59 MA603 20250801 2488.0 2497.0 ... 154.37 2490.0 2487.0 MA
60 MA604 20250801 2473.0 2473.0 ... 12.34 2468.0 2470.0 MA
61 MA605 20250801 2438.0 2451.0 ... 7145.86 2443.0 2442.0 MA
62 MA606 20250801 2457.0 2457.0 ... 4.91 2457.0 2454.0 MA
63 MA607 20250801 2442.0 2442.0 ... 24.39 2439.0 2439.0 MA
64 OI509 20250801 9497.0 9557.0 ... 2057457.97 9495.0 9547.0 OI
65 OI511 20250801 9504.0 9564.0 ... 155603.36 9506.0 9544.0 OI
66 OI601 20250801 9435.0 9492.0 ... 637241.18 9434.0 9481.0 OI
67 OI603 20250801 9377.0 9422.0 ... 1423.15 9363.0 9406.0 OI
68 OI605 20250801 9304.0 9383.0 ... 8283.48 9328.0 9351.0 OI
69 OI607 20250801 9276.0 9373.0 ... 149.02 9314.0 9329.0 OI
70 PF508 20250801 6420.0 6420.0 ... 349.81 6360.0 6454.0 PF
71 PF509 20250801 6450.0 6458.0 ... 282086.69 6408.0 6494.0 PF
72 PF510 20250801 6514.0 6530.0 ... 229932.27 6474.0 6566.0 PF
73 PF511 20250801 6512.0 6526.0 ... 70807.75 6468.0 6562.0 PF
74 PF512 20250801 6522.0 6522.0 ... 27708.06 6464.0 6542.0 PF
75 PF601 20250801 6504.0 6510.0 ... 17386.08 6470.0 6536.0 PF
76 PF602 20250801 6486.0 6486.0 ... 12.95 6474.0 6538.0 PF
77 PF603 20250801 6488.0 6496.0 ... 19.46 6486.0 6566.0 PF
78 PF604 20250801 6516.0 6518.0 ... 22.78 6508.0 6588.0 PF
79 PF605 20250801 6506.0 6540.0 ... 39.13 6522.0 6596.0 PF
80 PF606 20250801 6524.0 6536.0 ... 6.53 6530.0 6598.0 PF
81 PF607 20250801 0.0 0.0 ... 0.00 6540.0 6622.0 PF
82 PK510 20250801 8082.0 8118.0 ... 115372.45 8094.0 8100.0 PK
83 PK511 20250801 7954.0 7986.0 ... 61739.03 7962.0 7966.0 PK
84 PK512 20250801 7940.0 7964.0 ... 18562.80 7946.0 7956.0 PK
85 PK601 20250801 7948.0 7958.0 ... 8995.87 7944.0 7968.0 PK
86 PK603 20250801 7970.0 7970.0 ... 194.95 7958.0 7990.0 PK
87 PK604 20250801 7974.0 7974.0 ... 43.81 7966.0 7998.0 PK
88 PK605 20250801 7980.0 7980.0 ... 1678.35 7954.0 7992.0 PK
89 PL601 20250801 6555.0 6555.0 ... 44929.98 6504.0 6561.0 PL
90 PL602 20250801 6619.0 6619.0 ... 1014.42 6587.0 6623.0 PL
91 PL603 20250801 6530.0 6542.0 ... 1028.89 6512.0 6573.0 PL
92 PL604 20250801 6509.0 6514.0 ... 181.75 6491.0 6595.0 PL
93 PL605 20250801 6476.0 6477.0 ... 782.61 6415.0 6516.0 PL
94 PL606 20250801 6551.0 6551.0 ... 13.10 6551.0 6589.0 PL
95 PL607 20250801 6542.0 6543.0 ... 26.17 6543.0 6593.0 PL
96 PM509 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250801 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250801 5944.0 5944.0 ... 44.32 5910.0 5944.0 PR
103 PR509 20250801 5972.0 5980.0 ... 194068.45 5934.0 5996.0 PR
104 PR510 20250801 6004.0 6012.0 ... 195863.10 5974.0 6016.0 PR
105 PR511 20250801 6012.0 6012.0 ... 127549.36 5986.0 6024.0 PR
106 PR512 20250801 5994.0 6002.0 ... 20621.75 5986.0 6030.0 PR
107 PR601 20250801 5998.0 6002.0 ... 3457.03 5986.0 6032.0 PR
108 PR602 20250801 0.0 0.0 ... 0.00 6020.0 6054.0 PR
109 PR603 20250801 0.0 0.0 ... 0.00 6026.0 6044.0 PR
110 PR604 20250801 0.0 0.0 ... 0.00 6036.0 6044.0 PR
111 PR605 20250801 6036.0 6036.0 ... 27.14 6032.0 6054.0 PR
112 PR606 20250801 6036.0 6036.0 ... 18.08 6026.0 6080.0 PR
113 PR607 20250801 0.0 0.0 ... 0.00 6066.0 6066.0 PR
114 PX508 20250801 0.0 0.0 ... 0.00 6846.0 6980.0 PX
115 PX509 20250801 6912.0 6914.0 ... 484983.96 6846.0 6980.0 PX
116 PX510 20250801 6900.0 6902.0 ... 104498.08 6842.0 6944.0 PX
117 PX511 20250801 6878.0 6882.0 ... 167962.69 6828.0 6920.0 PX
118 PX512 20250801 6868.0 6868.0 ... 71488.55 6828.0 6916.0 PX
119 PX601 20250801 6858.0 6858.0 ... 110416.51 6810.0 6888.0 PX
120 PX602 20250801 6814.0 6814.0 ... 13.59 6796.0 6892.0 PX
121 PX603 20250801 0.0 0.0 ... 0.00 6788.0 6846.0 PX
122 PX604 20250801 0.0 0.0 ... 0.00 6792.0 6832.0 PX
123 PX605 20250801 6780.0 6804.0 ... 250.76 6778.0 6846.0 PX
124 PX606 20250801 6774.0 6774.0 ... 3.39 6774.0 6846.0 PX
125 PX607 20250801 0.0 0.0 ... 0.00 6790.0 6852.0 PX
126 RI509 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250801 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250801 2670.0 2678.0 ... 4266.11 2666.0 2719.0 RM
133 RM509 20250801 2692.0 2702.0 ... 795040.51 2679.0 2721.0 RM
134 RM511 20250801 2540.0 2552.0 ... 5222.49 2536.0 2559.0 RM
135 RM601 20250801 2411.0 2414.0 ... 245832.38 2401.0 2419.0 RM
136 RM603 20250801 2391.0 2391.0 ... 7803.84 2381.0 2396.0 RM
137 RM605 20250801 2375.0 2377.0 ... 35514.65 2371.0 2377.0 RM
138 RM607 20250801 2357.0 2364.0 ... 2342.05 2359.0 2362.0 RM
139 RS508 20250801 0.0 0.0 ... 0.00 5075.0 5049.0 RS
140 RS509 20250801 5137.0 5160.0 ... 61.64 5136.0 5120.0 RS
141 RS511 20250801 5190.0 5255.0 ... 36.69 5241.0 5255.0 RS
142 RS607 20250801 5241.0 5389.0 ... 248.62 5290.0 5263.0 RS
143 SA508 20250801 1239.0 1243.0 ... 439.28 1241.0 1255.0 SA
144 SA509 20250801 1248.0 1268.0 ... 3629655.86 1254.0 1269.0 SA
145 SA510 20250801 1276.0 1295.0 ... 384590.38 1275.0 1308.0 SA
146 SA511 20250801 1287.0 1303.0 ... 452801.63 1285.0 1318.0 SA
147 SA512 20250801 1324.0 1339.0 ... 71622.54 1324.0 1347.0 SA
148 SA601 20250801 1327.0 1344.0 ... 2649974.18 1328.0 1349.0 SA
149 SA602 20250801 1338.0 1351.0 ... 5437.01 1337.0 1359.0 SA
150 SA603 20250801 1339.0 1354.0 ... 6395.79 1340.0 1360.0 SA
151 SA604 20250801 1374.0 1386.0 ... 2833.42 1373.0 1398.0 SA
152 SA605 20250801 1376.0 1393.0 ... 73859.25 1376.0 1402.0 SA
153 SA606 20250801 1379.0 1398.0 ... 2169.28 1382.0 1406.0 SA
154 SA607 20250801 1376.0 1390.0 ... 1927.17 1375.0 1400.0 SA
155 SF508 20250801 5718.0 5718.0 ... 796.21 5708.0 5722.0 SF
156 SF509 20250801 5736.0 5750.0 ... 797622.22 5706.0 5786.0 SF
157 SF510 20250801 5712.0 5736.0 ... 104697.36 5692.0 5774.0 SF
158 SF511 20250801 5910.0 5920.0 ... 208696.21 5872.0 5950.0 SF
159 SF512 20250801 5894.0 5908.0 ... 24536.44 5860.0 5930.0 SF
160 SF601 20250801 5872.0 5892.0 ... 86096.85 5852.0 5926.0 SF
161 SF602 20250801 5818.0 5842.0 ... 727.97 5802.0 5878.0 SF
162 SF603 20250801 5958.0 5964.0 ... 180.81 5928.0 6032.0 SF
163 SF604 20250801 5938.0 5938.0 ... 44.35 5914.0 5940.0 SF
164 SF605 20250801 5940.0 5954.0 ... 711.63 5906.0 5962.0 SF
165 SF606 20250801 5848.0 5872.0 ... 55.47 5840.0 5880.0 SF
166 SF607 20250801 5960.0 5990.0 ... 20.87 5962.0 6030.0 SF
167 SH508 20250801 2476.0 2476.0 ... 215.39 2476.0 2476.0 SH
168 SH509 20250801 2531.0 2564.0 ... 1833904.73 2541.0 2572.0 SH
169 SH510 20250801 2587.0 2629.0 ... 370571.20 2606.0 2639.0 SH
170 SH511 20250801 2608.0 2616.0 ... 337712.15 2595.0 2626.0 SH
171 SH512 20250801 2618.0 2632.0 ... 62371.94 2610.0 2639.0 SH
172 SH601 20250801 2588.0 2620.0 ... 376489.02 2599.0 2625.0 SH
173 SH602 20250801 2624.0 2634.0 ... 588.09 2614.0 2642.0 SH
174 SH603 20250801 2636.0 2645.0 ... 773.35 2630.0 2651.0 SH
175 SH604 20250801 2666.0 2684.0 ... 537.04 2672.0 2686.0 SH
176 SH605 20250801 2676.0 2696.0 ... 6765.35 2681.0 2695.0 SH
177 SH606 20250801 2681.0 2698.0 ... 249.89 2687.0 2700.0 SH
178 SH607 20250801 2671.0 2671.0 ... 23.96 2662.0 2678.0 SH
179 SM508 20250801 5952.0 5990.0 ... 657.88 5982.0 6008.0 SM
180 SM509 20250801 5982.0 6014.0 ... 1071391.14 5974.0 5988.0 SM
181 SM510 20250801 5986.0 6020.0 ... 114350.56 5986.0 5994.0 SM
182 SM511 20250801 6044.0 6084.0 ... 174764.36 6050.0 6066.0 SM
183 SM512 20250801 6052.0 6092.0 ... 41543.94 6054.0 6070.0 SM
184 SM601 20250801 6068.0 6094.0 ... 304792.38 6060.0 6072.0 SM
185 SM602 20250801 6062.0 6080.0 ... 439.00 6056.0 6066.0 SM
186 SM603 20250801 6080.0 6100.0 ... 837.41 6068.0 6100.0 SM
187 SM604 20250801 6086.0 6092.0 ... 142.96 6084.0 6094.0 SM
188 SM605 20250801 6092.0 6126.0 ... 7489.69 6092.0 6106.0 SM
189 SM606 20250801 6098.0 6128.0 ... 33.54 6098.0 6098.0 SM
190 SM607 20250801 6094.0 6142.0 ... 30.64 6130.0 6124.0 SM
191 SR509 20250801 5782.0 5794.0 ... 1057928.04 5762.0 5801.0 SR
192 SR511 20250801 5678.0 5688.0 ... 86016.27 5662.0 5691.0 SR
193 SR601 20250801 5649.0 5663.0 ... 480826.92 5639.0 5661.0 SR
194 SR603 20250801 5619.0 5636.0 ... 4858.16 5610.0 5635.0 SR
195 SR605 20250801 5605.0 5619.0 ... 24401.08 5590.0 5617.0 SR
196 SR607 20250801 5600.0 5612.0 ... 1934.05 5590.0 5614.0 SR
197 TA508 20250801 4790.0 4790.0 ... 2297.12 4772.0 4830.0 TA
198 TA509 20250801 4794.0 4800.0 ... 1614610.20 4762.0 4842.0 TA
199 TA510 20250801 4810.0 4820.0 ... 69027.65 4782.0 4846.0 TA
200 TA511 20250801 4818.0 4824.0 ... 47505.16 4790.0 4850.0 TA
201 TA512 20250801 4838.0 4838.0 ... 19002.97 4796.0 4854.0 TA
202 TA601 20250801 4832.0 4836.0 ... 597637.87 4800.0 4858.0 TA
203 TA602 20250801 4792.0 4822.0 ... 100.68 4794.0 4848.0 TA
204 TA603 20250801 4830.0 4830.0 ... 204.00 4800.0 4858.0 TA
205 TA604 20250801 4810.0 4824.0 ... 103.37 4808.0 4854.0 TA
206 TA605 20250801 4846.0 4846.0 ... 22098.62 4820.0 4870.0 TA
207 TA606 20250801 4846.0 4848.0 ... 19.34 4834.0 4872.0 TA
208 TA607 20250801 4840.0 4840.0 ... 4.84 4840.0 4870.0 TA
209 UR508 20250801 0.0 0.0 ... 0.00 1707.0 1717.0 UR
210 UR509 20250801 1717.0 1723.0 ... 373047.19 1714.0 1722.0 UR
211 UR510 20250801 1721.0 1730.0 ... 34256.73 1723.0 1728.0 UR
212 UR511 20250801 1749.0 1758.0 ... 35320.16 1752.0 1759.0 UR
213 UR512 20250801 1745.0 1751.0 ... 331.59 1745.0 1759.0 UR
214 UR601 20250801 1735.0 1747.0 ... 127680.42 1741.0 1749.0 UR
215 UR602 20250801 1737.0 1744.0 ... 306.02 1739.0 1742.0 UR
216 UR603 20250801 1775.0 1780.0 ... 156.25 1776.0 1776.0 UR
217 UR604 20250801 1781.0 1783.0 ... 138.70 1778.0 1783.0 UR
218 UR605 20250801 1775.0 1786.0 ... 5553.55 1780.0 1783.0 UR
219 UR606 20250801 1770.0 1781.0 ... 202.34 1775.0 1778.0 UR
220 UR607 20250801 1785.0 1785.0 ... 153.21 1782.0 1789.0 UR
221 WH509 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250801 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250801 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-05 18:26:27,583 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
2025-08-05 18:26:29,326 - future_1d - INFO - save future_daily 2025-08-01 completed
symbol date open ... settle pre_settle variety
0 PS2508 20250804 48000.0 ... 48370.0 49395.0 PS
1 PS2509 20250804 48500.0 ... 48250.0 49350.0 PS
2 PS2510 20250804 48500.0 ... 48405.0 49490.0 PS
3 PS2511 20250804 48800.0 ... 48450.0 49590.0 PS
4 PS2512 20250804 52475.0 ... 51430.0 52650.0 PS
5 PS2601 20250804 51600.0 ... 51605.0 52835.0 PS
6 PS2602 20250804 51940.0 ... 51880.0 53380.0 PS
7 PS2603 20250804 52065.0 ... 52045.0 53405.0 PS
8 PS2604 20250804 52100.0 ... 52185.0 53565.0 PS
9 PS2605 20250804 51900.0 ... 51875.0 53300.0 PS
10 PS2606 20250804 54600.0 ... 54095.0 55335.0 PS
11 PS2607 20250804 54235.0 ... 54260.0 55500.0 PS
13 SI2508 20250804 8330.0 ... 8490.0 8710.0 SI
14 SI2509 20250804 8490.0 ... 8365.0 8660.0 SI
15 SI2510 20250804 8465.0 ... 8380.0 8655.0 SI
16 SI2511 20250804 8450.0 ... 8375.0 8645.0 SI
17 SI2512 20250804 8825.0 ... 8720.0 8995.0 SI
18 SI2601 20250804 8795.0 ... 8715.0 8975.0 SI
19 SI2602 20250804 8750.0 ... 8700.0 8935.0 SI
20 SI2603 20250804 8750.0 ... 8725.0 8965.0 SI
21 SI2604 20250804 8760.0 ... 8745.0 8970.0 SI
22 SI2605 20250804 8885.0 ... 8745.0 8990.0 SI
23 SI2606 20250804 8885.0 ... 8770.0 8995.0 SI
24 SI2607 20250804 8895.0 ... 8790.0 8975.0 SI
27 LC2508 20250804 68500.0 ... 69520.0 68480.0 LC
28 LC2509 20250804 69280.0 ... 69520.0 68860.0 LC
29 LC2510 20250804 69360.0 ... 69480.0 69000.0 LC
30 LC2511 20250804 69320.0 ... 69500.0 69100.0 LC
31 LC2512 20250804 69580.0 ... 69580.0 69520.0 LC
32 LC2601 20250804 69600.0 ... 69640.0 69500.0 LC
33 LC2602 20250804 69460.0 ... 69320.0 69400.0 LC
34 LC2603 20250804 69000.0 ... 69440.0 69260.0 LC
35 LC2604 20250804 69860.0 ... 70200.0 69900.0 LC
36 LC2605 20250804 71000.0 ... 70300.0 70080.0 LC
37 LC2606 20250804 69160.0 ... 70140.0 70060.0 LC
38 LC2607 20250804 70060.0 ... 70220.0 70160.0 LC
[36 rows x 12 columns]
2025-08-05 18:26:33,238 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 IC2508 20250804 6158.800 ... 6220.600 6173.600 IC
1 IC2509 20250804 6084.000 ... 6157.800 6109.800 IC
2 IC2512 20250804 5937.800 ... 6001.200 5961.800 IC
3 IC2603 20250804 5803.800 ... 5873.200 5835.800 IC
4 IF2508 20250804 4034.000 ... 4060.000 4044.000 IF
5 IF2509 20250804 4018.200 ... 4048.000 4031.800 IF
6 IF2512 20250804 3983.000 ... 4017.000 4000.000 IF
7 IF2603 20250804 3951.800 ... 3987.200 3969.000 IF
8 IH2508 20250804 2749.000 ... 2767.200 2755.400 IH
9 IH2509 20250804 2750.000 ... 2768.000 2755.400 IH
10 IH2512 20250804 2751.400 ... 2770.000 2757.400 IH
11 IH2603 20250804 2754.000 ... 2769.800 2757.000 IH
12 IM2508 20250804 6606.000 ... 6694.400 6625.200 IM
13 IM2509 20250804 6528.000 ... 6622.600 6549.800 IM
14 IM2512 20250804 6336.400 ... 6433.000 6364.800 IM
15 IM2603 20250804 6165.000 ... 6262.000 6194.600 IM
16 T2509 20250804 108.595 ... 108.485 108.450 T
17 T2512 20250804 108.450 ... 108.265 108.425 T
18 T2603 20250804 108.200 ... 108.035 108.395 T
19 TF2509 20250804 105.810 ... 105.715 105.730 TF
20 TF2512 20250804 105.825 ... 105.710 105.785 TF
21 TF2603 20250804 105.845 ... 105.695 105.840 TF
22 TL2509 20250804 119.700 ... 119.250 119.090 TL
23 TL2512 20250804 119.180 ... 118.900 118.820 TL
24 TL2603 20250804 118.490 ... 118.540 118.520 TL
25 TS2509 20250804 102.384 ... 102.354 102.352 TS
26 TS2512 20250804 102.396 ... 102.362 102.394 TS
27 TS2603 20250804 102.400 ... 102.332 102.462 TS
[28 rows x 12 columns]
2025-08-05 18:26:33,322 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250804 527.6 527.7 ... 7537481.8 516.8 528.1 SC
1 SC2510 20250804 523.1 523.1 ... 1718415.83 511.8 523.7 SC
2 SC2511 20250804 519 519 ... 271381.83 507.9 519.8 SC
3 SC2512 20250804 516.3 516.3 ... 64483.96 505.7 516 SC
4 SC2601 20250804 511.2 511.2 ... 21919.61 501.5 513 SC
5 SC2602 20250804 507.1 507.1 ... 13994.73 499.8 509.6 SC
6 SC2603 20250804 505.8 505.8 ... 17388.31 496.8 506.4 SC
7 SC2604 20250804 503 503 ... 2690.04 489 503.7 SC
8 SC2605 20250804 502.5 502.5 ... 392.58 490.7 502.9 SC
9 SC2606 20250804 497 497 ... 2624.28 485.9 500.8 SC
10 SC2607 20250804 ... 0 485 498.8 SC
11 SC2608 20250804 ... 0 486.8 496.8 SC
12 SC2609 20250804 480.4 480.4 ... 48.04 480.4 495.1 SC
13 SC2612 20250804 487.7 487.7 ... 192.82 482 488.2 SC
14 SC2703 20250804 ... 0 478.1 486.9 SC
15 SC2706 20250804 484.5 484.5 ... 96.18 480.9 484.5 SC
16 SC2709 20250804 472 472 ... 94.34 471.7 483.3 SC
17 SC2712 20250804 470.1 470.1 ... 47.01 470.1 483.1 SC
18 SC2803 20250804 ... 0 469.5 476.1 SC
19 SC2806 20250804 474.5 474.5 ... 141.74 472.4 474.2 SC
21 LU2509 20250804 3633 3643 ... 30108.692 3572 3645 LU
22 LU2510 20250804 3652 3661 ... 391774.499 3588 3663 LU
23 LU2511 20250804 3669 3670 ... 162900.07 3600 3668 LU
24 LU2512 20250804 3634 3654 ... 10543.715 3571 3651 LU
25 LU2601 20250804 3600 3616 ... 10236.398 3529 3612 LU
26 LU2602 20250804 3572 3580 ... 518.326 3526 3595 LU
27 LU2603 20250804 3579 3580 ... 355.004 3550 3596 LU
28 LU2604 20250804 3543 3543 ... 28.048 3506 3576 LU
29 LU2605 20250804 3485 3485 ... 38.14 3467 3498 LU
30 LU2606 20250804 3551 3551 ... 31.436 3492 3572 LU
31 LU2607 20250804 3545 3545 ... 59.126 3478 3542 LU
32 LU2608 20250804 3508 3508 ... 20.862 3477 3529 LU
34 NR2508 20250804 12185 12185 ... 1331.5 12100 12185 NR
35 NR2509 20250804 12230 12230 ... 817545.835 12145 12220 NR
36 NR2510 20250804 12265 12270 ... 451114.65 12190 12260 NR
37 NR2511 20250804 12320 12320 ... 41742.415 12220 12295 NR
38 NR2512 20250804 12345 12345 ... 10967.365 12265 12340 NR
39 NR2601 20250804 12335 12390 ... 28054.275 12305 12385 NR
40 NR2602 20250804 12360 12360 ... 579.87 12335 12465 NR
41 NR2603 20250804 12310 12400 ... 692.76 12370 12310 NR
42 NR2604 20250804 12425 12425 ... 198 12375 12285 NR
43 NR2605 20250804 12360 12400 ... 37.16 12385 12430 NR
44 NR2606 20250804 12505 12505 ... 137.365 12485 12290 NR
45 NR2607 20250804 12475 12500 ... 24.975 12485 12550 NR
47 BC2508 20250804 69350 69440 ... 346.975 69390 68830 BC
48 BC2509 20250804 69600 69640 ... 125883.2 69370 69410 BC
49 BC2510 20250804 69510 69650 ... 13987.375 69410 69430 BC
50 BC2511 20250804 ... 0 69240 69240 BC
51 BC2512 20250804 69660 69660 ... 69.655 69650 69700 BC
52 BC2601 20250804 ... 0 70020 70020 BC
53 BC2602 20250804 ... 0 70000 70000 BC
54 BC2603 20250804 ... 0 70000 70000 BC
55 BC2604 20250804 ... 0 70000 70000 BC
56 BC2605 20250804 ... 0 70000 70000 BC
57 BC2606 20250804 ... 0 69340 69340 BC
58 BC2607 20250804 ... 0 68670 68670 BC
60 EC2508 20250804 2100 2122.3 ... 5068.865 2112 2114.3 EC
61 EC2510 20250804 1415.9 1432 ... 212521.427 1404.2 1432.1 EC
62 EC2512 20250804 1670 1700 ... 29799.638 1670.3 1687.9 EC
63 EC2602 20250804 1485.8 1490 ... 5042.7065 1474.4 1485.8 EC
64 EC2604 20250804 1325.9 1330 ... 4879.1515 1315.1 1329.8 EC
65 EC2606 20250804 1454.6 1467.8 ... 713.0175 1455.1 1469.7 EC
68 SC_TAS2509 20250804 ... SC_TAS
69 SC_TAS2510 20250804 ... SC_TAS
70 SC_TAS2511 20250804 ... SC_TAS
71 SC_TAS2512 20250804 ... SC_TAS
[66 rows x 12 columns]
2025-08-05 18:26:33,475 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250804 ... 78240 78260 CU
1 1 CU2509 20250804 ... 78220 78270 CU
2 2 CU2510 20250804 ... 78200 78220 CU
3 3 CU2511 20250804 ... 78130 78210 CU
4 4 CU2512 20250804 ... 78100 78120 CU
5 5 CU2601 20250804 ... 78080 78040 CU
6 6 CU2602 20250804 ... 78070 78000 CU
7 7 CU2603 20250804 ... 78030 78080 CU
8 8 CU2604 20250804 ... 78120 78200 CU
9 9 CU2605 20250804 ... 78080 78070 CU
10 10 CU2606 20250804 ... 78120 78190 CU
11 11 CU2607 20250804 ... 78080 78180 CU
12 12 BC2508 20250804 ... 69390 68830 BC
13 13 BC2509 20250804 ... 69370 69410 BC
14 14 BC2510 20250804 ... 69410 69430 BC
15 15 BC2511 20250804 ... 69240 69240 BC
16 16 BC2512 20250804 ... 69650 69700 BC
17 17 BC2601 20250804 ... 70020 70020 BC
18 18 BC2602 20250804 ... 70000 70000 BC
19 19 BC2603 20250804 ... 70000 70000 BC
20 20 BC2604 20250804 ... 70000 70000 BC
21 21 BC2605 20250804 ... 70000 70000 BC
22 22 BC2606 20250804 ... 69340 69340 BC
23 23 BC2607 20250804 ... 68670 68670 BC
24 24 AL2508 20250804 ... 20515 20520 AL
25 25 AL2509 20250804 ... 20455 20475 AL
26 26 AL2510 20250804 ... 20415 20445 AL
27 27 AL2511 20250804 ... 20370 20400 AL
28 28 AL2512 20250804 ... 20325 20360 AL
29 29 AL2601 20250804 ... 20295 20325 AL
30 30 AL2602 20250804 ... 20300 20330 AL
31 31 AL2603 20250804 ... 20320 20365 AL
32 32 AL2604 20250804 ... 20355 20385 AL
33 33 AL2605 20250804 ... 20360 20400 AL
34 34 AL2606 20250804 ... 20355 20410 AL
35 35 AL2607 20250804 ... 20355 20420 AL
36 36 ZN2508 20250804 ... 22175 22315 ZN
37 37 ZN2509 20250804 ... 22205 22345 ZN
38 38 ZN2510 20250804 ... 22190 22355 ZN
39 39 ZN2511 20250804 ... 22190 22360 ZN
40 40 ZN2512 20250804 ... 22165 22330 ZN
41 41 ZN2601 20250804 ... 22140 22305 ZN
42 42 ZN2602 20250804 ... 22130 22305 ZN
43 43 ZN2603 20250804 ... 22150 22315 ZN
44 44 ZN2604 20250804 ... 22180 22310 ZN
45 45 ZN2605 20250804 ... 22170 22340 ZN
46 46 ZN2606 20250804 ... 22185 22350 ZN
47 47 ZN2607 20250804 ... 22170 22330 ZN
48 48 PB2508 20250804 ... 16735 16630 PB
49 49 PB2509 20250804 ... 16780 16660 PB
50 50 PB2510 20250804 ... 16780 16675 PB
51 51 PB2511 20250804 ... 16805 16705 PB
52 52 PB2512 20250804 ... 16830 16710 PB
53 53 PB2601 20250804 ... 16855 16745 PB
54 54 PB2602 20250804 ... 16835 16885 PB
55 55 PB2603 20250804 ... 16860 16840 PB
56 56 PB2604 20250804 ... 16850 16850 PB
57 57 PB2605 20250804 ... 16910 16850 PB
58 58 PB2606 20250804 ... 17100 17100 PB
59 59 PB2607 20250804 ... 16895 16890 PB
60 60 NI2508 20250804 ... 119880 119950 NI
61 61 NI2509 20250804 ... 119910 119980 NI
62 62 NI2510 20250804 ... 120020 120080 NI
63 63 NI2511 20250804 ... 120150 120270 NI
64 64 NI2512 20250804 ... 120170 120570 NI
65 65 NI2601 20250804 ... 120750 120780 NI
66 66 NI2602 20250804 ... 120670 120930 NI
67 67 NI2603 20250804 ... 120940 121270 NI
68 68 NI2604 20250804 ... 121190 121360 NI
69 69 NI2605 20250804 ... 121790 121760 NI
70 70 NI2606 20250804 ... 122260 121880 NI
71 71 NI2607 20250804 ... 122100 122430 NI
72 72 SN2508 20250804 ... 265590 263970 SN
73 73 SN2509 20250804 ... 266150 264250 SN
74 74 SN2510 20250804 ... 266410 264600 SN
75 75 SN2511 20250804 ... 266390 264620 SN
76 76 SN2512 20250804 ... 266610 264530 SN
77 77 SN2601 20250804 ... 266980 264800 SN
78 78 SN2602 20250804 ... 267390 265000 SN
79 79 SN2603 20250804 ... 267380 265120 SN
80 80 SN2604 20250804 ... 267470 266870 SN
81 81 SN2605 20250804 ... 267140 266350 SN
82 82 SN2606 20250804 ... 268030 266530 SN
83 83 SN2607 20250804 ... 267110 266520 SN
84 84 AO2508 20250804 ... 3178 3233 AO
85 85 AO2509 20250804 ... 3190 3205 AO
86 86 AO2510 20250804 ... 3185 3180 AO
87 87 AO2511 20250804 ... 3189 3183 AO
88 88 AO2512 20250804 ... 3183 3177 AO
89 89 AO2601 20250804 ... 3184 3175 AO
90 90 AO2602 20250804 ... 3173 3157 AO
91 91 AO2603 20250804 ... 3168 3155 AO
92 92 AO2604 20250804 ... 3179 3173 AO
93 93 AO2605 20250804 ... 3175 3163 AO
94 94 AO2606 20250804 ... 3164 3148 AO
95 95 AO2607 20250804 ... 3172 3119 AO
96 96 AD2511 20250804 ... 19880 19890 AD
97 97 AD2512 20250804 ... 19890 19895 AD
98 98 AD2601 20250804 ... 19830 19885 AD
99 99 AD2602 20250804 ... 19760 19760 AD
100 100 AD2603 20250804 ... 19790 19790 AD
101 101 AD2604 20250804 ... 19710 19760 AD
102 102 AD2605 20250804 ... 19650 19670 AD
103 103 AD2606 20250804 ... 19650 19650 AD
104 104 AD2607 20250804 ... 19830 19830 AD
105 105 AU2508 20250804 ... 777.22 767.7 AU
106 106 AU2509 20250804 ... 779.2 769.98 AU
107 107 AU2510 20250804 ... 780.48 770.9 AU
108 108 AU2512 20250804 ... 782.76 772.98 AU
109 109 AU2602 20250804 ... 784.98 775.08 AU
110 110 AU2604 20250804 ... 787 777.4 AU
111 111 AU2606 20250804 ... 789.08 779.84 AU
112 112 AU2608 20250804 ... 791.5 781.88 AU
113 113 AG2508 20250804 ... 8986 8902 AG
114 114 AG2509 20250804 ... 8992 8914 AG
115 115 AG2510 20250804 ... 9001 8923 AG
116 116 AG2511 20250804 ... 9014 8934 AG
117 117 AG2512 20250804 ... 9026 8947 AG
118 118 AG2601 20250804 ... 9038 8961 AG
119 119 AG2602 20250804 ... 9049 8971 AG
120 120 AG2603 20250804 ... 9064 8988 AG
121 121 AG2604 20250804 ... 9075 8998 AG
122 122 AG2605 20250804 ... 9092 9015 AG
123 123 AG2606 20250804 ... 9104 9026 AG
124 124 AG2607 20250804 ... 9115 9033 AG
125 125 RB2508 20250804 ... 3146 3170 RB
126 126 RB2509 20250804 ... 3160 3171 RB
127 127 RB2510 20250804 ... 3189 3213 RB
128 128 RB2511 20250804 ... 3212 3236 RB
129 129 RB2512 20250804 ... 3244 3264 RB
130 130 RB2601 20250804 ... 3250 3270 RB
131 131 RB2602 20250804 ... 3235 3256 RB
132 132 RB2603 20250804 ... 3258 3277 RB
133 133 RB2604 20250804 ... 3270 3294 RB
134 134 RB2605 20250804 ... 3284 3297 RB
135 135 RB2606 20250804 ... 3290 3307 RB
136 136 RB2607 20250804 ... 3297 3311 RB
137 137 WR2508 20250804 ... 3212 3212 WR
138 138 WR2509 20250804 ... 3342 3342 WR
139 139 WR2510 20250804 ... 3401 3448 WR
140 140 WR2511 20250804 ... 3490 3500 WR
141 141 WR2512 20250804 ... 3499 3501 WR
142 142 WR2601 20250804 ... 3416 3410 WR
143 143 WR2602 20250804 ... 3540 3540 WR
144 144 WR2603 20250804 ... 3565 3565 WR
145 145 WR2604 20250804 ... 3560 3560 WR
146 146 WR2605 20250804 ... 3595 3595 WR
147 147 WR2606 20250804 ... 3599 3599 WR
148 148 WR2607 20250804 ... 3635 3635 WR
149 149 HC2508 20250804 ... 3395 3395 HC
150 150 HC2509 20250804 ... 3404 3417 HC
151 151 HC2510 20250804 ... 3393 3408 HC
152 152 HC2511 20250804 ... 3391 3408 HC
153 153 HC2512 20250804 ... 3405 3417 HC
154 154 HC2601 20250804 ... 3396 3413 HC
155 155 HC2602 20250804 ... 3377 3403 HC
156 156 HC2603 20250804 ... 3389 3407 HC
157 157 HC2604 20250804 ... 3414 3413 HC
158 158 HC2605 20250804 ... 3399 3411 HC
159 159 HC2606 20250804 ... 3394 3409 HC
160 160 HC2607 20250804 ... 3414 3419 HC
161 161 SS2508 20250804 ... 12895 12915 SS
162 162 SS2509 20250804 ... 12845 12865 SS
163 163 SS2510 20250804 ... 12895 12905 SS
164 164 SS2511 20250804 ... 12945 12955 SS
165 165 SS2512 20250804 ... 12970 12975 SS
166 166 SS2601 20250804 ... 12990 13000 SS
167 167 SS2602 20250804 ... 13045 13025 SS
168 168 SS2603 20250804 ... 13090 13105 SS
169 169 SS2604 20250804 ... 13190 13115 SS
170 170 SS2605 20250804 ... 13150 13185 SS
171 171 SS2606 20250804 ... 13220 13210 SS
172 172 SS2607 20250804 ... 13240 13265 SS
173 173 SC2509 20250804 ... 516.8 528.1 SC
174 174 SC2510 20250804 ... 511.8 523.7 SC
175 175 SC2511 20250804 ... 507.9 519.8 SC
176 176 SC2512 20250804 ... 505.7 516 SC
177 177 SC2601 20250804 ... 501.5 513 SC
178 178 SC2602 20250804 ... 499.8 509.6 SC
179 179 SC2603 20250804 ... 496.8 506.4 SC
180 180 SC2604 20250804 ... 489 503.7 SC
181 181 SC2605 20250804 ... 490.7 502.9 SC
182 182 SC2606 20250804 ... 485.9 500.8 SC
183 183 SC2607 20250804 ... 485 498.8 SC
184 184 SC2608 20250804 ... 486.8 496.8 SC
185 185 SC2609 20250804 ... 480.4 495.1 SC
186 186 SC2612 20250804 ... 482 488.2 SC
187 187 SC2703 20250804 ... 478.1 486.9 SC
188 188 SC2706 20250804 ... 480.9 484.5 SC
189 189 SC2709 20250804 ... 471.7 483.3 SC
190 190 SC2712 20250804 ... 470.1 483.1 SC
191 191 SC2803 20250804 ... 469.5 476.1 SC
192 192 SC2806 20250804 ... 472.4 474.2 SC
193 193 LU2509 20250804 ... 3572 3645 LU
194 194 LU2510 20250804 ... 3588 3663 LU
195 195 LU2511 20250804 ... 3600 3668 LU
196 196 LU2512 20250804 ... 3571 3651 LU
197 197 LU2601 20250804 ... 3529 3612 LU
198 198 LU2602 20250804 ... 3526 3595 LU
199 199 LU2603 20250804 ... 3550 3596 LU
200 200 LU2604 20250804 ... 3506 3576 LU
201 201 LU2605 20250804 ... 3467 3498 LU
202 202 LU2606 20250804 ... 3492 3572 LU
203 203 LU2607 20250804 ... 3478 3542 LU
204 204 LU2608 20250804 ... 3477 3529 LU
205 205 FU2509 20250804 ... 2869 2914 FU
206 206 FU2510 20250804 ... 2889 2936 FU
207 207 FU2511 20250804 ... 2903 2952 FU
208 208 FU2512 20250804 ... 2894 2949 FU
209 209 FU2601 20250804 ... 2893 2943 FU
210 210 FU2602 20250804 ... 2876 2938 FU
211 211 FU2603 20250804 ... 2870 2929 FU
212 212 FU2604 20250804 ... 2855 2917 FU
213 213 FU2605 20250804 ... 2856 2903 FU
214 214 FU2606 20250804 ... 2843 2890 FU
215 215 FU2607 20250804 ... 2824 2867 FU
216 216 FU2608 20250804 ... 2825 2852 FU
217 217 BU2508 20250804 ... 3625 3657 BU
218 218 BU2509 20250804 ... 3601 3652 BU
219 219 BU2510 20250804 ... 3580 3643 BU
220 220 BU2511 20250804 ... 3553 3610 BU
221 221 BU2512 20250804 ... 3487 3531 BU
222 222 BU2601 20250804 ... 3442 3499 BU
223 223 BU2602 20250804 ... 3423 3478 BU
224 224 BU2603 20250804 ... 3405 3470 BU
225 225 BU2604 20250804 ... 3404 3467 BU
226 226 BU2605 20250804 ... 3402 3464 BU
227 227 BU2606 20250804 ... 3420 3454 BU
228 228 BU2607 20250804 ... 3399 3451 BU
229 229 BU2609 20250804 ... 3394 3428 BU
230 230 BU2612 20250804 ... 3352 3382 BU
231 231 BU2703 20250804 ... 3354 3378 BU
232 232 BU2706 20250804 ... 3353 3374 BU
233 233 BR2508 20250804 ... 11480 11505 BR
234 234 BR2509 20250804 ... 11405 11475 BR
235 235 BR2510 20250804 ... 11410 11455 BR
236 236 BR2511 20250804 ... 11430 11450 BR
237 237 BR2512 20250804 ... 11475 11480 BR
238 238 BR2601 20250804 ... 11515 11525 BR
239 239 BR2602 20250804 ... 11510 11510 BR
240 240 BR2603 20250804 ... 11525 11550 BR
241 241 BR2604 20250804 ... 11590 11615 BR
242 242 BR2605 20250804 ... 11610 11625 BR
243 243 BR2606 20250804 ... 11575 11575 BR
244 244 BR2607 20250804 ... 11655 11700 BR
245 245 RU2508 20250804 ... 14275 14405 RU
246 246 RU2509 20250804 ... 14320 14440 RU
247 247 RU2510 20250804 ... 14345 14430 RU
248 248 RU2511 20250804 ... 14325 14405 RU
249 249 RU2601 20250804 ... 15210 15280 RU
250 250 RU2603 20250804 ... 15280 15385 RU
251 251 RU2604 20250804 ... 15230 15405 RU
252 252 RU2605 20250804 ... 15325 15390 RU
253 253 RU2606 20250804 ... 15330 15300 RU
254 254 RU2607 20250804 ... 15400 15360 RU
255 255 NR2508 20250804 ... 12100 12185 NR
256 256 NR2509 20250804 ... 12145 12220 NR
257 257 NR2510 20250804 ... 12190 12260 NR
258 258 NR2511 20250804 ... 12220 12295 NR
259 259 NR2512 20250804 ... 12265 12340 NR
260 260 NR2601 20250804 ... 12305 12385 NR
261 261 NR2602 20250804 ... 12335 12465 NR
262 262 NR2603 20250804 ... 12370 12310 NR
263 263 NR2604 20250804 ... 12375 12285 NR
264 264 NR2605 20250804 ... 12385 12430 NR
265 265 NR2606 20250804 ... 12485 12290 NR
266 266 NR2607 20250804 ... 12485 12550 NR
267 267 SP2508 20250804 ... 5194 5194 SP
268 268 SP2509 20250804 ... 5170 5206 SP
269 269 SP2510 20250804 ... 5172 5196 SP
270 270 SP2511 20250804 ... 5178 5202 SP
271 271 SP2512 20250804 ... 5186 5198 SP
272 272 SP2601 20250804 ... 5410 5414 SP
273 273 SP2602 20250804 ... 5362 5356 SP
274 274 SP2603 20250804 ... 5374 5362 SP
275 275 SP2604 20250804 ... 5350 5354 SP
276 276 SP2605 20250804 ... 5362 5352 SP
277 277 SP2606 20250804 ... 5378 5354 SP
278 278 SP2607 20250804 ... 5362 5348 SP
279 279 EC2508 20250804 ... 2112 2114.3 EC
280 280 EC2510 20250804 ... 1404.2 1432.1 EC
281 281 EC2512 20250804 ... 1670.3 1687.9 EC
282 282 EC2602 20250804 ... 1474.4 1485.8 EC
283 283 EC2604 20250804 ... 1315.1 1329.8 EC
284 284 EC2606 20250804 ... 1455.1 1469.7 EC
285 286 SC_TAS2509 20250804 ... SC_TAS
286 287 SC_TAS2510 20250804 ... SC_TAS
287 288 SC_TAS2511 20250804 ... SC_TAS
288 289 SC_TAS2512 20250804 ... SC_TAS
[289 rows x 13 columns]
2025-08-05 18:26:33,591 - future_1d - INFO - ak.get_shfe_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 a2509 20250804 4122.00 ... 4126.00 4126.00 A
1 a2511 20250804 4107.00 ... 4105.00 4110.00 A
2 a2601 20250804 4098.00 ... 4098.00 4098.00 A
3 a2603 20250804 4091.00 ... 4089.00 4090.00 A
4 a2605 20250804 4130.00 ... 4130.00 4129.00 A
5 a2607 20250804 4125.00 ... 4122.00 4126.00 A
6 b2508 20250804 3566.00 ... 3510.00 3592.00 B
7 b2509 20250804 3684.00 ... 3687.00 3670.00 B
8 b2510 20250804 3720.00 ... 3734.00 3709.00 B
9 b2511 20250804 3750.00 ... 3754.00 3727.00 B
10 b2512 20250804 3751.00 ... 3764.00 3744.00 B
11 b2601 20250804 3735.00 ... 3744.00 3729.00 B
12 b2602 20250804 3706.00 ... 3712.00 3700.00 B
13 b2603 20250804 3630.00 ... 3630.00 3616.00 B
14 b2604 20250804 3518.00 ... 3517.00 3504.00 B
15 b2605 20250804 3441.00 ... 3441.00 3431.00 B
16 b2606 20250804 3427.00 ... 3424.00 3416.00 B
17 b2607 20250804 3418.00 ... 3416.00 3412.00 B
18 bb2509 20250804 151.30 ... 148.85 144.90 BB
19 bb2511 20250804 149.60 ... 150.50 148.35 BB
20 bb2601 20250804 147.85 ... 149.50 148.00 BB
21 bb2603 20250804 148.70 ... 147.75 146.35 BB
22 bb2605 20250804 0.00 ... 142.05 140.75 BB
23 bb2607 20250804 0.00 ... 147.80 146.40 BB
24 bz2603 20250804 6270.00 ... 6231.00 6284.00 BZ
25 bz2604 20250804 6241.00 ... 6190.00 6241.00 BZ
26 bz2605 20250804 6255.00 ... 6254.00 6256.00 BZ
27 bz2606 20250804 0.00 ... 6253.00 6253.00 BZ
28 bz2607 20250804 6140.00 ... 6175.00 6250.00 BZ
29 c2509 20250804 2298.00 ... 2288.00 2296.00 C
30 c2511 20250804 2231.00 ... 2227.00 2233.00 C
31 c2601 20250804 2211.00 ... 2213.00 2213.00 C
32 c2603 20250804 2213.00 ... 2214.00 2213.00 C
33 c2605 20250804 2258.00 ... 2259.00 2258.00 C
34 c2607 20250804 2274.00 ... 2275.00 2276.00 C
35 cs2509 20250804 2664.00 ... 2662.00 2665.00 CS
36 cs2511 20250804 2579.00 ... 2568.00 2573.00 CS
37 cs2601 20250804 2582.00 ... 2577.00 2579.00 CS
38 cs2603 20250804 2576.00 ... 2570.00 2573.00 CS
39 cs2605 20250804 2618.00 ... 2620.00 2621.00 CS
40 cs2607 20250804 2628.00 ... 2629.00 2630.00 CS
41 eb2508 20250804 7264.00 ... 7225.00 7262.00 EB
42 eb2509 20250804 7296.00 ... 7273.00 7319.00 EB
43 eb2510 20250804 7333.00 ... 7294.00 7356.00 EB
44 eb2511 20250804 7370.00 ... 7315.00 7386.00 EB
45 eb2512 20250804 7386.00 ... 7336.00 7411.00 EB
46 eb2601 20250804 7410.00 ... 7345.00 7417.00 EB
47 eb2602 20250804 7390.00 ... 7357.00 7419.00 EB
48 eb2603 20250804 7369.00 ... 7331.00 7420.00 EB
49 eb2604 20250804 7398.00 ... 7356.00 7423.00 EB
50 eb2605 20250804 7407.00 ... 7371.00 7423.00 EB
51 eb2606 20250804 0.00 ... 7449.00 7449.00 EB
52 eb2607 20250804 0.00 ... 7370.00 7370.00 EB
53 eg2508 20250804 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250804 4402.00 ... 4375.00 4406.00 EG
55 eg2510 20250804 4397.00 ... 4380.00 4406.00 EG
56 eg2511 20250804 4418.00 ... 4400.00 4422.00 EG
57 eg2512 20250804 4419.00 ... 4410.00 4432.00 EG
58 eg2601 20250804 4438.00 ... 4410.00 4438.00 EG
59 eg2602 20250804 4404.00 ... 4414.00 4458.00 EG
60 eg2603 20250804 4410.00 ... 4411.00 4438.00 EG
61 eg2604 20250804 4423.00 ... 4423.00 4497.00 EG
62 eg2605 20250804 4431.00 ... 4429.00 4444.00 EG
63 eg2606 20250804 4429.00 ... 4424.00 4503.00 EG
64 eg2607 20250804 4446.00 ... 4446.00 4514.00 EG
65 fb2508 20250804 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250804 1280.50 ... 1270.00 1282.00 FB
67 fb2510 20250804 1320.00 ... 1309.00 1317.50 FB
68 fb2511 20250804 1314.00 ... 1301.50 1311.50 FB
69 fb2512 20250804 1310.00 ... 1304.50 1312.00 FB
70 fb2601 20250804 1319.50 ... 1304.00 1314.50 FB
71 fb2602 20250804 1329.50 ... 1312.00 1299.00 FB
72 fb2603 20250804 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250804 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250804 0.00 ... 1339.00 1339.00 FB
75 fb2606 20250804 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250804 0.00 ... 1302.50 1302.50 FB
77 i2508 20250804 799.00 ... 805.00 793.50 I
78 i2509 20250804 787.00 ... 789.00 784.50 I
79 i2510 20250804 780.00 ... 784.00 779.50 I
80 i2511 20250804 774.00 ... 778.00 773.50 I
81 i2512 20250804 767.00 ... 772.00 766.50 I
82 i2601 20250804 759.00 ... 764.00 758.00 I
83 i2602 20250804 754.00 ... 759.50 754.50 I
84 i2603 20250804 749.50 ... 754.50 750.00 I
85 i2604 20250804 745.00 ... 750.00 745.00 I
86 i2605 20250804 734.50 ... 740.00 735.50 I
87 i2606 20250804 730.50 ... 735.50 730.50 I
88 i2607 20250804 727.50 ... 731.50 726.50 I
89 j2508 20250804 0.00 ... 1598.00 1598.00 J
90 j2509 20250804 1585.50 ... 1584.50 1617.50 J
91 j2510 20250804 1604.50 ... 1604.00 1613.00 J
92 j2511 20250804 1612.00 ... 1621.50 1628.50 J
93 j2512 20250804 1621.50 ... 1629.00 1665.00 J
94 j2601 20250804 1629.50 ... 1641.00 1658.50 J
95 j2602 20250804 1634.50 ... 1634.50 1689.00 J
96 j2603 20250804 0.00 ... 1639.00 1635.00 J
97 j2604 20250804 1673.50 ... 1673.50 1708.50 J
98 j2605 20250804 1674.00 ... 1707.50 1708.00 J
99 j2606 20250804 0.00 ... 1733.00 1733.00 J
100 j2607 20250804 1686.50 ... 1733.00 1693.50 J
101 jd2508 20250804 3100.00 ... 3093.00 3271.00 JD
102 jd2509 20250804 3450.00 ... 3394.00 3501.00 JD
103 jd2510 20250804 3270.00 ... 3258.00 3294.00 JD
104 jd2511 20250804 3332.00 ... 3335.00 3355.00 JD
105 jd2512 20250804 3500.00 ... 3510.00 3516.00 JD
106 jd2601 20250804 3609.00 ... 3619.00 3616.00 JD
107 jd2602 20250804 3195.00 ... 3205.00 3197.00 JD
108 jd2603 20250804 3195.00 ... 3211.00 3198.00 JD
109 jd2604 20250804 3340.00 ... 3362.00 3341.00 JD
110 jd2605 20250804 3456.00 ... 3467.00 3454.00 JD
111 jd2606 20250804 3295.00 ... 3300.00 3285.00 JD
112 jd2607 20250804 3500.00 ... 3515.00 3497.00 JD
113 jm2508 20250804 0.00 ... 910.00 910.00 JM
114 jm2509 20250804 987.00 ... 982.50 1017.00 JM
115 jm2510 20250804 1020.00 ... 1014.00 1053.50 JM
116 jm2511 20250804 1044.00 ... 1042.50 1074.00 JM
117 jm2512 20250804 1067.50 ... 1068.00 1091.00 JM
118 jm2601 20250804 1099.50 ... 1105.50 1115.00 JM
119 jm2602 20250804 1108.00 ... 1115.50 1119.50 JM
120 jm2603 20250804 1110.50 ... 1120.50 1137.00 JM
121 jm2604 20250804 1119.50 ... 1130.00 1141.50 JM
122 jm2605 20250804 1127.00 ... 1142.00 1142.00 JM
123 jm2606 20250804 1124.00 ... 1153.00 1146.50 JM
124 jm2607 20250804 1140.00 ... 1158.00 1157.50 JM
125 l2508 20250804 0.00 ... 7311.00 7311.00 L
126 l2509 20250804 7312.00 ... 7276.00 7336.00 L
127 l2510 20250804 7342.00 ... 7299.00 7361.00 L
128 l2511 20250804 7364.00 ... 7327.00 7384.00 L
129 l2512 20250804 7372.00 ... 7342.00 7399.00 L
130 l2601 20250804 7385.00 ... 7343.00 7398.00 L
131 l2602 20250804 7360.00 ... 7340.00 7389.00 L
132 l2603 20250804 0.00 ... 7389.00 7389.00 L
133 l2604 20250804 7370.00 ... 7363.00 7386.00 L
134 l2605 20250804 7372.00 ... 7336.00 7377.00 L
135 l2606 20250804 0.00 ... 7367.00 7367.00 L
136 l2607 20250804 7340.00 ... 7340.00 7395.00 L
137 lg2509 20250804 820.00 ... 834.00 819.00 LG
138 lg2511 20250804 826.50 ... 835.00 825.00 LG
139 lg2601 20250804 829.00 ... 835.50 826.00 LG
140 lg2603 20250804 829.00 ... 832.50 824.00 LG
141 lg2605 20250804 834.50 ... 839.50 830.00 LG
142 lg2607 20250804 830.00 ... 833.00 827.50 LG
143 lh2509 20250804 13975.00 ... 13880.00 14010.00 LH
144 lh2511 20250804 13800.00 ... 13840.00 13860.00 LH
145 lh2601 20250804 14105.00 ... 14145.00 14185.00 LH
146 lh2603 20250804 13220.00 ... 13230.00 13290.00 LH
147 lh2605 20250804 13700.00 ... 13740.00 13740.00 LH
148 lh2607 20250804 14390.00 ... 14395.00 14445.00 LH
149 m2508 20250804 3000.00 ... 3001.00 2998.00 M
150 m2509 20250804 3006.00 ... 3021.00 3004.00 M
151 m2511 20250804 3042.00 ... 3060.00 3043.00 M
152 m2512 20250804 3069.00 ... 3084.00 3068.00 M
153 m2601 20250804 3033.00 ... 3050.00 3035.00 M
154 m2603 20250804 2919.00 ... 2929.00 2918.00 M
155 m2605 20250804 2735.00 ... 2742.00 2734.00 M
156 m2607 20250804 2718.00 ... 2723.00 2717.00 M
157 p2508 20250804 0.00 ... 8808.00 8808.00 P
158 p2509 20250804 8918.00 ... 8814.00 8894.00 P
159 p2510 20250804 8910.00 ... 8818.00 8900.00 P
160 p2511 20250804 8910.00 ... 8814.00 8902.00 P
161 p2512 20250804 8924.00 ... 8812.00 8898.00 P
162 p2601 20250804 8946.00 ... 8830.00 8914.00 P
163 p2602 20250804 8890.00 ... 8804.00 8886.00 P
164 p2603 20250804 8844.00 ... 8766.00 8836.00 P
165 p2604 20250804 8798.00 ... 8720.00 8804.00 P
166 p2605 20250804 8770.00 ... 8648.00 8732.00 P
167 p2606 20250804 8558.00 ... 8548.00 8664.00 P
168 p2607 20250804 8470.00 ... 8484.00 8594.00 P
169 pg2508 20250804 3965.00 ... 3935.00 3984.00 PG
170 pg2509 20250804 3973.00 ... 3921.00 3987.00 PG
171 pg2510 20250804 4407.00 ... 4347.00 4432.00 PG
172 pg2511 20250804 4353.00 ... 4286.00 4377.00 PG
173 pg2512 20250804 4307.00 ... 4231.00 4319.00 PG
174 pg2601 20250804 4246.00 ... 4175.00 4255.00 PG
175 pg2602 20250804 4160.00 ... 4093.00 4171.00 PG
176 pg2603 20250804 4081.00 ... 4019.00 4085.00 PG
177 pg2604 20250804 4342.00 ... 4330.00 4381.00 PG
178 pg2605 20250804 4260.00 ... 4209.00 4287.00 PG
179 pg2606 20250804 4210.00 ... 4163.00 4227.00 PG
180 pg2607 20250804 4154.00 ... 4116.00 4200.00 PG
181 pp2508 20250804 7042.00 ... 7033.00 7061.00 PP
182 pp2509 20250804 7098.00 ... 7069.00 7113.00 PP
183 pp2510 20250804 7092.00 ... 7062.00 7116.00 PP
184 pp2511 20250804 7101.00 ... 7082.00 7128.00 PP
185 pp2512 20250804 7110.00 ... 7094.00 7136.00 PP
186 pp2601 20250804 7130.00 ... 7099.00 7137.00 PP
187 pp2602 20250804 7100.00 ... 7084.00 7120.00 PP
188 pp2603 20250804 7092.00 ... 7085.00 7104.00 PP
189 pp2604 20250804 7107.00 ... 7101.00 7125.00 PP
190 pp2605 20250804 7120.00 ... 7107.00 7134.00 PP
191 pp2606 20250804 7100.00 ... 7085.00 7112.00 PP
192 pp2607 20250804 7100.00 ... 7100.00 7131.00 PP
193 rr2508 20250804 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250804 3601.00 ... 3611.00 3615.00 RR
195 rr2510 20250804 3627.00 ... 3622.00 3629.00 RR
196 rr2511 20250804 3631.00 ... 3626.00 3629.00 RR
197 rr2512 20250804 3626.00 ... 3622.00 3624.00 RR
198 rr2601 20250804 3631.00 ... 3629.00 3631.00 RR
199 rr2602 20250804 3625.00 ... 3623.00 3625.00 RR
200 rr2603 20250804 3624.00 ... 3621.00 3619.00 RR
201 rr2604 20250804 3622.00 ... 3622.00 3624.00 RR
202 rr2605 20250804 3620.00 ... 3620.00 3624.00 RR
203 rr2606 20250804 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250804 0.00 ... 3633.00 3633.00 RR
205 v2508 20250804 4952.00 ... 4937.00 5001.00 V
206 v2509 20250804 5019.00 ... 4978.00 5040.00 V
207 v2510 20250804 5043.00 ... 5012.00 5075.00 V
208 v2511 20250804 5082.00 ... 5053.00 5114.00 V
209 v2512 20250804 5118.00 ... 5084.00 5145.00 V
210 v2601 20250804 5170.00 ... 5116.00 5179.00 V
211 v2602 20250804 5166.00 ... 5144.00 5204.00 V
212 v2603 20250804 5190.00 ... 5169.00 5233.00 V
213 v2604 20250804 5410.00 ... 5385.00 5443.00 V
214 v2605 20250804 5452.00 ... 5410.00 5464.00 V
215 v2606 20250804 5453.00 ... 5440.00 5473.00 V
216 v2607 20250804 5500.00 ... 5454.00 5503.00 V
217 y2508 20250804 8210.00 ... 8284.00 8240.00 Y
218 y2509 20250804 8274.00 ... 8246.00 8228.00 Y
219 y2511 20250804 8266.00 ... 8240.00 8220.00 Y
220 y2512 20250804 8284.00 ... 8258.00 8230.00 Y
221 y2601 20250804 8230.00 ... 8204.00 8186.00 Y
222 y2603 20250804 8120.00 ... 8104.00 8078.00 Y
223 y2605 20250804 7850.00 ... 7842.00 7834.00 Y
224 y2607 20250804 7800.00 ... 7792.00 7802.00 Y
[225 rows x 12 columns]
2025-08-05 18:26:34,213 - future_1d - INFO - ak.get_dce_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250804 7773.0 7849.0 ... 300951.68 7814.0 7791.0 AP
1 AP511 20250804 7605.0 7653.0 ... 1725.71 7636.0 7603.0 AP
2 AP512 20250804 7674.0 7706.0 ... 53.89 7698.0 7663.0 AP
3 AP601 20250804 7682.0 7768.0 ... 19704.24 7736.0 7718.0 AP
4 AP603 20250804 7662.0 7733.0 ... 169.46 7703.0 7676.0 AP
5 AP604 20250804 7724.0 7797.0 ... 139.63 7757.0 7710.0 AP
6 AP605 20250804 7800.0 7877.0 ... 352.93 7843.0 7792.0 AP
7 CF509 20250804 13585.0 13725.0 ... 1297244.37 13640.0 13615.0 CF
8 CF511 20250804 13650.0 13730.0 ... 141482.60 13655.0 13685.0 CF
9 CF601 20250804 13780.0 13850.0 ... 771390.51 13780.0 13800.0 CF
10 CF603 20250804 13725.0 13815.0 ... 4326.38 13755.0 13780.0 CF
11 CF605 20250804 13725.0 13790.0 ... 31564.35 13720.0 13770.0 CF
12 CF607 20250804 13730.0 13800.0 ... 1444.25 13755.0 13765.0 CF
13 CJ509 20250804 9855.0 9965.0 ... 53058.83 9790.0 9715.0 CJ
14 CJ512 20250804 10885.0 10970.0 ... 13609.31 10750.0 10725.0 CJ
15 CJ601 20250804 11030.0 11135.0 ... 931396.45 10920.0 10880.0 CJ
16 CJ603 20250804 11075.0 11200.0 ... 14148.16 11000.0 10915.0 CJ
17 CJ605 20250804 11220.0 11330.0 ... 133541.52 11135.0 11085.0 CJ
18 CJ607 20250804 11440.0 11470.0 ... 3045.32 11300.0 11265.0 CJ
19 CY508 20250804 0.0 0.0 ... 0.00 20005.0 20005.0 CY
20 CY509 20250804 19730.0 19855.0 ... 40417.30 19790.0 19760.0 CY
21 CY510 20250804 0.0 0.0 ... 0.00 19900.0 19900.0 CY
22 CY511 20250804 19735.0 19830.0 ... 50819.35 19765.0 19765.0 CY
23 CY512 20250804 19650.0 19650.0 ... 9.83 19650.0 19570.0 CY
24 CY601 20250804 19680.0 19740.0 ... 363.90 19670.0 19695.0 CY
25 CY602 20250804 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250804 0.0 0.0 ... 0.00 20150.0 20150.0 CY
27 CY604 20250804 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250804 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250804 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250804 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250804 1060.0 1062.0 ... 110.41 1062.0 1092.0 FG
32 FG509 20250804 1102.0 1114.0 ... 3978523.83 1084.0 1104.0 FG
33 FG510 20250804 1182.0 1191.0 ... 111783.35 1162.0 1181.0 FG
34 FG511 20250804 1170.0 1180.0 ... 144753.47 1156.0 1172.0 FG
35 FG512 20250804 1246.0 1250.0 ... 38624.12 1228.0 1238.0 FG
36 FG601 20250804 1225.0 1239.0 ... 2136501.70 1218.0 1226.0 FG
37 FG602 20250804 1275.0 1281.0 ... 4936.81 1261.0 1268.0 FG
38 FG603 20250804 1268.0 1278.0 ... 2449.13 1256.0 1264.0 FG
39 FG604 20250804 1315.0 1323.0 ... 1652.62 1303.0 1302.0 FG
40 FG605 20250804 1305.0 1312.0 ... 39571.16 1292.0 1297.0 FG
41 FG606 20250804 1333.0 1336.0 ... 1654.59 1322.0 1320.0 FG
42 FG607 20250804 1328.0 1333.0 ... 1215.33 1315.0 1316.0 FG
43 JR509 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250804 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250804 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250804 0.0 0.0 ... 0.00 2366.0 2368.0 MA
53 MA509 20250804 2398.0 2398.0 ... 937605.55 2384.0 2403.0 MA
54 MA510 20250804 2423.0 2426.0 ... 47736.70 2413.0 2431.0 MA
55 MA511 20250804 2445.0 2448.0 ... 86842.31 2437.0 2452.0 MA
56 MA512 20250804 2475.0 2482.0 ... 51185.22 2472.0 2485.0 MA
57 MA601 20250804 2490.0 2492.0 ... 293457.67 2481.0 2495.0 MA
58 MA602 20250804 2476.0 2487.0 ... 14.89 2482.0 2494.0 MA
59 MA603 20250804 2477.0 2480.0 ... 71.73 2474.0 2490.0 MA
60 MA604 20250804 2458.0 2460.0 ... 14.74 2456.0 2468.0 MA
61 MA605 20250804 2438.0 2440.0 ... 8826.55 2427.0 2443.0 MA
62 MA606 20250804 2435.0 2443.0 ... 29.25 2438.0 2457.0 MA
63 MA607 20250804 2425.0 2428.0 ... 31.53 2425.0 2439.0 MA
64 OI509 20250804 9516.0 9545.0 ... 2070972.21 9490.0 9495.0 OI
65 OI511 20250804 9519.0 9555.0 ... 196916.07 9496.0 9506.0 OI
66 OI601 20250804 9462.0 9478.0 ... 724308.93 9429.0 9434.0 OI
67 OI603 20250804 9387.0 9414.0 ... 1143.75 9375.0 9363.0 OI
68 OI605 20250804 9337.0 9357.0 ... 9060.38 9321.0 9328.0 OI
69 OI607 20250804 9288.0 9338.0 ... 65.18 9312.0 9314.0 OI
70 PF508 20250804 6342.0 6342.0 ... 309.71 6322.0 6360.0 PF
71 PF509 20250804 6392.0 6394.0 ... 236650.30 6362.0 6408.0 PF
72 PF510 20250804 6460.0 6484.0 ... 235468.09 6420.0 6474.0 PF
73 PF511 20250804 6448.0 6454.0 ... 75736.25 6412.0 6468.0 PF
74 PF512 20250804 6442.0 6448.0 ... 32645.95 6404.0 6464.0 PF
75 PF601 20250804 6452.0 6458.0 ... 7784.22 6416.0 6470.0 PF
76 PF602 20250804 6454.0 6454.0 ... 125.43 6432.0 6474.0 PF
77 PF603 20250804 6432.0 6436.0 ... 32.10 6420.0 6486.0 PF
78 PF604 20250804 6432.0 6432.0 ... 6.43 6432.0 6508.0 PF
79 PF605 20250804 6488.0 6488.0 ... 35.56 6466.0 6522.0 PF
80 PF606 20250804 6474.0 6474.0 ... 9.70 6468.0 6530.0 PF
81 PF607 20250804 6476.0 6476.0 ... 3.24 6476.0 6540.0 PF
82 PK510 20250804 8086.0 8116.0 ... 138040.34 8092.0 8094.0 PK
83 PK511 20250804 7936.0 7992.0 ... 65133.48 7960.0 7962.0 PK
84 PK512 20250804 7944.0 7964.0 ... 12139.21 7948.0 7946.0 PK
85 PK601 20250804 7938.0 7960.0 ... 9737.21 7950.0 7944.0 PK
86 PK603 20250804 7948.0 7970.0 ... 143.10 7950.0 7958.0 PK
87 PK604 20250804 7964.0 7970.0 ... 55.71 7960.0 7966.0 PK
88 PK605 20250804 7964.0 7968.0 ... 1057.86 7954.0 7954.0 PK
89 PL601 20250804 6480.0 6494.0 ... 27644.28 6468.0 6504.0 PL
90 PL602 20250804 6559.0 6565.0 ... 2547.66 6532.0 6587.0 PL
91 PL603 20250804 6503.0 6503.0 ... 1308.30 6477.0 6512.0 PL
92 PL604 20250804 6500.0 6500.0 ... 90.64 6475.0 6491.0 PL
93 PL605 20250804 6394.0 6399.0 ... 368.63 6356.0 6415.0 PL
94 PL606 20250804 6487.0 6488.0 ... 38.86 6477.0 6551.0 PL
95 PL607 20250804 6480.0 6480.0 ... 38.86 6477.0 6543.0 PL
96 PM509 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250804 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250804 5910.0 5910.0 ... 883.53 5890.0 5910.0 PR
103 PR509 20250804 5920.0 5930.0 ... 131191.51 5896.0 5934.0 PR
104 PR510 20250804 5958.0 5960.0 ... 261631.81 5932.0 5974.0 PR
105 PR511 20250804 5960.0 5976.0 ... 144239.65 5946.0 5986.0 PR
106 PR512 20250804 5970.0 5978.0 ... 24440.54 5962.0 5986.0 PR
107 PR601 20250804 5980.0 5982.0 ... 2565.75 5960.0 5986.0 PR
108 PR602 20250804 5988.0 6010.0 ... 18.00 6000.0 6020.0 PR
109 PR603 20250804 6000.0 6020.0 ... 36.03 6006.0 6026.0 PR
110 PR604 20250804 6010.0 6012.0 ... 27.05 6012.0 6036.0 PR
111 PR605 20250804 6000.0 6000.0 ... 44.95 5994.0 6032.0 PR
112 PR606 20250804 0.0 0.0 ... 0.00 6026.0 6026.0 PR
113 PR607 20250804 0.0 0.0 ... 0.00 6038.0 6066.0 PR
114 PX508 20250804 0.0 0.0 ... 0.00 6780.0 6846.0 PX
115 PX509 20250804 6814.0 6840.0 ... 334445.39 6780.0 6846.0 PX
116 PX510 20250804 6822.0 6836.0 ... 74595.13 6768.0 6842.0 PX
117 PX511 20250804 6792.0 6818.0 ... 152374.76 6744.0 6828.0 PX
118 PX512 20250804 6808.0 6820.0 ... 62508.73 6748.0 6828.0 PX
119 PX601 20250804 6784.0 6802.0 ... 65389.34 6746.0 6810.0 PX
120 PX602 20250804 6760.0 6760.0 ... 20.16 6722.0 6796.0 PX
121 PX603 20250804 6706.0 6706.0 ... 3.35 6706.0 6788.0 PX
122 PX604 20250804 0.0 0.0 ... 0.00 6718.0 6792.0 PX
123 PX605 20250804 6750.0 6752.0 ... 228.14 6710.0 6778.0 PX
124 PX606 20250804 6736.0 6736.0 ... 10.08 6718.0 6774.0 PX
125 PX607 20250804 6740.0 6740.0 ... 10.08 6720.0 6790.0 PX
126 RI509 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250804 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250804 2675.0 2690.0 ... 1239.52 2683.0 2666.0 RM
133 RM509 20250804 2668.0 2706.0 ... 707768.85 2686.0 2679.0 RM
134 RM511 20250804 2535.0 2565.0 ... 9752.72 2555.0 2536.0 RM
135 RM601 20250804 2403.0 2443.0 ... 289576.57 2428.0 2401.0 RM
136 RM603 20250804 2384.0 2414.0 ... 18395.60 2403.0 2381.0 RM
137 RM605 20250804 2372.0 2388.0 ... 66568.85 2380.0 2371.0 RM
138 RM607 20250804 2360.0 2371.0 ... 5984.32 2363.0 2359.0 RM
139 RS508 20250804 0.0 0.0 ... 0.00 5037.0 5075.0 RS
140 RS509 20250804 5020.0 5126.0 ... 56.08 5098.0 5136.0 RS
141 RS511 20250804 0.0 0.0 ... 0.00 5241.0 5241.0 RS
142 RS607 20250804 0.0 0.0 ... 0.00 5350.0 5290.0 RS
143 SA508 20250804 1243.0 1253.0 ... 628.17 1246.0 1241.0 SA
144 SA509 20250804 1261.0 1265.0 ... 2853354.68 1246.0 1254.0 SA
145 SA510 20250804 1284.0 1294.0 ... 262195.50 1274.0 1275.0 SA
146 SA511 20250804 1293.0 1304.0 ... 322932.05 1284.0 1285.0 SA
147 SA512 20250804 1328.0 1342.0 ... 115764.91 1323.0 1324.0 SA
148 SA601 20250804 1336.0 1348.0 ... 2655822.59 1327.0 1328.0 SA
149 SA602 20250804 1347.0 1356.0 ... 5451.06 1334.0 1337.0 SA
150 SA603 20250804 1341.0 1360.0 ... 6134.95 1337.0 1340.0 SA
151 SA604 20250804 1384.0 1394.0 ... 2576.12 1370.0 1373.0 SA
152 SA605 20250804 1387.0 1399.0 ... 68878.89 1376.0 1376.0 SA
153 SA606 20250804 1389.0 1403.0 ... 2068.54 1381.0 1382.0 SA
154 SA607 20250804 1381.0 1396.0 ... 1834.07 1373.0 1375.0 SA
155 SF508 20250804 5654.0 5654.0 ... 565.40 5654.0 5708.0 SF
156 SF509 20250804 5650.0 5686.0 ... 630654.35 5658.0 5706.0 SF
157 SF510 20250804 5636.0 5674.0 ... 117651.91 5638.0 5692.0 SF
158 SF511 20250804 5810.0 5850.0 ... 191289.12 5808.0 5872.0 SF
159 SF512 20250804 5794.0 5840.0 ... 21588.72 5802.0 5860.0 SF
160 SF601 20250804 5788.0 5828.0 ... 59683.99 5790.0 5852.0 SF
161 SF602 20250804 5750.0 5786.0 ... 628.50 5740.0 5802.0 SF
162 SF603 20250804 5890.0 5918.0 ... 123.44 5878.0 5928.0 SF
163 SF604 20250804 5850.0 5902.0 ... 43.97 5862.0 5914.0 SF
164 SF605 20250804 5860.0 5900.0 ... 556.94 5862.0 5906.0 SF
165 SF606 20250804 5778.0 5820.0 ... 46.31 5790.0 5840.0 SF
166 SF607 20250804 5926.0 5938.0 ... 26.67 5926.0 5962.0 SF
167 SH508 20250804 0.0 0.0 ... 741.00 2459.0 2476.0 SH
168 SH509 20250804 2537.0 2548.0 ... 1513544.15 2517.0 2541.0 SH
169 SH510 20250804 2600.0 2612.0 ... 316036.16 2590.0 2606.0 SH
170 SH511 20250804 2587.0 2611.0 ... 280266.17 2584.0 2595.0 SH
171 SH512 20250804 2607.0 2623.0 ... 85877.07 2597.0 2610.0 SH
172 SH601 20250804 2600.0 2607.0 ... 401607.32 2587.0 2599.0 SH
173 SH602 20250804 2619.0 2626.0 ... 617.95 2607.0 2614.0 SH
174 SH603 20250804 2629.0 2636.0 ... 416.18 2617.0 2630.0 SH
175 SH604 20250804 2666.0 2676.0 ... 175.74 2663.0 2672.0 SH
176 SH605 20250804 2686.0 2688.0 ... 4474.98 2673.0 2681.0 SH
177 SH606 20250804 2686.0 2693.0 ... 233.36 2682.0 2687.0 SH
178 SH607 20250804 2671.0 2671.0 ... 47.93 2663.0 2662.0 SH
179 SM508 20250804 5950.0 5968.0 ... 1159.78 5948.0 5982.0 SM
180 SM509 20250804 5950.0 5996.0 ... 838339.68 5962.0 5974.0 SM
181 SM510 20250804 5942.0 5998.0 ... 71556.61 5964.0 5986.0 SM
182 SM511 20250804 6016.0 6064.0 ... 134514.72 6032.0 6050.0 SM
183 SM512 20250804 6024.0 6072.0 ... 34306.74 6040.0 6054.0 SM
184 SM601 20250804 6040.0 6082.0 ... 235811.29 6050.0 6060.0 SM
185 SM602 20250804 6018.0 6068.0 ... 1023.27 6056.0 6056.0 SM
186 SM603 20250804 6012.0 6078.0 ... 202.33 6040.0 6068.0 SM
187 SM604 20250804 6032.0 6086.0 ... 138.95 6042.0 6084.0 SM
188 SM605 20250804 6048.0 6114.0 ... 4435.33 6080.0 6092.0 SM
189 SM606 20250804 6072.0 6112.0 ... 51.73 6086.0 6098.0 SM
190 SM607 20250804 6100.0 6130.0 ... 79.35 6104.0 6130.0 SM
191 SR509 20250804 5730.0 5735.0 ... 851954.10 5721.0 5762.0 SR
192 SR511 20250804 5653.0 5657.0 ... 80022.35 5650.0 5662.0 SR
193 SR601 20250804 5618.0 5639.0 ... 428796.21 5626.0 5639.0 SR
194 SR603 20250804 5592.0 5609.0 ... 4269.87 5596.0 5610.0 SR
195 SR605 20250804 5566.0 5575.0 ... 28518.38 5567.0 5590.0 SR
196 SR607 20250804 5568.0 5571.0 ... 1363.09 5564.0 5590.0 SR
197 TA508 20250804 4740.0 4740.0 ... 2013.21 4688.0 4772.0 TA
198 TA509 20250804 4750.0 4758.0 ... 1193028.62 4716.0 4762.0 TA
199 TA510 20250804 4754.0 4776.0 ... 93498.83 4734.0 4782.0 TA
200 TA511 20250804 4776.0 4782.0 ... 65366.60 4740.0 4790.0 TA
201 TA512 20250804 4778.0 4782.0 ... 25256.18 4742.0 4796.0 TA
202 TA601 20250804 4782.0 4786.0 ... 551070.31 4744.0 4800.0 TA
203 TA602 20250804 4772.0 4772.0 ... 68.79 4744.0 4794.0 TA
204 TA603 20250804 4778.0 4778.0 ... 23.76 4752.0 4800.0 TA
205 TA604 20250804 4760.0 4760.0 ... 14.28 4758.0 4808.0 TA
206 TA605 20250804 4808.0 4820.0 ... 8422.00 4784.0 4820.0 TA
207 TA606 20250804 4794.0 4794.0 ... 11.96 4784.0 4834.0 TA
208 TA607 20250804 4786.0 4788.0 ... 7.18 4786.0 4840.0 TA
209 UR508 20250804 0.0 0.0 ... 0.00 1722.0 1707.0 UR
210 UR509 20250804 1714.0 1742.0 ... 511274.84 1726.0 1714.0 UR
211 UR510 20250804 1719.0 1748.0 ... 24919.67 1734.0 1723.0 UR
212 UR511 20250804 1741.0 1776.0 ... 23864.82 1765.0 1752.0 UR
213 UR512 20250804 1752.0 1770.0 ... 715.44 1762.0 1745.0 UR
214 UR601 20250804 1740.0 1765.0 ... 144639.26 1752.0 1741.0 UR
215 UR602 20250804 1733.0 1762.0 ... 2181.49 1751.0 1739.0 UR
216 UR603 20250804 1777.0 1794.0 ... 92.82 1785.0 1776.0 UR
217 UR604 20250804 1778.0 1794.0 ... 160.22 1780.0 1778.0 UR
218 UR605 20250804 1782.0 1799.0 ... 4427.03 1788.0 1780.0 UR
219 UR606 20250804 1771.0 1789.0 ... 181.43 1779.0 1775.0 UR
220 UR607 20250804 1776.0 1793.0 ... 139.19 1785.0 1782.0 UR
221 WH509 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-05 18:26:34,558 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
2025-08-05 18:26:36,294 - future_1d - INFO - save future_daily 2025-08-04 completed
symbol date open ... settle pre_settle variety
0 PS2508 20250805 48370.0 ... 48635.0 48370.0 PS
1 PS2509 20250805 48100.0 ... 49445.0 48250.0 PS
2 PS2510 20250805 48480.0 ... 49665.0 48405.0 PS
3 PS2511 20250805 48615.0 ... 49740.0 48450.0 PS
4 PS2512 20250805 51470.0 ... 52710.0 51430.0 PS
5 PS2601 20250805 51795.0 ... 52905.0 51605.0 PS
6 PS2602 20250805 51960.0 ... 53055.0 51880.0 PS
7 PS2603 20250805 52045.0 ... 53175.0 52045.0 PS
8 PS2604 20250805 52500.0 ... 53395.0 52185.0 PS
9 PS2605 20250805 51820.0 ... 53265.0 51875.0 PS
10 PS2606 20250805 54505.0 ... 55725.0 54095.0 PS
11 PS2607 20250805 54620.0 ... 55890.0 54260.0 PS
13 SI2508 20250805 0.0 ... 8490.0 8490.0 SI
14 SI2509 20250805 8330.0 ... 8365.0 8365.0 SI
15 SI2510 20250805 8315.0 ... 8400.0 8380.0 SI
16 SI2511 20250805 8345.0 ... 8395.0 8375.0 SI
17 SI2512 20250805 8830.0 ... 8785.0 8720.0 SI
18 SI2601 20250805 8730.0 ... 8770.0 8715.0 SI
19 SI2602 20250805 8700.0 ... 8810.0 8700.0 SI
20 SI2603 20250805 8715.0 ... 8780.0 8725.0 SI
21 SI2604 20250805 8670.0 ... 8830.0 8745.0 SI
22 SI2605 20250805 8735.0 ... 8805.0 8745.0 SI
23 SI2606 20250805 8740.0 ... 8825.0 8770.0 SI
24 SI2607 20250805 8755.0 ... 8795.0 8790.0 SI
27 LC2508 20250805 69200.0 ... 68200.0 69520.0 LC
28 LC2509 20250805 69160.0 ... 68400.0 69520.0 LC
29 LC2510 20250805 69080.0 ... 68520.0 69480.0 LC
30 LC2511 20250805 68840.0 ... 68540.0 69500.0 LC
31 LC2512 20250805 69460.0 ... 68680.0 69580.0 LC
32 LC2601 20250805 69000.0 ... 68800.0 69640.0 LC
33 LC2602 20250805 68900.0 ... 68520.0 69320.0 LC
34 LC2603 20250805 69000.0 ... 68720.0 69440.0 LC
35 LC2604 20250805 69740.0 ... 69360.0 70200.0 LC
36 LC2605 20250805 70040.0 ... 69560.0 70300.0 LC
37 LC2606 20250805 70020.0 ... 69560.0 70140.0 LC
38 LC2607 20250805 70060.0 ... 69780.0 70220.0 LC
[36 rows x 12 columns]
2025-08-05 18:26:41,437 - future_1d - INFO - ak.get_gfex_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 IC2508 20250805 6240.400 ... 6260.200 6220.600 IC
1 IC2509 20250805 6177.000 ... 6195.600 6157.800 IC
2 IC2512 20250805 6030.800 ... 6038.000 6001.200 IC
3 IC2603 20250805 5896.000 ... 5903.400 5873.200 IC
4 IF2508 20250805 4072.000 ... 4094.400 4060.000 IF
5 IF2509 20250805 4060.000 ... 4081.800 4048.000 IF
6 IF2512 20250805 4026.000 ... 4050.800 4017.000 IF
7 IF2603 20250805 3999.800 ... 4019.000 3987.200 IF
8 IH2508 20250805 2770.200 ... 2789.800 2767.200 IH
9 IH2509 20250805 2772.000 ... 2790.800 2768.000 IH
10 IH2512 20250805 2775.200 ... 2792.600 2770.000 IH
11 IH2603 20250805 2775.600 ... 2792.800 2769.800 IH
12 IM2508 20250805 6729.800 ... 6744.600 6694.400 IM
13 IM2509 20250805 6658.000 ... 6673.200 6622.600 IM
14 IM2512 20250805 6468.000 ... 6482.200 6433.000 IM
15 IM2603 20250805 6294.000 ... 6304.800 6262.000 IM
16 T2509 20250805 108.470 ... 108.550 108.485 T
17 T2512 20250805 108.210 ... 108.360 108.265 T
18 T2603 20250805 108.000 ... 108.150 108.035 T
19 TF2509 20250805 105.700 ... 105.755 105.715 TF
20 TF2512 20250805 105.655 ... 105.770 105.710 TF
21 TF2603 20250805 105.685 ... 105.770 105.695 TF
22 TL2509 20250805 119.200 ... 119.380 119.250 TL
23 TL2512 20250805 118.650 ... 119.020 118.900 TL
24 TL2603 20250805 118.450 ... 118.610 118.540 TL
25 TS2509 20250805 102.358 ... 102.352 102.354 TS
26 TS2512 20250805 102.356 ... 102.392 102.362 TS
27 TS2603 20250805 102.338 ... 102.368 102.332 TS
[28 rows x 12 columns]
2025-08-05 18:26:41,516 - future_1d - INFO - ak.get_cffex_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250805 502.7 513.2 ... 5459613.72 509.1 516.8 SC
1 SC2510 20250805 497.8 507.5 ... 1479824.73 503.3 511.8 SC
2 SC2511 20250805 494.7 503.5 ... 281418.06 499.4 507.9 SC
3 SC2512 20250805 490 499.4 ... 65747.36 494.7 505.7 SC
4 SC2601 20250805 487.9 495.8 ... 15354.48 490.5 501.5 SC
5 SC2602 20250805 485.2 491.7 ... 6862.23 486.6 499.8 SC
6 SC2603 20250805 483 487.8 ... 3345.39 484.8 496.8 SC
7 SC2604 20250805 480.1 485.6 ... 1204.3 481.7 489 SC
8 SC2605 20250805 478.8 483.1 ... 529.53 481.3 490.7 SC
9 SC2606 20250805 477.7 483.9 ... 2972.12 479.3 485.9 SC
10 SC2607 20250805 ... 0 482.4 485 SC
11 SC2608 20250805 474.3 490 ... 240.81 481.6 486.8 SC
12 SC2609 20250805 ... 0 478 480.4 SC
13 SC2612 20250805 470 474.7 ... 94.47 472.3 482 SC
14 SC2703 20250805 ... 0 473.1 478.1 SC
15 SC2706 20250805 ... 0 473 480.9 SC
16 SC2709 20250805 467.5 467.5 ... 93.36 466.8 471.7 SC
17 SC2712 20250805 ... 0 466.3 470.1 SC
18 SC2803 20250805 453 473 ... 92.6 463 469.5 SC
19 SC2806 20250805 463 463 ... 366.94 458.6 472.4 SC
21 LU2509 20250805 3501 3570 ... 12623.133 3544 3572 LU
22 LU2510 20250805 3507 3567 ... 307314.131 3539 3588 LU
23 LU2511 20250805 3512 3565 ... 133821.897 3541 3600 LU
24 LU2512 20250805 3501 3547 ... 8740.935 3528 3571 LU
25 LU2601 20250805 3498 3512 ... 7071.373 3495 3529 LU
26 LU2602 20250805 3488 3500 ... 1396.232 3473 3526 LU
27 LU2603 20250805 3478 3526 ... 360.621 3467 3550 LU
28 LU2604 20250805 3436 3454 ... 30.987 3443 3506 LU
29 LU2605 20250805 3425 3453 ... 17.176 3435 3467 LU
30 LU2606 20250805 3418 3444 ... 13.748 3437 3492 LU
31 LU2607 20250805 3413 3437 ... 30.806 3422 3478 LU
32 LU2608 20250805 3415 3432 ... 13.675 3418 3477 LU
34 NR2508 20250805 12110 12280 ... 4037.1 12230 12100 NR
35 NR2509 20250805 12230 12345 ... 771088.43 12270 12145 NR
36 NR2510 20250805 12275 12395 ... 542097.88 12315 12190 NR
37 NR2511 20250805 12350 12440 ... 102313.575 12365 12220 NR
38 NR2512 20250805 12310 12470 ... 33457.98 12390 12265 NR
39 NR2601 20250805 12360 12525 ... 82388.275 12415 12305 NR
40 NR2602 20250805 12455 13005 ... 1072.095 12465 12335 NR
41 NR2603 20250805 12440 12535 ... 448.985 12470 12370 NR
42 NR2604 20250805 12435 12555 ... 62.61 12520 12375 NR
43 NR2605 20250805 13300 13300 ... 127.815 12780 12385 NR
44 NR2606 20250805 12510 12610 ... 37.62 12540 12485 NR
45 NR2607 20250805 12560 12560 ... 12.56 12560 12485 NR
47 BC2508 20250805 69500 69500 ... 173.75 69500 69390 BC
48 BC2509 20250805 69530 69790 ... 95558.87 69640 69370 BC
49 BC2510 20250805 69440 69850 ... 11567.63 69680 69410 BC
50 BC2511 20250805 ... 0 69240 69240 BC
51 BC2512 20250805 69910 69910 ... 34.955 69910 69650 BC
52 BC2601 20250805 ... 0 70020 70020 BC
53 BC2602 20250805 ... 0 70000 70000 BC
54 BC2603 20250805 ... 0 70000 70000 BC
55 BC2604 20250805 ... 0 70000 70000 BC
56 BC2605 20250805 ... 0 70000 70000 BC
57 BC2606 20250805 ... 0 69340 69340 BC
58 BC2607 20250805 ... 0 68670 68670 BC
60 EC2508 20250805 2103.1 2104 ... 7378.154 2096 2112 EC
61 EC2510 20250805 1400 1434.9 ... 215916.821 1411.1 1404.2 EC
62 EC2512 20250805 1665 1700.3 ... 23347.8595 1682.1 1670.3 EC
63 EC2602 20250805 1465.8 1498.8 ... 5306.773 1478.2 1474.4 EC
64 EC2604 20250805 1309.9 1339 ... 4990.0835 1323.6 1315.1 EC
65 EC2606 20250805 1454.1 1472.5 ... 606.269 1460.8 1455.1 EC
68 SC_TAS2509 20250805 ... SC_TAS
69 SC_TAS2510 20250805 ... SC_TAS
70 SC_TAS2511 20250805 ... SC_TAS
71 SC_TAS2512 20250805 ... SC_TAS
[66 rows x 12 columns]
2025-08-05 18:26:41,583 - future_1d - INFO - ak.get_ine_daily('2025-08-05') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250805 ... 78490 78240 CU
1 1 CU2509 20250805 ... 78480 78220 CU
2 2 CU2510 20250805 ... 78480 78200 CU
3 3 CU2511 20250805 ... 78440 78130 CU
4 4 CU2512 20250805 ... 78420 78100 CU
5 5 CU2601 20250805 ... 78400 78080 CU
6 6 CU2602 20250805 ... 78330 78070 CU
7 7 CU2603 20250805 ... 78340 78030 CU
8 8 CU2604 20250805 ... 78360 78120 CU
9 9 CU2605 20250805 ... 78390 78080 CU
10 10 CU2606 20250805 ... 78380 78120 CU
11 11 CU2607 20250805 ... 78380 78080 CU
12 12 BC2508 20250805 ... 69500 69390 BC
13 13 BC2509 20250805 ... 69640 69370 BC
14 14 BC2510 20250805 ... 69680 69410 BC
15 15 BC2511 20250805 ... 69240 69240 BC
16 16 BC2512 20250805 ... 69910 69650 BC
17 17 BC2601 20250805 ... 70020 70020 BC
18 18 BC2602 20250805 ... 70000 70000 BC
19 19 BC2603 20250805 ... 70000 70000 BC
20 20 BC2604 20250805 ... 70000 70000 BC
21 21 BC2605 20250805 ... 70000 70000 BC
22 22 BC2606 20250805 ... 69340 69340 BC
23 23 BC2607 20250805 ... 68670 68670 BC
24 24 AL2508 20250805 ... 20535 20515 AL
25 25 AL2509 20250805 ... 20495 20455 AL
26 26 AL2510 20250805 ... 20460 20415 AL
27 27 AL2511 20250805 ... 20420 20370 AL
28 28 AL2512 20250805 ... 20360 20325 AL
29 29 AL2601 20250805 ... 20325 20295 AL
30 30 AL2602 20250805 ... 20320 20300 AL
31 31 AL2603 20250805 ... 20355 20320 AL
32 32 AL2604 20250805 ... 20345 20355 AL
33 33 AL2605 20250805 ... 20370 20360 AL
34 34 AL2606 20250805 ... 20405 20355 AL
35 35 AL2607 20250805 ... 20420 20355 AL
36 36 ZN2508 20250805 ... 22295 22175 ZN
37 37 ZN2509 20250805 ... 22315 22205 ZN
38 38 ZN2510 20250805 ... 22315 22190 ZN
39 39 ZN2511 20250805 ... 22315 22190 ZN
40 40 ZN2512 20250805 ... 22295 22165 ZN
41 41 ZN2601 20250805 ... 22260 22140 ZN
42 42 ZN2602 20250805 ... 22230 22130 ZN
43 43 ZN2603 20250805 ... 22300 22150 ZN
44 44 ZN2604 20250805 ... 22280 22180 ZN
45 45 ZN2605 20250805 ... 22300 22170 ZN
46 46 ZN2606 20250805 ... 22310 22185 ZN
47 47 ZN2607 20250805 ... 22295 22170 ZN
48 48 PB2508 20250805 ... 16665 16735 PB
49 49 PB2509 20250805 ... 16715 16780 PB
50 50 PB2510 20250805 ... 16720 16780 PB
51 51 PB2511 20250805 ... 16760 16805 PB
52 52 PB2512 20250805 ... 16785 16830 PB
53 53 PB2601 20250805 ... 16785 16855 PB
54 54 PB2602 20250805 ... 16800 16835 PB
55 55 PB2603 20250805 ... 16825 16860 PB
56 56 PB2604 20250805 ... 16855 16850 PB
57 57 PB2605 20250805 ... 16925 16910 PB
58 58 PB2606 20250805 ... 16860 17100 PB
59 59 PB2607 20250805 ... 16980 16895 PB
60 60 NI2508 20250805 ... 120660 119880 NI
61 61 NI2509 20250805 ... 120800 119910 NI
62 62 NI2510 20250805 ... 120900 120020 NI
63 63 NI2511 20250805 ... 121090 120150 NI
64 64 NI2512 20250805 ... 121380 120170 NI
65 65 NI2601 20250805 ... 121610 120750 NI
66 66 NI2602 20250805 ... 121950 120670 NI
67 67 NI2603 20250805 ... 122050 120940 NI
68 68 NI2604 20250805 ... 122250 121190 NI
69 69 NI2605 20250805 ... 122680 121790 NI
70 70 NI2606 20250805 ... 122900 122260 NI
71 71 NI2607 20250805 ... 123210 122100 NI
72 72 SN2508 20250805 ... 265600 265590 SN
73 73 SN2509 20250805 ... 266140 266150 SN
74 74 SN2510 20250805 ... 266620 266410 SN
75 75 SN2511 20250805 ... 266700 266390 SN
76 76 SN2512 20250805 ... 266960 266610 SN
77 77 SN2601 20250805 ... 266920 266980 SN
78 78 SN2602 20250805 ... 268140 267390 SN
79 79 SN2603 20250805 ... 268190 267380 SN
80 80 SN2604 20250805 ... 268730 267470 SN
81 81 SN2605 20250805 ... 267070 267140 SN
82 82 SN2606 20250805 ... 267870 268030 SN
83 83 SN2607 20250805 ... 268490 267110 SN
84 84 AO2508 20250805 ... 3225 3178 AO
85 85 AO2509 20250805 ... 3210 3190 AO
86 86 AO2510 20250805 ... 3213 3185 AO
87 87 AO2511 20250805 ... 3215 3189 AO
88 88 AO2512 20250805 ... 3219 3183 AO
89 89 AO2601 20250805 ... 3220 3184 AO
90 90 AO2602 20250805 ... 3220 3173 AO
91 91 AO2603 20250805 ... 3218 3168 AO
92 92 AO2604 20250805 ... 3209 3179 AO
93 93 AO2605 20250805 ... 3215 3175 AO
94 94 AO2606 20250805 ... 3208 3164 AO
95 95 AO2607 20250805 ... 3212 3172 AO
96 96 AD2511 20250805 ... 19940 19880 AD
97 97 AD2512 20250805 ... 19935 19890 AD
98 98 AD2601 20250805 ... 19880 19830 AD
99 99 AD2602 20250805 ... 19800 19760 AD
100 100 AD2603 20250805 ... 19795 19790 AD
101 101 AD2604 20250805 ... 19710 19710 AD
102 102 AD2605 20250805 ... 19650 19650 AD
103 103 AD2606 20250805 ... 19715 19650 AD
104 104 AD2607 20250805 ... 19830 19830 AD
105 105 AU2508 20250805 ... 781.16 777.22 AU
106 106 AU2509 20250805 ... 783.04 779.2 AU
107 107 AU2510 20250805 ... 784.32 780.48 AU
108 108 AU2512 20250805 ... 786.54 782.76 AU
109 109 AU2602 20250805 ... 788.78 784.98 AU
110 110 AU2604 20250805 ... 790.86 787 AU
111 111 AU2606 20250805 ... 793 789.08 AU
112 112 AU2608 20250805 ... 795.52 791.5 AU
113 113 AG2508 20250805 ... 9030 8986 AG
114 114 AG2509 20250805 ... 9063 8992 AG
115 115 AG2510 20250805 ... 9074 9001 AG
116 116 AG2511 20250805 ... 9086 9014 AG
117 117 AG2512 20250805 ... 9099 9026 AG
118 118 AG2601 20250805 ... 9110 9038 AG
119 119 AG2602 20250805 ... 9123 9049 AG
120 120 AG2603 20250805 ... 9135 9064 AG
121 121 AG2604 20250805 ... 9148 9075 AG
122 122 AG2605 20250805 ... 9163 9092 AG
123 123 AG2606 20250805 ... 9173 9104 AG
124 124 AG2607 20250805 ... 9185 9115 AG
125 125 RB2508 20250805 ... 3168 3146 RB
126 126 RB2509 20250805 ... 3180 3160 RB
127 127 RB2510 20250805 ... 3210 3189 RB
128 128 RB2511 20250805 ... 3227 3212 RB
129 129 RB2512 20250805 ... 3265 3244 RB
130 130 RB2601 20250805 ... 3284 3250 RB
131 131 RB2602 20250805 ... 3269 3235 RB
132 132 RB2603 20250805 ... 3286 3258 RB
133 133 RB2604 20250805 ... 3315 3270 RB
134 134 RB2605 20250805 ... 3311 3284 RB
135 135 RB2606 20250805 ... 3330 3290 RB
136 136 RB2607 20250805 ... 3331 3297 RB
137 137 WR2508 20250805 ... 3212 3212 WR
138 138 WR2509 20250805 ... 3342 3342 WR
139 139 WR2510 20250805 ... 3449 3401 WR
140 140 WR2511 20250805 ... 3490 3490 WR
141 141 WR2512 20250805 ... 3499 3499 WR
142 142 WR2601 20250805 ... 3473 3416 WR
143 143 WR2602 20250805 ... 3507 3540 WR
144 144 WR2603 20250805 ... 3565 3565 WR
145 145 WR2604 20250805 ... 3560 3560 WR
146 146 WR2605 20250805 ... 3439 3595 WR
147 147 WR2606 20250805 ... 3599 3599 WR
148 148 WR2607 20250805 ... 3635 3635 WR
149 149 HC2508 20250805 ... 3453 3395 HC
150 150 HC2509 20250805 ... 3443 3404 HC
151 151 HC2510 20250805 ... 3437 3393 HC
152 152 HC2511 20250805 ... 3434 3391 HC
153 153 HC2512 20250805 ... 3435 3405 HC
154 154 HC2601 20250805 ... 3440 3396 HC
155 155 HC2602 20250805 ... 3431 3377 HC
156 156 HC2603 20250805 ... 3434 3389 HC
157 157 HC2604 20250805 ... 3441 3414 HC
158 158 HC2605 20250805 ... 3439 3399 HC
159 159 HC2606 20250805 ... 3456 3394 HC
160 160 HC2607 20250805 ... 3459 3414 HC
161 161 SS2508 20250805 ... 12960 12895 SS
162 162 SS2509 20250805 ... 12950 12845 SS
163 163 SS2510 20250805 ... 12995 12895 SS
164 164 SS2511 20250805 ... 13035 12945 SS
165 165 SS2512 20250805 ... 13055 12970 SS
166 166 SS2601 20250805 ... 13095 12990 SS
167 167 SS2602 20250805 ... 13135 13045 SS
168 168 SS2603 20250805 ... 13195 13090 SS
169 169 SS2604 20250805 ... 13190 13190 SS
170 170 SS2605 20250805 ... 13265 13150 SS
171 171 SS2606 20250805 ... 13290 13220 SS
172 172 SS2607 20250805 ... 13345 13240 SS
173 173 SC2509 20250805 ... 509.1 516.8 SC
174 174 SC2510 20250805 ... 503.3 511.8 SC
175 175 SC2511 20250805 ... 499.4 507.9 SC
176 176 SC2512 20250805 ... 494.7 505.7 SC
177 177 SC2601 20250805 ... 490.5 501.5 SC
178 178 SC2602 20250805 ... 486.6 499.8 SC
179 179 SC2603 20250805 ... 484.8 496.8 SC
180 180 SC2604 20250805 ... 481.7 489 SC
181 181 SC2605 20250805 ... 481.3 490.7 SC
182 182 SC2606 20250805 ... 479.3 485.9 SC
183 183 SC2607 20250805 ... 482.4 485 SC
184 184 SC2608 20250805 ... 481.6 486.8 SC
185 185 SC2609 20250805 ... 478 480.4 SC
186 186 SC2612 20250805 ... 472.3 482 SC
187 187 SC2703 20250805 ... 473.1 478.1 SC
188 188 SC2706 20250805 ... 473 480.9 SC
189 189 SC2709 20250805 ... 466.8 471.7 SC
190 190 SC2712 20250805 ... 466.3 470.1 SC
191 191 SC2803 20250805 ... 463 469.5 SC
192 192 SC2806 20250805 ... 458.6 472.4 SC
193 193 LU2509 20250805 ... 3544 3572 LU
194 194 LU2510 20250805 ... 3539 3588 LU
195 195 LU2511 20250805 ... 3541 3600 LU
196 196 LU2512 20250805 ... 3528 3571 LU
197 197 LU2601 20250805 ... 3495 3529 LU
198 198 LU2602 20250805 ... 3473 3526 LU
199 199 LU2603 20250805 ... 3467 3550 LU
200 200 LU2604 20250805 ... 3443 3506 LU
201 201 LU2605 20250805 ... 3435 3467 LU
202 202 LU2606 20250805 ... 3437 3492 LU
203 203 LU2607 20250805 ... 3422 3478 LU
204 204 LU2608 20250805 ... 3418 3477 LU
205 205 FU2509 20250805 ... 2818 2869 FU
206 206 FU2510 20250805 ... 2839 2889 FU
207 207 FU2511 20250805 ... 2849 2903 FU
208 208 FU2512 20250805 ... 2848 2894 FU
209 209 FU2601 20250805 ... 2841 2893 FU
210 210 FU2602 20250805 ... 2836 2876 FU
211 211 FU2603 20250805 ... 2830 2870 FU
212 212 FU2604 20250805 ... 2825 2855 FU
213 213 FU2605 20250805 ... 2815 2856 FU
214 214 FU2606 20250805 ... 2810 2843 FU
215 215 FU2607 20250805 ... 2797 2824 FU
216 216 FU2608 20250805 ... 2793 2825 FU
217 217 BU2508 20250805 ... 3557 3625 BU
218 218 BU2509 20250805 ... 3543 3601 BU
219 219 BU2510 20250805 ... 3523 3580 BU
220 220 BU2511 20250805 ... 3494 3553 BU
221 221 BU2512 20250805 ... 3434 3487 BU
222 222 BU2601 20250805 ... 3399 3442 BU
223 223 BU2602 20250805 ... 3383 3423 BU
224 224 BU2603 20250805 ... 3371 3405 BU
225 225 BU2604 20250805 ... 3372 3404 BU
226 226 BU2605 20250805 ... 3368 3402 BU
227 227 BU2606 20250805 ... 3366 3420 BU
228 228 BU2607 20250805 ... 3361 3399 BU
229 229 BU2609 20250805 ... 3364 3394 BU
230 230 BU2612 20250805 ... 3316 3352 BU
231 231 BU2703 20250805 ... 3315 3354 BU
232 232 BU2706 20250805 ... 3335 3353 BU
233 233 BR2508 20250805 ... 11480 11480 BR
234 234 BR2509 20250805 ... 11460 11405 BR
235 235 BR2510 20250805 ... 11465 11410 BR
236 236 BR2511 20250805 ... 11490 11430 BR
237 237 BR2512 20250805 ... 11540 11475 BR
238 238 BR2601 20250805 ... 11555 11515 BR
239 239 BR2602 20250805 ... 11570 11510 BR
240 240 BR2603 20250805 ... 11585 11525 BR
241 241 BR2604 20250805 ... 11615 11590 BR
242 242 BR2605 20250805 ... 11670 11610 BR
243 243 BR2606 20250805 ... 11675 11575 BR
244 244 BR2607 20250805 ... 11660 11655 BR
245 245 RU2508 20250805 ... 14460 14275 RU
246 246 RU2509 20250805 ... 14465 14320 RU
247 247 RU2510 20250805 ... 14475 14345 RU
248 248 RU2511 20250805 ... 14495 14325 RU
249 249 RU2601 20250805 ... 15380 15210 RU
250 250 RU2603 20250805 ... 15420 15280 RU
251 251 RU2604 20250805 ... 15500 15230 RU
252 252 RU2605 20250805 ... 15480 15325 RU
253 253 RU2606 20250805 ... 15615 15330 RU
254 254 RU2607 20250805 ... 15590 15400 RU
255 255 NR2508 20250805 ... 12230 12100 NR
256 256 NR2509 20250805 ... 12270 12145 NR
257 257 NR2510 20250805 ... 12315 12190 NR
258 258 NR2511 20250805 ... 12365 12220 NR
259 259 NR2512 20250805 ... 12390 12265 NR
260 260 NR2601 20250805 ... 12415 12305 NR
261 261 NR2602 20250805 ... 12465 12335 NR
262 262 NR2603 20250805 ... 12470 12370 NR
263 263 NR2604 20250805 ... 12520 12375 NR
264 264 NR2605 20250805 ... 12780 12385 NR
265 265 NR2606 20250805 ... 12540 12485 NR
266 266 NR2607 20250805 ... 12560 12485 NR
267 267 SP2508 20250805 ... 5108 5194 SP
268 268 SP2509 20250805 ... 5156 5170 SP
269 269 SP2510 20250805 ... 5156 5172 SP
270 270 SP2511 20250805 ... 5162 5178 SP
271 271 SP2512 20250805 ... 5168 5186 SP
272 272 SP2601 20250805 ... 5394 5410 SP
273 273 SP2602 20250805 ... 5368 5362 SP
274 274 SP2603 20250805 ... 5378 5374 SP
275 275 SP2604 20250805 ... 5350 5350 SP
276 276 SP2605 20250805 ... 5374 5362 SP
277 277 SP2606 20250805 ... 5394 5378 SP
278 278 SP2607 20250805 ... 5370 5362 SP
279 279 EC2508 20250805 ... 2096 2112 EC
280 280 EC2510 20250805 ... 1411.1 1404.2 EC
281 281 EC2512 20250805 ... 1682.1 1670.3 EC
282 282 EC2602 20250805 ... 1478.2 1474.4 EC
283 283 EC2604 20250805 ... 1323.6 1315.1 EC
284 284 EC2606 20250805 ... 1460.8 1455.1 EC
285 286 SC_TAS2509 20250805 ... SC_TAS
286 287 SC_TAS2510 20250805 ... SC_TAS
287 288 SC_TAS2511 20250805 ... SC_TAS
288 289 SC_TAS2512 20250805 ... SC_TAS
[289 rows x 13 columns]
2025-08-05 18:26:41,678 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 a2509 20250805 4115.00 ... 4121.00 4126.00 A
1 a2511 20250805 4098.00 ... 4100.00 4105.00 A
2 a2601 20250805 4090.00 ... 4101.00 4098.00 A
3 a2603 20250805 4080.00 ... 4091.00 4089.00 A
4 a2605 20250805 4124.00 ... 4130.00 4130.00 A
5 a2607 20250805 4115.00 ... 4122.00 4122.00 A
6 b2508 20250805 3565.00 ... 3616.00 3510.00 B
7 b2509 20250805 3685.00 ... 3701.00 3687.00 B
8 b2510 20250805 3741.00 ... 3751.00 3734.00 B
9 b2511 20250805 3759.00 ... 3771.00 3754.00 B
10 b2512 20250805 3769.00 ... 3780.00 3764.00 B
11 b2601 20250805 3750.00 ... 3769.00 3744.00 B
12 b2602 20250805 3718.00 ... 3732.00 3712.00 B
13 b2603 20250805 3628.00 ... 3643.00 3630.00 B
14 b2604 20250805 3523.00 ... 3529.00 3517.00 B
15 b2605 20250805 3444.00 ... 3455.00 3441.00 B
16 b2606 20250805 3427.00 ... 3436.00 3424.00 B
17 b2607 20250805 3424.00 ... 3428.00 3416.00 B
18 bb2509 20250805 148.85 ... 149.25 148.85 BB
19 bb2511 20250805 150.45 ... 150.85 150.50 BB
20 bb2601 20250805 148.60 ... 149.75 149.50 BB
21 bb2603 20250805 147.35 ... 147.75 147.75 BB
22 bb2605 20250805 0.00 ... 142.05 142.05 BB
23 bb2607 20250805 0.00 ... 147.80 147.80 BB
24 bz2603 20250805 6200.00 ... 6210.00 6231.00 BZ
25 bz2604 20250805 6180.00 ... 6172.00 6190.00 BZ
26 bz2605 20250805 6186.00 ... 6194.00 6254.00 BZ
27 bz2606 20250805 6150.00 ... 6165.00 6253.00 BZ
28 bz2607 20250805 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250805 2281.00 ... 2259.00 2288.00 C
30 c2511 20250805 2225.00 ... 2215.00 2227.00 C
31 c2601 20250805 2213.00 ... 2198.00 2213.00 C
32 c2603 20250805 2216.00 ... 2200.00 2214.00 C
33 c2605 20250805 2263.00 ... 2246.00 2259.00 C
34 c2607 20250805 2277.00 ... 2264.00 2275.00 C
35 cs2509 20250805 2665.00 ... 2651.00 2662.00 CS
36 cs2511 20250805 2569.00 ... 2557.00 2568.00 CS
37 cs2601 20250805 2582.00 ... 2564.00 2577.00 CS
38 cs2603 20250805 2571.00 ... 2557.00 2570.00 CS
39 cs2605 20250805 2615.00 ... 2607.00 2620.00 CS
40 cs2607 20250805 2621.00 ... 2616.00 2629.00 CS
41 eb2508 20250805 7250.00 ... 7251.00 7225.00 EB
42 eb2509 20250805 7250.00 ... 7267.00 7273.00 EB
43 eb2510 20250805 7260.00 ... 7290.00 7294.00 EB
44 eb2511 20250805 7267.00 ... 7303.00 7315.00 EB
45 eb2512 20250805 7293.00 ... 7322.00 7336.00 EB
46 eb2601 20250805 7304.00 ... 7329.00 7345.00 EB
47 eb2602 20250805 7324.00 ... 7339.00 7357.00 EB
48 eb2603 20250805 7328.00 ... 7341.00 7331.00 EB
49 eb2604 20250805 7349.00 ... 7348.00 7356.00 EB
50 eb2605 20250805 7315.00 ... 7343.00 7371.00 EB
51 eb2606 20250805 7357.00 ... 7391.00 7449.00 EB
52 eb2607 20250805 7319.00 ... 7313.00 7370.00 EB
53 eg2508 20250805 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250805 4380.00 ... 4380.00 4375.00 EG
55 eg2510 20250805 4396.00 ... 4392.00 4380.00 EG
56 eg2511 20250805 4400.00 ... 4397.00 4400.00 EG
57 eg2512 20250805 4409.00 ... 4411.00 4410.00 EG
58 eg2601 20250805 4405.00 ... 4409.00 4410.00 EG
59 eg2602 20250805 4411.00 ... 4412.00 4414.00 EG
60 eg2603 20250805 4410.00 ... 4400.00 4411.00 EG
61 eg2604 20250805 4413.00 ... 4420.00 4423.00 EG
62 eg2605 20250805 4425.00 ... 4432.00 4429.00 EG
63 eg2606 20250805 4425.00 ... 4419.00 4424.00 EG
64 eg2607 20250805 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250805 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250805 1270.00 ... 1268.00 1270.00 FB
67 fb2510 20250805 1296.50 ... 1291.50 1309.00 FB
68 fb2511 20250805 1290.00 ... 1289.00 1301.50 FB
69 fb2512 20250805 1294.00 ... 1292.00 1304.50 FB
70 fb2601 20250805 1291.00 ... 1295.00 1304.00 FB
71 fb2602 20250805 1303.50 ... 1297.00 1312.00 FB
72 fb2603 20250805 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250805 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250805 0.00 ... 1337.50 1339.00 FB
75 fb2606 20250805 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250805 0.00 ... 1302.50 1302.50 FB
77 i2508 20250805 808.00 ... 809.50 805.00 I
78 i2509 20250805 792.00 ... 795.00 789.00 I
79 i2510 20250805 787.00 ... 791.50 784.00 I
80 i2511 20250805 782.00 ... 786.00 778.00 I
81 i2512 20250805 776.50 ... 779.50 772.00 I
82 i2601 20250805 766.00 ... 773.00 764.00 I
83 i2602 20250805 764.50 ... 766.00 759.50 I
84 i2603 20250805 758.00 ... 762.00 754.50 I
85 i2604 20250805 753.50 ... 757.00 750.00 I
86 i2605 20250805 744.00 ... 749.00 740.00 I
87 i2606 20250805 739.50 ... 743.50 735.50 I
88 i2607 20250805 736.00 ... 739.50 731.50 I
89 j2508 20250805 0.00 ... 1598.00 1598.00 J
90 j2509 20250805 1610.00 ... 1613.00 1584.50 J
91 j2510 20250805 1632.50 ... 1634.00 1604.00 J
92 j2511 20250805 1649.00 ... 1656.00 1621.50 J
93 j2512 20250805 1661.50 ... 1677.50 1629.00 J
94 j2601 20250805 1669.50 ... 1680.50 1641.00 J
95 j2602 20250805 1692.00 ... 1728.50 1634.50 J
96 j2603 20250805 1703.00 ... 1740.00 1639.00 J
97 j2604 20250805 1787.00 ... 1795.00 1673.50 J
98 j2605 20250805 1760.00 ... 1759.50 1707.50 J
99 j2606 20250805 1762.50 ... 1753.50 1733.00 J
100 j2607 20250805 1779.50 ... 1754.50 1733.00 J
101 jd2508 20250805 2902.00 ... 2871.00 3093.00 JD
102 jd2509 20250805 3359.00 ... 3345.00 3394.00 JD
103 jd2510 20250805 3245.00 ... 3254.00 3258.00 JD
104 jd2511 20250805 3323.00 ... 3341.00 3335.00 JD
105 jd2512 20250805 3518.00 ... 3525.00 3510.00 JD
106 jd2601 20250805 3622.00 ... 3628.00 3619.00 JD
107 jd2602 20250805 3209.00 ... 3210.00 3205.00 JD
108 jd2603 20250805 3215.00 ... 3214.00 3211.00 JD
109 jd2604 20250805 3361.00 ... 3359.00 3362.00 JD
110 jd2605 20250805 3463.00 ... 3467.00 3467.00 JD
111 jd2606 20250805 3301.00 ... 3301.00 3300.00 JD
112 jd2607 20250805 3516.00 ... 3515.00 3515.00 JD
113 jm2508 20250805 880.00 ... 878.00 910.00 JM
114 jm2509 20250805 1008.00 ... 1013.00 982.50 JM
115 jm2510 20250805 1039.50 ... 1041.00 1014.00 JM
116 jm2511 20250805 1070.00 ... 1075.00 1042.50 JM
117 jm2512 20250805 1100.00 ... 1107.50 1068.00 JM
118 jm2601 20250805 1140.00 ... 1147.00 1105.50 JM
119 jm2602 20250805 1159.50 ... 1169.00 1115.50 JM
120 jm2603 20250805 1171.00 ... 1179.00 1120.50 JM
121 jm2604 20250805 1182.00 ... 1194.00 1130.00 JM
122 jm2605 20250805 1178.00 ... 1200.00 1142.00 JM
123 jm2606 20250805 1194.50 ... 1216.00 1153.00 JM
124 jm2607 20250805 1207.50 ... 1220.00 1158.00 JM
125 l2508 20250805 0.00 ... 7311.00 7311.00 L
126 l2509 20250805 7256.00 ... 7288.00 7276.00 L
127 l2510 20250805 7279.00 ... 7308.00 7299.00 L
128 l2511 20250805 7307.00 ... 7332.00 7327.00 L
129 l2512 20250805 7323.00 ... 7345.00 7342.00 L
130 l2601 20250805 7328.00 ... 7355.00 7343.00 L
131 l2602 20250805 7329.00 ... 7341.00 7340.00 L
132 l2603 20250805 7325.00 ... 7373.00 7389.00 L
133 l2604 20250805 7353.00 ... 7394.00 7363.00 L
134 l2605 20250805 7336.00 ... 7342.00 7336.00 L
135 l2606 20250805 7332.00 ... 7333.00 7367.00 L
136 l2607 20250805 7361.00 ... 7361.00 7340.00 L
137 lg2509 20250805 841.50 ... 831.50 834.00 LG
138 lg2511 20250805 849.00 ... 836.50 835.00 LG
139 lg2601 20250805 846.00 ... 840.50 835.50 LG
140 lg2603 20250805 837.00 ... 836.50 832.50 LG
141 lg2605 20250805 843.00 ... 842.00 839.50 LG
142 lg2607 20250805 842.00 ... 841.00 833.00 LG
143 lh2509 20250805 13945.00 ... 13900.00 13880.00 LH
144 lh2511 20250805 13900.00 ... 13915.00 13840.00 LH
145 lh2601 20250805 14240.00 ... 14170.00 14145.00 LH
146 lh2603 20250805 13275.00 ... 13260.00 13230.00 LH
147 lh2605 20250805 13810.00 ... 13775.00 13740.00 LH
148 lh2607 20250805 14415.00 ... 14440.00 14395.00 LH
149 m2508 20250805 3010.00 ... 3016.00 3001.00 M
150 m2509 20250805 3022.00 ... 3030.00 3021.00 M
151 m2511 20250805 3059.00 ... 3066.00 3060.00 M
152 m2512 20250805 3085.00 ... 3096.00 3084.00 M
153 m2601 20250805 3052.00 ... 3069.00 3050.00 M
154 m2603 20250805 2929.00 ... 2935.00 2929.00 M
155 m2605 20250805 2746.00 ... 2752.00 2742.00 M
156 m2607 20250805 2726.00 ... 2730.00 2723.00 M
157 p2508 20250805 0.00 ... 8808.00 8808.00 P
158 p2509 20250805 8808.00 ... 8946.00 8814.00 P
159 p2510 20250805 8822.00 ... 8934.00 8818.00 P
160 p2511 20250805 8814.00 ... 8942.00 8814.00 P
161 p2512 20250805 8806.00 ... 8906.00 8812.00 P
162 p2601 20250805 8810.00 ... 8930.00 8830.00 P
163 p2602 20250805 8780.00 ... 8906.00 8804.00 P
164 p2603 20250805 8746.00 ... 8832.00 8766.00 P
165 p2604 20250805 8698.00 ... 8840.00 8720.00 P
166 p2605 20250805 8616.00 ... 8744.00 8648.00 P
167 p2606 20250805 8628.00 ... 8684.00 8548.00 P
168 p2607 20250805 8512.00 ... 8594.00 8484.00 P
169 pg2508 20250805 3888.00 ... 3885.00 3935.00 PG
170 pg2509 20250805 3869.00 ... 3849.00 3921.00 PG
171 pg2510 20250805 4290.00 ... 4272.00 4347.00 PG
172 pg2511 20250805 4230.00 ... 4209.00 4286.00 PG
173 pg2512 20250805 4192.00 ... 4163.00 4231.00 PG
174 pg2601 20250805 4130.00 ... 4117.00 4175.00 PG
175 pg2602 20250805 4051.00 ... 4048.00 4093.00 PG
176 pg2603 20250805 3990.00 ... 3972.00 4019.00 PG
177 pg2604 20250805 4257.00 ... 4258.00 4330.00 PG
178 pg2605 20250805 4171.00 ... 4164.00 4209.00 PG
179 pg2606 20250805 4110.00 ... 4113.00 4163.00 PG
180 pg2607 20250805 4112.00 ... 4086.00 4116.00 PG
181 pp2508 20250805 7021.00 ... 7033.00 7033.00 PP
182 pp2509 20250805 7049.00 ... 7066.00 7069.00 PP
183 pp2510 20250805 7055.00 ... 7069.00 7062.00 PP
184 pp2511 20250805 7070.00 ... 7085.00 7082.00 PP
185 pp2512 20250805 7084.00 ... 7091.00 7094.00 PP
186 pp2601 20250805 7085.00 ... 7101.00 7099.00 PP
187 pp2602 20250805 7077.00 ... 7083.00 7084.00 PP
188 pp2603 20250805 7101.00 ... 7101.00 7085.00 PP
189 pp2604 20250805 7080.00 ... 7105.00 7101.00 PP
190 pp2605 20250805 7094.00 ... 7111.00 7107.00 PP
191 pp2606 20250805 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250805 0.00 ... 7109.00 7100.00 PP
193 rr2508 20250805 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250805 3611.00 ... 3609.00 3611.00 RR
195 rr2510 20250805 3622.00 ... 3618.00 3622.00 RR
196 rr2511 20250805 3620.00 ... 3620.00 3626.00 RR
197 rr2512 20250805 3620.00 ... 3615.00 3622.00 RR
198 rr2601 20250805 3628.00 ... 3623.00 3629.00 RR
199 rr2602 20250805 3621.00 ... 3620.00 3623.00 RR
200 rr2603 20250805 3618.00 ... 3615.00 3621.00 RR
201 rr2604 20250805 3621.00 ... 3620.00 3622.00 RR
202 rr2605 20250805 3618.00 ... 3620.00 3620.00 RR
203 rr2606 20250805 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250805 0.00 ... 3633.00 3633.00 RR
205 v2508 20250805 4950.00 ... 4948.00 4937.00 V
206 v2509 20250805 4930.00 ... 4992.00 4978.00 V
207 v2510 20250805 5005.00 ... 5027.00 5012.00 V
208 v2511 20250805 5039.00 ... 5061.00 5053.00 V
209 v2512 20250805 5072.00 ... 5103.00 5084.00 V
210 v2601 20250805 5106.00 ... 5132.00 5116.00 V
211 v2602 20250805 5145.00 ... 5179.00 5144.00 V
212 v2603 20250805 5166.00 ... 5174.00 5169.00 V
213 v2604 20250805 5405.00 ... 5396.00 5385.00 V
214 v2605 20250805 5405.00 ... 5428.00 5410.00 V
215 v2606 20250805 5447.00 ... 5459.00 5440.00 V
216 v2607 20250805 5482.00 ... 5477.00 5454.00 V
217 y2508 20250805 0.00 ... 8284.00 8284.00 Y
218 y2509 20250805 8226.00 ... 8294.00 8246.00 Y
219 y2511 20250805 8234.00 ... 8296.00 8240.00 Y
220 y2512 20250805 8246.00 ... 8298.00 8258.00 Y
221 y2601 20250805 8194.00 ... 8264.00 8204.00 Y
222 y2603 20250805 8104.00 ... 8192.00 8104.00 Y
223 y2605 20250805 7832.00 ... 7904.00 7842.00 Y
224 y2607 20250805 7844.00 ... 7882.00 7792.00 Y
[225 rows x 12 columns]
2025-08-05 18:26:42,224 - future_1d - INFO - ak.get_dce_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250805 7830.0 7862.0 ... 235841.35 7842.0 7814.0 AP
1 AP511 20250805 7647.0 7677.0 ... 750.70 7660.0 7636.0 AP
2 AP512 20250805 7717.0 7730.0 ... 154.41 7721.0 7698.0 AP
3 AP601 20250805 7738.0 7796.0 ... 18030.53 7775.0 7736.0 AP
4 AP603 20250805 7727.0 7744.0 ... 23.20 7734.0 7703.0 AP
5 AP604 20250805 7779.0 7798.0 ... 23.37 7790.0 7757.0 AP
6 AP605 20250805 7852.0 7863.0 ... 78.54 7854.0 7843.0 AP
7 CF509 20250805 13690.0 13730.0 ... 842950.86 13670.0 13640.0 CF
8 CF511 20250805 13685.0 13730.0 ... 131987.93 13690.0 13655.0 CF
9 CF601 20250805 13810.0 13860.0 ... 548656.50 13825.0 13780.0 CF
10 CF603 20250805 13810.0 13830.0 ... 1400.46 13800.0 13755.0 CF
11 CF605 20250805 13790.0 13810.0 ... 22176.58 13775.0 13720.0 CF
12 CF607 20250805 13795.0 13830.0 ... 413.39 13780.0 13755.0 CF
13 CJ509 20250805 9760.0 9775.0 ... 26137.23 9705.0 9790.0 CJ
14 CJ512 20250805 10685.0 10720.0 ... 6106.67 10650.0 10750.0 CJ
15 CJ601 20250805 10855.0 10870.0 ... 526585.97 10795.0 10920.0 CJ
16 CJ603 20250805 10905.0 10940.0 ... 8639.97 10860.0 11000.0 CJ
17 CJ605 20250805 11090.0 11090.0 ... 71540.60 11015.0 11135.0 CJ
18 CJ607 20250805 11280.0 11290.0 ... 1054.96 11225.0 11300.0 CJ
19 CY508 20250805 0.0 0.0 ... 0.00 19995.0 20005.0 CY
20 CY509 20250805 19790.0 19880.0 ... 31312.45 19835.0 19790.0 CY
21 CY510 20250805 0.0 0.0 ... 0.00 19945.0 19900.0 CY
22 CY511 20250805 19760.0 19820.0 ... 85583.75 19755.0 19765.0 CY
23 CY512 20250805 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250805 19705.0 19810.0 ... 2086.66 19780.0 19670.0 CY
25 CY602 20250805 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250805 0.0 0.0 ... 0.00 20165.0 20150.0 CY
27 CY604 20250805 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250805 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250805 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250805 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250805 1063.0 1063.0 ... 358.78 1055.0 1062.0 FG
32 FG509 20250805 1082.0 1096.0 ... 4498783.48 1073.0 1084.0 FG
33 FG510 20250805 1167.0 1184.0 ... 101232.64 1162.0 1162.0 FG
34 FG511 20250805 1164.0 1181.0 ... 131088.75 1157.0 1156.0 FG
35 FG512 20250805 1241.0 1256.0 ... 52281.08 1231.0 1228.0 FG
36 FG601 20250805 1226.0 1250.0 ... 2701612.95 1220.0 1218.0 FG
37 FG602 20250805 1272.0 1299.0 ... 4076.46 1268.0 1261.0 FG
38 FG603 20250805 1269.0 1300.0 ... 5348.23 1268.0 1256.0 FG
39 FG604 20250805 1306.0 1348.0 ... 1981.39 1316.0 1303.0 FG
40 FG605 20250805 1298.0 1353.0 ... 74841.65 1310.0 1292.0 FG
41 FG606 20250805 1329.0 1369.0 ... 1919.69 1339.0 1322.0 FG
42 FG607 20250805 1323.0 1364.0 ... 1824.68 1334.0 1315.0 FG
43 JR509 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
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53 MA509 20250805 2374.0 2402.0 ... 886984.32 2381.0 2384.0 MA
54 MA510 20250805 2407.0 2431.0 ... 33703.88 2411.0 2413.0 MA
55 MA511 20250805 2432.0 2455.0 ... 87044.37 2435.0 2437.0 MA
56 MA512 20250805 2468.0 2491.0 ... 64912.40 2470.0 2472.0 MA
57 MA601 20250805 2475.0 2501.0 ... 314568.77 2482.0 2481.0 MA
58 MA602 20250805 2476.0 2494.0 ... 14.90 2484.0 2482.0 MA
59 MA603 20250805 2470.0 2488.0 ... 17.33 2476.0 2474.0 MA
60 MA604 20250805 2453.0 2458.0 ... 9.82 2454.0 2456.0 MA
61 MA605 20250805 2428.0 2447.0 ... 10276.31 2427.0 2427.0 MA
62 MA606 20250805 2435.0 2448.0 ... 114.48 2436.0 2438.0 MA
63 MA607 20250805 2426.0 2441.0 ... 60.68 2427.0 2425.0 MA
64 OI509 20250805 9522.0 9617.0 ... 1954380.69 9566.0 9490.0 OI
65 OI511 20250805 9533.0 9626.0 ... 199001.02 9581.0 9496.0 OI
66 OI601 20250805 9458.0 9549.0 ... 737180.32 9506.0 9429.0 OI
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68 OI605 20250805 9345.0 9425.0 ... 15399.45 9367.0 9321.0 OI
69 OI607 20250805 9344.0 9401.0 ... 84.42 9380.0 9312.0 OI
70 PF508 20250805 6304.0 6304.0 ... 314.49 6290.0 6322.0 PF
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72 PF510 20250805 6388.0 6408.0 ... 448532.33 6376.0 6420.0 PF
73 PF511 20250805 6388.0 6400.0 ... 290508.89 6372.0 6412.0 PF
74 PF512 20250805 6354.0 6398.0 ... 98389.80 6370.0 6404.0 PF
75 PF601 20250805 6378.0 6406.0 ... 4769.03 6390.0 6416.0 PF
76 PF602 20250805 6406.0 6426.0 ... 115.23 6402.0 6432.0 PF
77 PF603 20250805 6412.0 6436.0 ... 35.26 6410.0 6420.0 PF
78 PF604 20250805 6438.0 6438.0 ... 9.65 6432.0 6432.0 PF
79 PF605 20250805 6452.0 6458.0 ... 32.23 6446.0 6466.0 PF
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81 PF607 20250805 0.0 0.0 ... 0.00 6476.0 6476.0 PF
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83 PK511 20250805 7964.0 7980.0 ... 97660.24 7954.0 7960.0 PK
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85 PK601 20250805 7944.0 7966.0 ... 11826.48 7952.0 7950.0 PK
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101 PM607 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
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103 PR509 20250805 5880.0 5882.0 ... 91859.90 5864.0 5896.0 PR
104 PR510 20250805 5902.0 5918.0 ... 193980.16 5894.0 5932.0 PR
105 PR511 20250805 5930.0 5930.0 ... 154302.83 5900.0 5946.0 PR
106 PR512 20250805 5946.0 5948.0 ... 81031.67 5916.0 5962.0 PR
107 PR601 20250805 5960.0 5960.0 ... 1992.51 5930.0 5960.0 PR
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111 PR605 20250805 5986.0 5990.0 ... 26.90 5978.0 5994.0 PR
112 PR606 20250805 5958.0 5958.0 ... 17.87 5958.0 6026.0 PR
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117 PX511 20250805 6688.0 6984.0 ... 137494.16 6710.0 6744.0 PX
118 PX512 20250805 6724.0 6736.0 ... 40628.30 6718.0 6748.0 PX
119 PX601 20250805 6674.0 6714.0 ... 56275.05 6696.0 6746.0 PX
120 PX602 20250805 6682.0 6700.0 ... 33.44 6688.0 6722.0 PX
121 PX603 20250805 6686.0 6686.0 ... 3.34 6686.0 6706.0 PX
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123 PX605 20250805 6704.0 6704.0 ... 103.66 6688.0 6710.0 PX
124 PX606 20250805 6670.0 6688.0 ... 6.68 6680.0 6718.0 PX
125 PX607 20250805 6736.0 6736.0 ... 10.05 6700.0 6720.0 PX
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130 RI605 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250805 2717.0 2727.0 ... 244.95 2722.0 2683.0 RM
133 RM509 20250805 2677.0 2752.0 ... 1124493.67 2720.0 2686.0 RM
134 RM511 20250805 2558.0 2599.0 ... 21642.63 2578.0 2555.0 RM
135 RM601 20250805 2433.0 2463.0 ... 386167.74 2448.0 2428.0 RM
136 RM603 20250805 2403.0 2429.0 ... 13907.27 2418.0 2403.0 RM
137 RM605 20250805 2379.0 2393.0 ... 64955.65 2387.0 2380.0 RM
138 RM607 20250805 2363.0 2372.0 ... 3133.86 2367.0 2363.0 RM
139 RS508 20250805 0.0 0.0 ... 0.00 5061.0 5037.0 RS
140 RS509 20250805 5110.0 5151.0 ... 368.80 5122.0 5098.0 RS
141 RS511 20250805 5207.0 5305.0 ... 193.59 5232.0 5241.0 RS
142 RS607 20250805 5400.0 5557.0 ... 22.05 5512.0 5350.0 RS
143 SA508 20250805 1246.0 1250.0 ... 640.66 1237.0 1246.0 SA
144 SA509 20250805 1248.0 1286.0 ... 2494890.38 1255.0 1246.0 SA
145 SA510 20250805 1275.0 1315.0 ... 155705.65 1285.0 1274.0 SA
146 SA511 20250805 1290.0 1324.0 ... 277493.74 1291.0 1284.0 SA
147 SA512 20250805 1334.0 1376.0 ... 161061.14 1334.0 1323.0 SA
148 SA601 20250805 1338.0 1384.0 ... 3322117.25 1346.0 1327.0 SA
149 SA602 20250805 1347.0 1394.0 ... 7793.67 1366.0 1334.0 SA
150 SA603 20250805 1346.0 1400.0 ... 8901.83 1369.0 1337.0 SA
151 SA604 20250805 1380.0 1434.0 ... 4332.05 1407.0 1370.0 SA
152 SA605 20250805 1380.0 1444.0 ... 122224.29 1402.0 1376.0 SA
153 SA606 20250805 1389.0 1446.0 ... 1926.10 1406.0 1381.0 SA
154 SA607 20250805 1382.0 1441.0 ... 1598.22 1404.0 1373.0 SA
155 SF508 20250805 5654.0 5654.0 ... 1843.20 5654.0 5654.0 SF
156 SF509 20250805 5662.0 5774.0 ... 624386.09 5666.0 5658.0 SF
157 SF510 20250805 5658.0 5754.0 ... 123816.74 5650.0 5638.0 SF
158 SF511 20250805 5820.0 5930.0 ... 221454.27 5830.0 5808.0 SF
159 SF512 20250805 5802.0 5918.0 ... 28597.46 5824.0 5802.0 SF
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161 SF602 20250805 5740.0 5866.0 ... 663.41 5770.0 5740.0 SF
162 SF603 20250805 5850.0 6000.0 ... 56.15 5912.0 5878.0 SF
163 SF604 20250805 5828.0 5992.0 ... 23.56 5890.0 5862.0 SF
164 SF605 20250805 5860.0 5992.0 ... 1168.91 5904.0 5862.0 SF
165 SF606 20250805 5778.0 5920.0 ... 46.90 5864.0 5790.0 SF
166 SF607 20250805 5960.0 6038.0 ... 9.01 6010.0 5926.0 SF
167 SH508 20250805 2631.0 2631.0 ... 459.11 2354.0 2459.0 SH
168 SH509 20250805 2519.0 2523.0 ... 1767704.91 2490.0 2517.0 SH
169 SH510 20250805 2601.0 2601.0 ... 336289.88 2572.0 2590.0 SH
170 SH511 20250805 2594.0 2603.0 ... 329124.30 2573.0 2584.0 SH
171 SH512 20250805 2613.0 2619.0 ... 67065.91 2593.0 2597.0 SH
172 SH601 20250805 2600.0 2606.0 ... 467479.99 2584.0 2587.0 SH
173 SH602 20250805 2618.0 2627.0 ... 453.23 2605.0 2607.0 SH
174 SH603 20250805 2636.0 2639.0 ... 549.90 2619.0 2617.0 SH
175 SH604 20250805 2669.0 2688.0 ... 583.36 2664.0 2663.0 SH
176 SH605 20250805 2677.0 2702.0 ... 8191.81 2674.0 2673.0 SH
177 SH606 20250805 2690.0 2710.0 ... 444.04 2691.0 2682.0 SH
178 SH607 20250805 2664.0 2693.0 ... 56.34 2683.0 2663.0 SH
179 SM508 20250805 5912.0 5988.0 ... 71.60 5968.0 5948.0 SM
180 SM509 20250805 5960.0 6054.0 ... 845698.40 5970.0 5962.0 SM
181 SM510 20250805 5966.0 6062.0 ... 77467.83 5978.0 5964.0 SM
182 SM511 20250805 6022.0 6128.0 ... 139178.56 6038.0 6032.0 SM
183 SM512 20250805 6032.0 6134.0 ... 30364.10 6058.0 6040.0 SM
184 SM601 20250805 6054.0 6146.0 ... 245962.38 6058.0 6050.0 SM
185 SM602 20250805 6026.0 6136.0 ... 208.90 6056.0 6056.0 SM
186 SM603 20250805 6014.0 6146.0 ... 240.82 6098.0 6040.0 SM
187 SM604 20250805 6044.0 6162.0 ... 137.70 6120.0 6042.0 SM
188 SM605 20250805 6078.0 6178.0 ... 3645.77 6092.0 6080.0 SM
189 SM606 20250805 6076.0 6164.0 ... 39.56 6088.0 6086.0 SM
190 SM607 20250805 6074.0 6136.0 ... 18.33 6112.0 6104.0 SM
191 SR509 20250805 5727.0 5730.0 ... 784438.98 5707.0 5721.0 SR
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194 SR603 20250805 5611.0 5618.0 ... 3509.62 5606.0 5596.0 SR
195 SR605 20250805 5584.0 5586.0 ... 18665.17 5575.0 5567.0 SR
196 SR607 20250805 5575.0 5581.0 ... 813.37 5571.0 5564.0 SR
197 TA508 20250805 4660.0 4678.0 ... 9503.18 4666.0 4688.0 TA
198 TA509 20250805 4674.0 4696.0 ... 1051774.00 4678.0 4716.0 TA
199 TA510 20250805 4686.0 4714.0 ... 62341.57 4698.0 4734.0 TA
200 TA511 20250805 4710.0 4720.0 ... 63460.08 4706.0 4740.0 TA
201 TA512 20250805 4702.0 4726.0 ... 23842.44 4712.0 4742.0 TA
202 TA601 20250805 4710.0 4728.0 ... 471120.64 4714.0 4744.0 TA
203 TA602 20250805 4704.0 4716.0 ... 54.17 4712.0 4744.0 TA
204 TA603 20250805 4730.0 4732.0 ... 28.37 4728.0 4752.0 TA
205 TA604 20250805 4742.0 4742.0 ... 4.74 4740.0 4758.0 TA
206 TA605 20250805 4744.0 4780.0 ... 13541.38 4752.0 4784.0 TA
207 TA606 20250805 4750.0 4750.0 ... 2.38 4750.0 4784.0 TA
208 TA607 20250805 4768.0 4770.0 ... 7.15 4770.0 4786.0 TA
209 UR508 20250805 1742.0 1766.0 ... 705.20 1754.0 1722.0 UR
210 UR509 20250805 1736.0 1779.0 ... 732016.43 1756.0 1726.0 UR
211 UR510 20250805 1742.0 1772.0 ... 26455.04 1750.0 1734.0 UR
212 UR511 20250805 1770.0 1794.0 ... 22591.34 1773.0 1765.0 UR
213 UR512 20250805 1766.0 1788.0 ... 1378.66 1772.0 1762.0 UR
214 UR601 20250805 1763.0 1789.0 ... 236678.26 1772.0 1752.0 UR
215 UR602 20250805 1760.0 1785.0 ... 1017.90 1773.0 1751.0 UR
216 UR603 20250805 1793.0 1814.0 ... 371.29 1802.0 1785.0 UR
217 UR604 20250805 1794.0 1814.0 ... 449.46 1798.0 1780.0 UR
218 UR605 20250805 1793.0 1815.0 ... 7963.73 1802.0 1788.0 UR
219 UR606 20250805 1785.0 1803.0 ... 219.09 1796.0 1779.0 UR
220 UR607 20250805 1793.0 1814.0 ... 201.79 1802.0 1785.0 UR
221 WH509 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
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225 WH605 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-05 18:26:42,518 - future_1d - INFO - ak.get_czce_daily('2025-08-05') done
2025-08-05 18:26:44,263 - future_1d - INFO - save future_daily 2025-08-05 completed