46 JR603 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250721 2346.0 2384.0 ... 1698.93 2373.0 2353.0 MA
53 MA509 20250721 2368.0 2417.0 ... 2059355.30 2399.0 2374.0 MA
54 MA510 20250721 2396.0 2442.0 ... 63296.48 2428.0 2398.0 MA
55 MA511 20250721 2413.0 2459.0 ... 91700.47 2445.0 2414.0 MA
56 MA512 20250721 2433.0 2477.0 ... 37121.89 2463.0 2434.0 MA
57 MA601 20250721 2440.0 2487.0 ... 314840.39 2468.0 2442.0 MA
58 MA602 20250721 2442.0 2472.0 ... 113.09 2459.0 2427.0 MA
59 MA603 20250721 2440.0 2464.0 ... 196.12 2451.0 2428.0 MA
60 MA604 20250721 2411.0 2438.0 ... 50.95 2426.0 2404.0 MA
61 MA605 20250721 2370.0 2408.0 ... 6073.98 2392.0 2370.0 MA
62 MA606 20250721 2394.0 2411.0 ... 48.01 2400.0 2379.0 MA
63 MA607 20250721 2382.0 2406.0 ... 64.66 2395.0 2373.0 MA
64 OI509 20250721 9600.0 9659.0 ... 2333649.79 9597.0 9529.0 OI
65 OI511 20250721 9570.0 9636.0 ... 148420.91 9576.0 9516.0 OI
66 OI601 20250721 9518.0 9580.0 ... 401857.17 9520.0 9458.0 OI
67 OI603 20250721 9465.0 9514.0 ... 2043.80 9462.0 9397.0 OI
68 OI605 20250721 9394.0 9438.0 ... 6349.65 9379.0 9347.0 OI
69 OI607 20250721 9354.0 9359.0 ... 112.19 9350.0 9343.0 OI
70 PF508 20250721 6420.0 6480.0 ... 28320.85 6442.0 6500.0 PF
71 PF509 20250721 6378.0 6456.0 ... 434865.28 6422.0 6406.0 PF
72 PF510 20250721 6416.0 6512.0 ... 177786.37 6468.0 6432.0 PF
73 PF511 20250721 6406.0 6500.0 ... 84272.22 6448.0 6410.0 PF
74 PF512 20250721 6392.0 6484.0 ... 16321.20 6432.0 6390.0 PF
75 PF601 20250721 6398.0 6482.0 ... 6447.42 6442.0 6388.0 PF
76 PF602 20250721 6458.0 6478.0 ... 22.66 6476.0 6392.0 PF
77 PF603 20250721 6466.0 6484.0 ... 12.94 6472.0 6402.0 PF
78 PF604 20250721 6504.0 6504.0 ... 9.74 6496.0 6450.0 PF
79 PF605 20250721 6472.0 6530.0 ... 29.20 6490.0 6476.0 PF
80 PF606 20250721 0.0 0.0 ... 0.00 6490.0 6412.0 PF
81 PF607 20250721 0.0 0.0 ... 0.00 6482.0 6412.0 PF
82 PK510 20250721 8210.0 8234.0 ... 193971.73 8208.0 8242.0 PK
83 PK511 20250721 8032.0 8066.0 ... 65651.94 8054.0 8072.0 PK
84 PK512 20250721 8026.0 8028.0 ... 809.89 8020.0 8028.0 PK
85 PK601 20250721 8012.0 8040.0 ... 8573.16 8028.0 8036.0 PK
86 PK603 20250721 8036.0 8042.0 ... 265.02 8032.0 8024.0 PK
87 PK604 20250721 8034.0 8046.0 ... 92.44 8038.0 8024.0 PK
88 PK605 20250721 8028.0 8068.0 ... 1627.52 8038.0 8028.0 PK
89 PM509 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250721 5956.0 6034.0 ... 8835.77 6012.0 5962.0 PR
96 PR509 20250721 5938.0 6014.0 ... 502836.47 5976.0 5938.0 PR
97 PR510 20250721 5944.0 6022.0 ... 230026.70 5984.0 5944.0 PR
98 PR511 20250721 5940.0 6004.0 ... 50326.38 5966.0 5932.0 PR
99 PR512 20250721 5946.0 5964.0 ... 17.87 5956.0 5910.0 PR
100 PR601 20250721 5912.0 5970.0 ... 1076.72 5932.0 5892.0 PR
101 PR602 20250721 5966.0 5966.0 ... 8.95 5966.0 5922.0 PR
102 PR603 20250721 5974.0 5974.0 ... 8.96 5974.0 5922.0 PR
103 PR604 20250721 5924.0 5980.0 ... 35.74 5958.0 5910.0 PR
104 PR605 20250721 5940.0 5978.0 ... 62.61 5964.0 5940.0 PR
105 PR606 20250721 0.0 0.0 ... 0.00 5946.0 5914.0 PR
106 PR607 20250721 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250721 6962.0 7004.0 ... 3261.67 6956.0 6950.0 PX
108 PX509 20250721 6828.0 6894.0 ... 745722.19 6850.0 6808.0 PX
109 PX510 20250721 6802.0 6882.0 ... 66284.00 6830.0 6754.0 PX
110 PX511 20250721 6746.0 6838.0 ... 148781.72 6782.0 6712.0 PX
111 PX512 20250721 6722.0 6814.0 ... 40875.74 6760.0 6698.0 PX
112 PX601 20250721 6684.0 6784.0 ... 78427.74 6736.0 6662.0 PX
113 PX602 20250721 6700.0 6710.0 ... 30.17 6704.0 6654.0 PX
114 PX603 20250721 0.0 0.0 ... 0.00 6724.0 6638.0 PX
115 PX604 20250721 6674.0 6686.0 ... 6.68 6680.0 6630.0 PX
116 PX605 20250721 6648.0 6712.0 ... 126.70 6668.0 6640.0 PX
117 PX606 20250721 6708.0 6708.0 ... 6.70 6700.0 6616.0 PX
118 PX607 20250721 6644.0 6710.0 ... 20.05 6686.0 6628.0 PX
119 RI509 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250721 2720.0 2732.0 ... 6435.54 2715.0 2710.0 RM
126 RM509 20250721 2726.0 2745.0 ... 837958.36 2727.0 2721.0 RM
127 RM511 20250721 2538.0 2562.0 ... 14990.69 2549.0 2529.0 RM
128 RM601 20250721 2396.0 2421.0 ... 230124.45 2407.0 2386.0 RM
129 RM603 20250721 2361.0 2389.0 ... 39873.08 2374.0 2351.0 RM
130 RM605 20250721 2355.0 2372.0 ... 47973.34 2365.0 2346.0 RM
131 RM607 20250721 2352.0 2365.0 ... 2146.56 2359.0 2340.0 RM
132 RS508 20250721 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250721 5162.0 5162.0 ... 194.96 5131.0 5141.0 RS
134 RS511 20250721 5200.0 5275.0 ... 207.92 5198.0 5181.0 RS
135 RS607 20250721 0.0 0.0 ... 0.00 5180.0 5176.0 RS
136 SA508 20250721 1216.0 1297.0 ... 14123.12 1268.0 1217.0 SA
137 SA509 20250721 1232.0 1309.0 ... 9596856.89 1273.0 1226.0 SA
138 SA510 20250721 1239.0 1327.0 ... 296120.29 1301.0 1240.0 SA
139 SA511 20250721 1249.0 1330.0 ... 433296.72 1304.0 1244.0 SA
140 SA512 20250721 1265.0 1360.0 ... 186250.71 1329.0 1272.0 SA
141 SA601 20250721 1280.0 1365.0 ... 2650502.06 1327.0 1273.0 SA
142 SA602 20250721 1289.0 1374.0 ... 29395.18 1342.0 1286.0 SA
143 SA603 20250721 1286.0 1375.0 ... 23175.83 1347.0 1282.0 SA
144 SA604 20250721 1312.0 1400.0 ... 7165.39 1363.0 1312.0 SA
145 SA605 20250721 1315.0 1402.0 ... 88422.37 1366.0 1314.0 SA
146 SA606 20250721 1322.0 1409.0 ... 6355.43 1377.0 1323.0 SA
147 SA607 20250721 1324.0 1400.0 ... 2454.41 1371.0 1322.0 SA
148 SF508 20250721 5576.0 5696.0 ... 19344.71 5642.0 5524.0 SF
149 SF509 20250721 5620.0 5728.0 ... 870674.20 5662.0 5532.0 SF
150 SF510 20250721 5564.0 5688.0 ... 168100.80 5628.0 5488.0 SF
151 SF511 20250721 5722.0 5838.0 ... 232845.36 5778.0 5636.0 SF
152 SF512 20250721 5686.0 5802.0 ... 14831.68 5742.0 5604.0 SF
153 SF601 20250721 5678.0 5784.0 ... 38997.83 5718.0 5584.0 SF
154 SF602 20250721 5636.0 5720.0 ... 803.06 5656.0 5528.0 SF
155 SF603 20250721 6066.0 6066.0 ... 115.77 5790.0 5676.0 SF
156 SF604 20250721 5750.0 5788.0 ... 23.03 5758.0 5618.0 SF
157 SF605 20250721 5730.0 5820.0 ... 720.97 5768.0 5642.0 SF
158 SF606 20250721 5712.0 5764.0 ... 51.43 5716.0 5570.0 SF
159 SF607 20250721 5868.0 5914.0 ... 32.13 5842.0 5640.0 SF
160 SH508 20250721 2452.0 2564.0 ... 68831.87 2518.0 2453.0 SH
161 SH509 20250721 2475.0 2625.0 ... 7039880.46 2557.0 2482.0 SH
162 SH510 20250721 2486.0 2641.0 ... 781913.51 2571.0 2500.0 SH
163 SH511 20250721 2469.0 2618.0 ... 640463.82 2545.0 2477.0 SH
164 SH512 20250721 2472.0 2622.0 ... 148428.69 2547.0 2481.0 SH
165 SH601 20250721 2458.0 2604.0 ... 407953.52 2538.0 2458.0 SH
166 SH602 20250721 2488.0 2626.0 ... 2212.80 2570.0 2481.0 SH
167 SH603 20250721 2493.0 2623.0 ... 1621.97 2562.0 2487.0 SH
168 SH604 20250721 2546.0 2650.0 ... 280.01 2593.0 2516.0 SH
169 SH605 20250721 2522.0 2659.0 ... 8663.15 2599.0 2522.0 SH
170 SH606 20250721 2553.0 2668.0 ... 401.90 2627.0 2548.0 SH
171 SH607 20250721 2553.0 2666.0 ... 220.12 2621.0 2543.0 SH
172 SM508 20250721 5890.0 5938.0 ... 3921.36 5898.0 5814.0 SM
173 SM509 20250721 5898.0 5950.0 ... 1152426.45 5908.0 5824.0 SM
174 SM510 20250721 5862.0 5926.0 ... 59783.88 5886.0 5800.0 SM
175 SM511 20250721 5912.0 5992.0 ... 145420.24 5950.0 5864.0 SM
176 SM512 20250721 5924.0 5990.0 ... 34128.29 5948.0 5860.0 SM
177 SM601 20250721 5948.0 5984.0 ... 146454.85 5944.0 5850.0 SM
178 SM602 20250721 5938.0 5978.0 ... 228.77 5942.0 5856.0 SM
179 SM603 20250721 5900.0 5984.0 ... 202.10 5944.0 5860.0 SM
180 SM604 20250721 5952.0 5996.0 ... 92.47 5966.0 5860.0 SM
181 SM605 20250721 5950.0 6004.0 ... 2428.83 5960.0 5862.0 SM
182 SM606 20250721 5958.0 5998.0 ... 29.82 5964.0 5876.0 SM
183 SM607 20250721 0.0 0.0 ... 0.00 5862.0 5862.0 SM
184 SR509 20250721 5840.0 5854.0 ... 1090661.67 5840.0 5828.0 SR
185 SR511 20250721 5725.0 5744.0 ... 134964.27 5734.0 5722.0 SR
186 SR601 20250721 5668.0 5678.0 ... 161173.63 5670.0 5659.0 SR
187 SR603 20250721 5626.0 5643.0 ... 3330.78 5636.0 5623.0 SR
188 SR605 20250721 5608.0 5618.0 ... 9493.81 5611.0 5596.0 SR
189 SR607 20250721 5599.0 5612.0 ... 571.83 5606.0 5589.0 SR
190 TA508 20250721 4772.0 4808.0 ... 9779.35 4784.0 4760.0 TA
191 TA509 20250721 4758.0 4810.0 ... 2274962.39 4776.0 4752.0 TA
192 TA510 20250721 4740.0 4808.0 ... 81965.40 4774.0 4730.0 TA
193 TA511 20250721 4734.0 4796.0 ... 55920.64 4760.0 4722.0 TA
194 TA512 20250721 4726.0 4780.0 ... 26305.74 4746.0 4716.0 TA
195 TA601 20250721 4706.0 4774.0 ... 553157.26 4740.0 4686.0 TA
196 TA602 20250721 4714.0 4770.0 ... 154.12 4742.0 4682.0 TA
197 TA603 20250721 4710.0 4770.0 ... 123.22 4740.0 4690.0 TA
198 TA604 20250721 4718.0 4768.0 ... 42.72 4748.0 4680.0 TA
199 TA605 20250721 4712.0 4780.0 ... 8661.57 4756.0 4700.0 TA
200 TA606 20250721 4728.0 4772.0 ... 33.28 4754.0 4692.0 TA
201 TA607 20250721 4760.0 4780.0 ... 35.75 4768.0 4692.0 TA
202 UR508 20250721 1763.0 1808.0 ... 6165.21 1795.0 1754.0 UR
203 UR509 20250721 1790.0 1818.0 ... 1189792.96 1807.0 1758.0 UR
204 UR510 20250721 1758.0 1797.0 ... 32428.25 1790.0 1749.0 UR
205 UR511 20250721 1773.0 1798.0 ... 34961.13 1792.0 1749.0 UR
206 UR512 20250721 1778.0 1790.0 ... 499.39 1784.0 1735.0 UR
207 UR601 20250721 1760.0 1783.0 ... 237965.14 1774.0 1730.0 UR
208 UR602 20250721 1728.0 1777.0 ... 1033.62 1770.0 1724.0 UR
209 UR603 20250721 1784.0 1799.0 ... 1103.92 1792.0 1755.0 UR
210 UR604 20250721 1776.0 1795.0 ... 339.44 1787.0 1745.0 UR
211 UR605 20250721 1752.0 1789.0 ... 8031.87 1778.0 1738.0 UR
212 UR606 20250721 1752.0 1781.0 ... 695.37 1774.0 1733.0 UR
213 UR607 20250721 1769.0 1797.0 ... 121.56 1788.0 1743.0 UR
214 WH509 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-23 18:26:18,472 - future_1d - INFO - ak.get_czce_daily('2025-07-21') done
2025-07-23 18:26:20,196 - future_1d - INFO - save future_daily 2025-07-21 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250722 535.4 538.2 ... 130144.63 523.5 534.6 SC
1 SC2509 20250722 511.6 512.1 ... 7283026.86 506.6 515.3 SC
2 SC2510 20250722 505 505 ... 803311.41 499.6 507.3 SC
3 SC2511 20250722 495.8 499 ... 181485.26 495 500.7 SC
4 SC2512 20250722 493.5 494.3 ... 56025.3 491.4 496.9 SC
5 SC2601 20250722 490.2 492.3 ... 12890.68 488.2 493.5 SC
6 SC2602 20250722 486.9 488 ... 9124.84 485.3 490.5 SC
7 SC2603 20250722 485.4 485.4 ... 1354.83 483.8 487.8 SC
8 SC2604 20250722 481.3 481.3 ... 96.26 481.3 485 SC
9 SC2605 20250722 480.6 480.6 ... 48.06 480.6 486.3 SC
10 SC2606 20250722 478.6 482.9 ... 478.28 478.2 480.8 SC
11 SC2607 20250722 ... 0 475.5 475.5 SC
12 SC2609 20250722 472.4 472.4 ... 94.48 472.4 473.4 SC
13 SC2612 20250722 472.1 472.1 ... 469.74 469.7 477 SC
14 SC2703 20250722 ... 0 468.6 472.1 SC
15 SC2706 20250722 467.4 469.5 ... 93.69 468.4 470.6 SC
16 SC2709 20250722 462.8 462.8 ... 46.28 462.8 470.3 SC
17 SC2712 20250722 ... 0 467.2 467.2 SC
18 SC2803 20250722 ... 0 463.4 465.3 SC
19 SC2806 20250722 465.5 465.5 ... 415.66 461.8 467.1 SC
21 LU2508 20250722 3590 3590 ... 1347.177 3563 3596 LU
22 LU2509 20250722 3600 3606 ... 94679.137 3577 3613 LU
23 LU2510 20250722 3600 3604 ... 410372.53 3575 3610 LU
24 LU2511 20250722 3586 3589 ... 31645.862 3562 3596 LU
25 LU2512 20250722 3564 3564 ... 5036.418 3554 3575 LU
26 LU2601 20250722 3540 3544 ... 2176.23 3521 3550 LU
27 LU2602 20250722 3529 3529 ... 108.227 3491 3553 LU
28 LU2603 20250722 3512 3512 ... 344.532 3445 3546 LU
29 LU2604 20250722 3494 3494 ... 59.136 3478 3503 LU
30 LU2605 20250722 3475 3476 ... 45.053 3465 3496 LU
31 LU2606 20250722 3474 3474 ... 13.882 3470 3489 LU
32 LU2607 20250722 3464 3520 ... 65.722 3459 3485 LU
34 NR2508 20250722 12680 12990 ... 118794.905 12810 12710 NR
35 NR2509 20250722 12730 13030 ... 2261327.88 12845 12745 NR
36 NR2510 20250722 12710 13020 ... 506002.7 12830 12745 NR
37 NR2511 20250722 12695 13035 ... 46476.31 12835 12755 NR
38 NR2512 20250722 12825 13065 ... 15609.575 12885 12805 NR
39 NR2601 20250722 12775 13130 ... 50095.505 12930 12810 NR
40 NR2602 20250722 12900 13035 ... 1703.94 12905 12815 NR
41 NR2603 20250722 12885 12885 ... 12.885 12885 12845 NR
42 NR2604 20250722 ... 0 13010 12765 NR
43 NR2605 20250722 12950 13000 ... 155.335 12940 12865 NR
44 NR2606 20250722 12940 13020 ... 25.96 12980 12815 NR
45 NR2607 20250722 ... 0 12810 12520 NR
47 BC2508 20250722 70710 70950 ... 191530.42 70720 70350 BC
48 BC2509 20250722 70840 71040 ... 45155.055 70830 70450 BC
49 BC2510 20250722 70630 70920 ... 247.54 70720 70810 BC
50 BC2511 20250722 ... 0 69190 69190 BC
51 BC2512 20250722 ... 0 70400 70180 BC
52 BC2601 20250722 ... 0 69480 69480 BC
53 BC2602 20250722 ... 0 69410 69410 BC
54 BC2603 20250722 ... 0 69290 69290 BC
55 BC2604 20250722 ... 0 69430 69430 BC
56 BC2605 20250722 ... 0 69480 69480 BC
57 BC2606 20250722 ... 0 69340 69340 BC
58 BC2607 20250722 ... 0 68670 67820 BC
60 EC2508 20250722 2320 2322.8 ... 79675.3785 2276.1 2300.3 EC
61 EC2510 20250722 1610 1629.5 ... 526578.126 1579.9 1648.5 EC
62 EC2512 20250722 1750.1 1776 ... 63942.071 1728.6 1807 EC
63 EC2602 20250722 1483.6 1506 ... 8442.309 1469.5 1513.8 EC
64 EC2604 20250722 1333.3 1348.9 ... 12260.004 1323.9 1355.6 EC
65 EC2606 20250722 1444 1466.6 ... 1534.5225 1447.6 1467.1 EC
68 SC_TAS2509 20250722 ... SC_TAS
69 SC_TAS2510 20250722 ... SC_TAS
70 SC_TAS2511 20250722 ... SC_TAS
[65 rows x 12 columns]
2025-07-23 18:26:28,167 - future_1d - INFO - ak.get_ine_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 IC2508 20250722 6116.600 ... 6161.200 6110.600 IC
1 IC2509 20250722 6064.000 ... 6111.800 6059.800 IC
2 IC2512 20250722 5933.200 ... 5984.600 5932.400 IC
3 IC2603 20250722 5816.400 ... 5870.000 5817.400 IC
4 IF2508 20250722 4079.000 ... 4105.400 4075.200 IF
5 IF2509 20250722 4067.000 ... 4096.600 4064.400 IF
6 IF2512 20250722 4036.000 ... 4063.600 4031.600 IF
7 IF2603 20250722 4008.400 ... 4033.200 4002.200 IF
8 IH2508 20250722 2772.800 ... 2788.800 2771.600 IH
9 IH2509 20250722 2772.000 ... 2789.400 2771.800 IH
10 IH2512 20250722 2775.200 ... 2791.600 2774.600 IH
11 IH2603 20250722 2778.800 ... 2793.400 2776.200 IH
12 IM2508 20250722 6530.000 ... 6568.000 6545.200 IM
13 IM2509 20250722 6463.200 ... 6495.800 6472.600 IM
14 IM2512 20250722 6278.200 ... 6311.400 6288.400 IM
15 IM2603 20250722 6119.800 ... 6150.400 6128.400 IM
16 T2509 20250722 108.760 ... 108.635 108.730 T
17 T2512 20250722 108.790 ... 108.700 108.775 T
18 T2603 20250722 108.760 ... 108.665 108.745 T
19 TF2509 20250722 105.950 ... 105.885 105.935 TF
20 TF2512 20250722 106.055 ... 105.965 106.005 TF
21 TF2603 20250722 106.105 ... 106.030 106.085 TF
22 TL2509 20250722 120.000 ... 119.520 119.930 TL
23 TL2512 20250722 119.840 ... 119.330 119.750 TL
24 TL2603 20250722 119.650 ... 119.150 119.550 TL
25 TS2509 20250722 102.420 ... 102.414 102.416 TS
26 TS2512 20250722 102.494 ... 102.490 102.490 TS
27 TS2603 20250722 102.600 ... 102.584 102.582 TS
[28 rows x 12 columns]
2025-07-23 18:26:28,434 - future_1d - INFO - ak.get_cffex_daily('2025-07-22') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250722 ... 79560 79230 CU
1 1 CU2509 20250722 ... 79650 79260 CU
2 2 CU2510 20250722 ... 79670 79390 CU
3 3 CU2511 20250722 ... 79650 79440 CU
4 4 CU2512 20250722 ... 79580 79200 CU
5 5 CU2601 20250722 ... 79510 79100 CU
6 6 CU2602 20250722 ... 79470 79140 CU
7 7 CU2603 20250722 ... 79450 79050 CU
8 8 CU2604 20250722 ... 79430 79080 CU
9 9 CU2605 20250722 ... 79410 79130 CU
10 10 CU2606 20250722 ... 79430 79180 CU
11 11 CU2607 20250722 ... 79460 79360 CU
12 12 BC2508 20250722 ... 70720 70350 BC
13 13 BC2509 20250722 ... 70830 70450 BC
14 14 BC2510 20250722 ... 70720 70810 BC
15 15 BC2511 20250722 ... 69190 69190 BC
16 16 BC2512 20250722 ... 70400 70180 BC
17 17 BC2601 20250722 ... 69480 69480 BC
18 18 BC2602 20250722 ... 69410 69410 BC
19 19 BC2603 20250722 ... 69290 69290 BC
20 20 BC2604 20250722 ... 69430 69430 BC
21 21 BC2605 20250722 ... 69480 69480 BC
22 22 BC2606 20250722 ... 69340 69340 BC
23 23 BC2607 20250722 ... 68670 67820 BC
24 24 AL2508 20250722 ... 20890 20780 AL
25 25 AL2509 20250722 ... 20860 20745 AL
26 26 AL2510 20250722 ... 20795 20695 AL
27 27 AL2511 20250722 ... 20700 20615 AL
28 28 AL2512 20250722 ... 20655 20555 AL
29 29 AL2601 20250722 ... 20620 20540 AL
30 30 AL2602 20250722 ... 20630 20560 AL
31 31 AL2603 20250722 ... 20630 20505 AL
32 32 AL2604 20250722 ... 20680 20545 AL
33 33 AL2605 20250722 ... 20645 20570 AL
34 34 AL2606 20250722 ... 20660 20520 AL
35 35 AL2607 20250722 ... 20670 20485 AL
36 36 ZN2508 20250722 ... 22825 22750 ZN
37 37 ZN2509 20250722 ... 22860 22785 ZN
38 38 ZN2510 20250722 ... 22855 22775 ZN
39 39 ZN2511 20250722 ... 22820 22730 ZN
40 40 ZN2512 20250722 ... 22780 22675 ZN
41 41 ZN2601 20250722 ... 22725 22585 ZN
42 42 ZN2602 20250722 ... 22680 22615 ZN
43 43 ZN2603 20250722 ... 22655 22590 ZN
44 44 ZN2604 20250722 ... 22665 22550 ZN
45 45 ZN2605 20250722 ... 22590 22565 ZN
46 46 ZN2606 20250722 ... 22625 22580 ZN
47 47 ZN2607 20250722 ... 22635 22565 ZN
48 48 PB2508 20250722 ... 16895 16935 PB
49 49 PB2509 20250722 ... 16925 16965 PB
50 50 PB2510 20250722 ... 16950 16985 PB
51 51 PB2511 20250722 ... 16955 17000 PB
52 52 PB2512 20250722 ... 17020 17030 PB
53 53 PB2601 20250722 ... 16985 17060 PB
54 54 PB2602 20250722 ... 16985 17065 PB
55 55 PB2603 20250722 ... 17055 17080 PB
56 56 PB2604 20250722 ... 17070 17110 PB
57 57 PB2605 20250722 ... 17100 17080 PB
58 58 PB2606 20250722 ... 17125 16980 PB
59 59 PB2607 20250722 ... 17105 17110 PB
60 60 NI2508 20250722 ... 123330 121690 NI
61 61 NI2509 20250722 ... 123440 121870 NI
62 62 NI2510 20250722 ... 123500 122090 NI
63 63 NI2511 20250722 ... 123750 122450 NI
64 64 NI2512 20250722 ... 123980 122400 NI
65 65 NI2601 20250722 ... 124240 122890 NI
66 66 NI2602 20250722 ... 124280 122900 NI
67 67 NI2603 20250722 ... 124580 123270 NI
68 68 NI2604 20250722 ... 125190 122810 NI
69 69 NI2605 20250722 ... 125030 123280 NI
70 70 NI2606 20250722 ... 125290 123570 NI
71 71 NI2607 20250722 ... 125480 123980 NI
72 72 SN2508 20250722 ... 267430 265570 SN
73 73 SN2509 20250722 ... 267630 265900 SN
74 74 SN2510 20250722 ... 267520 266240 SN
75 75 SN2511 20250722 ... 267240 266360 SN
76 76 SN2512 20250722 ... 267210 266690 SN
77 77 SN2601 20250722 ... 267520 266020 SN
78 78 SN2602 20250722 ... 268340 266770 SN
79 79 SN2603 20250722 ... 267930 266950 SN
80 80 SN2604 20250722 ... 268100 267120 SN
81 81 SN2605 20250722 ... 267770 263850 SN
82 82 SN2606 20250722 ... 268590 267180 SN
83 83 SN2607 20250722 ... 268090 265840 SN
84 84 AO2508 20250722 ... 3475 3343 AO
85 85 AO2509 20250722 ... 3452 3312 AO
86 86 AO2510 20250722 ... 3393 3266 AO
87 87 AO2511 20250722 ... 3371 3253 AO
88 88 AO2512 20250722 ... 3365 3243 AO
89 89 AO2601 20250722 ... 3358 3237 AO
90 90 AO2602 20250722 ... 3356 3208 AO
91 91 AO2603 20250722 ... 3322 3202 AO
92 92 AO2604 20250722 ... 3358 3194 AO
93 93 AO2605 20250722 ... 3315 3180 AO
94 94 AO2606 20250722 ... 3309 3166 AO
95 95 AO2607 20250722 ... 3287 3158 AO
96 96 AD2511 20250722 ... 20215 20100 AD
97 97 AD2512 20250722 ... 20185 20080 AD
98 98 AD2601 20250722 ... 20145 20050 AD
99 99 AD2602 20250722 ... 20075 19940 AD
100 100 AD2603 20250722 ... 19990 19960 AD
101 101 AD2604 20250722 ... 19935 19895 AD
102 102 AD2605 20250722 ... 20010 19880 AD
103 103 AD2606 20250722 ... 20020 19845 AD
104 104 AD2607 20250722 ... 19790 19550 AD
105 105 AU2508 20250722 ... 783.14 777.66 AU
106 106 AU2509 20250722 ... 784.52 778.46 AU
107 107 AU2510 20250722 ... 785.8 779.84 AU
108 108 AU2512 20250722 ... 787.66 781.96 AU
109 109 AU2602 20250722 ... 789.7 784.18 AU
110 110 AU2604 20250722 ... 791.76 786.8 AU
111 111 AU2606 20250722 ... 793.48 789.14 AU
112 112 AU2608 20250722 ... 795.88 791.16 AU
113 113 AG2508 20250722 ... 9355 9224 AG
114 114 AG2509 20250722 ... 9361 9237 AG
115 115 AG2510 20250722 ... 9383 9249 AG
116 116 AG2511 20250722 ... 9390 9261 AG
117 117 AG2512 20250722 ... 9398 9271 AG
118 118 AG2601 20250722 ... 9408 9285 AG
119 119 AG2602 20250722 ... 9420 9294 AG
120 120 AG2603 20250722 ... 9431 9305 AG
121 121 AG2604 20250722 ... 9441 9316 AG
122 122 AG2605 20250722 ... 9453 9328 AG
123 123 AG2606 20250722 ... 9463 9341 AG
124 124 AG2607 20250722 ... 9475 9354 AG
125 125 RB2508 20250722 ... 3185 3121 RB
126 126 RB2509 20250722 ... 3212 3152 RB
127 127 RB2510 20250722 ... 3264 3207 RB
128 128 RB2511 20250722 ... 3286 3229 RB
129 129 RB2512 20250722 ... 3309 3255 RB
130 130 RB2601 20250722 ... 3320 3260 RB
131 131 RB2602 20250722 ... 3304 3242 RB
132 132 RB2603 20250722 ... 3328 3259 RB
133 133 RB2604 20250722 ... 3315 3266 RB
134 134 RB2605 20250722 ... 3342 3271 RB
135 135 RB2606 20250722 ... 3352 3281 RB
136 136 RB2607 20250722 ... 3348 3298 RB
137 137 WR2508 20250722 ... 3212 3212 WR
138 138 WR2509 20250722 ... 3335 3335 WR
139 139 WR2510 20250722 ... 3588 3498 WR
140 140 WR2511 20250722 ... 3679 3481 WR
141 141 WR2512 20250722 ... 3570 3536 WR
142 142 WR2601 20250722 ... 3545 3513 WR
143 143 WR2602 20250722 ... 3607 3496 WR
144 144 WR2603 20250722 ... 3606 3462 WR
145 145 WR2604 20250722 ... 3556 3524 WR
146 146 WR2605 20250722 ... 3660 3594 WR
147 147 WR2606 20250722 ... 3704 3543 WR
148 148 WR2607 20250722 ... 3747 3640 WR
149 149 HC2508 20250722 ... 3417 3358 HC
150 150 HC2509 20250722 ... 3435 3393 HC
151 151 HC2510 20250722 ... 3431 3381 HC
152 152 HC2511 20250722 ... 3433 3387 HC
153 153 HC2512 20250722 ... 3442 3393 HC
154 154 HC2601 20250722 ... 3448 3396 HC
155 155 HC2602 20250722 ... 3445 3399 HC
156 156 HC2603 20250722 ... 3449 3403 HC
157 157 HC2604 20250722 ... 3458 3393 HC
158 158 HC2605 20250722 ... 3440 3396 HC
159 159 HC2606 20250722 ... 3445 3421 HC
160 160 HC2607 20250722 ... 3444 3411 HC
161 161 SS2508 20250722 ... 12895 12865 SS
162 162 SS2509 20250722 ... 12890 12870 SS
163 163 SS2510 20250722 ... 12925 12910 SS
164 164 SS2511 20250722 ... 12965 12920 SS
165 165 SS2512 20250722 ... 12985 12950 SS
166 166 SS2601 20250722 ... 13035 13015 SS
167 167 SS2602 20250722 ... 13095 13040 SS
168 168 SS2603 20250722 ... 13140 13090 SS
169 169 SS2604 20250722 ... 13155 13120 SS
170 170 SS2605 20250722 ... 13205 13170 SS
171 171 SS2606 20250722 ... 13220 13190 SS
172 172 SS2607 20250722 ... 13265 13240 SS
173 173 SC2508 20250722 ... 523.5 534.6 SC
174 174 SC2509 20250722 ... 506.6 515.3 SC
175 175 SC2510 20250722 ... 499.6 507.3 SC
176 176 SC2511 20250722 ... 495 500.7 SC
177 177 SC2512 20250722 ... 491.4 496.9 SC
178 178 SC2601 20250722 ... 488.2 493.5 SC
179 179 SC2602 20250722 ... 485.3 490.5 SC
180 180 SC2603 20250722 ... 483.8 487.8 SC
181 181 SC2604 20250722 ... 481.3 485 SC
182 182 SC2605 20250722 ... 480.6 486.3 SC
183 183 SC2606 20250722 ... 478.2 480.8 SC
184 184 SC2607 20250722 ... 475.5 475.5 SC
185 185 SC2609 20250722 ... 472.4 473.4 SC
186 186 SC2612 20250722 ... 469.7 477 SC
187 187 SC2703 20250722 ... 468.6 472.1 SC
188 188 SC2706 20250722 ... 468.4 470.6 SC
189 189 SC2709 20250722 ... 462.8 470.3 SC
190 190 SC2712 20250722 ... 467.2 467.2 SC
191 191 SC2803 20250722 ... 463.4 465.3 SC
192 192 SC2806 20250722 ... 461.8 467.1 SC
193 193 LU2508 20250722 ... 3563 3596 LU
194 194 LU2509 20250722 ... 3577 3613 LU
195 195 LU2510 20250722 ... 3575 3610 LU
196 196 LU2511 20250722 ... 3562 3596 LU
197 197 LU2512 20250722 ... 3554 3575 LU
198 198 LU2601 20250722 ... 3521 3550 LU
199 199 LU2602 20250722 ... 3491 3553 LU
200 200 LU2603 20250722 ... 3445 3546 LU
201 201 LU2604 20250722 ... 3478 3503 LU
202 202 LU2605 20250722 ... 3465 3496 LU
203 203 LU2606 20250722 ... 3470 3489 LU
204 204 LU2607 20250722 ... 3459 3485 LU
205 205 FU2508 20250722 ... 2863 2885 FU
206 206 FU2509 20250722 ... 2899 2921 FU
207 207 FU2510 20250722 ... 2911 2929 FU
208 208 FU2511 20250722 ... 2905 2921 FU
209 209 FU2512 20250722 ... 2885 2901 FU
210 210 FU2601 20250722 ... 2878 2889 FU
211 211 FU2602 20250722 ... 2869 2874 FU
212 212 FU2603 20250722 ... 2857 2862 FU
213 213 FU2604 20250722 ... 2843 2845 FU
214 214 FU2605 20250722 ... 2828 2827 FU
215 215 FU2606 20250722 ... 2827 2814 FU
216 216 FU2607 20250722 ... 2815 2804 FU
217 217 BU2508 20250722 ... 3644 3685 BU
218 218 BU2509 20250722 ... 3611 3661 BU
219 219 BU2510 20250722 ... 3565 3612 BU
220 220 BU2511 20250722 ... 3523 3560 BU
221 221 BU2512 20250722 ... 3458 3487 BU
222 222 BU2601 20250722 ... 3428 3449 BU
223 223 BU2602 20250722 ... 3392 3435 BU
224 224 BU2603 20250722 ... 3396 3429 BU
225 225 BU2604 20250722 ... 3389 3421 BU
226 226 BU2605 20250722 ... 3380 3419 BU
227 227 BU2606 20250722 ... 3380 3413 BU
228 228 BU2607 20250722 ... 3392 3464 BU
229 229 BU2609 20250722 ... 3369 3397 BU
230 230 BU2612 20250722 ... 3325 3347 BU
231 231 BU2703 20250722 ... 3326 3329 BU
232 232 BU2706 20250722 ... 3324 3342 BU
233 233 BR2508 20250722 ... 12020 11910 BR
234 234 BR2509 20250722 ... 12025 11895 BR
235 235 BR2510 20250722 ... 12005 11875 BR
236 236 BR2511 20250722 ... 12020 11900 BR
237 237 BR2512 20250722 ... 12030 11885 BR
238 238 BR2601 20250722 ... 12005 11880 BR
239 239 BR2602 20250722 ... 11975 11860 BR
240 240 BR2603 20250722 ... 12000 11865 BR
241 241 BR2604 20250722 ... 12005 11925 BR
242 242 BR2605 20250722 ... 11995 11925 BR
243 243 BR2606 20250722 ... 12010 11885 BR
244 244 BR2607 20250722 ... 11980 11900 BR
245 245 RU2508 20250722 ... 15020 14880 RU
246 246 RU2509 20250722 ... 15030 14900 RU
247 247 RU2510 20250722 ... 15010 14905 RU
248 248 RU2511 20250722 ... 15025 14895 RU
249 249 RU2601 20250722 ... 15800 15695 RU
250 250 RU2603 20250722 ... 15760 15695 RU
251 251 RU2604 20250722 ... 15805 15740 RU
252 252 RU2605 20250722 ... 15875 15800 RU
253 253 RU2606 20250722 ... 15875 15670 RU
254 254 RU2607 20250722 ... 15805 15805 RU
255 255 NR2508 20250722 ... 12810 12710 NR
256 256 NR2509 20250722 ... 12845 12745 NR
257 257 NR2510 20250722 ... 12830 12745 NR
258 258 NR2511 20250722 ... 12835 12755 NR
259 259 NR2512 20250722 ... 12885 12805 NR
260 260 NR2601 20250722 ... 12930 12810 NR
261 261 NR2602 20250722 ... 12905 12815 NR
262 262 NR2603 20250722 ... 12885 12845 NR
263 263 NR2604 20250722 ... 13010 12765 NR
264 264 NR2605 20250722 ... 12940 12865 NR
265 265 NR2606 20250722 ... 12980 12815 NR
266 266 NR2607 20250722 ... 12810 12520 NR
267 267 SP2508 20250722 ... 5314 5302 SP
268 268 SP2509 20250722 ... 5342 5328 SP
269 269 SP2510 20250722 ... 5308 5304 SP
270 270 SP2511 20250722 ... 5308 5294 SP
271 271 SP2512 20250722 ... 5258 5250 SP
272 272 SP2601 20250722 ... 5484 5470 SP
273 273 SP2602 20250722 ... 5420 5418 SP
274 274 SP2603 20250722 ... 5424 5422 SP
275 275 SP2604 20250722 ... 5400 5396 SP
276 276 SP2605 20250722 ... 5418 5416 SP
277 277 SP2606 20250722 ... 5418 5422 SP
278 278 SP2607 20250722 ... 5414 5410 SP
279 279 EC2508 20250722 ... 2276.1 2300.3 EC
280 280 EC2510 20250722 ... 1579.9 1648.5 EC
281 281 EC2512 20250722 ... 1728.6 1807 EC
282 282 EC2602 20250722 ... 1469.5 1513.8 EC
283 283 EC2604 20250722 ... 1323.9 1355.6 EC
284 284 EC2606 20250722 ... 1447.6 1467.1 EC
285 285 SC_TAS2509 20250722 ... SC_TAS
286 286 SC_TAS2510 20250722 ... SC_TAS
287 287 SC_TAS2511 20250722 ... SC_TAS
[288 rows x 13 columns]
2025-07-23 18:26:28,528 - future_1d - INFO - ak.get_shfe_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250722 4204.00 ... 4213.00 4176.00 A
1 a2511 20250722 4124.00 ... 4132.00 4109.00 A
2 a2601 20250722 4114.00 ... 4122.00 4100.00 A
3 a2603 20250722 4106.00 ... 4110.00 4088.00 A
4 a2605 20250722 4143.00 ... 4144.00 4118.00 A
5 a2607 20250722 4148.00 ... 4142.00 4123.00 A
6 b2508 20250722 3636.00 ... 3634.00 3646.00 B
7 b2509 20250722 3718.00 ... 3717.00 3720.00 B
8 b2510 20250722 3771.00 ... 3762.00 3757.00 B
9 b2511 20250722 3776.00 ... 3775.00 3770.00 B
10 b2512 20250722 3787.00 ... 3782.00 3783.00 B
11 b2601 20250722 3763.00 ... 3762.00 3764.00 B
12 b2602 20250722 3714.00 ... 3721.00 3716.00 B
13 b2603 20250722 3619.00 ... 3614.00 3613.00 B
14 b2604 20250722 3495.00 ... 3507.00 3503.00 B
15 b2605 20250722 3435.00 ... 3431.00 3433.00 B
16 b2606 20250722 3426.00 ... 3426.00 3428.00 B
17 b2607 20250722 3428.00 ... 3425.00 3424.00 B
18 bb2509 20250722 155.80 ... 156.15 155.95 BB
19 bb2511 20250722 153.70 ... 153.70 153.80 BB
20 bb2601 20250722 147.25 ... 147.90 147.60 BB
21 bb2603 20250722 0.00 ... 154.45 154.15 BB
22 bb2605 20250722 0.00 ... 154.45 154.15 BB
23 bb2607 20250722 0.00 ... 154.45 154.15 BB
24 bz2603 20250722 6259.00 ... 6238.00 6219.00 BZ
25 bz2604 20250722 6247.00 ... 6224.00 6203.00 BZ
26 bz2605 20250722 6247.00 ... 6228.00 6209.00 BZ
27 bz2606 20250722 6220.00 ... 6219.00 6201.00 BZ
28 c2509 20250722 2320.00 ... 2325.00 2319.00 C
29 c2511 20250722 2283.00 ... 2280.00 2282.00 C
30 c2601 20250722 2250.00 ... 2250.00 2245.00 C
31 c2603 20250722 2251.00 ... 2250.00 2245.00 C
32 c2605 20250722 2294.00 ... 2290.00 2289.00 C
33 c2607 20250722 2301.00 ... 2300.00 2301.00 C
34 cs2509 20250722 2664.00 ... 2672.00 2668.00 CS
35 cs2511 20250722 2622.00 ... 2621.00 2621.00 CS
36 cs2601 20250722 2635.00 ... 2634.00 2635.00 CS
37 cs2603 20250722 2630.00 ... 2619.00 2619.00 CS
38 cs2605 20250722 2670.00 ... 2663.00 2662.00 CS
39 cs2607 20250722 2664.00 ... 2665.00 2662.00 CS
40 eb2507 20250722 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250722 7513.00 ... 7471.00 7451.00 EB
42 eb2509 20250722 7401.00 ... 7429.00 7371.00 EB
43 eb2510 20250722 7376.00 ... 7377.00 7305.00 EB
44 eb2511 20250722 7291.00 ... 7318.00 7237.00 EB
45 eb2512 20250722 7262.00 ... 7287.00 7197.00 EB
46 eb2601 20250722 7271.00 ... 7285.00 7199.00 EB
47 eb2602 20250722 7282.00 ... 7292.00 7242.00 EB
48 eb2603 20250722 7302.00 ... 7326.00 7245.00 EB
49 eb2604 20250722 7289.00 ... 7310.00 7242.00 EB
50 eb2605 20250722 7335.00 ... 7337.00 7236.00 EB
51 eb2606 20250722 7295.00 ... 7293.00 7226.00 EB
52 eg2507 20250722 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250722 4358.00 ... 4398.00 4358.00 EG
54 eg2509 20250722 4417.00 ... 4430.00 4404.00 EG
55 eg2510 20250722 4411.00 ... 4420.00 4405.00 EG
56 eg2511 20250722 4433.00 ... 4424.00 4408.00 EG
57 eg2512 20250722 4425.00 ... 4421.00 4404.00 EG
58 eg2601 20250722 4406.00 ... 4429.00 4395.00 EG
59 eg2602 20250722 4422.00 ... 4438.00 4399.00 EG
60 eg2603 20250722 4436.00 ... 4436.00 4402.00 EG
61 eg2604 20250722 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250722 4465.00 ... 4465.00 4426.00 EG
63 eg2606 20250722 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250722 0.00 ... 1375.50 1369.00 FB
65 fb2509 20250722 1293.50 ... 1285.50 1289.50 FB
66 fb2510 20250722 1307.00 ... 1310.50 1309.00 FB
67 fb2511 20250722 1308.50 ... 1311.50 1312.00 FB
68 fb2512 20250722 1313.00 ... 1314.50 1313.00 FB
69 fb2601 20250722 1312.50 ... 1317.00 1305.50 FB
70 fb2602 20250722 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250722 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250722 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250722 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250722 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250722 1265.00 ... 1295.00 1297.00 FB
76 i2508 20250722 811.50 ... 821.00 806.50 I
77 i2509 20250722 809.00 ... 817.00 803.00 I
78 i2510 20250722 800.50 ... 812.50 797.00 I
79 i2511 20250722 793.00 ... 807.00 789.50 I
80 i2512 20250722 787.00 ... 800.00 782.50 I
81 i2601 20250722 778.00 ... 787.50 771.50 I
82 i2602 20250722 771.50 ... 786.00 767.00 I
83 i2603 20250722 767.50 ... 782.50 763.00 I
84 i2604 20250722 762.50 ... 777.00 757.00 I
85 i2605 20250722 756.00 ... 766.50 747.50 I
86 i2606 20250722 750.00 ... 760.00 743.00 I
87 i2607 20250722 744.00 ... 754.50 737.00 I
88 j2508 20250722 1590.50 ... 1600.00 1567.00 J
89 j2509 20250722 1599.50 ... 1644.50 1572.00 J
90 j2510 20250722 1620.00 ... 1661.50 1593.50 J
91 j2511 20250722 1633.00 ... 1721.50 1612.00 J
92 j2512 20250722 1648.00 ... 1714.00 1638.50 J
93 j2601 20250722 1649.50 ... 1699.00 1623.00 J
94 j2602 20250722 1672.00 ... 1724.50 1642.00 J
95 j2603 20250722 1676.50 ... 1676.50 1589.00 J
96 j2604 20250722 1685.00 ... 1705.50 1652.50 J
97 j2605 20250722 1698.50 ... 1746.00 1671.00 J
98 j2606 20250722 1715.00 ... 1732.50 1664.00 J
99 j2607 20250722 0.00 ... 1730.50 1662.50 J
100 jd2507 20250722 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250722 3595.00 ... 3576.00 3568.00 JD
102 jd2509 20250722 3635.00 ... 3624.00 3624.00 JD
103 jd2510 20250722 3414.00 ... 3397.00 3393.00 JD
104 jd2511 20250722 3401.00 ... 3404.00 3399.00 JD
105 jd2512 20250722 3558.00 ... 3550.00 3548.00 JD
106 jd2601 20250722 3620.00 ... 3615.00 3609.00 JD
107 jd2602 20250722 3190.00 ... 3188.00 3184.00 JD
108 jd2603 20250722 3192.00 ... 3190.00 3186.00 JD
109 jd2604 20250722 3330.00 ... 3324.00 3316.00 JD
110 jd2605 20250722 3408.00 ... 3407.00 3400.00 JD
111 jd2606 20250722 3260.00 ... 3256.00 3248.00 JD
112 jm2508 20250722 923.00 ... 948.00 903.00 JM
113 jm2509 20250722 1006.00 ... 1023.00 971.00 JM
114 jm2510 20250722 1018.00 ... 1048.00 988.50 JM
115 jm2511 20250722 1038.50 ... 1072.50 1001.50 JM
116 jm2512 20250722 1053.00 ... 1089.50 1015.50 JM
117 jm2601 20250722 1060.00 ... 1102.50 1024.50 JM
118 jm2602 20250722 1065.00 ... 1117.50 1039.00 JM
119 jm2603 20250722 1077.00 ... 1121.00 1037.00 JM
120 jm2604 20250722 1077.50 ... 1125.50 1042.00 JM
121 jm2605 20250722 1089.00 ... 1134.50 1040.00 JM
122 jm2606 20250722 1100.00 ... 1148.00 1052.50 JM
123 jm2607 20250722 1101.00 ... 1148.00 1067.00 JM
124 l2508 20250722 7282.00 ... 7269.00 7258.00 L
125 l2509 20250722 7287.00 ... 7306.00 7276.00 L
126 l2510 20250722 7311.00 ... 7331.00 7295.00 L
127 l2511 20250722 7319.00 ... 7355.00 7294.00 L
128 l2512 20250722 7330.00 ... 7373.00 7305.00 L
129 l2601 20250722 7325.00 ... 7354.00 7309.00 L
130 l2602 20250722 7324.00 ... 7331.00 7289.00 L
131 l2603 20250722 7321.00 ... 7328.00 7287.00 L
132 l2604 20250722 7343.00 ... 7354.00 7306.00 L
133 l2605 20250722 7318.00 ... 7341.00 7285.00 L
134 l2606 20250722 7332.00 ... 7333.00 7268.00 L
135 l2607 20250722 7323.00 ... 7323.00 7293.00 L
136 lg2507 20250722 825.00 ... 823.00 821.50 LG
137 lg2509 20250722 843.50 ... 840.50 842.00 LG
138 lg2511 20250722 850.50 ... 845.00 845.50 LG
139 lg2601 20250722 865.50 ... 856.50 857.50 LG
140 lg2603 20250722 855.00 ... 856.50 854.00 LG
141 lg2605 20250722 870.00 ... 861.50 861.50 LG
142 lh2507 20250722 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250722 14360.00 ... 14350.00 14350.00 LH
144 lh2511 20250722 13890.00 ... 13915.00 13865.00 LH
145 lh2601 20250722 14150.00 ... 14220.00 14105.00 LH
146 lh2603 20250722 13245.00 ... 13260.00 13190.00 LH
147 lh2605 20250722 13450.00 ... 13530.00 13405.00 LH
148 m2508 20250722 3043.00 ... 3062.00 3039.00 M
149 m2509 20250722 3071.00 ... 3076.00 3059.00 M
150 m2511 20250722 3103.00 ... 3111.00 3097.00 M
151 m2512 20250722 3118.00 ... 3126.00 3108.00 M
152 m2601 20250722 3087.00 ... 3098.00 3081.00 M
153 m2603 20250722 2939.00 ... 2939.00 2926.00 M
154 m2605 20250722 2752.00 ... 2756.00 2748.00 M
155 m2607 20250722 2742.00 ... 2742.00 2739.00 M
156 p2508 20250722 8892.00 ... 8882.00 8942.00 P
157 p2509 20250722 8882.00 ... 8928.00 8958.00 P
158 p2510 20250722 8878.00 ... 8920.00 8938.00 P
159 p2511 20250722 8858.00 ... 8900.00 8934.00 P
160 p2512 20250722 8854.00 ... 8886.00 8946.00 P
161 p2601 20250722 8838.00 ... 8888.00 8922.00 P
162 p2602 20250722 8850.00 ... 8852.00 8890.00 P
163 p2603 20250722 8744.00 ... 8756.00 8792.00 P
164 p2604 20250722 0.00 ... 8700.00 8700.00 P
165 p2605 20250722 8562.00 ... 8586.00 8620.00 P
166 p2606 20250722 8538.00 ... 8530.00 8542.00 P
167 p2607 20250722 8464.00 ... 8512.00 8498.00 P
168 pg2507 20250722 4061.00 ... 4019.00 4087.00 PG
169 pg2508 20250722 4094.00 ... 4032.00 4068.00 PG
170 pg2509 20250722 4029.00 ... 3981.00 4021.00 PG
171 pg2510 20250722 4456.00 ... 4407.00 4454.00 PG
172 pg2511 20250722 4392.00 ... 4340.00 4379.00 PG
173 pg2512 20250722 4320.00 ... 4272.00 4304.00 PG
174 pg2601 20250722 4244.00 ... 4204.00 4228.00 PG
175 pg2602 20250722 4145.00 ... 4114.00 4152.00 PG
176 pg2603 20250722 4083.00 ... 4039.00 4059.00 PG
177 pg2604 20250722 4353.00 ... 4339.00 4353.00 PG
178 pg2605 20250722 4289.00 ... 4233.00 4250.00 PG
179 pg2606 20250722 4220.00 ... 4163.00 4201.00 PG
180 pp2508 20250722 7094.00 ... 7086.00 7047.00 PP
181 pp2509 20250722 7091.00 ... 7114.00 7075.00 PP
182 pp2510 20250722 7074.00 ... 7115.00 7066.00 PP
183 pp2511 20250722 7076.00 ... 7115.00 7069.00 PP
184 pp2512 20250722 7088.00 ... 7123.00 7070.00 PP
185 pp2601 20250722 7092.00 ... 7116.00 7072.00 PP
186 pp2602 20250722 7088.00 ... 7110.00 7052.00 PP
187 pp2603 20250722 7084.00 ... 7098.00 7034.00 PP
188 pp2604 20250722 7097.00 ... 7097.00 7018.00 PP
189 pp2605 20250722 7078.00 ... 7109.00 7063.00 PP
190 pp2606 20250722 7070.00 ... 7100.00 7053.00 PP
191 pp2607 20250722 7173.00 ... 7173.00 7032.00 PP
192 rr2508 20250722 3595.00 ... 3593.00 3587.00 RR
193 rr2509 20250722 3610.00 ... 3603.00 3622.00 RR
194 rr2510 20250722 3640.00 ... 3625.00 3634.00 RR
195 rr2511 20250722 3625.00 ... 3616.00 3627.00 RR
196 rr2512 20250722 3621.00 ... 3618.00 3622.00 RR
197 rr2601 20250722 3626.00 ... 3616.00 3622.00 RR
198 rr2602 20250722 3626.00 ... 3622.00 3626.00 RR
199 rr2603 20250722 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250722 0.00 ... 3630.00 3630.00 RR
201 rr2605 20250722 3625.00 ... 3625.00 3632.00 RR
202 rr2606 20250722 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250722 3637.00 ... 3617.00 3638.00 RR
204 v2508 20250722 5056.00 ... 5145.00 5030.00 V
205 v2509 20250722 5123.00 ... 5186.00 5073.00 V
206 v2510 20250722 5150.00 ... 5217.00 5109.00 V
207 v2511 20250722 5179.00 ... 5247.00 5133.00 V
208 v2512 20250722 5201.00 ... 5280.00 5147.00 V
209 v2601 20250722 5230.00 ... 5305.00 5193.00 V
210 v2602 20250722 5272.00 ... 5328.00 5225.00 V
211 v2603 20250722 5290.00 ... 5330.00 5228.00 V
212 v2604 20250722 5439.00 ... 5471.00 5381.00 V
213 v2605 20250722 5423.00 ... 5502.00 5390.00 V
214 v2606 20250722 5453.00 ... 5508.00 5419.00 V
215 v2607 20250722 5488.00 ... 5507.00 5411.00 V
216 y2508 20250722 8104.00 ... 8052.00 8132.00 Y
217 y2509 20250722 8086.00 ... 8072.00 8124.00 Y
218 y2511 20250722 8106.00 ... 8084.00 8124.00 Y
219 y2512 20250722 8104.00 ... 8084.00 8134.00 Y
220 y2601 20250722 8038.00 ... 8022.00 8082.00 Y
221 y2603 20250722 7896.00 ... 7902.00 7952.00 Y
222 y2605 20250722 7680.00 ... 7674.00 7710.00 Y
223 y2607 20250722 7672.00 ... 7670.00 7692.00 Y
[224 rows x 12 columns]
2025-07-23 18:26:29,450 - future_1d - INFO - ak.get_dce_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 PS2508 20250722 46755.0 ... 47655.0 45290.0 PS
1 PS2509 20250722 45880.0 ... 47470.0 45055.0 PS
2 PS2510 20250722 45745.0 ... 47315.0 44835.0 PS
3 PS2511 20250722 45720.0 ... 47220.0 44625.0 PS
4 PS2512 20250722 47650.0 ... 49395.0 46680.0 PS
5 PS2601 20250722 47245.0 ... 48930.0 46365.0 PS
6 PS2602 20250722 47360.0 ... 48595.0 46140.0 PS
7 PS2603 20250722 47350.0 ... 48685.0 46135.0 PS
8 PS2604 20250722 47305.0 ... 48800.0 46090.0 PS
9 PS2605 20250722 47000.0 ... 48615.0 46100.0 PS
10 PS2606 20250722 47800.0 ... 49520.0 47085.0 PS
11 PS2607 20250722 47670.0 ... 49445.0 46580.0 PS
13 SI2508 20250722 9295.0 ... 9425.0 9085.0 SI
14 SI2509 20250722 9345.0 ... 9470.0 9110.0 SI
15 SI2510 20250722 9390.0 ... 9405.0 9030.0 SI
16 SI2511 20250722 9230.0 ... 9340.0 8975.0 SI
17 SI2512 20250722 9400.0 ... 9605.0 9275.0 SI
18 SI2601 20250722 9325.0 ... 9550.0 9195.0 SI
19 SI2602 20250722 9300.0 ... 9510.0 9160.0 SI
20 SI2603 20250722 9280.0 ... 9490.0 9140.0 SI
21 SI2604 20250722 9280.0 ... 9485.0 9160.0 SI
22 SI2605 20250722 9230.0 ... 9470.0 9130.0 SI
23 SI2606 20250722 9270.0 ... 9450.0 9130.0 SI
24 SI2607 20250722 9345.0 ... 9490.0 9125.0 SI
27 LC2508 20250722 71720.0 ... 71900.0 70900.0 LC
28 LC2509 20250722 71900.0 ... 72320.0 70960.0 LC
29 LC2510 20250722 71020.0 ... 71600.0 70140.0 LC
30 LC2511 20250722 70500.0 ... 71260.0 69780.0 LC
31 LC2512 20250722 70420.0 ... 71260.0 69740.0 LC
32 LC2601 20250722 70240.0 ... 71100.0 69700.0 LC
33 LC2602 20250722 69820.0 ... 70800.0 69360.0 LC
34 LC2603 20250722 70000.0 ... 70540.0 69300.0 LC
35 LC2604 20250722 70300.0 ... 70760.0 69800.0 LC
36 LC2605 20250722 70300.0 ... 70780.0 69820.0 LC
37 LC2606 20250722 70140.0 ... 70600.0 69700.0 LC
38 LC2607 20250722 70300.0 ... 70520.0 69640.0 LC
[36 rows x 12 columns]
2025-07-23 18:26:29,684 - future_1d - INFO - ak.get_gfex_daily('2025-07-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250722 7923.0 7949.0 ... 399068.97 7898.0 7929.0 AP
1 AP511 20250722 7708.0 7716.0 ... 3647.33 7679.0 7701.0 AP
2 AP512 20250722 7740.0 7740.0 ... 416.42 7711.0 7730.0 AP
3 AP601 20250722 7800.0 7828.0 ... 24526.77 7779.0 7801.0 AP
4 AP603 20250722 7671.0 7715.0 ... 99.90 7685.0 7709.0 AP
5 AP604 20250722 7736.0 7736.0 ... 38.59 7717.0 7736.0 AP
6 AP605 20250722 7763.0 7799.0 ... 155.45 7772.0 7784.0 AP
7 CF509 20250722 14155.0 14245.0 ... 1747501.36 14175.0 14210.0 CF
8 CF511 20250722 13920.0 14005.0 ... 124301.95 13950.0 13925.0 CF
9 CF601 20250722 13960.0 14065.0 ... 544153.14 14015.0 13980.0 CF
10 CF603 20250722 13930.0 14020.0 ... 2967.86 13965.0 13930.0 CF
11 CF605 20250722 13950.0 14020.0 ... 17206.21 13965.0 13930.0 CF
12 CF607 20250722 13945.0 14015.0 ... 125.76 13975.0 13960.0 CF
13 CJ509 20250722 9425.0 9530.0 ... 104223.67 9445.0 9410.0 CJ
14 CJ512 20250722 10220.0 10395.0 ... 8106.02 10280.0 10245.0 CJ
15 CJ601 20250722 10370.0 10565.0 ... 861140.07 10440.0 10410.0 CJ
16 CJ603 20250722 10450.0 10650.0 ... 12853.80 10530.0 10485.0 CJ
17 CJ605 20250722 10620.0 10755.0 ... 52851.14 10660.0 10620.0 CJ
18 CJ607 20250722 10710.0 10815.0 ... 831.22 10725.0 10735.0 CJ
19 CY508 20250722 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250722 20420.0 20465.0 ... 113142.60 20390.0 20450.0 CY
21 CY510 20250722 0.0 0.0 ... 0.00 20000.0 20060.0 CY
22 CY511 20250722 20190.0 20330.0 ... 50.42 20170.0 20165.0 CY
23 CY512 20250722 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250722 20225.0 20270.0 ... 192.31 20245.0 20245.0 CY
25 CY602 20250722 0.0 0.0 ... 0.00 20055.0 19980.0 CY
26 CY603 20250722 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250722 0.0 0.0 ... 0.00 20040.0 19955.0 CY
28 CY605 20250722 0.0 0.0 ... 0.00 20200.0 20190.0 CY
29 CY606 20250722 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250722 20690.0 20690.0 ... 30.94 20625.0 19970.0 CY
31 FG508 20250722 1189.0 1264.0 ... 12972.95 1205.0 1160.0 FG
32 FG509 20250722 1173.0 1249.0 ... 8888277.58 1203.0 1145.0 FG
33 FG510 20250722 1226.0 1314.0 ... 74088.12 1261.0 1205.0 FG
34 FG511 20250722 1212.0 1293.0 ... 87044.39 1246.0 1186.0 FG
35 FG512 20250722 1267.0 1361.0 ... 49607.77 1308.0 1248.0 FG
36 FG601 20250722 1255.0 1342.0 ... 2058448.00 1294.0 1231.0 FG
37 FG602 20250722 1291.0 1380.0 ... 2894.40 1339.0 1273.0 FG
38 FG603 20250722 1284.0 1376.0 ... 3656.34 1330.0 1264.0 FG
39 FG604 20250722 1318.0 1411.0 ... 2400.20 1368.0 1302.0 FG
40 FG605 20250722 1317.0 1406.0 ... 51536.63 1362.0 1295.0 FG
41 FG606 20250722 1342.0 1417.0 ... 2185.08 1376.0 1311.0 FG
42 FG607 20250722 1329.0 1410.0 ... 616.88 1365.0 1306.0 FG
43 JR509 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250722 2381.0 2427.0 ... 1555.15 2400.0 2373.0 MA
53 MA509 20250722 2408.0 2461.0 ... 2569551.05 2425.0 2399.0 MA
54 MA510 20250722 2437.0 2489.0 ... 64630.28 2454.0 2428.0 MA
55 MA511 20250722 2455.0 2509.0 ... 122039.70 2469.0 2445.0 MA
56 MA512 20250722 2471.0 2531.0 ... 71034.86 2486.0 2463.0 MA
57 MA601 20250722 2477.0 2542.0 ... 569632.51 2503.0 2468.0 MA
58 MA602 20250722 2463.0 2529.0 ... 592.52 2469.0 2459.0 MA
59 MA603 20250722 2451.0 2520.0 ... 597.17 2457.0 2451.0 MA
60 MA604 20250722 2446.0 2490.0 ... 68.96 2463.0 2426.0 MA
61 MA605 20250722 2405.0 2464.0 ... 10377.06 2428.0 2392.0 MA
62 MA606 20250722 2411.0 2472.0 ... 90.23 2439.0 2400.0 MA
63 MA607 20250722 2412.0 2462.0 ... 97.13 2428.0 2395.0 MA
64 OI509 20250722 9563.0 9586.0 ... 2843409.54 9517.0 9597.0 OI
65 OI511 20250722 9546.0 9567.0 ... 175111.36 9497.0 9576.0 OI
66 OI601 20250722 9509.0 9514.0 ... 487612.32 9445.0 9520.0 OI
67 OI603 20250722 9455.0 9457.0 ... 1425.80 9380.0 9462.0 OI
68 OI605 20250722 9375.0 9379.0 ... 5103.60 9313.0 9379.0 OI
69 OI607 20250722 9306.0 9306.0 ... 27.89 9297.0 9350.0 OI
70 PF508 20250722 6442.0 6484.0 ... 15016.07 6442.0 6442.0 PF
71 PF509 20250722 6426.0 6484.0 ... 458101.68 6430.0 6422.0 PF
72 PF510 20250722 6482.0 6546.0 ... 153195.72 6494.0 6468.0 PF
73 PF511 20250722 6486.0 6528.0 ... 56681.25 6486.0 6448.0 PF
74 PF512 20250722 6470.0 6504.0 ... 16552.47 6472.0 6432.0 PF
75 PF601 20250722 6474.0 6508.0 ... 6044.19 6478.0 6442.0 PF
76 PF602 20250722 6470.0 6514.0 ... 461.91 6506.0 6476.0 PF
77 PF603 20250722 6474.0 6474.0 ... 12.93 6468.0 6472.0 PF
78 PF604 20250722 6510.0 6510.0 ... 9.74 6494.0 6496.0 PF
79 PF605 20250722 6498.0 6524.0 ... 16.26 6502.0 6490.0 PF
80 PF606 20250722 6464.0 6464.0 ... 3.23 6464.0 6490.0 PF
81 PF607 20250722 6506.0 6506.0 ... 9.74 6496.0 6482.0 PF
82 PK510 20250722 8206.0 8206.0 ... 283424.58 8140.0 8208.0 PK
83 PK511 20250722 8042.0 8048.0 ... 105679.99 7998.0 8054.0 PK
84 PK512 20250722 8008.0 8010.0 ... 1723.95 7982.0 8020.0 PK
85 PK601 20250722 8022.0 8026.0 ... 13997.72 8000.0 8028.0 PK
86 PK603 20250722 8020.0 8030.0 ... 232.50 8018.0 8032.0 PK
87 PK604 20250722 8034.0 8042.0 ... 108.34 8026.0 8038.0 PK
88 PK605 20250722 8044.0 8060.0 ... 1618.58 8034.0 8038.0 PK
89 PL601 20250722 6550.0 6708.0 ... 579139.98 6597.0 6350.0 PL
90 PL602 20250722 6526.0 6757.0 ... 31528.99 6649.0 6350.0 PL
91 PL603 20250722 6500.0 6715.0 ... 9013.16 6618.0 6350.0 PL
92 PL604 20250722 6596.0 6633.0 ... 277.17 6599.0 6350.0 PL
93 PL605 20250722 6450.0 6660.0 ... 3502.50 6584.0 6350.0 PL
94 PL606 20250722 6654.0 6688.0 ... 159.06 6627.0 6350.0 PL
95 PL607 20250722 6637.0 6698.0 ... 199.07 6636.0 6350.0 PL
96 PM509 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250722 6014.0 6040.0 ... 5168.94 6004.0 6012.0 PR
103 PR509 20250722 5994.0 6012.0 ... 471749.56 5980.0 5976.0 PR
104 PR510 20250722 6000.0 6016.0 ... 219402.97 5988.0 5984.0 PR
105 PR511 20250722 6004.0 6004.0 ... 50642.72 5980.0 5966.0 PR
106 PR512 20250722 5960.0 5964.0 ... 35.72 5954.0 5956.0 PR
107 PR601 20250722 5972.0 5982.0 ... 955.59 5954.0 5932.0 PR
108 PR602 20250722 0.0 0.0 ... 0.00 5972.0 5966.0 PR
109 PR603 20250722 0.0 0.0 ... 0.00 5984.0 5974.0 PR
110 PR604 20250722 0.0 0.0 ... 0.00 5990.0 5958.0 PR
111 PR605 20250722 0.0 0.0 ... 0.00 5988.0 5964.0 PR
112 PR606 20250722 0.0 0.0 ... 0.00 5974.0 5946.0 PR
113 PR607 20250722 0.0 0.0 ... 0.00 5978.0 5926.0 PR
114 PX508 20250722 6984.0 6986.0 ... 452.66 6912.0 6956.0 PX
115 PX509 20250722 6862.0 6904.0 ... 700646.81 6852.0 6850.0 PX
116 PX510 20250722 6842.0 6884.0 ... 89026.02 6832.0 6830.0 PX
117 PX511 20250722 6802.0 6846.0 ... 146614.31 6792.0 6782.0 PX
118 PX512 20250722 6810.0 6828.0 ... 30397.80 6776.0 6760.0 PX
119 PX601 20250722 6774.0 6804.0 ... 96562.32 6758.0 6736.0 PX
120 PX602 20250722 6754.0 6770.0 ... 91.05 6744.0 6704.0 PX
121 PX603 20250722 0.0 0.0 ... 0.00 6754.0 6724.0 PX
122 PX604 20250722 6722.0 6722.0 ... 3.36 6722.0 6680.0 PX
123 PX605 20250722 6746.0 6750.0 ... 153.98 6696.0 6668.0 PX
124 PX606 20250722 0.0 0.0 ... 0.00 6724.0 6700.0 PX
125 PX607 20250722 6716.0 6716.0 ... 3.36 6716.0 6686.0 PX
126 RI509 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250722 2713.0 2740.0 ... 6163.90 2717.0 2715.0 RM
133 RM509 20250722 2725.0 2760.0 ... 1068574.34 2726.0 2727.0 RM
134 RM511 20250722 2558.0 2597.0 ... 15978.51 2564.0 2549.0 RM
135 RM601 20250722 2415.0 2461.0 ... 309572.60 2434.0 2407.0 RM
136 RM603 20250722 2387.0 2422.0 ... 20626.52 2401.0 2374.0 RM
137 RM605 20250722 2365.0 2389.0 ... 48038.70 2373.0 2365.0 RM
138 RM607 20250722 2364.0 2374.0 ... 3449.15 2364.0 2359.0 RM
139 RS508 20250722 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250722 5138.0 5188.0 ... 123.72 5155.0 5131.0 RS
141 RS511 20250722 5142.0 5280.0 ... 245.08 5214.0 5198.0 RS
142 RS607 20250722 0.0 0.0 ... 0.00 5180.0 5180.0 RS
143 SA508 20250722 1280.0 1370.0 ... 10494.28 1311.0 1268.0 SA
144 SA509 20250722 1296.0 1375.0 ... 8266906.47 1329.0 1273.0 SA
145 SA510 20250722 1313.0 1406.0 ... 338089.96 1339.0 1301.0 SA
146 SA511 20250722 1318.0 1409.0 ... 387175.93 1346.0 1304.0 SA
147 SA512 20250722 1352.0 1436.0 ... 176340.39 1385.0 1329.0 SA
148 SA601 20250722 1353.0 1434.0 ... 2913264.59 1393.0 1327.0 SA
149 SA602 20250722 1364.0 1450.0 ... 24885.08 1402.0 1342.0 SA
150 SA603 20250722 1365.0 1455.0 ... 13303.15 1408.0 1347.0 SA
151 SA604 20250722 1387.0 1473.0 ... 5344.33 1434.0 1363.0 SA
152 SA605 20250722 1396.0 1476.0 ... 116333.12 1434.0 1366.0 SA
153 SA606 20250722 1402.0 1488.0 ... 5647.52 1440.0 1377.0 SA
154 SA607 20250722 1401.0 1481.0 ... 2532.60 1441.0 1371.0 SA
155 SF508 20250722 5670.0 5890.0 ... 6546.37 5740.0 5642.0 SF
156 SF509 20250722 5696.0 5914.0 ... 898554.02 5780.0 5662.0 SF
157 SF510 20250722 5646.0 5882.0 ... 133424.26 5742.0 5628.0 SF
158 SF511 20250722 5814.0 6032.0 ... 224379.28 5898.0 5778.0 SF
159 SF512 20250722 5796.0 6002.0 ... 23413.10 5874.0 5742.0 SF
160 SF601 20250722 5786.0 5986.0 ... 62213.45 5856.0 5718.0 SF
161 SF602 20250722 5708.0 5920.0 ... 1771.35 5798.0 5656.0 SF
162 SF603 20250722 5858.0 6048.0 ... 660.12 5894.0 5790.0 SF
163 SF604 20250722 5824.0 6030.0 ... 192.56 5926.0 5758.0 SF
164 SF605 20250722 5820.0 6024.0 ... 1965.13 5876.0 5768.0 SF
165 SF606 20250722 5774.0 5964.0 ... 426.75 5806.0 5716.0 SF
166 SF607 20250722 5880.0 6008.0 ... 56.19 5916.0 5842.0 SF
167 SH508 20250722 2511.0 2643.0 ... 58904.50 2552.0 2518.0 SH
168 SH509 20250722 2565.0 2705.0 ... 6487657.88 2617.0 2557.0 SH
169 SH510 20250722 2588.0 2749.0 ... 498174.07 2648.0 2571.0 SH
170 SH511 20250722 2558.0 2724.0 ... 399831.10 2632.0 2545.0 SH
171 SH512 20250722 2573.0 2726.0 ... 107928.67 2646.0 2547.0 SH
172 SH601 20250722 2553.0 2716.0 ... 517328.85 2632.0 2538.0 SH
173 SH602 20250722 2583.0 2740.0 ... 4116.38 2654.0 2570.0 SH
174 SH603 20250722 2591.0 2742.0 ... 2568.46 2659.0 2562.0 SH
175 SH604 20250722 2639.0 2775.0 ... 913.03 2693.0 2593.0 SH
176 SH605 20250722 2629.0 2781.0 ... 15164.10 2699.0 2599.0 SH
177 SH606 20250722 2644.0 2775.0 ... 1880.43 2690.0 2627.0 SH
178 SH607 20250722 2664.0 2760.0 ... 555.29 2683.0 2621.0 SH
179 SM508 20250722 5936.0 6028.0 ... 3746.66 5952.0 5898.0 SM
180 SM509 20250722 5944.0 6036.0 ... 1223241.10 5960.0 5908.0 SM
181 SM510 20250722 5926.0 6018.0 ... 86172.73 5936.0 5886.0 SM
182 SM511 20250722 5986.0 6084.0 ... 157809.19 6014.0 5950.0 SM
183 SM512 20250722 5980.0 6092.0 ... 33016.14 6016.0 5948.0 SM
184 SM601 20250722 5994.0 6096.0 ... 233783.42 6018.0 5944.0 SM
185 SM602 20250722 5992.0 6094.0 ... 378.48 6008.0 5942.0 SM
186 SM603 20250722 5996.0 6096.0 ... 270.79 6018.0 5944.0 SM
187 SM604 20250722 6030.0 6116.0 ... 238.68 6042.0 5966.0 SM
188 SM605 20250722 5990.0 6138.0 ... 3139.85 6050.0 5960.0 SM
189 SM606 20250722 6050.0 6148.0 ... 215.32 6066.0 5964.0 SM
190 SM607 20250722 6068.0 6144.0 ... 60.56 6056.0 5862.0 SM
191 SR509 20250722 5828.0 5846.0 ... 943547.61 5825.0 5840.0 SR
192 SR511 20250722 5720.0 5742.0 ... 105565.30 5720.0 5734.0 SR
193 SR601 20250722 5657.0 5676.0 ... 159240.51 5655.0 5670.0 SR
194 SR603 20250722 5629.0 5640.0 ... 3792.53 5627.0 5636.0 SR
195 SR605 20250722 5612.0 5618.0 ... 11561.56 5604.0 5611.0 SR
196 SR607 20250722 5605.0 5610.0 ... 968.86 5600.0 5606.0 SR
197 TA508 20250722 4788.0 4798.0 ... 5298.19 4762.0 4784.0 TA
198 TA509 20250722 4780.0 4808.0 ... 2576809.75 4772.0 4776.0 TA
199 TA510 20250722 4780.0 4806.0 ... 84454.85 4774.0 4774.0 TA
200 TA511 20250722 4772.0 4800.0 ... 51827.90 4772.0 4760.0 TA
201 TA512 20250722 4766.0 4794.0 ... 20486.56 4768.0 4746.0 TA
202 TA601 20250722 4760.0 4790.0 ... 665329.87 4764.0 4740.0 TA
203 TA602 20250722 4778.0 4786.0 ... 104.96 4772.0 4742.0 TA
204 TA603 20250722 4776.0 4786.0 ... 228.46 4760.0 4740.0 TA
205 TA604 20250722 4764.0 4786.0 ... 73.82 4762.0 4748.0 TA
206 TA605 20250722 4768.0 4798.0 ... 15670.56 4772.0 4756.0 TA
207 TA606 20250722 4794.0 4802.0 ... 31.01 4772.0 4754.0 TA
208 TA607 20250722 4804.0 4804.0 ... 9.58 4788.0 4768.0 TA
209 UR508 20250722 1802.0 1816.0 ... 1412.96 1802.0 1795.0 UR
210 UR509 20250722 1820.0 1828.0 ... 1136220.64 1806.0 1807.0 UR
211 UR510 20250722 1803.0 1814.0 ... 29430.21 1791.0 1790.0 UR
212 UR511 20250722 1810.0 1826.0 ... 22805.61 1798.0 1792.0 UR
213 UR512 20250722 1790.0 1814.0 ... 671.93 1797.0 1784.0 UR
214 UR601 20250722 1792.0 1818.0 ... 248313.96 1787.0 1774.0 UR
215 UR602 20250722 1784.0 1810.0 ... 853.99 1787.0 1770.0 UR
216 UR603 20250722 1800.0 1826.0 ... 740.05 1805.0 1792.0 UR
217 UR604 20250722 1798.0 1822.0 ... 677.81 1803.0 1787.0 UR
218 UR605 20250722 1799.0 1822.0 ... 15854.85 1795.0 1778.0 UR
219 UR606 20250722 1785.0 1812.0 ... 440.94 1792.0 1774.0 UR
220 UR607 20250722 1789.0 1817.0 ... 220.02 1803.0 1788.0 UR
221 WH509 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-23 18:26:29,958 - future_1d - INFO - ak.get_czce_daily('2025-07-22') done
2025-07-23 18:26:31,725 - future_1d - INFO - save future_daily 2025-07-22 completed
symbol date open ... settle pre_settle variety
0 SC2508 20250723 514 ... 519.2 523.5 SC
1 SC2509 20250723 503.2 ... 503.9 506.6 SC
2 SC2510 20250723 497.8 ... 498.1 499.6 SC
3 SC2511 20250723 493.5 ... 493.1 495 SC
4 SC2512 20250723 489.5 ... 489.9 491.4 SC
5 SC2601 20250723 486.4 ... 487.2 488.2 SC
6 SC2602 20250723 484.4 ... 484.1 485.3 SC
7 SC2603 20250723 482.1 ... 482.9 483.8 SC
8 SC2604 20250723 479.7 ... 480.3 481.3 SC
9 SC2605 20250723 478.9 ... 479 480.6 SC
10 SC2606 20250723 474.8 ... 476.7 478.2 SC
11 SC2607 20250723 ... 475.5 475.5 SC
12 SC2609 20250723 475.5 ... 471.6 472.4 SC
13 SC2612 20250723 464.1 ... 469.4 469.7 SC
14 SC2703 20250723 471 ... 469.5 468.6 SC
15 SC2706 20250723 ... 468.4 468.4 SC
16 SC2709 20250723 462.8 ... 462.8 462.8 SC
17 SC2712 20250723 ... 467.2 467.2 SC
18 SC2803 20250723 ... 463.4 463.4 SC
19 SC2806 20250723 460.5 ... 464.2 461.8 SC
21 LU2508 20250723 3547 ... 3548 3563 LU
22 LU2509 20250723 3573 ... 3564 3577 LU
23 LU2510 20250723 3576 ... 3567 3575 LU
24 LU2511 20250723 3554 ... 3552 3562 LU
25 LU2512 20250723 3548 ... 3528 3554 LU
26 LU2601 20250723 3520 ... 3514 3521 LU
27 LU2602 20250723 3489 ... 3501 3491 LU
28 LU2603 20250723 3483 ... 3488 3445 LU
29 LU2604 20250723 3469 ... 3473 3478 LU
30 LU2605 20250723 3470 ... 3474 3465 LU
31 LU2606 20250723 3442 ... 3459 3470 LU
32 LU2607 20250723 3453 ... 3453 3459 LU
34 NR2508 20250723 12830 ... 12790 12810 NR
35 NR2509 20250723 12860 ... 12820 12845 NR
36 NR2510 20250723 12860 ... 12810 12830 NR
37 NR2511 20250723 12820 ... 12830 12835 NR
38 NR2512 20250723 12890 ... 12890 12885 NR
39 NR2601 20250723 12980 ... 12925 12930 NR
40 NR2602 20250723 12995 ... 12995 12905 NR
41 NR2603 20250723 12915 ... 12900 12885 NR
42 NR2604 20250723 13075 ... 12995 13010 NR
43 NR2605 20250723 13055 ... 12995 12940 NR
44 NR2606 20250723 12975 ... 12950 12980 NR
45 NR2607 20250723 ... 12810 12810 NR
47 BC2508 20250723 70850 ... 70880 70720 BC
48 BC2509 20250723 70990 ... 70930 70830 BC
49 BC2510 20250723 ... 70720 70720 BC
50 BC2511 20250723 ... 69190 69190 BC
51 BC2512 20250723 ... 70400 70400 BC
52 BC2601 20250723 ... 69480 69480 BC
53 BC2602 20250723 ... 69410 69410 BC
54 BC2603 20250723 ... 69290 69290 BC
55 BC2604 20250723 ... 69430 69430 BC
56 BC2605 20250723 ... 69480 69480 BC
57 BC2606 20250723 ... 69340 69340 BC
58 BC2607 20250723 ... 68670 68670 BC
60 EC2508 20250723 2238 ... 2212.3 2276.1 EC
61 EC2510 20250723 1556.9 ... 1526.9 1579.9 EC
62 EC2512 20250723 1721.6 ... 1687.9 1728.6 EC
63 EC2602 20250723 1468.1 ... 1458 1469.5 EC
64 EC2604 20250723 1321.4 ... 1316.3 1323.9 EC
65 EC2606 20250723 1459.2 ... 1454.3 1447.6 EC
68 SC_TAS2509 20250723 ... SC_TAS
69 SC_TAS2510 20250723 ... SC_TAS
70 SC_TAS2511 20250723 ... SC_TAS
[65 rows x 12 columns]
2025-07-23 18:26:36,015 - future_1d - INFO - ak.get_ine_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 IC2508 20250723 6195.400 ... 6170.200 6161.200 IC
1 IC2509 20250723 6135.800 ... 6120.800 6111.800 IC
2 IC2512 20250723 6024.200 ... 5997.000 5984.600 IC
3 IC2603 20250723 5913.200 ... 5882.800 5870.000 IC
4 IF2508 20250723 4126.200 ... 4117.800 4105.400 IF
5 IF2509 20250723 4117.000 ... 4109.800 4096.600 IF
6 IF2512 20250723 4087.000 ... 4079.800 4063.600 IF
7 IF2603 20250723 4055.200 ... 4051.600 4033.200 IF
8 IH2508 20250723 2802.000 ... 2801.800 2788.800 IH
9 IH2509 20250723 2803.200 ... 2802.600 2789.400 IH
10 IH2512 20250723 2806.200 ... 2804.200 2791.600 IH
11 IH2603 20250723 2810.000 ... 2805.800 2793.400 IH
12 IM2508 20250723 6595.200 ... 6570.800 6568.000 IM
13 IM2509 20250723 6521.200 ... 6499.200 6495.800 IM
14 IM2512 20250723 6340.000 ... 6316.800 6311.400 IM
15 IM2603 20250723 6177.800 ... 6158.400 6150.400 IM
16 T2509 20250723 108.500 ... 108.530 108.635 T
17 T2512 20250723 108.570 ... 108.600 108.700 T
18 T2603 20250723 108.600 ... 108.585 108.665 T
19 TF2509 20250723 105.785 ... 105.805 105.885 TF
20 TF2512 20250723 105.900 ... 105.885 105.965 TF
21 TF2603 20250723 105.945 ... 105.950 106.030 TF
22 TL2509 20250723 118.900 ... 119.350 119.520 TL
23 TL2512 20250723 118.880 ... 119.160 119.330 TL
24 TL2603 20250723 118.850 ... 118.960 119.150 TL
25 TS2509 20250723 102.390 ... 102.380 102.414 TS
26 TS2512 20250723 102.444 ... 102.464 102.490 TS
27 TS2603 20250723 102.570 ... 102.552 102.584 TS
[28 rows x 12 columns]
2025-07-23 18:26:36,268 - future_1d - INFO - ak.get_cffex_daily('2025-07-23') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250723 ... 79680 79560 CU
1 1 CU2509 20250723 ... 79810 79650 CU
2 2 CU2510 20250723 ... 79810 79670 CU
3 3 CU2511 20250723 ... 79800 79650 CU
4 4 CU2512 20250723 ... 79760 79580 CU
5 5 CU2601 20250723 ... 79710 79510 CU
6 6 CU2602 20250723 ... 79670 79470 CU
7 7 CU2603 20250723 ... 79700 79450 CU
8 8 CU2604 20250723 ... 79650 79430 CU
9 9 CU2605 20250723 ... 79690 79410 CU
10 10 CU2606 20250723 ... 79660 79430 CU
11 11 CU2607 20250723 ... 79610 79460 CU
12 12 BC2508 20250723 ... 70880 70720 BC
13 13 BC2509 20250723 ... 70930 70830 BC
14 14 BC2510 20250723 ... 70720 70720 BC
15 15 BC2511 20250723 ... 69190 69190 BC
16 16 BC2512 20250723 ... 70400 70400 BC
17 17 BC2601 20250723 ... 69480 69480 BC
18 18 BC2602 20250723 ... 69410 69410 BC
19 19 BC2603 20250723 ... 69290 69290 BC
20 20 BC2604 20250723 ... 69430 69430 BC
21 21 BC2605 20250723 ... 69480 69480 BC
22 22 BC2606 20250723 ... 69340 69340 BC
23 23 BC2607 20250723 ... 68670 68670 BC
24 24 AL2508 20250723 ... 20850 20890 AL
25 25 AL2509 20250723 ... 20845 20860 AL
26 26 AL2510 20250723 ... 20780 20795 AL
27 27 AL2511 20250723 ... 20710 20700 AL
28 28 AL2512 20250723 ... 20665 20655 AL
29 29 AL2601 20250723 ... 20615 20620 AL
30 30 AL2602 20250723 ... 20645 20630 AL
31 31 AL2603 20250723 ... 20615 20630 AL
32 32 AL2604 20250723 ... 20670 20680 AL
33 33 AL2605 20250723 ... 20650 20645 AL
34 34 AL2606 20250723 ... 20665 20660 AL
35 35 AL2607 20250723 ... 20680 20670 AL
36 36 ZN2508 20250723 ... 22855 22825 ZN
37 37 ZN2509 20250723 ... 22905 22860 ZN
38 38 ZN2510 20250723 ... 22900 22855 ZN
39 39 ZN2511 20250723 ... 22870 22820 ZN
40 40 ZN2512 20250723 ... 22825 22780 ZN
41 41 ZN2601 20250723 ... 22765 22725 ZN
42 42 ZN2602 20250723 ... 22725 22680 ZN
43 43 ZN2603 20250723 ... 22720 22655 ZN
44 44 ZN2604 20250723 ... 22740 22665 ZN
45 45 ZN2605 20250723 ... 22735 22590 ZN
46 46 ZN2606 20250723 ... 22720 22625 ZN
47 47 ZN2607 20250723 ... 22720 22635 ZN
48 48 PB2508 20250723 ... 16895 16895 PB
49 49 PB2509 20250723 ... 16905 16925 PB
50 50 PB2510 20250723 ... 16925 16950 PB
51 51 PB2511 20250723 ... 16910 16955 PB
52 52 PB2512 20250723 ... 16975 17020 PB
53 53 PB2601 20250723 ... 16985 16985 PB
54 54 PB2602 20250723 ... 16985 16985 PB
55 55 PB2603 20250723 ... 17000 17055 PB
56 56 PB2604 20250723 ... 17070 17070 PB
57 57 PB2605 20250723 ... 17015 17100 PB
58 58 PB2606 20250723 ... 17015 17125 PB
59 59 PB2607 20250723 ... 17030 17105 PB
60 60 NI2508 20250723 ... 123410 123330 NI
61 61 NI2509 20250723 ... 123540 123440 NI
62 62 NI2510 20250723 ... 123650 123500 NI
63 63 NI2511 20250723 ... 123840 123750 NI
64 64 NI2512 20250723 ... 124020 123980 NI
65 65 NI2601 20250723 ... 124190 124240 NI
66 66 NI2602 20250723 ... 124550 124280 NI
67 67 NI2603 20250723 ... 124790 124580 NI
68 68 NI2604 20250723 ... 125200 125190 NI
69 69 NI2605 20250723 ... 125200 125030 NI
70 70 NI2606 20250723 ... 125510 125290 NI
71 71 NI2607 20250723 ... 125170 125480 NI
72 72 SN2508 20250723 ... 268900 267430 SN
73 73 SN2509 20250723 ... 269160 267630 SN
74 74 SN2510 20250723 ... 269100 267520 SN
75 75 SN2511 20250723 ... 269000 267240 SN
76 76 SN2512 20250723 ... 268900 267210 SN
77 77 SN2601 20250723 ... 269060 267520 SN
78 78 SN2602 20250723 ... 269210 268340 SN
79 79 SN2603 20250723 ... 267970 267930 SN
80 80 SN2604 20250723 ... 268310 268100 SN
81 81 SN2605 20250723 ... 267810 267770 SN
82 82 SN2606 20250723 ... 268130 268590 SN
83 83 SN2607 20250723 ... 269330 268090 SN
84 84 AO2508 20250723 ... 3415 3475 AO
85 85 AO2509 20250723 ... 3419 3452 AO
86 86 AO2510 20250723 ... 3372 3393 AO
87 87 AO2511 20250723 ... 3353 3371 AO
88 88 AO2512 20250723 ... 3353 3365 AO
89 89 AO2601 20250723 ... 3345 3358 AO
90 90 AO2602 20250723 ... 3304 3356 AO
91 91 AO2603 20250723 ... 3328 3322 AO
92 92 AO2604 20250723 ... 3325 3358 AO
93 93 AO2605 20250723 ... 3310 3315 AO
94 94 AO2606 20250723 ... 3306 3309 AO
95 95 AO2607 20250723 ... 3323 3287 AO
96 96 AD2511 20250723 ... 20210 20215 AD
97 97 AD2512 20250723 ... 20150 20185 AD
98 98 AD2601 20250723 ... 20135 20145 AD
99 99 AD2602 20250723 ... 20175 20075 AD
100 100 AD2603 20250723 ... 20135 19990 AD
101 101 AD2604 20250723 ... 19935 19935 AD
102 102 AD2605 20250723 ... 20035 20010 AD
103 103 AD2606 20250723 ... 19920 20020 AD
104 104 AD2607 20250723 ... 19790 19790 AD
105 105 AU2508 20250723 ... 788.8 783.14 AU
106 106 AU2509 20250723 ... 790.1 784.52 AU
107 107 AU2510 20250723 ... 791.4 785.8 AU
108 108 AU2512 20250723 ... 793.4 787.66 AU
109 109 AU2602 20250723 ... 795.5 789.7 AU
110 110 AU2604 20250723 ... 797.94 791.76 AU
111 111 AU2606 20250723 ... 800.72 793.48 AU
112 112 AU2608 20250723 ... 802.18 795.88 AU
113 113 AG2508 20250723 ... 9438 9355 AG
114 114 AG2509 20250723 ... 9455 9361 AG
115 115 AG2510 20250723 ... 9465 9383 AG
116 116 AG2511 20250723 ... 9478 9390 AG
117 117 AG2512 20250723 ... 9484 9398 AG
118 118 AG2601 20250723 ... 9497 9408 AG
119 119 AG2602 20250723 ... 9508 9420 AG
120 120 AG2603 20250723 ... 9519 9431 AG
121 121 AG2604 20250723 ... 9530 9441 AG
122 122 AG2605 20250723 ... 9546 9453 AG
123 123 AG2606 20250723 ... 9557 9463 AG
124 124 AG2607 20250723 ... 9567 9475 AG
125 125 RB2508 20250723 ... 3221 3185 RB
126 126 RB2509 20250723 ... 3236 3212 RB
127 127 RB2510 20250723 ... 3283 3264 RB
128 128 RB2511 20250723 ... 3301 3286 RB
129 129 RB2512 20250723 ... 3335 3309 RB
130 130 RB2601 20250723 ... 3337 3320 RB
131 131 RB2602 20250723 ... 3319 3304 RB
132 132 RB2603 20250723 ... 3335 3328 RB
133 133 RB2604 20250723 ... 3345 3315 RB
134 134 RB2605 20250723 ... 3357 3342 RB
135 135 RB2606 20250723 ... 3359 3352 RB
136 136 RB2607 20250723 ... 3372 3348 RB
137 137 WR2508 20250723 ... 3212 3212 WR
138 138 WR2509 20250723 ... 3335 3335 WR
139 139 WR2510 20250723 ... 3611 3588 WR
140 140 WR2511 20250723 ... 3639 3679 WR
141 141 WR2512 20250723 ... 3570 3570 WR
142 142 WR2601 20250723 ... 3625 3545 WR
143 143 WR2602 20250723 ... 3607 3607 WR
144 144 WR2603 20250723 ... 3606 3606 WR
145 145 WR2604 20250723 ... 3556 3556 WR
146 146 WR2605 20250723 ... 3640 3660 WR
147 147 WR2606 20250723 ... 3708 3704 WR
148 148 WR2607 20250723 ... 3668 3747 WR
149 149 HC2508 20250723 ... 3435 3417 HC
150 150 HC2509 20250723 ... 3442 3435 HC
151 151 HC2510 20250723 ... 3444 3431 HC
152 152 HC2511 20250723 ... 3444 3433 HC
153 153 HC2512 20250723 ... 3463 3442 HC
154 154 HC2601 20250723 ... 3458 3448 HC
155 155 HC2602 20250723 ... 3447 3445 HC
156 156 HC2603 20250723 ... 3463 3449 HC
157 157 HC2604 20250723 ... 3470 3458 HC
158 158 HC2605 20250723 ... 3470 3440 HC
159 159 HC2606 20250723 ... 3445 3445 HC
160 160 HC2607 20250723 ... 3487 3444 HC
161 161 SS2508 20250723 ... 12950 12895 SS
162 162 SS2509 20250723 ... 12945 12890 SS
163 163 SS2510 20250723 ... 12980 12925 SS
164 164 SS2511 20250723 ... 13025 12965 SS
165 165 SS2512 20250723 ... 13020 12985 SS
166 166 SS2601 20250723 ... 13080 13035 SS
167 167 SS2602 20250723 ... 13120 13095 SS
168 168 SS2603 20250723 ... 13185 13140 SS
169 169 SS2604 20250723 ... 13225 13155 SS
170 170 SS2605 20250723 ... 13265 13205 SS
171 171 SS2606 20250723 ... 13295 13220 SS
172 172 SS2607 20250723 ... 13365 13265 SS
173 173 SC2508 20250723 ... 519.2 523.5 SC
174 174 SC2509 20250723 ... 503.9 506.6 SC
175 175 SC2510 20250723 ... 498.1 499.6 SC
176 176 SC2511 20250723 ... 493.1 495 SC
177 177 SC2512 20250723 ... 489.9 491.4 SC
178 178 SC2601 20250723 ... 487.2 488.2 SC
179 179 SC2602 20250723 ... 484.1 485.3 SC
180 180 SC2603 20250723 ... 482.9 483.8 SC
181 181 SC2604 20250723 ... 480.3 481.3 SC
182 182 SC2605 20250723 ... 479 480.6 SC
183 183 SC2606 20250723 ... 476.7 478.2 SC
184 184 SC2607 20250723 ... 475.5 475.5 SC
185 185 SC2609 20250723 ... 471.6 472.4 SC
186 186 SC2612 20250723 ... 469.4 469.7 SC
187 187 SC2703 20250723 ... 469.5 468.6 SC
188 188 SC2706 20250723 ... 468.4 468.4 SC
189 189 SC2709 20250723 ... 462.8 462.8 SC
190 190 SC2712 20250723 ... 467.2 467.2 SC
191 191 SC2803 20250723 ... 463.4 463.4 SC
192 192 SC2806 20250723 ... 464.2 461.8 SC
193 193 LU2508 20250723 ... 3548 3563 LU
194 194 LU2509 20250723 ... 3564 3577 LU
195 195 LU2510 20250723 ... 3567 3575 LU
196 196 LU2511 20250723 ... 3552 3562 LU
197 197 LU2512 20250723 ... 3528 3554 LU
198 198 LU2601 20250723 ... 3514 3521 LU
199 199 LU2602 20250723 ... 3501 3491 LU
200 200 LU2603 20250723 ... 3488 3445 LU
201 201 LU2604 20250723 ... 3473 3478 LU
202 202 LU2605 20250723 ... 3474 3465 LU
203 203 LU2606 20250723 ... 3459 3470 LU
204 204 LU2607 20250723 ... 3453 3459 LU
205 205 FU2508 20250723 ... 2843 2863 FU
206 206 FU2509 20250723 ... 2879 2899 FU
207 207 FU2510 20250723 ... 2890 2911 FU
208 208 FU2511 20250723 ... 2891 2905 FU
209 209 FU2512 20250723 ... 2879 2885 FU
210 210 FU2601 20250723 ... 2876 2878 FU
211 211 FU2602 20250723 ... 2863 2869 FU
212 212 FU2603 20250723 ... 2854 2857 FU
213 213 FU2604 20250723 ... 2845 2843 FU
214 214 FU2605 20250723 ... 2833 2828 FU
215 215 FU2606 20250723 ... 2824 2827 FU
216 216 FU2607 20250723 ... 2808 2815 FU
217 217 BU2508 20250723 ... 3640 3644 BU
218 218 BU2509 20250723 ... 3612 3611 BU
219 219 BU2510 20250723 ... 3575 3565 BU
220 220 BU2511 20250723 ... 3534 3523 BU
221 221 BU2512 20250723 ... 3469 3458 BU
222 222 BU2601 20250723 ... 3437 3428 BU
223 223 BU2602 20250723 ... 3431 3392 BU
224 224 BU2603 20250723 ... 3417 3396 BU
225 225 BU2604 20250723 ... 3393 3389 BU
226 226 BU2605 20250723 ... 3407 3380 BU
227 227 BU2606 20250723 ... 3405 3380 BU
228 228 BU2607 20250723 ... 3392 3392 BU
229 229 BU2609 20250723 ... 3392 3369 BU
230 230 BU2612 20250723 ... 3341 3325 BU
231 231 BU2703 20250723 ... 3332 3326 BU
232 232 BU2706 20250723 ... 3332 3324 BU
233 233 BR2508 20250723 ... 12015 12020 BR
234 234 BR2509 20250723 ... 12000 12025 BR
235 235 BR2510 20250723 ... 11960 12005 BR
236 236 BR2511 20250723 ... 11960 12020 BR
237 237 BR2512 20250723 ... 11965 12030 BR
238 238 BR2601 20250723 ... 11980 12005 BR
239 239 BR2602 20250723 ... 11990 11975 BR
240 240 BR2603 20250723 ... 12020 12000 BR
241 241 BR2604 20250723 ... 12025 12005 BR
242 242 BR2605 20250723 ... 12000 11995 BR
243 243 BR2606 20250723 ... 12020 12010 BR
244 244 BR2607 20250723 ... 11995 11980 BR
245 245 RU2508 20250723 ... 14960 15020 RU
246 246 RU2509 20250723 ... 15015 15030 RU
247 247 RU2510 20250723 ... 14985 15010 RU
248 248 RU2511 20250723 ... 15010 15025 RU
249 249 RU2601 20250723 ... 15800 15800 RU
250 250 RU2603 20250723 ... 15815 15760 RU
251 251 RU2604 20250723 ... 15880 15805 RU
252 252 RU2605 20250723 ... 15935 15875 RU
253 253 RU2606 20250723 ... 15830 15875 RU
254 254 RU2607 20250723 ... 15805 15805 RU
255 255 NR2508 20250723 ... 12790 12810 NR
256 256 NR2509 20250723 ... 12820 12845 NR
257 257 NR2510 20250723 ... 12810 12830 NR
258 258 NR2511 20250723 ... 12830 12835 NR
259 259 NR2512 20250723 ... 12890 12885 NR
260 260 NR2601 20250723 ... 12925 12930 NR
261 261 NR2602 20250723 ... 12995 12905 NR
262 262 NR2603 20250723 ... 12900 12885 NR
263 263 NR2604 20250723 ... 12995 13010 NR
264 264 NR2605 20250723 ... 12995 12940 NR
265 265 NR2606 20250723 ... 12950 12980 NR
266 266 NR2607 20250723 ... 12810 12810 NR
267 267 SP2508 20250723 ... 5418 5314 SP
268 268 SP2509 20250723 ... 5424 5342 SP
269 269 SP2510 20250723 ... 5364 5308 SP
270 270 SP2511 20250723 ... 5362 5308 SP
271 271 SP2512 20250723 ... 5312 5258 SP
272 272 SP2601 20250723 ... 5532 5484 SP
273 273 SP2602 20250723 ... 5472 5420 SP
274 274 SP2603 20250723 ... 5460 5424 SP
275 275 SP2604 20250723 ... 5442 5400 SP
276 276 SP2605 20250723 ... 5456 5418 SP
277 277 SP2606 20250723 ... 5426 5418 SP
278 278 SP2607 20250723 ... 5456 5414 SP
279 279 EC2508 20250723 ... 2212.3 2276.1 EC
280 280 EC2510 20250723 ... 1526.9 1579.9 EC
281 281 EC2512 20250723 ... 1687.9 1728.6 EC
282 282 EC2602 20250723 ... 1458 1469.5 EC
283 283 EC2604 20250723 ... 1316.3 1323.9 EC
284 284 EC2606 20250723 ... 1454.3 1447.6 EC
285 285 SC_TAS2509 20250723 ... SC_TAS
286 286 SC_TAS2510 20250723 ... SC_TAS
287 287 SC_TAS2511 20250723 ... SC_TAS
[288 rows x 13 columns]
2025-07-23 18:26:36,369 - future_1d - INFO - ak.get_shfe_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 a2509 20250723 4213.00 ... 4229.00 4213.00 A
1 a2511 20250723 4139.00 ... 4142.00 4132.00 A
2 a2601 20250723 4125.00 ... 4127.00 4122.00 A
3 a2603 20250723 4118.00 ... 4116.00 4110.00 A
4 a2605 20250723 4152.00 ... 4150.00 4144.00 A
5 a2607 20250723 4154.00 ... 4148.00 4142.00 A
6 b2508 20250723 3634.00 ... 3639.00 3634.00 B
7 b2509 20250723 3719.00 ... 3732.00 3717.00 B
8 b2510 20250723 3761.00 ... 3780.00 3762.00 B
9 b2511 20250723 3779.00 ... 3793.00 3775.00 B
10 b2512 20250723 3789.00 ... 3799.00 3782.00 B
11 b2601 20250723 3768.00 ... 3779.00 3762.00 B
12 b2602 20250723 3724.00 ... 3728.00 3721.00 B
13 b2603 20250723 3616.00 ... 3621.00 3614.00 B
14 b2604 20250723 3510.00 ... 3511.00 3507.00 B
15 b2605 20250723 3434.00 ... 3440.00 3431.00 B
16 b2606 20250723 3428.00 ... 3434.00 3426.00 B
17 b2607 20250723 3431.00 ... 3432.00 3425.00 B
18 bb2509 20250723 156.20 ... 153.45 156.15 BB
19 bb2511 20250723 153.95 ... 153.50 153.70 BB
20 bb2601 20250723 148.55 ... 147.60 147.90 BB
21 bb2603 20250723 0.00 ... 154.15 154.45 BB
22 bb2605 20250723 0.00 ... 154.15 154.45 BB
23 bb2607 20250723 0.00 ... 154.15 154.45 BB
24 bz2603 20250723 6278.00 ... 6222.00 6238.00 BZ
25 bz2604 20250723 6254.00 ... 6198.00 6224.00 BZ
26 bz2605 20250723 6269.00 ... 6213.00 6228.00 BZ
27 bz2606 20250723 6261.00 ... 6225.00 6219.00 BZ
28 c2509 20250723 2316.00 ... 2311.00 2325.00 C
29 c2511 20250723 2278.00 ... 2271.00 2280.00 C
30 c2601 20250723 2246.00 ... 2244.00 2250.00 C
31 c2603 20250723 2248.00 ... 2244.00 2250.00 C
32 c2605 20250723 2291.00 ... 2285.00 2290.00 C
33 c2607 20250723 2297.00 ... 2294.00 2300.00 C
34 cs2509 20250723 2670.00 ... 2669.00 2672.00 CS
35 cs2511 20250723 2615.00 ... 2614.00 2621.00 CS
36 cs2601 20250723 2627.00 ... 2626.00 2634.00 CS
37 cs2603 20250723 2617.00 ... 2616.00 2619.00 CS
38 cs2605 20250723 2653.00 ... 2658.00 2663.00 CS
39 cs2607 20250723 2659.00 ... 2662.00 2665.00 CS
40 eb2507 20250723 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250723 7511.00 ... 7465.00 7471.00 EB
42 eb2509 20250723 7491.00 ... 7433.00 7429.00 EB
43 eb2510 20250723 7420.00 ... 7398.00 7377.00 EB
44 eb2511 20250723 7365.00 ... 7356.00 7318.00 EB
45 eb2512 20250723 7340.00 ... 7334.00 7287.00 EB
46 eb2601 20250723 7350.00 ... 7335.00 7285.00 EB
47 eb2602 20250723 7366.00 ... 7349.00 7292.00 EB
48 eb2603 20250723 7364.00 ... 7358.00 7326.00 EB
49 eb2604 20250723 7372.00 ... 7366.00 7310.00 EB
50 eb2605 20250723 7384.00 ... 7363.00 7337.00 EB
51 eb2606 20250723 7377.00 ... 7375.00 7293.00 EB
52 eg2507 20250723 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250723 4410.00 ... 4405.00 4398.00 EG
54 eg2509 20250723 4459.00 ... 4440.00 4430.00 EG
55 eg2510 20250723 4447.00 ... 4445.00 4420.00 EG
56 eg2511 20250723 4471.00 ... 4448.00 4424.00 EG
57 eg2512 20250723 4470.00 ... 4462.00 4421.00 EG
58 eg2601 20250723 4456.00 ... 4446.00 4429.00 EG
59 eg2602 20250723 4461.00 ... 4440.00 4438.00 EG
60 eg2603 20250723 4425.00 ... 4430.00 4436.00 EG
61 eg2604 20250723 4472.00 ... 4462.00 4380.00 EG
62 eg2605 20250723 4475.00 ... 4473.00 4465.00 EG
63 eg2606 20250723 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250723 0.00 ... 1378.00 1375.50 FB
65 fb2509 20250723 1287.00 ... 1286.00 1285.50 FB
66 fb2510 20250723 1307.00 ... 1314.50 1310.50 FB
67 fb2511 20250723 1314.50 ... 1314.00 1311.50 FB
68 fb2512 20250723 1319.50 ... 1314.50 1314.50 FB
69 fb2601 20250723 1344.00 ... 1315.00 1317.00 FB
70 fb2602 20250723 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250723 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250723 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250723 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250723 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250723 0.00 ... 1295.00 1295.00 FB
76 i2508 20250723 829.50 ... 819.00 821.00 I
77 i2509 20250723 826.00 ... 815.50 817.00 I
78 i2510 20250723 818.50 ... 810.00 812.50 I
79 i2511 20250723 813.00 ... 803.50 807.00 I
80 i2512 20250723 806.50 ... 796.50 800.00 I
81 i2601 20250723 797.00 ... 786.50 787.50 I
82 i2602 20250723 791.50 ... 780.50 786.00 I
83 i2603 20250723 788.00 ... 777.00 782.50 I
84 i2604 20250723 783.50 ... 772.50 777.00 I
85 i2605 20250723 773.00 ... 763.50 766.50 I
86 i2606 20250723 767.50 ... 760.00 760.00 I
87 i2607 20250723 764.50 ... 754.50 754.50 I
88 j2508 20250723 1706.50 ... 1673.50 1600.00 J
89 j2509 20250723 1686.00 ... 1701.50 1644.50 J
90 j2510 20250723 1718.00 ... 1713.50 1661.50 J
91 j2511 20250723 1733.00 ... 1730.00 1721.50 J
92 j2512 20250723 1742.50 ... 1739.50 1714.00 J
93 j2601 20250723 1747.50 ... 1743.00 1699.00 J
94 j2602 20250723 1762.50 ... 1759.00 1724.50 J
95 j2603 20250723 1785.00 ... 1788.00 1676.50 J
96 j2604 20250723 1808.00 ... 1803.00 1705.50 J
97 j2605 20250723 1797.50 ... 1773.50 1746.00 J
98 j2606 20250723 1803.50 ... 1767.50 1732.50 J
99 j2607 20250723 1781.50 ... 1781.50 1730.50 J
100 jd2507 20250723 3160.00 ... 3160.00 3160.00 JD
101 jd2508 20250723 3581.00 ... 3607.00 3576.00 JD
102 jd2509 20250723 3628.00 ... 3646.00 3624.00 JD
103 jd2510 20250723 3400.00 ... 3409.00 3397.00 JD
104 jd2511 20250723 3405.00 ... 3415.00 3404.00 JD
105 jd2512 20250723 3554.00 ... 3565.00 3550.00 JD
106 jd2601 20250723 3620.00 ... 3643.00 3615.00 JD
107 jd2602 20250723 3190.00 ... 3213.00 3188.00 JD
108 jd2603 20250723 3195.00 ... 3217.00 3190.00 JD
109 jd2604 20250723 3330.00 ... 3352.00 3324.00 JD
110 jd2605 20250723 3413.00 ... 3435.00 3407.00 JD
111 jd2606 20250723 3261.00 ... 3271.00 3256.00 JD
112 jm2508 20250723 960.50 ... 1007.00 948.00 JM
113 jm2509 20250723 1068.00 ... 1110.00 1023.00 JM
114 jm2510 20250723 1111.50 ... 1137.50 1048.00 JM
115 jm2511 20250723 1116.00 ... 1152.50 1072.50 JM
116 jm2512 20250723 1131.00 ... 1164.50 1089.50 JM
117 jm2601 20250723 1148.00 ... 1177.50 1102.50 JM
118 jm2602 20250723 1163.00 ... 1186.00 1117.50 JM
119 jm2603 20250723 1166.50 ... 1185.50 1121.00 JM
120 jm2604 20250723 1184.50 ... 1197.50 1125.50 JM
121 jm2605 20250723 1189.50 ... 1204.50 1134.50 JM
122 jm2606 20250723 1196.50 ... 1219.00 1148.00 JM
123 jm2607 20250723 1218.50 ... 1246.00 1148.00 JM
124 l2508 20250723 7301.00 ... 7278.00 7269.00 L
125 l2509 20250723 7370.00 ... 7320.00 7306.00 L
126 l2510 20250723 7378.00 ... 7339.00 7331.00 L
127 l2511 20250723 7397.00 ... 7351.00 7355.00 L
128 l2512 20250723 7405.00 ... 7362.00 7373.00 L
129 l2601 20250723 7409.00 ... 7370.00 7354.00 L
130 l2602 20250723 7404.00 ... 7356.00 7331.00 L
131 l2603 20250723 7402.00 ... 7348.00 7328.00 L
132 l2604 20250723 7426.00 ... 7410.00 7354.00 L
133 l2605 20250723 7420.00 ... 7358.00 7341.00 L
134 l2606 20250723 7383.00 ... 7356.00 7333.00 L
135 l2607 20250723 7398.00 ... 7384.00 7323.00 L
136 lg2507 20250723 820.00 ... 818.50 823.00 LG
137 lg2509 20250723 841.50 ... 829.00 840.50 LG
138 lg2511 20250723 849.00 ... 831.00 845.00 LG
139 lg2601 20250723 850.00 ... 839.00 856.50 LG
140 lg2603 20250723 846.50 ... 837.00 856.50 LG
141 lg2605 20250723 847.00 ... 842.50 861.50 LG
142 lh2507 20250723 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250723 14400.00 ... 14695.00 14350.00 LH
144 lh2511 20250723 14150.00 ... 14375.00 13915.00 LH
145 lh2601 20250723 14400.00 ... 14750.00 14220.00 LH
146 lh2603 20250723 13380.00 ... 13670.00 13260.00 LH
147 lh2605 20250723 13725.00 ... 13995.00 13530.00 LH
148 m2508 20250723 3063.00 ... 3073.00 3062.00 M
149 m2509 20250723 3080.00 ... 3096.00 3076.00 M
150 m2511 20250723 3096.00 ... 3133.00 3111.00 M
151 m2512 20250723 3130.00 ... 3150.00 3126.00 M
152 m2601 20250723 3100.00 ... 3116.00 3098.00 M
153 m2603 20250723 2942.00 ... 2954.00 2939.00 M
154 m2605 20250723 2758.00 ... 2767.00 2756.00 M
155 m2607 20250723 2744.00 ... 2752.00 2742.00 M
156 p2508 20250723 8872.00 ... 8898.00 8882.00 P
157 p2509 20250723 8908.00 ... 8984.00 8928.00 P
158 p2510 20250723 8914.00 ... 8984.00 8920.00 P
159 p2511 20250723 8896.00 ... 8956.00 8900.00 P
160 p2512 20250723 8908.00 ... 8966.00 8886.00 P
161 p2601 20250723 8900.00 ... 8960.00 8888.00 P
162 p2602 20250723 8852.00 ... 8886.00 8852.00 P
163 p2603 20250723 8766.00 ... 8800.00 8756.00 P
164 p2604 20250723 8704.00 ... 8702.00 8700.00 P
165 p2605 20250723 8586.00 ... 8640.00 8586.00 P
166 p2606 20250723 8526.00 ... 8552.00 8530.00 P
167 p2607 20250723 8500.00 ... 8536.00 8512.00 P
168 pg2507 20250723 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250723 4000.00 ... 4013.00 4032.00 PG
170 pg2509 20250723 3975.00 ... 3972.00 3981.00 PG
171 pg2510 20250723 4415.00 ... 4400.00 4407.00 PG
172 pg2511 20250723 4352.00 ... 4336.00 4340.00 PG
173 pg2512 20250723 4282.00 ... 4273.00 4272.00 PG
174 pg2601 20250723 4218.00 ... 4209.00 4204.00 PG
175 pg2602 20250723 4123.00 ... 4122.00 4114.00 PG
176 pg2603 20250723 4058.00 ... 4046.00 4039.00 PG
177 pg2604 20250723 4332.00 ... 4337.00 4339.00 PG
178 pg2605 20250723 4249.00 ... 4238.00 4233.00 PG
179 pg2606 20250723 4178.00 ... 4178.00 4163.00 PG
180 pp2508 20250723 7108.00 ... 7098.00 7086.00 PP
181 pp2509 20250723 7150.00 ... 7126.00 7114.00 PP
182 pp2510 20250723 7161.00 ... 7136.00 7115.00 PP
183 pp2511 20250723 7158.00 ... 7134.00 7115.00 PP
184 pp2512 20250723 7161.00 ... 7135.00 7123.00 PP
185 pp2601 20250723 7170.00 ... 7143.00 7116.00 PP
186 pp2602 20250723 7135.00 ... 7121.00 7110.00 PP
187 pp2603 20250723 7134.00 ... 7130.00 7098.00 PP
188 pp2604 20250723 7149.00 ... 7124.00 7097.00 PP
189 pp2605 20250723 7147.00 ... 7137.00 7109.00 PP
190 pp2606 20250723 7125.00 ... 7103.00 7100.00 PP
191 pp2607 20250723 0.00 ... 7173.00 7173.00 PP
192 rr2508 20250723 3597.00 ... 3563.00 3593.00 RR
193 rr2509 20250723 3605.00 ... 3601.00 3603.00 RR
194 rr2510 20250723 3620.00 ... 3629.00 3625.00 RR
195 rr2511 20250723 3621.00 ... 3622.00 3616.00 RR
196 rr2512 20250723 3621.00 ... 3621.00 3618.00 RR
197 rr2601 20250723 3620.00 ... 3623.00 3616.00 RR
198 rr2602 20250723 3623.00 ... 3623.00 3622.00 RR
199 rr2603 20250723 3626.00 ... 3630.00 3641.00 RR
200 rr2604 20250723 3633.00 ... 3634.00 3630.00 RR
201 rr2605 20250723 3628.00 ... 3629.00 3625.00 RR
202 rr2606 20250723 3622.00 ... 3627.00 3625.00 RR
203 rr2607 20250723 0.00 ... 3617.00 3617.00 RR
204 v2508 20250723 5199.00 ... 5169.00 5145.00 V
205 v2509 20250723 5260.00 ... 5194.00 5186.00 V
206 v2510 20250723 5285.00 ... 5220.00 5217.00 V
207 v2511 20250723 5314.00 ... 5265.00 5247.00 V
208 v2512 20250723 5340.00 ... 5279.00 5280.00 V
209 v2601 20250723 5380.00 ... 5307.00 5305.00 V
210 v2602 20250723 5395.00 ... 5344.00 5328.00 V
211 v2603 20250723 5395.00 ... 5361.00 5330.00 V
212 v2604 20250723 5533.00 ... 5496.00 5471.00 V
213 v2605 20250723 5560.00 ... 5500.00 5502.00 V
214 v2606 20250723 5584.00 ... 5524.00 5508.00 V
215 v2607 20250723 5610.00 ... 5544.00 5507.00 V
216 y2508 20250723 8054.00 ... 8062.00 8052.00 Y
217 y2509 20250723 8066.00 ... 8072.00 8072.00 Y
218 y2511 20250723 8084.00 ... 8080.00 8084.00 Y
219 y2512 20250723 8086.00 ... 8086.00 8084.00 Y
220 y2601 20250723 8022.00 ... 8022.00 8022.00 Y
221 y2603 20250723 7888.00 ... 7894.00 7902.00 Y
222 y2605 20250723 7674.00 ... 7668.00 7674.00 Y
223 y2607 20250723 7654.00 ... 7664.00 7670.00 Y
[224 rows x 12 columns]
2025-07-23 18:26:36,951 - future_1d - INFO - ak.get_dce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 PS2508 20250723 49755.0 ... 51395.0 47655.0 PS
1 PS2509 20250723 50905.0 ... 51130.0 47470.0 PS
2 PS2510 20250723 50670.0 ... 51075.0 47315.0 PS
3 PS2511 20250723 50100.0 ... 50860.0 47220.0 PS
4 PS2512 20250723 52440.0 ... 53140.0 49395.0 PS
5 PS2601 20250723 51000.0 ... 52640.0 48930.0 PS
6 PS2602 20250723 51785.0 ... 52300.0 48595.0 PS
7 PS2603 20250723 51780.0 ... 52170.0 48685.0 PS
8 PS2604 20250723 51695.0 ... 52070.0 48800.0 PS
9 PS2605 20250723 52000.0 ... 52335.0 48615.0 PS
10 PS2606 20250723 52220.0 ... 53410.0 49520.0 PS
11 PS2607 20250723 50615.0 ... 53175.0 49445.0 PS
13 SI2508 20250723 9730.0 ... 9705.0 9425.0 SI
14 SI2509 20250723 9810.0 ... 9710.0 9470.0 SI
15 SI2510 20250723 9755.0 ... 9635.0 9405.0 SI
16 SI2511 20250723 9740.0 ... 9535.0 9340.0 SI
17 SI2512 20250723 9885.0 ... 9795.0 9605.0 SI
18 SI2601 20250723 9890.0 ... 9710.0 9550.0 SI
19 SI2602 20250723 9695.0 ... 9735.0 9510.0 SI
20 SI2603 20250723 9760.0 ... 9695.0 9490.0 SI
21 SI2604 20250723 9755.0 ... 9665.0 9485.0 SI
22 SI2605 20250723 9735.0 ... 9615.0 9470.0 SI
23 SI2606 20250723 9810.0 ... 9605.0 9450.0 SI
24 SI2607 20250723 9815.0 ... 9650.0 9490.0 SI
27 LC2508 20250723 74980.0 ... 72280.0 71900.0 LC
28 LC2509 20250723 73500.0 ... 71520.0 72320.0 LC
29 LC2510 20250723 71800.0 ... 71120.0 71600.0 LC
30 LC2511 20250723 72700.0 ... 70640.0 71260.0 LC
31 LC2512 20250723 72700.0 ... 70220.0 71260.0 LC
32 LC2601 20250723 72000.0 ... 70440.0 71100.0 LC
33 LC2602 20250723 71300.0 ... 70680.0 70800.0 LC
34 LC2603 20250723 71360.0 ... 70220.0 70540.0 LC
35 LC2604 20250723 71200.0 ... 70480.0 70760.0 LC
36 LC2605 20250723 71500.0 ... 70040.0 70780.0 LC
37 LC2606 20250723 71240.0 ... 70220.0 70600.0 LC
38 LC2607 20250723 71000.0 ... 70300.0 70520.0 LC
[36 rows x 12 columns]
2025-07-23 18:26:37,100 - future_1d - INFO - ak.get_gfex_daily('2025-07-23') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250723 7929.0 7988.0 ... 368792.29 7949.0 7898.0 AP
1 AP511 20250723 7687.0 7735.0 ... 3933.65 7698.0 7679.0 AP
2 AP512 20250723 7739.0 7759.0 ... 154.95 7748.0 7711.0 AP
3 AP601 20250723 7808.0 7846.0 ... 21258.46 7821.0 7779.0 AP
4 AP603 20250723 7734.0 7756.0 ... 417.96 7740.0 7685.0 AP
5 AP604 20250723 7756.0 7769.0 ... 93.09 7758.0 7717.0 AP
6 AP605 20250723 7799.0 7800.0 ... 288.45 7796.0 7772.0 AP
7 CF509 20250723 14250.0 14295.0 ... 1465002.82 14220.0 14175.0 CF
8 CF511 20250723 13970.0 14075.0 ... 116645.97 14010.0 13950.0 CF
9 CF601 20250723 14040.0 14150.0 ... 658454.35 14080.0 14015.0 CF
10 CF603 20250723 14025.0 14105.0 ... 4028.31 14035.0 13965.0 CF
11 CF605 20250723 14015.0 14110.0 ... 29618.59 14025.0 13965.0 CF
12 CF607 20250723 14020.0 14100.0 ... 126.44 14050.0 13975.0 CF
13 CJ509 20250723 9520.0 9640.0 ... 111958.01 9545.0 9445.0 CJ
14 CJ512 20250723 10375.0 10510.0 ... 9166.66 10415.0 10280.0 CJ
15 CJ601 20250723 10525.0 10680.0 ... 856381.30 10565.0 10440.0 CJ
16 CJ603 20250723 10615.0 10750.0 ... 10094.98 10655.0 10530.0 CJ
17 CJ605 20250723 10735.0 10865.0 ... 65153.98 10765.0 10660.0 CJ
18 CJ607 20250723 10800.0 10910.0 ... 754.96 10865.0 10725.0 CJ
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20 CY509 20250723 20465.0 20495.0 ... 92971.16 20420.0 20390.0 CY
21 CY510 20250723 0.0 0.0 ... 0.00 20030.0 20000.0 CY
22 CY511 20250723 0.0 0.0 ... 0.00 20215.0 20170.0 CY
23 CY512 20250723 20040.0 20040.0 ... 10.02 20040.0 20380.0 CY
24 CY601 20250723 20330.0 20370.0 ... 355.68 20325.0 20245.0 CY
25 CY602 20250723 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250723 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250723 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250723 0.0 0.0 ... 0.00 20215.0 20200.0 CY
29 CY606 20250723 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250723 0.0 0.0 ... 0.00 20625.0 20625.0 CY
31 FG508 20250723 1250.0 1263.0 ... 7508.97 1221.0 1205.0 FG
32 FG509 20250723 1242.0 1258.0 ... 8882142.06 1223.0 1203.0 FG
33 FG510 20250723 1301.0 1324.0 ... 63797.97 1278.0 1261.0 FG
34 FG511 20250723 1296.0 1311.0 ... 107731.08 1263.0 1246.0 FG
35 FG512 20250723 1353.0 1373.0 ... 50843.76 1328.0 1308.0 FG
36 FG601 20250723 1333.0 1359.0 ... 2153813.20 1318.0 1294.0 FG
37 FG602 20250723 1369.0 1392.0 ... 3310.92 1357.0 1339.0 FG
38 FG603 20250723 1409.0 1409.0 ... 4578.17 1354.0 1330.0 FG
39 FG604 20250723 1398.0 1414.0 ... 3557.05 1385.0 1368.0 FG
40 FG605 20250723 1398.0 1410.0 ... 59805.39 1376.0 1362.0 FG
41 FG606 20250723 1407.0 1420.0 ... 2243.30 1390.0 1376.0 FG
42 FG607 20250723 1402.0 1412.0 ... 810.64 1383.0 1365.0 FG
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47 JR605 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
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50 LR511 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
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53 MA509 20250723 2457.0 2457.0 ... 2106752.01 2430.0 2425.0 MA
54 MA510 20250723 2484.0 2484.0 ... 39622.12 2459.0 2454.0 MA
55 MA511 20250723 2510.0 2510.0 ... 70183.61 2481.0 2469.0 MA
56 MA512 20250723 2522.0 2522.0 ... 41221.90 2496.0 2486.0 MA
57 MA601 20250723 2535.0 2535.0 ... 497975.86 2510.0 2503.0 MA
58 MA602 20250723 2511.0 2514.0 ... 54.91 2496.0 2469.0 MA
59 MA603 20250723 2505.0 2508.0 ... 104.58 2490.0 2457.0 MA
60 MA604 20250723 2478.0 2480.0 ... 39.42 2463.0 2463.0 MA
61 MA605 20250723 2459.0 2459.0 ... 9146.29 2435.0 2428.0 MA
62 MA606 20250723 2464.0 2464.0 ... 53.87 2449.0 2439.0 MA
63 MA607 20250723 2439.0 2446.0 ... 82.62 2430.0 2428.0 MA
64 OI509 20250723 9469.0 9497.0 ... 2582723.61 9451.0 9517.0 OI
65 OI511 20250723 9451.0 9475.0 ... 203148.12 9433.0 9497.0 OI
66 OI601 20250723 9407.0 9436.0 ... 551749.55 9388.0 9445.0 OI
67 OI603 20250723 9362.0 9380.0 ... 3991.30 9347.0 9380.0 OI
68 OI605 20250723 9328.0 9328.0 ... 6060.95 9282.0 9313.0 OI
69 OI607 20250723 9262.0 9298.0 ... 139.04 9269.0 9297.0 OI
70 PF508 20250723 6502.0 6540.0 ... 11823.94 6480.0 6442.0 PF
71 PF509 20250723 6486.0 6540.0 ... 524104.46 6476.0 6430.0 PF
72 PF510 20250723 6546.0 6596.0 ... 172012.05 6532.0 6494.0 PF
73 PF511 20250723 6530.0 6580.0 ... 53489.82 6522.0 6486.0 PF
74 PF512 20250723 6498.0 6558.0 ... 15330.05 6504.0 6472.0 PF
75 PF601 20250723 6508.0 6560.0 ... 5462.66 6500.0 6478.0 PF
76 PF602 20250723 6506.0 6534.0 ... 29.26 6504.0 6506.0 PF
77 PF603 20250723 6546.0 6546.0 ... 29.32 6516.0 6468.0 PF
78 PF604 20250723 6576.0 6576.0 ... 29.33 6518.0 6494.0 PF
79 PF605 20250723 6576.0 6576.0 ... 36.01 6548.0 6502.0 PF
80 PF606 20250723 6516.0 6586.0 ... 29.53 6562.0 6464.0 PF
81 PF607 20250723 6576.0 6614.0 ... 16.47 6590.0 6496.0 PF
82 PK510 20250723 8130.0 8168.0 ... 162391.73 8142.0 8140.0 PK
83 PK511 20250723 7990.0 8006.0 ... 78376.79 7978.0 7998.0 PK
84 PK512 20250723 7974.0 7990.0 ... 836.95 7972.0 7982.0 PK
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87 PK604 20250723 8026.0 8038.0 ... 116.39 8028.0 8026.0 PK
88 PK605 20250723 8034.0 8050.0 ... 1442.33 8036.0 8034.0 PK
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90 PL602 20250723 6649.0 6706.0 ... 9674.54 6645.0 6649.0 PL
91 PL603 20250723 6604.0 6622.0 ... 1485.50 6573.0 6618.0 PL
92 PL604 20250723 6663.0 6663.0 ... 118.98 6610.0 6599.0 PL
93 PL605 20250723 6507.0 6546.0 ... 208.62 6519.0 6584.0 PL
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99 PM603 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250723 6022.0 6086.0 ... 4504.38 6030.0 6004.0 PR
103 PR509 20250723 6010.0 6064.0 ... 632608.40 6012.0 5980.0 PR
104 PR510 20250723 6010.0 6072.0 ... 346610.24 6022.0 5988.0 PR
105 PR511 20250723 5998.0 6052.0 ... 41605.35 5996.0 5980.0 PR
106 PR512 20250723 5982.0 6030.0 ... 143.64 5986.0 5954.0 PR
107 PR601 20250723 5998.0 6006.0 ... 1585.42 5972.0 5954.0 PR
108 PR602 20250723 5974.0 5980.0 ... 26.88 5974.0 5972.0 PR
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110 PR604 20250723 6030.0 6036.0 ... 45.05 6008.0 5990.0 PR
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112 PR606 20250723 5998.0 5998.0 ... 9.00 5998.0 5974.0 PR
113 PR607 20250723 0.0 0.0 ... 0.00 5978.0 5978.0 PR
114 PX508 20250723 6960.0 7004.0 ... 283.89 6924.0 6912.0 PX
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116 PX510 20250723 6894.0 6950.0 ... 73696.08 6870.0 6832.0 PX
117 PX511 20250723 6842.0 6912.0 ... 119341.80 6834.0 6792.0 PX
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119 PX601 20250723 6792.0 6860.0 ... 101005.71 6802.0 6758.0 PX
120 PX602 20250723 6768.0 6796.0 ... 44.02 6772.0 6744.0 PX
121 PX603 20250723 0.0 0.0 ... 0.00 6754.0 6754.0 PX
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125 PX607 20250723 6730.0 6746.0 ... 13.48 6740.0 6716.0 PX
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131 RI607 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250723 2723.0 2778.0 ... 5295.48 2744.0 2717.0 RM
133 RM509 20250723 2732.0 2791.0 ... 988355.81 2754.0 2726.0 RM
134 RM511 20250723 2576.0 2613.0 ... 19992.11 2584.0 2564.0 RM
135 RM601 20250723 2435.0 2473.0 ... 211330.16 2448.0 2434.0 RM
136 RM603 20250723 2402.0 2433.0 ... 18815.15 2411.0 2401.0 RM
137 RM605 20250723 2378.0 2399.0 ... 41221.90 2385.0 2373.0 RM
138 RM607 20250723 2369.0 2386.0 ... 2666.35 2372.0 2364.0 RM
139 RS508 20250723 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250723 5163.0 5176.0 ... 256.07 5121.0 5155.0 RS
141 RS511 20250723 5260.0 5380.0 ... 382.86 5245.0 5214.0 RS
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143 SA508 20250723 1364.0 1381.0 ... 7445.68 1337.0 1311.0 SA
144 SA509 20250723 1376.0 1394.0 ... 8923271.72 1349.0 1329.0 SA
145 SA510 20250723 1398.0 1412.0 ... 298810.59 1374.0 1339.0 SA
146 SA511 20250723 1395.0 1418.0 ... 408268.59 1385.0 1346.0 SA
147 SA512 20250723 1433.0 1450.0 ... 237316.92 1418.0 1385.0 SA
148 SA601 20250723 1434.0 1456.0 ... 3863312.91 1414.0 1393.0 SA
149 SA602 20250723 1442.0 1463.0 ... 33090.83 1435.0 1402.0 SA
150 SA603 20250723 1451.0 1464.0 ... 13712.75 1425.0 1408.0 SA
151 SA604 20250723 1472.0 1487.0 ... 6520.78 1443.0 1434.0 SA
152 SA605 20250723 1472.0 1492.0 ... 115183.46 1454.0 1434.0 SA
153 SA606 20250723 1475.0 1498.0 ... 6321.69 1439.0 1440.0 SA
154 SA607 20250723 1458.0 1494.0 ... 3104.31 1459.0 1441.0 SA
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156 SF509 20250723 5916.0 6020.0 ... 1178786.88 5844.0 5780.0 SF
157 SF510 20250723 5876.0 5984.0 ... 159033.85 5822.0 5742.0 SF
158 SF511 20250723 6020.0 6124.0 ... 289069.04 5984.0 5898.0 SF
159 SF512 20250723 6022.0 6098.0 ... 26610.28 5954.0 5874.0 SF
160 SF601 20250723 5978.0 6084.0 ... 75372.28 5956.0 5856.0 SF
161 SF602 20250723 5912.0 6016.0 ... 2471.51 5878.0 5798.0 SF
162 SF603 20250723 6064.0 6148.0 ... 326.27 6042.0 5894.0 SF
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164 SF605 20250723 6026.0 6124.0 ... 1530.31 5990.0 5876.0 SF
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169 SH510 20250723 2700.0 2714.0 ... 409831.91 2671.0 2648.0 SH
170 SH511 20250723 2689.0 2704.0 ... 295993.03 2654.0 2632.0 SH
171 SH512 20250723 2700.0 2716.0 ... 85744.88 2666.0 2646.0 SH
172 SH601 20250723 2700.0 2705.0 ... 440033.89 2658.0 2632.0 SH
173 SH602 20250723 2702.0 2725.0 ... 2968.15 2681.0 2654.0 SH
174 SH603 20250723 2717.0 2723.0 ... 1964.37 2684.0 2659.0 SH
175 SH604 20250723 2754.0 2754.0 ... 422.46 2708.0 2693.0 SH
176 SH605 20250723 2756.0 2775.0 ... 9569.11 2722.0 2699.0 SH
177 SH606 20250723 2773.0 2786.0 ... 468.60 2740.0 2690.0 SH
178 SH607 20250723 2761.0 2761.0 ... 195.37 2713.0 2683.0 SH
179 SM508 20250723 6024.0 6058.0 ... 3090.60 5922.0 5952.0 SM
180 SM509 20250723 6044.0 6070.0 ... 1221851.89 5956.0 5960.0 SM
181 SM510 20250723 6020.0 6052.0 ... 79909.11 5932.0 5936.0 SM
182 SM511 20250723 6086.0 6108.0 ... 136593.22 6004.0 6014.0 SM
183 SM512 20250723 6094.0 6120.0 ... 40190.05 6008.0 6016.0 SM
184 SM601 20250723 6100.0 6126.0 ... 239156.65 6016.0 6018.0 SM
185 SM602 20250723 6094.0 6132.0 ... 643.61 6016.0 6008.0 SM
186 SM603 20250723 6110.0 6146.0 ... 572.32 6024.0 6018.0 SM
187 SM604 20250723 6126.0 6138.0 ... 168.44 6016.0 6042.0 SM
188 SM605 20250723 6146.0 6172.0 ... 4860.64 6038.0 6050.0 SM
189 SM606 20250723 6148.0 6178.0 ... 880.55 5970.0 6066.0 SM
190 SM607 20250723 6186.0 6188.0 ... 63.42 6040.0 6056.0 SM
191 SR509 20250723 5810.0 5844.0 ... 1069146.84 5826.0 5825.0 SR
192 SR511 20250723 5710.0 5728.0 ... 113884.88 5713.0 5720.0 SR
193 SR601 20250723 5638.0 5666.0 ... 189255.87 5650.0 5655.0 SR
194 SR603 20250723 5611.0 5633.0 ... 2834.00 5623.0 5627.0 SR
195 SR605 20250723 5600.0 5613.0 ... 13785.92 5604.0 5604.0 SR
196 SR607 20250723 5597.0 5607.0 ... 1254.29 5600.0 5600.0 SR
197 TA508 20250723 4804.0 4850.0 ... 16533.05 4824.0 4762.0 TA
198 TA509 20250723 4814.0 4860.0 ... 2815227.91 4808.0 4772.0 TA
199 TA510 20250723 4810.0 4858.0 ... 83410.50 4810.0 4774.0 TA
200 TA511 20250723 4806.0 4850.0 ... 42209.31 4800.0 4772.0 TA
201 TA512 20250723 4804.0 4838.0 ... 20607.82 4794.0 4768.0 TA
202 TA601 20250723 4800.0 4832.0 ... 693430.83 4792.0 4764.0 TA
203 TA602 20250723 4794.0 4822.0 ... 143.87 4796.0 4772.0 TA
204 TA603 20250723 4806.0 4828.0 ... 148.57 4794.0 4760.0 TA
205 TA604 20250723 4812.0 4830.0 ... 72.03 4802.0 4762.0 TA
206 TA605 20250723 4800.0 4846.0 ... 12034.53 4808.0 4772.0 TA
207 TA606 20250723 4828.0 4830.0 ... 19.25 4814.0 4772.0 TA
208 TA607 20250723 4858.0 4858.0 ... 2.43 4858.0 4788.0 TA
209 UR508 20250723 1805.0 1808.0 ... 1073.95 1772.0 1802.0 UR
210 UR509 20250723 1827.0 1827.0 ... 1030856.15 1788.0 1806.0 UR
211 UR510 20250723 1816.0 1816.0 ... 31074.31 1777.0 1791.0 UR
212 UR511 20250723 1826.0 1828.0 ... 23318.28 1795.0 1798.0 UR
213 UR512 20250723 1809.0 1811.0 ... 317.91 1786.0 1797.0 UR
214 UR601 20250723 1820.0 1822.0 ... 248269.47 1787.0 1787.0 UR
215 UR602 20250723 1805.0 1807.0 ... 929.58 1774.0 1787.0 UR
216 UR603 20250723 1823.0 1823.0 ... 468.72 1803.0 1805.0 UR
217 UR604 20250723 1815.0 1815.0 ... 233.13 1793.0 1803.0 UR
218 UR605 20250723 1830.0 1830.0 ... 7845.94 1798.0 1795.0 UR
219 UR606 20250723 1825.0 1825.0 ... 391.03 1794.0 1792.0 UR
220 UR607 20250723 1837.0 1837.0 ... 137.18 1805.0 1803.0 UR
221 WH509 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-23 18:26:37,413 - future_1d - INFO - ak.get_czce_daily('2025-07-23') done
2025-07-23 18:26:39,211 - future_1d - INFO - save future_daily 2025-07-23 completed