
22 CY511 20250814 20170.0 20280.0 ... 84011.16 20190.0 20135.0 CY
23 CY512 20250814 0.0 0.0 ... 0.00 19855.0 19825.0 CY
24 CY601 20250814 20105.0 20225.0 ... 1390.85 20155.0 20105.0 CY
25 CY602 20250814 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250814 0.0 0.0 ... 0.00 20365.0 20365.0 CY
27 CY604 20250814 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250814 0.0 0.0 ... 0.00 20365.0 20330.0 CY
29 CY606 20250814 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250814 0.0 0.0 ... 0.00 20410.0 20355.0 CY
31 FG508 20250814 0.0 0.0 ... 1280.30 1050.0 1054.0 FG
32 FG509 20250814 1052.0 1068.0 ... 951036.06 1056.0 1077.0 FG
33 FG510 20250814 1156.0 1173.0 ... 122611.10 1159.0 1180.0 FG
34 FG511 20250814 1148.0 1165.0 ... 157883.42 1151.0 1171.0 FG
35 FG512 20250814 1224.0 1242.0 ... 77038.50 1228.0 1249.0 FG
36 FG601 20250814 1205.0 1230.0 ... 4367920.49 1215.0 1237.0 FG
37 FG602 20250814 1265.0 1283.0 ... 1507.63 1269.0 1290.0 FG
38 FG603 20250814 1258.0 1281.0 ... 2638.28 1270.0 1286.0 FG
39 FG604 20250814 1308.0 1327.0 ... 879.94 1313.0 1332.0 FG
40 FG605 20250814 1300.0 1324.0 ... 59517.63 1310.0 1328.0 FG
41 FG606 20250814 1328.0 1347.0 ... 859.87 1335.0 1350.0 FG
42 FG607 20250814 1324.0 1343.0 ... 830.14 1330.0 1343.0 FG
43 JR509 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250814 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250814 0.0 0.0 ... 0.00 2360.0 2360.0 LR
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53 MA509 20250814 2374.0 2388.0 ... 671870.70 2365.0 2384.0 MA
54 MA510 20250814 2402.0 2419.0 ... 95829.61 2392.0 2416.0 MA
55 MA511 20250814 2425.0 2437.0 ... 149114.18 2410.0 2437.0 MA
56 MA512 20250814 2457.0 2467.0 ... 66624.83 2444.0 2469.0 MA
57 MA601 20250814 2476.0 2484.0 ... 1051573.05 2459.0 2488.0 MA
58 MA602 20250814 2489.0 2491.0 ... 728.09 2485.0 2489.0 MA
59 MA603 20250814 2490.0 2494.0 ... 733.52 2487.0 2490.0 MA
60 MA604 20250814 2484.0 2484.0 ... 53.89 2449.0 2480.0 MA
61 MA605 20250814 2456.0 2463.0 ... 36902.07 2437.0 2461.0 MA
62 MA606 20250814 2460.0 2460.0 ... 21.96 2440.0 2468.0 MA
63 MA607 20250814 2450.0 2450.0 ... 114.47 2436.0 2458.0 MA
64 OI509 20250814 10060.0 10070.0 ... 1120581.12 9935.0 10099.0 OI
65 OI511 20250814 10101.0 10106.0 ... 404875.90 9954.0 10132.0 OI
66 OI601 20250814 10050.0 10064.0 ... 4962441.63 9924.0 10104.0 OI
67 OI603 20250814 9948.0 10023.0 ... 11568.99 9788.0 10009.0 OI
68 OI605 20250814 9827.0 9835.0 ... 53778.62 9728.0 9937.0 OI
69 OI607 20250814 9770.0 9770.0 ... 242.74 9709.0 9885.0 OI
70 PF508 20250814 6270.0 6270.0 ... 250.13 6254.0 6290.0 PF
71 PF509 20250814 6352.0 6352.0 ... 43136.75 6302.0 6346.0 PF
72 PF510 20250814 6420.0 6420.0 ... 461296.29 6372.0 6414.0 PF
73 PF511 20250814 6422.0 6422.0 ... 261419.17 6368.0 6416.0 PF
74 PF512 20250814 6424.0 6424.0 ... 93490.58 6366.0 6420.0 PF
75 PF601 20250814 6424.0 6424.0 ... 14242.81 6378.0 6426.0 PF
76 PF602 20250814 6420.0 6420.0 ... 70.40 6400.0 6448.0 PF
77 PF603 20250814 6426.0 6448.0 ... 61.00 6422.0 6460.0 PF
78 PF604 20250814 6478.0 6478.0 ... 54.74 6440.0 6490.0 PF
79 PF605 20250814 6500.0 6500.0 ... 45.20 6458.0 6518.0 PF
80 PF606 20250814 6482.0 6482.0 ... 6.47 6470.0 6526.0 PF
81 PF607 20250814 6506.0 6506.0 ... 9.73 6486.0 6530.0 PF
82 PK510 20250814 8130.0 8130.0 ... 194088.49 8088.0 8142.0 PK
83 PK511 20250814 7990.0 7996.0 ... 327323.77 7932.0 7996.0 PK
84 PK512 20250814 8000.0 8006.0 ... 91797.69 7948.0 8002.0 PK
85 PK601 20250814 8016.0 8028.0 ... 41976.56 7974.0 8030.0 PK
86 PK603 20250814 8018.0 8024.0 ... 459.78 7996.0 8022.0 PK
87 PK604 20250814 8024.0 8036.0 ... 263.71 7992.0 8026.0 PK
88 PK605 20250814 8024.0 8060.0 ... 7917.20 8010.0 8032.0 PK
89 PL601 20250814 6520.0 6526.0 ... 11905.47 6492.0 6507.0 PL
90 PL602 20250814 6545.0 6545.0 ... 482.74 6524.0 6561.0 PL
91 PL603 20250814 6498.0 6498.0 ... 13.00 6498.0 6537.0 PL
92 PL604 20250814 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250814 6402.0 6403.0 ... 25.61 6403.0 6409.0 PL
94 PL606 20250814 0.0 0.0 ... 0.00 6491.0 6491.0 PL
95 PL607 20250814 6500.0 6500.0 ... 13.00 6500.0 6477.0 PL
96 PM509 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250814 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250814 5860.0 5860.0 ... 703.20 5860.0 5900.0 PR
103 PR509 20250814 5896.0 5896.0 ... 36448.30 5838.0 5890.0 PR
104 PR510 20250814 5936.0 5936.0 ... 300667.49 5886.0 5938.0 PR
105 PR511 20250814 5928.0 5930.0 ... 453226.11 5880.0 5938.0 PR
106 PR512 20250814 5926.0 5934.0 ... 150027.94 5878.0 5940.0 PR
107 PR601 20250814 5934.0 5938.0 ... 4087.77 5900.0 5950.0 PR
108 PR602 20250814 5936.0 5936.0 ... 26.70 5934.0 5972.0 PR
109 PR603 20250814 5942.0 5944.0 ... 26.74 5942.0 5982.0 PR
110 PR604 20250814 5942.0 5942.0 ... 8.91 5942.0 6006.0 PR
111 PR605 20250814 5962.0 5962.0 ... 53.49 5944.0 6004.0 PR
112 PR606 20250814 5962.0 5962.0 ... 8.94 5962.0 5974.0 PR
113 PR607 20250814 5968.0 5968.0 ... 17.90 5966.0 5974.0 PR
114 PX508 20250814 0.0 0.0 ... 0.00 6680.0 6766.0 PX
115 PX509 20250814 6796.0 6796.0 ... 117703.17 6734.0 6798.0 PX
116 PX510 20250814 6756.0 6758.0 ... 182112.42 6684.0 6760.0 PX
117 PX511 20250814 6724.0 6736.0 ... 532921.94 6652.0 6738.0 PX
118 PX512 20250814 6732.0 6732.0 ... 73593.98 6660.0 6738.0 PX
119 PX601 20250814 6698.0 6718.0 ... 136767.32 6652.0 6720.0 PX
120 PX602 20250814 6684.0 6684.0 ... 3.34 6684.0 6706.0 PX
121 PX603 20250814 0.0 0.0 ... 0.00 6632.0 6710.0 PX
122 PX604 20250814 6672.0 6672.0 ... 3.34 6672.0 6706.0 PX
123 PX605 20250814 6680.0 6680.0 ... 302.70 6654.0 6714.0 PX
124 PX606 20250814 6650.0 6650.0 ... 19.91 6638.0 6716.0 PX
125 PX607 20250814 6678.0 6678.0 ... 29.96 6658.0 6706.0 PX
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127 RI511 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250814 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250814 0.0 0.0 ... 21.50 2687.0 2698.0 RM
133 RM509 20250814 2720.0 2720.0 ... 1111646.83 2689.0 2769.0 RM
134 RM511 20250814 2700.0 2701.0 ... 173837.03 2650.0 2744.0 RM
135 RM601 20250814 2702.0 2708.0 ... 2459461.66 2638.0 2687.0 RM
136 RM603 20250814 2659.0 2659.0 ... 92244.92 2588.0 2640.0 RM
137 RM605 20250814 2573.0 2573.0 ... 308938.12 2534.0 2565.0 RM
138 RM607 20250814 2530.0 2530.0 ... 15359.77 2497.0 2522.0 RM
139 RS508 20250814 0.0 0.0 ... 0.00 4984.0 5152.0 RS
140 RS509 20250814 5150.0 5150.0 ... 528.47 5081.0 5252.0 RS
141 RS511 20250814 5325.0 5339.0 ... 26.64 5328.0 5339.0 RS
142 RS607 20250814 0.0 0.0 ... 0.00 5627.0 5627.0 RS
143 SA508 20250814 1275.0 1276.0 ... 1442.29 1274.0 1258.0 SA
144 SA509 20250814 1270.0 1298.0 ... 768808.57 1282.0 1293.0 SA
145 SA510 20250814 1303.0 1328.0 ... 505043.67 1313.0 1321.0 SA
146 SA511 20250814 1309.0 1338.0 ... 608812.87 1322.0 1330.0 SA
147 SA512 20250814 1363.0 1395.0 ... 138015.68 1378.0 1396.0 SA
148 SA601 20250814 1370.0 1405.0 ... 6602645.42 1387.0 1405.0 SA
149 SA602 20250814 1385.0 1414.0 ... 5359.91 1397.0 1414.0 SA
150 SA603 20250814 1390.0 1418.0 ... 5156.78 1401.0 1418.0 SA
151 SA604 20250814 1427.0 1454.0 ... 2079.36 1438.0 1455.0 SA
152 SA605 20250814 1431.0 1460.0 ... 149781.15 1443.0 1459.0 SA
153 SA606 20250814 1435.0 1464.0 ... 1461.81 1444.0 1461.0 SA
154 SA607 20250814 1426.0 1460.0 ... 1802.99 1442.0 1458.0 SA
155 SF508 20250814 5782.0 5782.0 ... 661.02 5748.0 5804.0 SF
156 SF509 20250814 5800.0 5830.0 ... 268356.31 5776.0 5870.0 SF
157 SF510 20250814 5778.0 5810.0 ... 212909.11 5756.0 5854.0 SF
158 SF511 20250814 6000.0 6000.0 ... 679952.56 5954.0 6050.0 SF
159 SF512 20250814 5980.0 6000.0 ... 38951.39 5964.0 6034.0 SF
160 SF601 20250814 5980.0 5994.0 ... 138395.14 5944.0 6040.0 SF
161 SF602 20250814 5954.0 5954.0 ... 619.16 5898.0 6006.0 SF
162 SF603 20250814 6132.0 6156.0 ... 628.82 6106.0 6210.0 SF
163 SF604 20250814 6108.0 6130.0 ... 57.90 6096.0 6192.0 SF
164 SF605 20250814 6110.0 6118.0 ... 1819.09 6074.0 6162.0 SF
165 SF606 20250814 6066.0 6078.0 ... 205.25 6038.0 6106.0 SF
166 SF607 20250814 6202.0 6214.0 ... 123.64 6182.0 6248.0 SF
167 SH508 20250814 0.0 0.0 ... 0.00 2404.0 2351.0 SH
168 SH509 20250814 2491.0 2576.0 ... 2451963.34 2544.0 2488.0 SH
169 SH510 20250814 2620.0 2685.0 ... 591668.36 2662.0 2615.0 SH
170 SH511 20250814 2624.0 2686.0 ... 740104.46 2661.0 2625.0 SH
171 SH512 20250814 2634.0 2692.0 ... 186175.40 2670.0 2643.0 SH
172 SH601 20250814 2608.0 2668.0 ... 1265763.45 2647.0 2629.0 SH
173 SH602 20250814 2651.0 2681.0 ... 1246.02 2662.0 2649.0 SH
174 SH603 20250814 2665.0 2692.0 ... 1285.07 2677.0 2668.0 SH
175 SH604 20250814 2722.0 2740.0 ... 522.99 2724.0 2710.0 SH
176 SH605 20250814 2706.0 2743.0 ... 8981.06 2726.0 2717.0 SH
177 SH606 20250814 2742.0 2754.0 ... 485.15 2741.0 2726.0 SH
178 SH607 20250814 2722.0 2739.0 ... 89.98 2727.0 2715.0 SH
179 SM508 20250814 6020.0 6030.0 ... 30.12 6024.0 6094.0 SM
180 SM509 20250814 6074.0 6106.0 ... 538465.97 6068.0 6116.0 SM
181 SM510 20250814 6088.0 6114.0 ... 139556.06 6076.0 6124.0 SM
182 SM511 20250814 6142.0 6184.0 ... 190840.89 6148.0 6196.0 SM
183 SM512 20250814 6162.0 6192.0 ... 43432.08 6150.0 6202.0 SM
184 SM601 20250814 6162.0 6200.0 ... 347614.62 6158.0 6210.0 SM
185 SM602 20250814 6168.0 6190.0 ... 148.02 6168.0 6220.0 SM
186 SM603 20250814 6198.0 6206.0 ... 389.28 6180.0 6252.0 SM
187 SM604 20250814 6218.0 6224.0 ... 133.40 6206.0 6262.0 SM
188 SM605 20250814 6220.0 6240.0 ... 5845.99 6200.0 6258.0 SM
189 SM606 20250814 6230.0 6236.0 ... 62.12 6212.0 6268.0 SM
190 SM607 20250814 6248.0 6248.0 ... 102.71 6226.0 6290.0 SM
191 SR509 20250814 5728.0 5728.0 ... 161140.36 5719.0 5720.0 SR
192 SR511 20250814 5674.0 5677.0 ... 110307.12 5667.0 5660.0 SR
193 SR601 20250814 5660.0 5672.0 ... 996404.34 5660.0 5646.0 SR
194 SR603 20250814 5625.0 5645.0 ... 4396.51 5637.0 5620.0 SR
195 SR605 20250814 5613.0 5626.0 ... 67177.67 5617.0 5601.0 SR
196 SR607 20250814 5606.0 5619.0 ... 1525.82 5610.0 5599.0 SR
197 TA508 20250814 4694.0 4694.0 ... 3766.94 4694.0 4700.0 TA
198 TA509 20250814 4692.0 4704.0 ... 802875.59 4664.0 4706.0 TA
199 TA510 20250814 4702.0 4722.0 ... 157189.41 4682.0 4728.0 TA
200 TA511 20250814 4720.0 4724.0 ... 154732.82 4682.0 4730.0 TA
201 TA512 20250814 4720.0 4730.0 ... 45986.87 4686.0 4736.0 TA
202 TA601 20250814 4730.0 4730.0 ... 1237060.50 4688.0 4740.0 TA
203 TA602 20250814 4720.0 4724.0 ... 110.38 4698.0 4750.0 TA
204 TA603 20250814 4740.0 4740.0 ... 225.79 4704.0 4774.0 TA
205 TA604 20250814 4726.0 4726.0 ... 25.90 4708.0 4776.0 TA
206 TA605 20250814 4776.0 4776.0 ... 28173.92 4736.0 4782.0 TA
207 TA606 20250814 4746.0 4746.0 ... 21.30 4734.0 4798.0 TA
208 TA607 20250814 4778.0 4778.0 ... 23.77 4754.0 4796.0 TA
209 UR508 20250814 1721.0 1721.0 ... 113.51 1720.0 1717.0 UR
210 UR509 20250814 1728.0 1733.0 ... 168911.74 1723.0 1728.0 UR
211 UR510 20250814 1730.0 1736.0 ... 22741.81 1725.0 1734.0 UR
212 UR511 20250814 1738.0 1746.0 ... 29604.47 1736.0 1752.0 UR
213 UR512 20250814 1744.0 1748.0 ... 617.83 1735.0 1756.0 UR
214 UR601 20250814 1741.0 1752.0 ... 500803.19 1737.0 1757.0 UR
215 UR602 20250814 1742.0 1750.0 ... 1012.02 1733.0 1753.0 UR
216 UR603 20250814 1782.0 1786.0 ... 173.82 1774.0 1789.0 UR
217 UR604 20250814 1783.0 1788.0 ... 53.33 1778.0 1794.0 UR
218 UR605 20250814 1784.0 1795.0 ... 16182.75 1781.0 1796.0 UR
219 UR606 20250814 1780.0 1788.0 ... 276.75 1774.0 1790.0 UR
220 UR607 20250814 1799.0 1799.0 ... 189.30 1786.0 1800.0 UR
221 WH509 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250814 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250814 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-14 18:26:11,220 - future_1d - INFO - ak.get_czce_daily('2025-08-14') done
2025-08-14 18:26:12,966 - future_1d - INFO - save future_daily 2025-08-14 completed