=========================================================================
2025-09-01 16:25:29 Mon START TASK.01 future_1d future_daily
=========================================================================
2025-09-01 16:25:31,512 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-09-01 16:25:31,978 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:25:32,238 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-09-01 16:25:32,856 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 16:25:32,984 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-09-01 16:25:33,253 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 16:25:33,364 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
2025-09-01 16:25:43,326 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-09-01 16:25:49,421 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:25:49,724 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-09-01 16:25:50,339 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 16:25:50,440 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-09-01 16:25:50,651 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 16:25:50,730 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
2025-09-01 16:25:52,484 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-09-01 16:25:58,269 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:25:58,597 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-09-01 16:25:59,245 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 16:25:59,364 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-09-01 16:25:59,611 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 16:25:59,700 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
2025-09-01 16:26:01,456 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-09-01 16:26:07,418 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:26:07,695 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-09-01 16:26:08,572 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 16:26:08,672 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-09-01 16:26:08,912 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 16:26:08,977 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
2025-09-01 16:26:10,728 - future_1d - INFO - save future_daily 2025-08-27 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250828 6850.000 ... 6920.400 6897.600 IC
1 IC2510 20250828 6796.000 ... 6883.200 6854.000 IC
2 IC2512 20250828 6699.400 ... 6778.800 6768.600 IC
3 IC2603 20250828 6584.600 ... 6644.400 6634.800 IC
4 IF2509 20250828 4383.200 ... 4436.600 4416.000 IF
5 IF2510 20250828 4375.000 ... 4428.800 4410.600 IF
6 IF2512 20250828 4363.800 ... 4417.600 4397.000 IF
7 IF2603 20250828 4340.000 ... 4398.000 4375.600 IF
8 IH2509 20250828 2922.000 ... 2945.000 2937.200 IH
9 IH2510 20250828 2921.000 ... 2943.800 2936.600 IH
10 IH2512 20250828 2925.000 ... 2946.800 2941.000 IH
11 IH2603 20250828 2928.800 ... 2950.600 2944.000 IH
12 IM2509 20250828 7310.000 ... 7322.400 7356.200 IM
13 IM2510 20250828 7235.000 ... 7268.800 7296.400 IM
14 IM2512 20250828 7119.600 ... 7149.400 7192.000 IM
15 IM2603 20250828 6962.000 ... 6982.000 7030.000 IM
16 T2509 20250828 108.130 ... 108.035 108.180 T
17 T2512 20250828 107.960 ... 107.805 108.005 T
18 T2603 20250828 107.720 ... 107.570 107.755 T
19 TF2509 20250828 105.610 ... 105.610 105.645 TF
20 TF2512 20250828 105.570 ... 105.470 105.560 TF
21 TF2603 20250828 105.475 ... 105.380 105.450 TF
22 TL2509 20250828 117.670 ... 117.010 117.740 TL
23 TL2512 20250828 117.320 ... 116.540 117.300 TL
24 TL2603 20250828 116.990 ... 116.190 116.940 TL
25 TS2509 20250828 102.340 ... 102.314 102.332 TS
26 TS2512 20250828 102.412 ... 102.374 102.396 TS
27 TS2603 20250828 102.348 ... 102.328 102.342 TS
[28 rows x 12 columns]
2025-09-01 16:26:15,608 - future_1d - INFO - ak.get_cffex_daily('2025-08-28') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250828 8278.0 8470.0 ... 993099.41 8377.0 8249.0 AP
1 AP511 20250828 8069.0 8250.0 ... 8199.68 8165.0 8019.0 AP
2 AP512 20250828 8102.0 8251.0 ... 1095.34 8174.0 8052.0 AP
3 AP601 20250828 8144.0 8340.0 ... 267304.83 8250.0 8106.0 AP
4 AP603 20250828 8023.0 8209.0 ... 576.34 8118.0 8029.0 AP
5 AP604 20250828 8032.0 8199.0 ... 316.92 8126.0 8028.0 AP
6 AP605 20250828 8083.0 8267.0 ... 2184.21 8181.0 8087.0 AP
7 CF509 20250828 13750.0 13780.0 ... 116047.53 13730.0 13775.0 CF
8 CF511 20250828 13985.0 14040.0 ... 304487.79 13985.0 14015.0 CF
9 CF601 20250828 14080.0 14125.0 ... 1538041.26 14070.0 14095.0 CF
10 CF603 20250828 14040.0 14080.0 ... 2021.45 14040.0 14060.0 CF
11 CF605 20250828 14055.0 14065.0 ... 66307.21 14025.0 14050.0 CF
12 CF607 20250828 14035.0 14065.0 ... 470.00 14030.0 14060.0 CF
13 CJ509 20250828 10075.0 10220.0 ... 10053.41 10105.0 10075.0 CJ
14 CJ512 20250828 11220.0 11415.0 ... 14501.26 11290.0 11280.0 CJ
15 CJ601 20250828 11345.0 11545.0 ... 983876.60 11405.0 11385.0 CJ
16 CJ603 20250828 11390.0 11570.0 ... 9330.03 11435.0 11420.0 CJ
17 CJ605 20250828 11500.0 11695.0 ... 127586.29 11560.0 11545.0 CJ
18 CJ607 20250828 11665.0 11835.0 ... 1528.72 11715.0 11695.0 CJ
19 CY509 20250828 20285.0 20285.0 ... 940.45 20225.0 20295.0 CY
20 CY510 20250828 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250828 20050.0 20150.0 ... 65308.73 20090.0 20120.0 CY
22 CY512 20250828 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250828 20025.0 20145.0 ... 1415.53 20080.0 20100.0 CY
24 CY602 20250828 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250828 0.0 0.0 ... 0.00 20285.0 20295.0 CY
26 CY604 20250828 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250828 20350.0 20350.0 ... 30.49 20325.0 20395.0 CY
28 CY606 20250828 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250828 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250828 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250828 987.0 987.0 ... 255744.95 973.0 988.0 FG
32 FG510 20250828 1084.0 1085.0 ... 129715.02 1066.0 1087.0 FG
33 FG511 20250828 1079.0 1079.0 ... 165730.63 1064.0 1080.0 FG
34 FG512 20250828 1179.0 1181.0 ... 70141.45 1166.0 1183.0 FG
35 FG601 20250828 1177.0 1178.0 ... 3878574.26 1163.0 1178.0 FG
36 FG602 20250828 1227.0 1227.0 ... 1658.85 1216.0 1229.0 FG
37 FG603 20250828 1226.0 1227.0 ... 1265.53 1215.0 1231.0 FG
38 FG604 20250828 1268.0 1272.0 ... 614.65 1260.0 1277.0 FG
39 FG605 20250828 1267.0 1268.0 ... 72337.13 1256.0 1269.0 FG
40 FG606 20250828 1298.0 1298.0 ... 781.65 1286.0 1299.0 FG
41 FG607 20250828 1290.0 1290.0 ... 1448.25 1277.0 1291.0 FG
42 FG608 20250828 1312.0 1314.0 ... 683.87 1305.0 1316.0 FG
43 JR509 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250828 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250828 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250828 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250828 2245.0 2255.0 ... 54449.72 2232.0 2262.0 MA
53 MA510 20250828 2286.0 2298.0 ... 100118.61 2275.0 2298.0 MA
54 MA511 20250828 2302.0 2314.0 ... 162019.65 2298.0 2320.0 MA
55 MA512 20250828 2354.0 2358.0 ... 39618.12 2345.0 2363.0 MA
56 MA601 20250828 2372.0 2381.0 ... 1092162.81 2368.0 2383.0 MA
57 MA602 20250828 2375.0 2396.0 ... 164.38 2382.0 2395.0 MA
58 MA603 20250828 2378.0 2395.0 ... 150.33 2386.0 2392.0 MA
59 MA604 20250828 2374.0 2394.0 ... 26.19 2381.0 2388.0 MA
60 MA605 20250828 2364.0 2385.0 ... 66584.84 2371.0 2373.0 MA
61 MA606 20250828 2372.0 2392.0 ... 28.53 2377.0 2380.0 MA
62 MA607 20250828 2370.0 2384.0 ... 144.48 2369.0 2379.0 MA
63 MA608 20250828 2366.0 2381.0 ... 11.85 2371.0 2380.0 MA
64 OI509 20250828 9980.0 9988.0 ... 59990.21 9954.0 9952.0 OI
65 OI511 20250828 9934.0 9953.0 ... 554673.48 9907.0 9919.0 OI
66 OI601 20250828 9855.0 9860.0 ... 2896654.30 9811.0 9840.0 OI
67 OI603 20250828 9765.0 9770.0 ... 9187.84 9733.0 9760.0 OI
68 OI605 20250828 9683.0 9686.0 ... 86385.18 9637.0 9676.0 OI
69 OI607 20250828 9635.0 9650.0 ... 317.77 9629.0 9638.0 OI
70 PF509 20250828 6460.0 6480.0 ... 787.15 6452.0 6482.0 PF
71 PF510 20250828 6578.0 6590.0 ... 560925.19 6530.0 6610.0 PF
72 PF511 20250828 6548.0 6564.0 ... 351776.65 6510.0 6586.0 PF
73 PF512 20250828 6534.0 6548.0 ... 72094.10 6498.0 6574.0 PF
74 PF601 20250828 6544.0 6550.0 ... 13664.00 6514.0 6566.0 PF
75 PF602 20250828 6520.0 6520.0 ... 61.92 6518.0 6580.0 PF
76 PF603 20250828 6554.0 6554.0 ... 22.86 6532.0 6590.0 PF
77 PF604 20250828 6572.0 6572.0 ... 19.66 6554.0 6624.0 PF
78 PF605 20250828 6594.0 6598.0 ... 49.33 6578.0 6632.0 PF
79 PF606 20250828 6586.0 6610.0 ... 16.49 6594.0 6642.0 PF
80 PF607 20250828 6588.0 6600.0 ... 26.36 6590.0 6638.0 PF
81 PF608 20250828 6582.0 6614.0 ... 6.60 6598.0 6640.0 PF
82 PK510 20250828 8040.0 8064.0 ... 63309.74 8036.0 8054.0 PK
83 PK511 20250828 7800.0 7824.0 ... 219079.87 7804.0 7810.0 PK
84 PK512 20250828 7810.0 7828.0 ... 53124.89 7810.0 7824.0 PK
85 PK601 20250828 7866.0 7882.0 ... 25513.77 7866.0 7882.0 PK
86 PK603 20250828 7876.0 7884.0 ... 78.72 7872.0 7876.0 PK
87 PK604 20250828 7870.0 7886.0 ... 66.91 7872.0 7892.0 PK
88 PK605 20250828 7880.0 7900.0 ... 4285.93 7880.0 7896.0 PK
89 PL601 20250828 6451.0 6461.0 ... 13730.59 6440.0 6460.0 PL
90 PL602 20250828 6458.0 6485.0 ... 51.71 6464.0 6490.0 PL
91 PL603 20250828 6448.0 6460.0 ... 64.58 6458.0 6482.0 PL
92 PL604 20250828 0.0 0.0 ... 0.00 6473.0 6473.0 PL
93 PL605 20250828 6376.0 6376.0 ... 50.91 6364.0 6372.0 PL
94 PL606 20250828 6421.0 6421.0 ... 12.84 6421.0 6470.0 PL
95 PL607 20250828 6466.0 6466.0 ... 12.93 6466.0 6494.0 PL
96 PL608 20250828 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250828 5842.0 5842.0 ... 3204.63 5806.0 5850.0 PR
104 PR510 20250828 5996.0 5998.0 ... 145380.93 5962.0 6020.0 PR
105 PR511 20250828 6006.0 6010.0 ... 833116.06 5968.0 6028.0 PR
106 PR512 20250828 5990.0 6012.0 ... 565725.24 5972.0 6032.0 PR
107 PR601 20250828 6010.0 6010.0 ... 12173.85 5982.0 6028.0 PR
108 PR602 20250828 0.0 0.0 ... 0.00 6028.0 6048.0 PR
109 PR603 20250828 0.0 0.0 ... 0.00 6032.0 6034.0 PR
110 PR604 20250828 6014.0 6014.0 ... 9.02 6014.0 6056.0 PR
111 PR605 20250828 6022.0 6022.0 ... 9.03 6022.0 6058.0 PR
112 PR606 20250828 0.0 0.0 ... 0.00 6050.0 6060.0 PR
113 PR607 20250828 0.0 0.0 ... 0.00 6052.0 6082.0 PR
114 PR608 20250828 0.0 0.0 ... 0.00 6060.0 6080.0 PR
115 PX509 20250828 6962.0 6962.0 ... 3601.09 6886.0 6980.0 PX
116 PX510 20250828 6980.0 6992.0 ... 546039.99 6900.0 7022.0 PX
117 PX511 20250828 6948.0 6970.0 ... 1172252.84 6890.0 7010.0 PX
118 PX512 20250828 6898.0 6916.0 ... 111346.47 6850.0 6942.0 PX
119 PX601 20250828 6872.0 6886.0 ... 118633.50 6832.0 6916.0 PX
120 PX602 20250828 6850.0 6850.0 ... 37.40 6800.0 6912.0 PX
121 PX603 20250828 6786.0 6822.0 ... 23.75 6786.0 6928.0 PX
122 PX604 20250828 0.0 0.0 ... 0.00 6836.0 6852.0 PX
123 PX605 20250828 6854.0 6854.0 ... 1056.40 6816.0 6882.0 PX
124 PX606 20250828 6790.0 6824.0 ... 30.63 6808.0 6842.0 PX
125 PX607 20250828 6800.0 6804.0 ... 10.20 6802.0 6858.0 PX
126 PX608 20250828 6826.0 6826.0 ... 10.24 6826.0 6810.0 PX
127 RI509 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250828 2568.0 2588.0 ... 31965.21 2561.0 2574.0 RM
134 RM511 20250828 2526.0 2549.0 ... 47449.51 2510.0 2531.0 RM
135 RM601 20250828 2498.0 2516.0 ... 1246566.07 2478.0 2501.0 RM
136 RM603 20250828 2438.0 2450.0 ... 31552.54 2409.0 2437.0 RM
137 RM605 20250828 2444.0 2456.0 ... 195183.89 2419.0 2449.0 RM
138 RM607 20250828 2426.0 2434.0 ... 20387.69 2404.0 2431.0 RM
139 RM608 20250828 2494.0 2500.0 ... 304.21 2473.0 2500.0 RM
140 RS509 20250828 4805.0 4805.0 ... 86.03 4779.0 4844.0 RS
141 RS511 20250828 5054.0 5316.0 ... 30.67 5111.0 5181.0 RS
142 RS607 20250828 5580.0 5620.0 ... 150.21 5563.0 5613.0 RS
143 RS608 20250828 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250828 1192.0 1196.0 ... 154513.90 1184.0 1198.0 SA
145 SA510 20250828 1238.0 1241.0 ... 203993.46 1224.0 1245.0 SA
146 SA511 20250828 1242.0 1246.0 ... 370106.88 1231.0 1249.0 SA
147 SA512 20250828 1301.0 1304.0 ... 137015.27 1290.0 1307.0 SA
148 SA601 20250828 1308.0 1312.0 ... 3849328.94 1297.0 1314.0 SA
149 SA602 20250828 1331.0 1336.0 ... 5987.87 1322.0 1336.0 SA
150 SA603 20250828 1334.0 1342.0 ... 10425.69 1329.0 1339.0 SA
151 SA604 20250828 1372.0 1375.0 ... 1560.23 1361.0 1377.0 SA
152 SA605 20250828 1378.0 1379.0 ... 122431.91 1367.0 1380.0 SA
153 SA606 20250828 1376.0 1385.0 ... 1375.63 1373.0 1387.0 SA
154 SA607 20250828 1383.0 1387.0 ... 1613.31 1377.0 1390.0 SA
155 SA608 20250828 1406.0 1408.0 ... 620.90 1398.0 1405.0 SA
156 SF509 20250828 5430.0 5452.0 ... 14610.32 5426.0 5466.0 SF
157 SF510 20250828 5448.0 5460.0 ... 252249.08 5436.0 5470.0 SF
158 SF511 20250828 5628.0 5646.0 ... 586333.41 5620.0 5658.0 SF
159 SF512 20250828 5596.0 5618.0 ... 41373.94 5592.0 5636.0 SF
160 SF601 20250828 5602.0 5618.0 ... 92584.72 5592.0 5630.0 SF
161 SF602 20250828 5562.0 5576.0 ... 772.87 5560.0 5600.0 SF
162 SF603 20250828 5738.0 5738.0 ... 5.74 5738.0 5786.0 SF
163 SF604 20250828 5722.0 5734.0 ... 34.35 5726.0 5788.0 SF
164 SF605 20250828 5716.0 5742.0 ... 1965.74 5724.0 5762.0 SF
165 SF606 20250828 5674.0 5708.0 ... 170.81 5694.0 5736.0 SF
166 SF607 20250828 5856.0 5860.0 ... 154.94 5848.0 5884.0 SF
167 SF608 20250828 5874.0 5874.0 ... 14.62 5850.0 5854.0 SF
168 SH509 20250828 2540.0 2550.0 ... 19038.43 2540.0 2551.0 SH
169 SH510 20250828 2659.0 2670.0 ... 339348.22 2650.0 2661.0 SH
170 SH511 20250828 2677.0 2694.0 ... 740945.66 2670.0 2679.0 SH
171 SH512 20250828 2704.0 2713.0 ... 181521.77 2696.0 2707.0 SH
172 SH601 20250828 2702.0 2705.0 ... 2946594.18 2686.0 2702.0 SH
173 SH602 20250828 2708.0 2711.0 ... 4145.45 2699.0 2717.0 SH
174 SH603 20250828 2723.0 2724.0 ... 2942.80 2710.0 2728.0 SH
175 SH604 20250828 2759.0 2769.0 ... 637.53 2760.0 2772.0 SH
176 SH605 20250828 2781.0 2788.0 ... 58541.95 2776.0 2788.0 SH
177 SH606 20250828 2780.0 2792.0 ... 358.81 2781.0 2791.0 SH
178 SH607 20250828 2760.0 2777.0 ... 240.77 2767.0 2770.0 SH
179 SH608 20250828 2762.0 2778.0 ... 290.67 2768.0 2773.0 SH
180 SM509 20250828 5718.0 5738.0 ... 47984.58 5718.0 5756.0 SM
181 SM510 20250828 5744.0 5752.0 ... 105056.58 5732.0 5770.0 SM
182 SM511 20250828 5808.0 5830.0 ... 191992.20 5810.0 5844.0 SM
183 SM512 20250828 5816.0 5836.0 ... 31176.36 5818.0 5852.0 SM
184 SM601 20250828 5820.0 5844.0 ... 404244.88 5818.0 5856.0 SM
185 SM602 20250828 5820.0 5854.0 ... 285.77 5832.0 5876.0 SM
186 SM603 20250828 5832.0 5864.0 ... 111.03 5844.0 5896.0 SM
187 SM604 20250828 0.0 0.0 ... 0.00 5884.0 5892.0 SM
188 SM605 20250828 5880.0 5888.0 ... 5354.72 5866.0 5904.0 SM
189 SM606 20250828 5862.0 5886.0 ... 93.86 5866.0 5902.0 SM
190 SM607 20250828 5874.0 5902.0 ... 138.02 5874.0 5922.0 SM
191 SM608 20250828 5888.0 5906.0 ... 41.23 5890.0 5932.0 SM
192 SR509 20250828 5633.0 5633.0 ... 12995.82 5621.0 5647.0 SR
193 SR511 20250828 5602.0 5609.0 ... 181510.14 5585.0 5611.0 SR
194 SR601 20250828 5623.0 5629.0 ... 820587.96 5601.0 5625.0 SR
195 SR603 20250828 5600.0 5604.0 ... 2689.49 5580.0 5605.0 SR
196 SR605 20250828 5592.0 5593.0 ... 49361.69 5563.0 5593.0 SR
197 SR607 20250828 5580.0 5581.0 ... 2067.20 5557.0 5589.0 SR
198 TA509 20250828 4798.0 4798.0 ... 174220.17 4754.0 4816.0 TA
199 TA510 20250828 4820.0 4844.0 ... 290038.36 4790.0 4856.0 TA
200 TA511 20250828 4820.0 4836.0 ... 250995.82 4786.0 4852.0 TA
201 TA512 20250828 4830.0 4840.0 ... 65804.54 4794.0 4856.0 TA
202 TA601 20250828 4830.0 4842.0 ... 1514839.94 4798.0 4854.0 TA
203 TA602 20250828 4822.0 4828.0 ... 144.11 4804.0 4862.0 TA
204 TA603 20250828 4840.0 4840.0 ... 178.25 4818.0 4896.0 TA
205 TA604 20250828 4824.0 4830.0 ... 16.87 4820.0 4896.0 TA
206 TA605 20250828 4866.0 4874.0 ... 27137.09 4832.0 4886.0 TA
207 TA606 20250828 4854.0 4854.0 ... 2.43 4854.0 4892.0 TA
208 TA607 20250828 4866.0 4866.0 ... 26.69 4852.0 4878.0 TA
209 TA608 20250828 4848.0 4848.0 ... 7.27 4844.0 4892.0 TA
210 UR509 20250828 1708.0 1720.0 ... 21250.87 1710.0 1710.0 UR
211 UR510 20250828 1716.0 1733.0 ... 31008.94 1724.0 1719.0 UR
212 UR511 20250828 1740.0 1757.0 ... 38078.11 1749.0 1743.0 UR
213 UR512 20250828 1743.0 1756.0 ... 1743.74 1751.0 1743.0 UR
214 UR601 20250828 1737.0 1762.0 ... 770155.02 1753.0 1745.0 UR
215 UR602 20250828 1738.0 1758.0 ... 410.02 1752.0 1745.0 UR
216 UR603 20250828 1786.0 1796.0 ... 290.46 1793.0 1785.0 UR
217 UR604 20250828 1781.0 1795.0 ... 78.91 1793.0 1785.0 UR
218 UR605 20250828 1777.0 1796.0 ... 25536.34 1790.0 1781.0 UR
219 UR606 20250828 1782.0 1789.0 ... 96.34 1784.0 1773.0 UR
220 UR607 20250828 1790.0 1802.0 ... 186.89 1797.0 1790.0 UR
221 UR608 20250828 1795.0 1801.0 ... 204.75 1796.0 1791.0 UR
222 WH509 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:26:15,875 - future_1d - INFO - ak.get_czce_daily('2025-08-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250828 4094.00 ... 4087.00 4086.00 A
1 a2511 20250828 3935.00 ... 3933.00 3956.00 A
2 a2601 20250828 3936.00 ... 3934.00 3959.00 A
3 a2603 20250828 3942.00 ... 3940.00 3966.00 A
4 a2605 20250828 3987.00 ... 3982.00 4005.00 A
5 a2607 20250828 3993.00 ... 3990.00 4013.00 A
6 b2509 20250828 3675.00 ... 3664.00 3674.00 B
7 b2510 20250828 3694.00 ... 3680.00 3693.00 B
8 b2511 20250828 3730.00 ... 3725.00 3748.00 B
9 b2512 20250828 3771.00 ... 3762.00 3786.00 B
10 b2601 20250828 3750.00 ... 3752.00 3776.00 B
11 b2602 20250828 3737.00 ... 3734.00 3758.00 B
12 b2603 20250828 3715.00 ... 3699.00 3711.00 B
13 b2604 20250828 3600.00 ... 3603.00 3601.00 B
14 b2605 20250828 3564.00 ... 3545.00 3553.00 B
15 b2606 20250828 3544.00 ... 3524.00 3533.00 B
16 b2607 20250828 3539.00 ... 3530.00 3533.00 B
17 b2608 20250828 3618.00 ... 3612.00 3615.00 B
18 bb2509 20250828 0.00 ... 143.15 143.15 BB
19 bb2511 20250828 143.80 ... 144.00 144.50 BB
20 bb2601 20250828 146.35 ... 147.50 147.40 BB
21 bb2603 20250828 0.00 ... 147.25 147.20 BB
22 bb2605 20250828 0.00 ... 141.05 141.00 BB
23 bb2607 20250828 0.00 ... 146.80 146.75 BB
24 bz2603 20250828 6118.00 ... 6096.00 6152.00 BZ
25 bz2604 20250828 6085.00 ... 6074.00 6138.00 BZ
26 bz2605 20250828 6095.00 ... 6093.00 6137.00 BZ
27 bz2606 20250828 6068.00 ... 6066.00 6170.00 BZ
28 bz2607 20250828 0.00 ... 6166.00 6175.00 BZ
29 bz2608 20250828 0.00 ... 6175.00 6175.00 BZ
30 c2509 20250828 2229.00 ... 2244.00 2213.00 C
31 c2511 20250828 2168.00 ... 2178.00 2159.00 C
32 c2601 20250828 2169.00 ... 2177.00 2165.00 C
33 c2603 20250828 2188.00 ... 2195.00 2184.00 C
34 c2605 20250828 2240.00 ... 2243.00 2234.00 C
35 c2607 20250828 2256.00 ... 2256.00 2251.00 C
36 cs2509 20250828 2510.00 ... 2528.00 2523.00 CS
37 cs2511 20250828 2471.00 ... 2484.00 2470.00 CS
38 cs2601 20250828 2518.00 ... 2521.00 2509.00 CS
39 cs2603 20250828 2526.00 ... 2531.00 2517.00 CS
40 cs2605 20250828 2597.00 ... 2601.00 2590.00 CS
41 cs2607 20250828 2606.00 ... 2605.00 2595.00 CS
42 eb2509 20250828 7132.00 ... 7109.00 7185.00 EB
43 eb2510 20250828 7180.00 ... 7148.00 7227.00 EB
44 eb2511 20250828 7193.00 ... 7165.00 7243.00 EB
45 eb2512 20250828 7237.00 ... 7190.00 7268.00 EB
46 eb2601 20250828 7260.00 ... 7218.00 7290.00 EB
47 eb2602 20250828 7306.00 ... 7255.00 7321.00 EB
48 eb2603 20250828 7329.00 ... 7299.00 7340.00 EB
49 eb2604 20250828 7310.00 ... 7318.00 7356.00 EB
50 eb2605 20250828 7345.00 ... 7310.00 7383.00 EB
51 eb2606 20250828 0.00 ... 7341.00 7341.00 EB
52 eb2607 20250828 0.00 ... 7376.00 7376.00 EB
53 eb2608 20250828 0.00 ... 7350.00 7410.00 EB
54 eg2509 20250828 4444.00 ... 4429.00 4440.00 EG
55 eg2510 20250828 4460.00 ... 4437.00 4460.00 EG
56 eg2511 20250828 4464.00 ... 4447.00 4473.00 EG
57 eg2512 20250828 4470.00 ... 4463.00 4488.00 EG
58 eg2601 20250828 4478.00 ... 4464.00 4492.00 EG
59 eg2602 20250828 4486.00 ... 4481.00 4502.00 EG
60 eg2603 20250828 4481.00 ... 4476.00 4505.00 EG
61 eg2604 20250828 4498.00 ... 4518.00 4533.00 EG
62 eg2605 20250828 4505.00 ... 4505.00 4523.00 EG
63 eg2606 20250828 0.00 ... 4522.00 4522.00 EG
64 eg2607 20250828 4509.00 ... 4507.00 4525.00 EG
65 eg2608 20250828 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250828 1319.00 ... 1319.00 1306.00 FB
67 fb2510 20250828 1278.00 ... 1274.50 1276.00 FB
68 fb2511 20250828 1277.50 ... 1274.50 1276.50 FB
69 fb2512 20250828 1274.50 ... 1271.50 1278.50 FB
70 fb2601 20250828 1272.50 ... 1272.00 1276.00 FB
71 fb2602 20250828 1269.00 ... 1265.50 1274.00 FB
72 fb2603 20250828 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250828 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250828 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250828 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250828 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250828 0.00 ... 1302.50 1302.50 FB
78 i2509 20250828 796.50 ... 801.50 797.00 I
79 i2510 20250828 792.50 ... 797.00 793.00 I
80 i2511 20250828 790.00 ... 794.50 790.50 I
81 i2512 20250828 785.00 ... 789.00 785.50 I
82 i2601 20250828 776.00 ... 781.50 777.00 I
83 i2602 20250828 771.00 ... 774.50 772.50 I
84 i2603 20250828 766.00 ... 770.50 767.00 I
85 i2604 20250828 761.50 ... 765.50 762.50 I
86 i2605 20250828 754.50 ... 758.50 754.50 I
87 i2606 20250828 749.50 ... 752.50 750.50 I
88 i2607 20250828 747.00 ... 750.00 747.00 I
89 i2608 20250828 742.00 ... 746.00 743.50 I
90 j2509 20250828 1608.00 ... 1584.50 1608.00 J
91 j2510 20250828 1604.50 ... 1612.00 1627.00 J
92 j2511 20250828 1641.50 ... 1633.50 1654.00 J
93 j2512 20250828 1646.00 ... 1642.50 1651.00 J
94 j2601 20250828 1678.50 ... 1657.50 1681.00 J
95 j2602 20250828 1696.50 ... 1674.50 1703.00 J
96 j2603 20250828 1700.00 ... 1689.00 1721.00 J
97 j2604 20250828 0.00 ... 1752.50 1752.50 J
98 j2605 20250828 1765.00 ... 1743.00 1768.00 J
99 j2606 20250828 0.00 ... 1779.00 1804.00 J
100 j2607 20250828 0.00 ... 1804.00 1805.50 J
101 j2608 20250828 0.00 ... 1802.50 1806.00 J
102 jd2509 20250828 2890.00 ... 2848.00 2909.00 JD
103 jd2510 20250828 2970.00 ... 2951.00 2997.00 JD
104 jd2511 20250828 3015.00 ... 2981.00 3047.00 JD
105 jd2512 20250828 3125.00 ... 3101.00 3174.00 JD
106 jd2601 20250828 3345.00 ... 3314.00 3366.00 JD
107 jd2602 20250828 3093.00 ... 3075.00 3100.00 JD
108 jd2603 20250828 3116.00 ... 3093.00 3121.00 JD
109 jd2604 20250828 3300.00 ... 3276.00 3320.00 JD
110 jd2605 20250828 3430.00 ... 3390.00 3452.00 JD
111 jd2606 20250828 3275.00 ... 3205.00 3301.00 JD
112 jd2607 20250828 3508.00 ... 3398.00 3531.00 JD
113 jd2608 20250828 3921.00 ... 3804.00 3980.00 JD
114 jm2509 20250828 1021.00 ... 1005.50 1025.00 JM
115 jm2510 20250828 1034.00 ... 1028.50 1052.50 JM
116 jm2511 20250828 1085.50 ... 1076.00 1097.50 JM
117 jm2512 20250828 1132.00 ... 1117.00 1133.50 JM
118 jm2601 20250828 1155.00 ... 1152.50 1164.50 JM
119 jm2602 20250828 1173.00 ... 1169.00 1179.00 JM
120 jm2603 20250828 1183.00 ... 1178.50 1189.50 JM
121 jm2604 20250828 1190.50 ... 1189.00 1195.50 JM
122 jm2605 20250828 1198.00 ... 1194.00 1204.00 JM
123 jm2606 20250828 1203.50 ... 1206.50 1209.00 JM
124 jm2607 20250828 1212.50 ... 1209.50 1221.00 JM
125 jm2608 20250828 1211.50 ... 1222.50 1224.50 JM
126 l2509 20250828 7335.00 ... 7303.00 7338.00 L
127 l2510 20250828 7340.00 ... 7322.00 7362.00 L
128 l2511 20250828 7363.00 ... 7338.00 7381.00 L
129 l2512 20250828 7372.00 ... 7350.00 7390.00 L
130 l2601 20250828 7370.00 ... 7352.00 7389.00 L
131 l2602 20250828 7360.00 ... 7345.00 7380.00 L
132 l2603 20250828 7358.00 ... 7351.00 7367.00 L
133 l2604 20250828 7385.00 ... 7379.00 7407.00 L
134 l2605 20250828 7376.00 ... 7354.00 7394.00 L
135 l2606 20250828 7360.00 ... 7354.00 7393.00 L
136 l2607 20250828 7360.00 ... 7365.00 7398.00 L
137 l2608 20250828 7378.00 ... 7408.00 7389.00 L
138 lg2509 20250828 794.00 ... 788.50 797.50 LG
139 lg2511 20250828 815.00 ... 815.50 819.00 LG
140 lg2601 20250828 827.00 ... 830.00 830.00 LG
141 lg2603 20250828 829.50 ... 834.00 835.00 LG
142 lg2605 20250828 829.50 ... 833.50 835.00 LG
143 lg2607 20250828 829.50 ... 834.00 833.00 LG
144 lh2509 20250828 13460.00 ... 13350.00 13525.00 LH
145 lh2511 20250828 13715.00 ... 13635.00 13780.00 LH
146 lh2601 20250828 14050.00 ... 13985.00 14130.00 LH
147 lh2603 20250828 13230.00 ... 13165.00 13240.00 LH
148 lh2605 20250828 13645.00 ... 13560.00 13640.00 LH
149 lh2607 20250828 14140.00 ... 14115.00 14165.00 LH
150 m2509 20250828 2992.00 ... 2992.00 3005.00 M
151 m2511 20250828 3005.00 ... 3012.00 3021.00 M
152 m2512 20250828 3048.00 ... 3054.00 3063.00 M
153 m2601 20250828 3044.00 ... 3046.00 3055.00 M
154 m2603 20250828 2996.00 ... 2992.00 2999.00 M
155 m2605 20250828 2829.00 ... 2821.00 2827.00 M
156 m2607 20250828 2823.00 ... 2815.00 2823.00 M
157 m2608 20250828 2950.00 ... 2945.00 2951.00 M
158 p2509 20250828 9436.00 ... 9388.00 9432.00 P
159 p2510 20250828 9476.00 ... 9466.00 9498.00 P
160 p2511 20250828 9490.00 ... 9454.00 9494.00 P
161 p2512 20250828 9508.00 ... 9466.00 9508.00 P
162 p2601 20250828 9518.00 ... 9476.00 9518.00 P
163 p2602 20250828 9470.00 ... 9410.00 9476.00 P
164 p2603 20250828 9408.00 ... 9370.00 9414.00 P
165 p2604 20250828 9328.00 ... 9304.00 9374.00 P
166 p2605 20250828 9250.00 ... 9214.00 9266.00 P
167 p2606 20250828 9096.00 ... 9116.00 9142.00 P
168 p2607 20250828 8978.00 ... 8980.00 9018.00 P
169 p2608 20250828 8900.00 ... 8900.00 8956.00 P
170 pg2509 20250828 3871.00 ... 3859.00 3884.00 PG
171 pg2510 20250828 4410.00 ... 4422.00 4430.00 PG
172 pg2511 20250828 4324.00 ... 4334.00 4335.00 PG
173 pg2512 20250828 4260.00 ... 4275.00 4274.00 PG
174 pg2601 20250828 4212.00 ... 4218.00 4217.00 PG
175 pg2602 20250828 4149.00 ... 4147.00 4144.00 PG
176 pg2603 20250828 4060.00 ... 4055.00 4052.00 PG
177 pg2604 20250828 4365.00 ... 4358.00 4352.00 PG
178 pg2605 20250828 4263.00 ... 4268.00 4276.00 PG
179 pg2606 20250828 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250828 0.00 ... 4126.00 4126.00 PG
181 pg2608 20250828 0.00 ... 4141.00 4141.00 PG
182 pp2509 20250828 6980.00 ... 6952.00 6982.00 PP
183 pp2510 20250828 6985.00 ... 6959.00 6987.00 PP
184 pp2511 20250828 6992.00 ... 6981.00 7008.00 PP
185 pp2512 20250828 7014.00 ... 7001.00 7026.00 PP
186 pp2601 20250828 7026.00 ... 7013.00 7036.00 PP
187 pp2602 20250828 7000.00 ... 6993.00 7015.00 PP
188 pp2603 20250828 6994.00 ... 6982.00 7013.00 PP
189 pp2604 20250828 7001.00 ... 7001.00 7027.00 PP
190 pp2605 20250828 7028.00 ... 7028.00 7054.00 PP
191 pp2606 20250828 6998.00 ... 7010.00 7012.00 PP
192 pp2607 20250828 6982.00 ... 6983.00 6985.00 PP
193 pp2608 20250828 6988.00 ... 6985.00 7044.00 PP
194 rr2509 20250828 3560.00 ... 3554.00 3558.00 RR
195 rr2510 20250828 3611.00 ... 3610.00 3611.00 RR
196 rr2511 20250828 3611.00 ... 3611.00 3613.00 RR
197 rr2512 20250828 3606.00 ... 3602.00 3610.00 RR
198 rr2601 20250828 3624.00 ... 3619.00 3621.00 RR
199 rr2602 20250828 3604.00 ... 3604.00 3606.00 RR
200 rr2603 20250828 0.00 ... 3610.00 3610.00 RR
201 rr2604 20250828 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250828 0.00 ... 3615.00 3615.00 RR
203 rr2606 20250828 0.00 ... 3605.00 3605.00 RR
204 rr2607 20250828 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250828 0.00 ... 3625.00 3625.00 RR
206 v2509 20250828 4802.00 ... 4785.00 4840.00 V
207 v2510 20250828 4842.00 ... 4829.00 4878.00 V
208 v2511 20250828 4879.00 ... 4865.00 4913.00 V
209 v2512 20250828 4917.00 ... 4903.00 4956.00 V
210 v2601 20250828 4947.00 ... 4934.00 4990.00 V
211 v2602 20250828 4988.00 ... 4970.00 5023.00 V
212 v2603 20250828 4997.00 ... 5002.00 5058.00 V
213 v2604 20250828 5231.00 ... 5205.00 5274.00 V
214 v2605 20250828 5252.00 ... 5239.00 5301.00 V
215 v2606 20250828 5259.00 ... 5257.00 5324.00 V
216 v2607 20250828 5312.00 ... 5297.00 5356.00 V
217 v2608 20250828 5325.00 ... 5322.00 5369.00 V
218 y2509 20250828 8468.00 ... 8452.00 8492.00 Y
219 y2511 20250828 8434.00 ... 8418.00 8452.00 Y
220 y2512 20250828 8454.00 ... 8442.00 8470.00 Y
221 y2601 20250828 8408.00 ... 8390.00 8418.00 Y
222 y2603 20250828 8340.00 ... 8342.00 8352.00 Y
223 y2605 20250828 8114.00 ... 8114.00 8128.00 Y
224 y2607 20250828 8080.00 ... 8068.00 8068.00 Y
225 y2608 20250828 8070.00 ... 8038.00 8068.00 Y
[226 rows x 12 columns]
2025-09-01 16:26:16,400 - future_1d - INFO - ak.get_dce_daily('2025-08-28') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250828 ... 78880 79340 CU
1 1 CU2510 20250828 ... 78820 79350 CU
2 2 CU2511 20250828 ... 78830 79340 CU
3 3 CU2512 20250828 ... 78800 79310 CU
4 4 CU2601 20250828 ... 78750 79330 CU
5 5 CU2602 20250828 ... 78760 79330 CU
6 6 CU2603 20250828 ... 78750 79330 CU
7 7 CU2604 20250828 ... 78800 79360 CU
8 8 CU2605 20250828 ... 78850 79370 CU
9 9 CU2606 20250828 ... 78870 79360 CU
10 10 CU2607 20250828 ... 78900 79410 CU
11 11 CU2608 20250828 ... 78890 79440 CU
12 12 BC2509 20250828 ... 69840 70410 BC
13 13 BC2510 20250828 ... 69940 70470 BC
14 14 BC2511 20250828 ... 69970 70390 BC
15 15 BC2512 20250828 ... 70180 70180 BC
16 16 BC2601 20250828 ... 70100 70100 BC
17 17 BC2602 20250828 ... 70100 70100 BC
18 18 BC2603 20250828 ... 70100 70100 BC
19 19 BC2604 20250828 ... 70100 70100 BC
20 20 BC2605 20250828 ... 70170 70490 BC
21 21 BC2606 20250828 ... 69790 69790 BC
22 22 BC2607 20250828 ... 69370 69370 BC
23 23 BC2608 20250828 ... 69370 69370 BC
24 24 AL2509 20250828 ... 20730 20855 AL
25 25 AL2510 20250828 ... 20710 20850 AL
26 26 AL2511 20250828 ... 20700 20830 AL
27 27 AL2512 20250828 ... 20670 20790 AL
28 28 AL2601 20250828 ... 20650 20765 AL
29 29 AL2602 20250828 ... 20660 20760 AL
30 30 AL2603 20250828 ... 20680 20795 AL
31 31 AL2604 20250828 ... 20695 20820 AL
32 32 AL2605 20250828 ... 20705 20835 AL
33 33 AL2606 20250828 ... 20725 20785 AL
34 34 AL2607 20250828 ... 20710 20785 AL
35 35 AL2608 20250828 ... 20705 20845 AL
36 36 ZN2509 20250828 ... 22140 22335 ZN
37 37 ZN2510 20250828 ... 22135 22350 ZN
38 38 ZN2511 20250828 ... 22130 22340 ZN
39 39 ZN2512 20250828 ... 22135 22335 ZN
40 40 ZN2601 20250828 ... 22135 22335 ZN
41 41 ZN2602 20250828 ... 22140 22325 ZN
42 42 ZN2603 20250828 ... 22165 22335 ZN
43 43 ZN2604 20250828 ... 22165 22360 ZN
44 44 ZN2605 20250828 ... 22185 22350 ZN
45 45 ZN2606 20250828 ... 22160 22375 ZN
46 46 ZN2607 20250828 ... 22175 22390 ZN
47 47 ZN2608 20250828 ... 22215 22395 ZN
48 48 PB2509 20250828 ... 16855 16890 PB
49 49 PB2510 20250828 ... 16880 16915 PB
50 50 PB2511 20250828 ... 16875 16905 PB
51 51 PB2512 20250828 ... 16880 16905 PB
52 52 PB2601 20250828 ... 16915 16930 PB
53 53 PB2602 20250828 ... 16965 16965 PB
54 54 PB2603 20250828 ... 16995 16995 PB
55 55 PB2604 20250828 ... 16985 17005 PB
56 56 PB2605 20250828 ... 17015 17035 PB
57 57 PB2606 20250828 ... 17055 17060 PB
58 58 PB2607 20250828 ... 17090 17085 PB
59 59 PB2608 20250828 ... 17090 17090 PB
60 60 NI2509 20250828 ... 120550 121550 NI
61 61 NI2510 20250828 ... 120760 121830 NI
62 62 NI2511 20250828 ... 120900 122040 NI
63 63 NI2512 20250828 ... 121100 122230 NI
64 64 NI2601 20250828 ... 121370 122450 NI
65 65 NI2602 20250828 ... 121600 122520 NI
66 66 NI2603 20250828 ... 121860 122840 NI
67 67 NI2604 20250828 ... 122070 123180 NI
68 68 NI2605 20250828 ... 122330 123490 NI
69 69 NI2606 20250828 ... 122710 123750 NI
70 70 NI2607 20250828 ... 122740 123810 NI
71 71 NI2608 20250828 ... 123130 123950 NI
72 72 SN2509 20250828 ... 271850 270810 SN
73 73 SN2510 20250828 ... 272350 271490 SN
74 74 SN2511 20250828 ... 272610 271880 SN
75 75 SN2512 20250828 ... 272570 271990 SN
76 76 SN2601 20250828 ... 272740 272130 SN
77 77 SN2602 20250828 ... 273250 272110 SN
78 78 SN2603 20250828 ... 272980 271400 SN
79 79 SN2604 20250828 ... 273030 272420 SN
80 80 SN2605 20250828 ... 272960 272750 SN
81 81 SN2606 20250828 ... 273980 273130 SN
82 82 SN2607 20250828 ... 273270 273260 SN
83 83 SN2608 20250828 ... 273360 271540 SN
84 84 AO2509 20250828 ... 3032 3053 AO
85 85 AO2510 20250828 ... 3036 3053 AO
86 86 AO2511 20250828 ... 3037 3054 AO
87 87 AO2512 20250828 ... 3044 3057 AO
88 88 AO2601 20250828 ... 3047 3066 AO
89 89 AO2602 20250828 ... 3044 3063 AO
90 90 AO2603 20250828 ... 3046 3070 AO
91 91 AO2604 20250828 ... 3048 3072 AO
92 92 AO2605 20250828 ... 3057 3076 AO
93 93 AO2606 20250828 ... 3057 3082 AO
94 94 AO2607 20250828 ... 3062 3083 AO
95 95 AO2608 20250828 ... 3072 3082 AO
96 96 AD2511 20250828 ... 20290 20440 AD
97 97 AD2512 20250828 ... 20300 20425 AD
98 98 AD2601 20250828 ... 20245 20425 AD
99 99 AD2602 20250828 ... 20210 20425 AD
100 100 AD2603 20250828 ... 20220 20220 AD
101 101 AD2604 20250828 ... 19975 19975 AD
102 102 AD2605 20250828 ... 20160 20160 AD
103 103 AD2606 20250828 ... 19795 19795 AD
104 104 AD2607 20250828 ... 19925 19925 AD
105 105 AD2608 20250828 ... 20315 20315 AD
106 106 AU2509 20250828 ... 781.74 780.46 AU
107 107 AU2510 20250828 ... 782.74 781.56 AU
108 108 AU2511 20250828 ... 784.6 783.48 AU
109 109 AU2512 20250828 ... 785.06 783.86 AU
110 110 AU2602 20250828 ... 787.04 785.86 AU
111 111 AU2604 20250828 ... 789.22 788.12 AU
112 112 AU2606 20250828 ... 791.4 790.16 AU
113 113 AU2608 20250828 ... 793.38 792.34 AU
114 114 AG2509 20250828 ... 9332 9313 AG
115 115 AG2510 20250828 ... 9321 9325 AG
116 116 AG2511 20250828 ... 9328 9336 AG
117 117 AG2512 20250828 ... 9352 9345 AG
118 118 AG2601 20250828 ... 9352 9356 AG
119 119 AG2602 20250828 ... 9368 9370 AG
120 120 AG2603 20250828 ... 9383 9380 AG
121 121 AG2604 20250828 ... 9397 9394 AG
122 122 AG2605 20250828 ... 9404 9406 AG
123 123 AG2606 20250828 ... 9428 9417 AG
124 124 AG2607 20250828 ... 9456 9432 AG
125 125 AG2608 20250828 ... 9488 9449 AG
126 126 RB2509 20250828 ... 3093 3082 RB
127 127 RB2510 20250828 ... 3116 3112 RB
128 128 RB2511 20250828 ... 3112 3114 RB
129 129 RB2512 20250828 ... 3162 3166 RB
130 130 RB2601 20250828 ... 3182 3180 RB
131 131 RB2602 20250828 ... 3166 3166 RB
132 132 RB2603 20250828 ... 3180 3183 RB
133 133 RB2604 20250828 ... 3199 3200 RB
134 134 RB2605 20250828 ... 3223 3221 RB
135 135 RB2606 20250828 ... 3241 3232 RB
136 136 RB2607 20250828 ... 3243 3243 RB
137 137 RB2608 20250828 ... 3245 3243 RB
138 138 WR2509 20250828 ... 3342 3342 WR
139 139 WR2510 20250828 ... 3335 3322 WR
140 140 WR2511 20250828 ... 3368 3368 WR
141 141 WR2512 20250828 ... 3474 3474 WR
142 142 WR2601 20250828 ... 3380 3380 WR
143 143 WR2602 20250828 ... 3440 3450 WR
144 144 WR2603 20250828 ... 3438 3438 WR
145 145 WR2604 20250828 ... 3455 3455 WR
146 146 WR2605 20250828 ... 3429 3429 WR
147 147 WR2606 20250828 ... 3396 3440 WR
148 148 WR2607 20250828 ... 3460 3460 WR
149 149 WR2608 20250828 ... 3430 3475 WR
150 150 HC2509 20250828 ... 3394 3389 HC
151 151 HC2510 20250828 ... 3362 3357 HC
152 152 HC2511 20250828 ... 3358 3355 HC
153 153 HC2512 20250828 ... 3358 3356 HC
154 154 HC2601 20250828 ... 3353 3346 HC
155 155 HC2602 20250828 ... 3347 3348 HC
156 156 HC2603 20250828 ... 3354 3351 HC
157 157 HC2604 20250828 ... 3355 3365 HC
158 158 HC2605 20250828 ... 3357 3353 HC
159 159 HC2606 20250828 ... 3357 3358 HC
160 160 HC2607 20250828 ... 3360 3357 HC
161 161 HC2608 20250828 ... 3371 3369 HC
162 162 SS2509 20250828 ... 12700 12785 SS
163 163 SS2510 20250828 ... 12795 12875 SS
164 164 SS2511 20250828 ... 12870 12945 SS
165 165 SS2512 20250828 ... 12930 12995 SS
166 166 SS2601 20250828 ... 12975 13045 SS
167 167 SS2602 20250828 ... 13010 13075 SS
168 168 SS2603 20250828 ... 13095 13160 SS
169 169 SS2604 20250828 ... 13140 13225 SS
170 170 SS2605 20250828 ... 13235 13275 SS
171 171 SS2606 20250828 ... 13255 13315 SS
172 172 SS2607 20250828 ... 13325 13395 SS
173 173 SS2608 20250828 ... 13405 13440 SS
174 174 SC2509 20250828 ... 473 479.4 SC
175 175 SC2510 20250828 ... 481.1 486.4 SC
176 176 SC2511 20250828 ... 482.7 485.7 SC
177 177 SC2512 20250828 ... 483.1 484.4 SC
178 178 SC2601 20250828 ... 483.1 483.2 SC
179 179 SC2602 20250828 ... 482.3 482.2 SC
180 180 SC2603 20250828 ... 481 480.7 SC
181 181 SC2604 20250828 ... 480.3 479.2 SC
182 182 SC2605 20250828 ... 479 478.7 SC
183 183 SC2606 20250828 ... 478 478.4 SC
184 184 SC2607 20250828 ... 477.5 477.5 SC
185 185 SC2608 20250828 ... 478.5 476.7 SC
186 186 SC2609 20250828 ... 476.1 476.9 SC
187 187 SC2612 20250828 ... 481.2 479 SC
188 188 SC2703 20250828 ... 477.3 477.3 SC
189 189 SC2706 20250828 ... 473 476.9 SC
190 190 SC2709 20250828 ... 472.8 472.1 SC
191 191 SC2712 20250828 ... 471.3 473 SC
192 192 SC2803 20250828 ... 471 471.9 SC
193 193 SC2806 20250828 ... 468.7 467.6 SC
194 194 LU2509 20250828 ... 3312 3478 LU
195 195 LU2510 20250828 ... 3495 3487 LU
196 196 LU2511 20250828 ... 3501 3489 LU
197 197 LU2512 20250828 ... 3484 3470 LU
198 198 LU2601 20250828 ... 3466 3449 LU
199 199 LU2602 20250828 ... 3445 3441 LU
200 200 LU2603 20250828 ... 3439 3421 LU
201 201 LU2604 20250828 ... 3415 3415 LU
202 202 LU2605 20250828 ... 3412 3401 LU
203 203 LU2606 20250828 ... 3424 3423 LU
204 204 LU2607 20250828 ... 3417 3406 LU
205 205 LU2608 20250828 ... 3407 3403 LU
206 206 FU2509 20250828 ... 2760 2789 FU
207 207 FU2510 20250828 ... 2826 2829 FU
208 208 FU2511 20250828 ... 2815 2817 FU
209 209 FU2512 20250828 ... 2801 2807 FU
210 210 FU2601 20250828 ... 2791 2798 FU
211 211 FU2602 20250828 ... 2775 2783 FU
212 212 FU2603 20250828 ... 2767 2778 FU
213 213 FU2604 20250828 ... 2761 2770 FU
214 214 FU2605 20250828 ... 2752 2762 FU
215 215 FU2606 20250828 ... 2745 2752 FU
216 216 FU2607 20250828 ... 2722 2732 FU
217 217 FU2608 20250828 ... 2707 2709 FU
218 218 BU2509 20250828 ... 3518 3500 BU
219 219 BU2510 20250828 ... 3501 3485 BU
220 220 BU2511 20250828 ... 3467 3454 BU
221 221 BU2512 20250828 ... 3416 3408 BU
222 222 BU2601 20250828 ... 3382 3375 BU
223 223 BU2602 20250828 ... 3384 3373 BU
224 224 BU2603 20250828 ... 3383 3373 BU
225 225 BU2604 20250828 ... 3378 3371 BU
226 226 BU2605 20250828 ... 3367 3361 BU
227 227 BU2606 20250828 ... 3368 3352 BU
228 228 BU2607 20250828 ... 3353 3354 BU
229 229 BU2608 20250828 ... 3367 3356 BU
230 230 BU2609 20250828 ... 3342 3346 BU
231 231 BU2612 20250828 ... 3295 3291 BU
232 232 BU2703 20250828 ... 3300 3300 BU
233 233 BU2706 20250828 ... 3309 3309 BU
234 234 BR2509 20250828 ... 11830 11850 BR
235 235 BR2510 20250828 ... 11890 11860 BR
236 236 BR2511 20250828 ... 11855 11840 BR
237 237 BR2512 20250828 ... 11825 11845 BR
238 238 BR2601 20250828 ... 11860 11825 BR
239 239 BR2602 20250828 ... 11935 11785 BR
240 240 BR2603 20250828 ... 11840 11775 BR
241 241 BR2604 20250828 ... 11900 11795 BR
242 242 BR2605 20250828 ... 11945 11915 BR
243 243 BR2606 20250828 ... 11985 12025 BR
244 244 BR2607 20250828 ... 12170 12100 BR
245 245 BR2608 20250828 ... 11980 11975 BR
246 246 RU2509 20250828 ... 14915 14915 RU
247 247 RU2510 20250828 ... 14915 14880 RU
248 248 RU2511 20250828 ... 14885 14900 RU
249 249 RU2601 20250828 ... 15880 15900 RU
250 250 RU2603 20250828 ... 15895 15900 RU
251 251 RU2604 20250828 ... 15915 15915 RU
252 252 RU2605 20250828 ... 15965 15975 RU
253 253 RU2606 20250828 ... 16025 16025 RU
254 254 RU2607 20250828 ... 16045 16000 RU
255 255 RU2608 20250828 ... 16095 15960 RU
256 256 NR2509 20250828 ... 12645 12695 NR
257 257 NR2510 20250828 ... 12725 12780 NR
258 258 NR2511 20250828 ... 12770 12800 NR
259 259 NR2512 20250828 ... 12790 12830 NR
260 260 NR2601 20250828 ... 12810 12835 NR
261 261 NR2602 20250828 ... 12830 12860 NR
262 262 NR2603 20250828 ... 12900 12860 NR
263 263 NR2604 20250828 ... 12980 12965 NR
264 264 NR2605 20250828 ... 12985 13015 NR
265 265 NR2606 20250828 ... 12980 12965 NR
266 266 NR2607 20250828 ... 12980 12975 NR
267 267 NR2608 20250828 ... 12960 13000 NR
268 268 SP2509 20250828 ... 4930 4984 SP
269 269 SP2510 20250828 ... 4966 5024 SP
270 270 SP2511 20250828 ... 4980 5034 SP
271 271 SP2512 20250828 ... 4998 5054 SP
272 272 SP2601 20250828 ... 5272 5316 SP
273 273 SP2602 20250828 ... 5256 5296 SP
274 274 SP2603 20250828 ... 5288 5316 SP
275 275 SP2604 20250828 ... 5302 5326 SP
276 276 SP2605 20250828 ... 5306 5330 SP
277 277 SP2606 20250828 ... 5310 5330 SP
278 278 SP2607 20250828 ... 5314 5344 SP
279 279 SP2608 20250828 ... 5334 5358 SP
280 280 EC2510 20250828 ... 1288.7 1329 EC
281 281 EC2512 20250828 ... 1580.5 1633.9 EC
282 282 EC2602 20250828 ... 1412.8 1455.2 EC
283 283 EC2604 20250828 ... 1226.1 1254.7 EC
284 284 EC2606 20250828 ... 1389.5 1418 EC
285 285 EC2608 20250828 ... 1578.5 1613.6 EC
286 286 SC_TAS2510 20250828 ... SC_TAS
287 287 SC_TAS2511 20250828 ... SC_TAS
288 288 SC_TAS2512 20250828 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 16:26:16,510 - future_1d - INFO - ak.get_shfe_daily('2025-08-28') done
symbol date open ... settle pre_settle variety
0 PS2509 20250828 48800.0 ... 49140.0 50050.0 PS
1 PS2510 20250828 48405.0 ... 49105.0 49980.0 PS
2 PS2511 20250828 49220.0 ... 48960.0 49715.0 PS
3 PS2512 20250828 51100.0 ... 51510.0 52155.0 PS
4 PS2601 20250828 51290.0 ... 51590.0 52280.0 PS
5 PS2602 20250828 51600.0 ... 51675.0 52570.0 PS
6 PS2603 20250828 51810.0 ... 51790.0 52555.0 PS
7 PS2604 20250828 51930.0 ... 52060.0 52860.0 PS
8 PS2605 20250828 51895.0 ... 52025.0 52810.0 PS
9 PS2606 20250828 54400.0 ... 54580.0 55380.0 PS
10 PS2607 20250828 54650.0 ... 54715.0 55400.0 PS
11 PS2608 20250828 54850.0 ... 54700.0 55415.0 PS
13 SI2509 20250828 8420.0 ... 8445.0 8505.0 SI
14 SI2510 20250828 8500.0 ... 8490.0 8530.0 SI
15 SI2511 20250828 8530.0 ... 8500.0 8540.0 SI
16 SI2512 20250828 8830.0 ... 8875.0 8900.0 SI
17 SI2601 20250828 8880.0 ... 8850.0 8885.0 SI
18 SI2602 20250828 8855.0 ... 8845.0 8870.0 SI
19 SI2603 20250828 8825.0 ... 8870.0 8905.0 SI
20 SI2604 20250828 8830.0 ... 8880.0 8915.0 SI
21 SI2605 20250828 8850.0 ... 8865.0 8915.0 SI
22 SI2606 20250828 8870.0 ... 8845.0 8935.0 SI
23 SI2607 20250828 8850.0 ... 8855.0 8930.0 SI
24 SI2608 20250828 8835.0 ... 8840.0 8915.0 SI
27 LC2509 20250828 78600.0 ... 77120.0 79880.0 LC
28 LC2510 20250828 78600.0 ... 77040.0 80140.0 LC
29 LC2511 20250828 77800.0 ... 76880.0 80000.0 LC
30 LC2512 20250828 77480.0 ... 76420.0 79540.0 LC
31 LC2601 20250828 77100.0 ... 76140.0 79320.0 LC
32 LC2602 20250828 78000.0 ... 75700.0 78780.0 LC
33 LC2603 20250828 77660.0 ... 75520.0 78500.0 LC
34 LC2604 20250828 76820.0 ... 75480.0 78360.0 LC
35 LC2605 20250828 77300.0 ... 75340.0 78160.0 LC
36 LC2606 20250828 76300.0 ... 75080.0 77840.0 LC
37 LC2607 20250828 77000.0 ... 75020.0 77780.0 LC
38 LC2608 20250828 76680.0 ... 75280.0 78180.0 LC
[36 rows x 12 columns]
2025-09-01 16:26:16,663 - future_1d - INFO - ak.get_gfex_daily('2025-08-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250828 473.2 476.1 ... 9461.74 473 479.4 SC
1 SC2510 20250828 482.5 483.6 ... 4493574.92 481.1 486.4 SC
2 SC2511 20250828 483.5 485.5 ... 615995.55 482.7 485.7 SC
3 SC2512 20250828 483.2 485.8 ... 199000.19 483.1 484.4 SC
4 SC2601 20250828 483.5 485.7 ... 41019.72 483.1 483.2 SC
5 SC2602 20250828 483.1 484.5 ... 4148.52 482.3 482.2 SC
6 SC2603 20250828 482.2 483 ... 2934.7 481 480.7 SC
7 SC2604 20250828 481 481.2 ... 816.54 480.3 479.2 SC
8 SC2605 20250828 480.1 480.6 ... 1676.83 479 478.7 SC
9 SC2606 20250828 479.1 479.7 ... 3011.88 478 478.4 SC
10 SC2607 20250828 ... 0 477.5 477.5 SC
11 SC2608 20250828 478.5 478.5 ... 47.85 478.5 476.7 SC
12 SC2609 20250828 476.9 477.5 ... 285.67 476.1 476.9 SC
13 SC2612 20250828 481.2 481.2 ... 48.12 481.2 479 SC
14 SC2703 20250828 ... 0 477.3 477.3 SC
15 SC2706 20250828 473 473 ... 47.3 473 476.9 SC
16 SC2709 20250828 473.7 473.7 ... 94.57 472.8 472.1 SC
17 SC2712 20250828 471.3 471.3 ... 47.13 471.3 473 SC
18 SC2803 20250828 ... 0 471 471.9 SC
19 SC2806 20250828 468 471.9 ... 281.22 468.7 467.6 SC
21 LU2509 20250828 3265 3420 ... 62.941 3312 3478 LU
22 LU2510 20250828 3495 3520 ... 30440.267 3495 3487 LU
23 LU2511 20250828 3503 3523 ... 310121.016 3501 3489 LU
24 LU2512 20250828 3479 3503 ... 103646.401 3484 3470 LU
25 LU2601 20250828 3455 3486 ... 11217.641 3466 3449 LU
26 LU2602 20250828 3437 3462 ... 2036.327 3445 3441 LU
27 LU2603 20250828 3440 3443 ... 24.076 3439 3421 LU
28 LU2604 20250828 ... 0 3415 3415 LU
29 LU2605 20250828 3416 3416 ... 20.474 3412 3401 LU
30 LU2606 20250828 3424 3424 ... 3.424 3424 3423 LU
31 LU2607 20250828 3415 3428 ... 37.59 3417 3406 LU
32 LU2608 20250828 3407 3408 ... 10.223 3407 3403 LU
34 NR2509 20250828 12495 12770 ... 14431.115 12645 12695 NR
35 NR2510 20250828 12650 12845 ... 1131415.99 12725 12780 NR
36 NR2511 20250828 12680 12880 ... 519564.015 12770 12800 NR
37 NR2512 20250828 12770 12900 ... 158489.52 12790 12830 NR
38 NR2601 20250828 12740 12925 ... 97159.585 12810 12835 NR
39 NR2602 20250828 12765 12925 ... 2862.155 12830 12860 NR
40 NR2603 20250828 12855 12970 ... 464.5 12900 12860 NR
41 NR2604 20250828 12895 13010 ... 194.77 12980 12965 NR
42 NR2605 20250828 12925 13005 ... 272.715 12985 13015 NR
43 NR2606 20250828 12985 12990 ... 77.88 12980 12965 NR
44 NR2607 20250828 12970 12985 ... 38.94 12980 12975 NR
45 NR2608 20250828 12965 12965 ... 64.805 12960 13000 NR
47 BC2509 20250828 69970 71120 ... 90479.34 69840 70410 BC
48 BC2510 20250828 70070 70120 ... 105449.515 69940 70470 BC
49 BC2511 20250828 69230 70140 ... 5003.47 69970 70390 BC
50 BC2512 20250828 ... 0 70180 70180 BC
51 BC2601 20250828 ... 0 70100 70100 BC
52 BC2602 20250828 ... 0 70100 70100 BC
53 BC2603 20250828 ... 0 70100 70100 BC
54 BC2604 20250828 ... 0 70100 70100 BC
55 BC2605 20250828 70170 70170 ... 35.085 70170 70490 BC
56 BC2606 20250828 ... 0 69790 69790 BC
57 BC2607 20250828 ... 0 69370 69370 BC
58 BC2608 20250828 ... 0 69370 69370 BC
60 EC2510 20250828 1315 1319.2 ... 163221.281 1288.7 1329 EC
61 EC2512 20250828 1613 1614.2 ... 63291.8475 1580.5 1633.9 EC
62 EC2602 20250828 1440 1445.2 ... 8992.878 1412.8 1455.2 EC
63 EC2604 20250828 1246 1248.2 ... 11102.7865 1226.1 1254.7 EC
64 EC2606 20250828 1405 1406.8 ... 1347.9065 1389.5 1418 EC
65 EC2608 20250828 1610 1610 ... 820.86 1578.5 1613.6 EC
68 SC_TAS2510 20250828 ... SC_TAS
69 SC_TAS2511 20250828 ... SC_TAS
70 SC_TAS2512 20250828 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 16:26:16,801 - future_1d - INFO - ak.get_ine_daily('2025-08-28') done
2025-09-01 16:26:18,563 - future_1d - INFO - save future_daily 2025-08-28 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250829 6960.000 ... 6983.400 6920.400 IC
1 IC2510 20250829 6934.600 ... 6935.200 6883.200 IC
2 IC2512 20250829 6821.800 ... 6828.400 6778.800 IC
3 IC2603 20250829 6700.000 ... 6682.600 6644.400 IC
4 IF2509 20250829 4452.200 ... 4502.600 4436.600 IF
5 IF2510 20250829 4450.000 ... 4496.600 4428.800 IF
6 IF2512 20250829 4441.000 ... 4481.800 4417.600 IF
7 IF2603 20250829 4414.000 ... 4459.000 4398.000 IF
8 IH2509 20250829 2952.800 ... 2978.600 2945.000 IH
9 IH2510 20250829 2957.800 ... 2974.800 2943.800 IH
10 IH2512 20250829 2955.200 ... 2978.800 2946.800 IH
11 IH2603 20250829 2961.200 ... 2981.200 2950.600 IH
12 IM2509 20250829 7357.800 ... 7353.800 7322.400 IM
13 IM2510 20250829 7314.800 ... 7294.800 7268.800 IM
14 IM2512 20250829 7179.000 ... 7165.600 7149.400 IM
15 IM2603 20250829 7017.000 ... 6986.400 6982.000 IM
16 T2509 20250829 108.050 ... 108.055 108.035 T
17 T2512 20250829 107.795 ... 107.820 107.805 T
18 T2603 20250829 107.560 ... 107.585 107.570 T
19 TF2509 20250829 105.610 ... 105.655 105.610 TF
20 TF2512 20250829 105.460 ... 105.515 105.470 TF
21 TF2603 20250829 105.395 ... 105.410 105.380 TF
22 TL2509 20250829 116.960 ... 117.020 117.010 TL
23 TL2512 20250829 116.480 ... 116.560 116.540 TL
24 TL2603 20250829 116.110 ... 116.230 116.190 TL
25 TS2509 20250829 102.326 ... 102.348 102.314 TS
26 TS2512 20250829 102.374 ... 102.420 102.374 TS
27 TS2603 20250829 102.302 ... 102.354 102.328 TS
[28 rows x 12 columns]
2025-09-01 16:26:25,647 - future_1d - INFO - ak.get_cffex_daily('2025-08-29') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250829 8402.0 8409.0 ... 628977.30 8360.0 8377.0 AP
1 AP511 20250829 8165.0 8193.0 ... 5890.68 8144.0 8165.0 AP
2 AP512 20250829 8215.0 8222.0 ... 393.40 8196.0 8174.0 AP
3 AP601 20250829 8281.0 8300.0 ... 248831.67 8258.0 8250.0 AP
4 AP603 20250829 8161.0 8179.0 ... 154.70 8142.0 8118.0 AP
5 AP604 20250829 8142.0 8142.0 ... 48.73 8122.0 8126.0 AP
6 AP605 20250829 8215.0 8240.0 ... 1420.12 8209.0 8181.0 AP
7 CF509 20250829 13710.0 13875.0 ... 152624.45 13795.0 13730.0 CF
8 CF511 20250829 14020.0 14205.0 ... 646629.84 14105.0 13985.0 CF
9 CF601 20250829 14095.0 14340.0 ... 3868320.37 14260.0 14070.0 CF
10 CF603 20250829 14055.0 14290.0 ... 7545.32 14225.0 14040.0 CF
11 CF605 20250829 14045.0 14280.0 ... 182765.20 14205.0 14025.0 CF
12 CF607 20250829 14050.0 14265.0 ... 1775.95 14210.0 14030.0 CF
13 CJ509 20250829 10125.0 10465.0 ... 9187.10 10180.0 10105.0 CJ
14 CJ512 20250829 11375.0 11425.0 ... 9197.96 11340.0 11290.0 CJ
15 CJ601 20250829 11520.0 11545.0 ... 552570.17 11460.0 11405.0 CJ
16 CJ603 20250829 11515.0 11575.0 ... 5198.40 11500.0 11435.0 CJ
17 CJ605 20250829 11655.0 11690.0 ... 80786.21 11615.0 11560.0 CJ
18 CJ607 20250829 11800.0 11835.0 ... 1118.33 11770.0 11715.0 CJ
19 CY509 20250829 20220.0 20995.0 ... 477.84 20335.0 20225.0 CY
20 CY510 20250829 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250829 20110.0 20280.0 ... 120347.44 20180.0 20090.0 CY
22 CY512 20250829 20195.0 20275.0 ... 60.01 20005.0 19905.0 CY
23 CY601 20250829 20140.0 20320.0 ... 6111.53 20235.0 20080.0 CY
24 CY602 20250829 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250829 0.0 0.0 ... 0.00 20365.0 20285.0 CY
26 CY604 20250829 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250829 20455.0 20455.0 ... 10.23 20455.0 20325.0 CY
28 CY606 20250829 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250829 0.0 0.0 ... 0.00 20335.0 20205.0 CY
30 CY608 20250829 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250829 971.0 1020.0 ... 423716.10 970.0 973.0 FG
32 FG510 20250829 1073.0 1083.0 ... 135124.91 1066.0 1066.0 FG
33 FG511 20250829 1079.0 1083.0 ... 214118.06 1066.0 1064.0 FG
34 FG512 20250829 1185.0 1187.0 ... 100110.39 1173.0 1166.0 FG
35 FG601 20250829 1178.0 1188.0 ... 3543123.76 1173.0 1163.0 FG
36 FG602 20250829 1230.0 1237.0 ... 1935.82 1224.0 1216.0 FG
37 FG603 20250829 1233.0 1238.0 ... 1237.09 1225.0 1215.0 FG
38 FG604 20250829 1280.0 1284.0 ... 429.74 1271.0 1260.0 FG
39 FG605 20250829 1268.0 1280.0 ... 56979.60 1266.0 1256.0 FG
40 FG606 20250829 1298.0 1305.0 ... 676.94 1292.0 1286.0 FG
41 FG607 20250829 1290.0 1297.0 ... 983.09 1283.0 1277.0 FG
42 FG608 20250829 1316.0 1320.0 ... 608.81 1312.0 1305.0 FG
43 JR509 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250829 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250829 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250829 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250829 2230.0 2235.0 ... 58230.75 2214.0 2232.0 MA
53 MA510 20250829 2270.0 2287.0 ... 110064.41 2267.0 2275.0 MA
54 MA511 20250829 2305.0 2314.0 ... 148745.15 2295.0 2298.0 MA
55 MA512 20250829 2351.0 2360.0 ... 34742.83 2344.0 2345.0 MA
56 MA601 20250829 2373.0 2385.0 ... 994541.61 2370.0 2368.0 MA
57 MA602 20250829 2394.0 2403.0 ... 95.60 2390.0 2382.0 MA
58 MA603 20250829 2393.0 2395.0 ... 38.21 2388.0 2386.0 MA
59 MA604 20250829 2383.0 2383.0 ... 7.14 2381.0 2381.0 MA
60 MA605 20250829 2382.0 2390.0 ... 39211.54 2378.0 2371.0 MA
61 MA606 20250829 2383.0 2383.0 ... 11.92 2383.0 2377.0 MA
62 MA607 20250829 2381.0 2386.0 ... 52.39 2381.0 2369.0 MA
63 MA608 20250829 2387.0 2388.0 ... 40.43 2378.0 2371.0 MA
64 OI509 20250829 9961.0 10005.0 ... 73772.27 9968.0 9954.0 OI
65 OI511 20250829 9924.0 9931.0 ... 461761.15 9895.0 9907.0 OI
66 OI601 20250829 9820.0 9828.0 ... 2394592.43 9782.0 9811.0 OI
67 OI603 20250829 9758.0 9763.0 ... 3601.47 9707.0 9733.0 OI
68 OI605 20250829 9664.0 9673.0 ... 39019.94 9627.0 9637.0 OI
69 OI607 20250829 9599.0 9620.0 ... 105.46 9587.0 9629.0 OI
70 PF509 20250829 6418.0 6418.0 ... 1135.19 6378.0 6452.0 PF
71 PF510 20250829 6530.0 6538.0 ... 539567.62 6486.0 6530.0 PF
72 PF511 20250829 6512.0 6522.0 ... 385308.46 6468.0 6510.0 PF
73 PF512 20250829 6500.0 6504.0 ... 131884.52 6456.0 6498.0 PF
74 PF601 20250829 6510.0 6516.0 ... 36716.54 6474.0 6514.0 PF
75 PF602 20250829 6472.0 6502.0 ... 2487.21 6486.0 6518.0 PF
76 PF603 20250829 6486.0 6504.0 ... 35.69 6490.0 6532.0 PF
77 PF604 20250829 0.0 0.0 ... 0.00 6554.0 6554.0 PF
78 PF605 20250829 6556.0 6558.0 ... 81.71 6538.0 6578.0 PF
79 PF606 20250829 6564.0 6566.0 ... 9.83 6556.0 6594.0 PF
80 PF607 20250829 6540.0 6540.0 ... 3.27 6540.0 6590.0 PF
81 PF608 20250829 6548.0 6548.0 ... 3.27 6548.0 6598.0 PF
82 PK510 20250829 8004.0 8018.0 ... 47593.25 7990.0 8036.0 PK
83 PK511 20250829 7794.0 7820.0 ... 242000.33 7792.0 7804.0 PK
84 PK512 20250829 7782.0 7832.0 ... 47216.94 7808.0 7810.0 PK
85 PK601 20250829 7862.0 7876.0 ... 24016.56 7860.0 7866.0 PK
86 PK603 20250829 7870.0 7872.0 ... 117.94 7864.0 7872.0 PK
87 PK604 20250829 7878.0 7882.0 ... 86.65 7878.0 7872.0 PK
88 PK605 20250829 7880.0 7886.0 ... 5405.86 7870.0 7880.0 PK
89 PL601 20250829 6462.0 6466.0 ... 13697.84 6425.0 6440.0 PL
90 PL602 20250829 6457.0 6457.0 ... 64.45 6445.0 6464.0 PL
91 PL603 20250829 6419.0 6434.0 ... 89.90 6421.0 6458.0 PL
92 PL604 20250829 6443.0 6443.0 ... 12.89 6443.0 6473.0 PL
93 PL605 20250829 6373.0 6373.0 ... 25.45 6362.0 6364.0 PL
94 PL606 20250829 6422.0 6422.0 ... 12.84 6422.0 6421.0 PL
95 PL607 20250829 6428.0 6428.0 ... 12.86 6428.0 6466.0 PL
96 PL608 20250829 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250829 5814.0 5872.0 ... 3271.01 5832.0 5806.0 PR
104 PR510 20250829 5998.0 5998.0 ... 215327.41 5966.0 5962.0 PR
105 PR511 20250829 5996.0 6002.0 ... 540068.57 5954.0 5968.0 PR
106 PR512 20250829 6016.0 6016.0 ... 262159.27 5952.0 5972.0 PR
107 PR601 20250829 6010.0 6010.0 ... 5909.03 5970.0 5982.0 PR
108 PR602 20250829 0.0 0.0 ... 0.00 6002.0 6028.0 PR
109 PR603 20250829 0.0 0.0 ... 0.00 6006.0 6032.0 PR
110 PR604 20250829 0.0 0.0 ... 0.00 6014.0 6014.0 PR
111 PR605 20250829 0.0 0.0 ... 0.00 6022.0 6022.0 PR
112 PR606 20250829 0.0 0.0 ... 0.00 6050.0 6050.0 PR
113 PR607 20250829 6026.0 6026.0 ... 54.19 6022.0 6052.0 PR
114 PR608 20250829 6026.0 6026.0 ... 54.23 6026.0 6060.0 PR
115 PX509 20250829 6880.0 6932.0 ... 13337.99 6866.0 6886.0 PX
116 PX510 20250829 6896.0 6924.0 ... 296135.77 6866.0 6900.0 PX
117 PX511 20250829 6900.0 6914.0 ... 923813.88 6844.0 6890.0 PX
118 PX512 20250829 6862.0 6872.0 ... 75024.09 6812.0 6850.0 PX
119 PX601 20250829 6846.0 6850.0 ... 111434.50 6792.0 6832.0 PX
120 PX602 20250829 0.0 0.0 ... 0.00 6800.0 6800.0 PX
121 PX603 20250829 0.0 0.0 ... 0.00 6786.0 6786.0 PX
122 PX604 20250829 0.0 0.0 ... 0.00 6812.0 6836.0 PX
123 PX605 20250829 6816.0 6816.0 ... 428.49 6802.0 6816.0 PX
124 PX606 20250829 6786.0 6786.0 ... 3.39 6786.0 6808.0 PX
125 PX607 20250829 6790.0 6790.0 ... 3.40 6790.0 6802.0 PX
126 PX608 20250829 0.0 0.0 ... 0.00 6826.0 6826.0 PX
127 RI509 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250829 2547.0 2565.0 ... 21978.40 2554.0 2561.0 RM
134 RM511 20250829 2518.0 2560.0 ... 33480.18 2543.0 2510.0 RM
135 RM601 20250829 2481.0 2521.0 ... 803320.70 2496.0 2478.0 RM
136 RM603 20250829 2401.0 2424.0 ... 13142.58 2405.0 2409.0 RM
137 RM605 20250829 2410.0 2429.0 ... 87283.31 2411.0 2419.0 RM
138 RM607 20250829 2394.0 2414.0 ... 9030.16 2396.0 2404.0 RM
139 RM608 20250829 2456.0 2494.0 ... 2078.62 2457.0 2473.0 RM
140 RS509 20250829 4705.0 4760.0 ... 261.78 4675.0 4779.0 RS
141 RS511 20250829 5195.0 5195.0 ... 36.09 5156.0 5111.0 RS
142 RS607 20250829 5525.0 5574.0 ... 83.25 5550.0 5563.0 RS
143 RS608 20250829 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250829 1186.0 1192.0 ... 175776.45 1170.0 1184.0 SA
145 SA510 20250829 1235.0 1238.0 ... 105694.77 1222.0 1224.0 SA
146 SA511 20250829 1243.0 1244.0 ... 295443.99 1228.0 1231.0 SA
147 SA512 20250829 1306.0 1309.0 ... 175921.32 1290.0 1290.0 SA
148 SA601 20250829 1316.0 1318.0 ... 3270092.96 1298.0 1297.0 SA
149 SA602 20250829 1336.0 1343.0 ... 4942.56 1324.0 1322.0 SA
150 SA603 20250829 1343.0 1347.0 ... 5010.93 1327.0 1329.0 SA
151 SA604 20250829 1375.0 1380.0 ... 489.68 1368.0 1361.0 SA
152 SA605 20250829 1380.0 1385.0 ... 74471.91 1370.0 1367.0 SA
153 SA606 20250829 1390.0 1390.0 ... 471.04 1377.0 1373.0 SA
154 SA607 20250829 1388.0 1391.0 ... 758.14 1378.0 1377.0 SA
155 SA608 20250829 1412.0 1412.0 ... 451.96 1404.0 1398.0 SA
156 SF509 20250829 5356.0 5400.0 ... 24762.49 5364.0 5426.0 SF
157 SF510 20250829 5430.0 5430.0 ... 151201.85 5382.0 5436.0 SF
158 SF511 20250829 5594.0 5612.0 ... 726044.49 5566.0 5620.0 SF
159 SF512 20250829 5572.0 5580.0 ... 67433.93 5542.0 5592.0 SF
160 SF601 20250829 5586.0 5586.0 ... 172943.63 5538.0 5592.0 SF
161 SF602 20250829 5540.0 5548.0 ... 1810.22 5502.0 5560.0 SF
162 SF603 20250829 5694.0 5724.0 ... 85.41 5694.0 5738.0 SF
163 SF604 20250829 5670.0 5690.0 ... 45.40 5676.0 5726.0 SF
164 SF605 20250829 5700.0 5708.0 ... 3021.11 5674.0 5724.0 SF
165 SF606 20250829 5652.0 5670.0 ... 191.68 5638.0 5694.0 SF
166 SF607 20250829 5800.0 5824.0 ... 170.68 5786.0 5848.0 SF
167 SF608 20250829 5784.0 5800.0 ... 17.35 5784.0 5850.0 SF
168 SH509 20250829 2538.0 2540.0 ... 45119.03 2495.0 2540.0 SH
169 SH510 20250829 2650.0 2660.0 ... 433345.34 2622.0 2650.0 SH
170 SH511 20250829 2673.0 2677.0 ... 772802.86 2649.0 2670.0 SH
171 SH512 20250829 2698.0 2702.0 ... 192001.48 2673.0 2696.0 SH
172 SH601 20250829 2690.0 2694.0 ... 2981729.77 2660.0 2686.0 SH
173 SH602 20250829 2696.0 2701.0 ... 4164.29 2675.0 2699.0 SH
174 SH603 20250829 2715.0 2715.0 ... 2668.22 2687.0 2710.0 SH
175 SH604 20250829 2758.0 2758.0 ... 451.72 2738.0 2760.0 SH
176 SH605 20250829 2787.0 2787.0 ... 45655.31 2753.0 2776.0 SH
177 SH606 20250829 2772.0 2772.0 ... 430.80 2762.0 2781.0 SH
178 SH607 20250829 2752.0 2753.0 ... 140.08 2747.0 2767.0 SH
179 SH608 20250829 2755.0 2759.0 ... 82.57 2752.0 2768.0 SH
180 SM509 20250829 5722.0 5722.0 ... 56699.68 5678.0 5718.0 SM
181 SM510 20250829 5710.0 5730.0 ... 128024.26 5692.0 5732.0 SM
182 SM511 20250829 5820.0 5820.0 ... 214366.08 5770.0 5810.0 SM
183 SM512 20250829 5816.0 5816.0 ... 64494.90 5772.0 5818.0 SM
184 SM601 20250829 5822.0 5822.0 ... 600421.24 5786.0 5818.0 SM
185 SM602 20250829 5844.0 5844.0 ... 463.95 5800.0 5832.0 SM
186 SM603 20250829 5796.0 5836.0 ... 34.83 5806.0 5844.0 SM
187 SM604 20250829 5814.0 5814.0 ... 8.71 5810.0 5884.0 SM
188 SM605 20250829 5876.0 5876.0 ... 12649.22 5830.0 5866.0 SM
189 SM606 20250829 5838.0 5852.0 ... 29.11 5824.0 5866.0 SM
190 SM607 20250829 5852.0 5874.0 ... 96.42 5844.0 5874.0 SM
191 SM608 20250829 5874.0 5892.0 ... 46.99 5874.0 5890.0 SM
192 SR509 20250829 5620.0 5622.0 ... 22812.97 5598.0 5621.0 SR
193 SR511 20250829 5595.0 5603.0 ... 194152.09 5586.0 5585.0 SR
194 SR601 20250829 5610.0 5616.0 ... 842891.35 5600.0 5601.0 SR
195 SR603 20250829 5586.0 5591.0 ... 3001.63 5579.0 5580.0 SR
196 SR605 20250829 5570.0 5573.0 ... 33493.71 5560.0 5563.0 SR
197 SR607 20250829 5565.0 5566.0 ... 1544.55 5556.0 5557.0 SR
198 TA509 20250829 4734.0 4742.0 ... 129302.24 4718.0 4754.0 TA
199 TA510 20250829 4786.0 4790.0 ... 285704.45 4762.0 4790.0 TA
200 TA511 20250829 4792.0 4794.0 ... 270158.39 4766.0 4786.0 TA
201 TA512 20250829 4794.0 4798.0 ... 81235.76 4768.0 4794.0 TA
202 TA601 20250829 4802.0 4802.0 ... 1438165.65 4774.0 4798.0 TA
203 TA602 20250829 4802.0 4826.0 ... 266.36 4800.0 4804.0 TA
204 TA603 20250829 4820.0 4840.0 ... 79.41 4814.0 4818.0 TA
205 TA604 20250829 4818.0 4824.0 ... 7.22 4812.0 4820.0 TA
206 TA605 20250829 4834.0 4842.0 ... 46268.80 4812.0 4832.0 TA
207 TA606 20250829 4846.0 4846.0 ... 19.26 4816.0 4854.0 TA
208 TA607 20250829 4860.0 4862.0 ... 12.11 4846.0 4852.0 TA
209 TA608 20250829 4870.0 4870.0 ... 12.15 4858.0 4844.0 TA
210 UR509 20250829 1703.0 1710.0 ... 21243.53 1688.0 1710.0 UR
211 UR510 20250829 1718.0 1727.0 ... 40988.13 1708.0 1724.0 UR
212 UR511 20250829 1745.0 1754.0 ... 41400.40 1746.0 1749.0 UR
213 UR512 20250829 1749.0 1754.0 ... 975.21 1748.0 1751.0 UR
214 UR601 20250829 1754.0 1758.0 ... 414515.11 1750.0 1753.0 UR
215 UR602 20250829 1750.0 1754.0 ... 426.11 1746.0 1752.0 UR
216 UR603 20250829 1786.0 1792.0 ... 242.90 1786.0 1793.0 UR
217 UR604 20250829 1788.0 1788.0 ... 7.15 1787.0 1793.0 UR
218 UR605 20250829 1787.0 1796.0 ... 17194.06 1790.0 1790.0 UR
219 UR606 20250829 1786.0 1787.0 ... 99.91 1784.0 1784.0 UR
220 UR607 20250829 1796.0 1799.0 ... 64.66 1796.0 1797.0 UR
221 UR608 20250829 1791.0 1796.0 ... 50.16 1791.0 1796.0 UR
222 WH509 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:26:25,975 - future_1d - INFO - ak.get_czce_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 a2509 20250829 4106.00 ... 4069.00 4087.00 A
1 a2511 20250829 3927.00 ... 3933.00 3933.00 A
2 a2601 20250829 3914.00 ... 3936.00 3934.00 A
3 a2603 20250829 3936.00 ... 3939.00 3940.00 A
4 a2605 20250829 3975.00 ... 3984.00 3982.00 A
5 a2607 20250829 3984.00 ... 3992.00 3990.00 A
6 b2509 20250829 3664.00 ... 3718.00 3664.00 B
7 b2510 20250829 3680.00 ... 3685.00 3680.00 B
8 b2511 20250829 3722.00 ... 3721.00 3725.00 B
9 b2512 20250829 3754.00 ... 3755.00 3762.00 B
10 b2601 20250829 3746.00 ... 3748.00 3752.00 B
11 b2602 20250829 3727.00 ... 3730.00 3734.00 B
12 b2603 20250829 3692.00 ... 3687.00 3699.00 B
13 b2604 20250829 3595.00 ... 3589.00 3603.00 B
14 b2605 20250829 3538.00 ... 3529.00 3545.00 B
15 b2606 20250829 3511.00 ... 3508.00 3524.00 B
16 b2607 20250829 3514.00 ... 3513.00 3530.00 B
17 b2608 20250829 3601.00 ... 3596.00 3612.00 B
18 bb2509 20250829 136.00 ... 136.00 143.15 BB
19 bb2511 20250829 144.70 ... 144.70 144.00 BB
20 bb2601 20250829 146.65 ... 147.20 147.50 BB
21 bb2603 20250829 0.00 ... 147.00 147.25 BB
22 bb2605 20250829 0.00 ... 140.80 141.05 BB
23 bb2607 20250829 0.00 ... 146.55 146.80 BB
24 bz2603 20250829 6120.00 ... 6065.00 6096.00 BZ
25 bz2604 20250829 6035.00 ... 6037.00 6074.00 BZ
26 bz2605 20250829 6077.00 ... 6067.00 6093.00 BZ
27 bz2606 20250829 6039.00 ... 6039.00 6066.00 BZ
28 bz2607 20250829 0.00 ... 6108.00 6166.00 BZ
29 bz2608 20250829 5901.00 ... 5951.00 6175.00 BZ
30 c2509 20250829 2250.00 ... 2233.00 2244.00 C
31 c2511 20250829 2189.00 ... 2187.00 2178.00 C
32 c2601 20250829 2184.00 ... 2181.00 2177.00 C
33 c2603 20250829 2202.00 ... 2198.00 2195.00 C
34 c2605 20250829 2248.00 ... 2247.00 2243.00 C
35 c2607 20250829 2262.00 ... 2260.00 2256.00 C
36 cs2509 20250829 2524.00 ... 2504.00 2528.00 CS
37 cs2511 20250829 2494.00 ... 2492.00 2484.00 CS
38 cs2601 20250829 2526.00 ... 2527.00 2521.00 CS
39 cs2603 20250829 2537.00 ... 2535.00 2531.00 CS
40 cs2605 20250829 2607.00 ... 2605.00 2601.00 CS
41 cs2607 20250829 2607.00 ... 2609.00 2605.00 CS
42 eb2509 20250829 7136.00 ... 7059.00 7109.00 EB
43 eb2510 20250829 7181.00 ... 7117.00 7148.00 EB
44 eb2511 20250829 7193.00 ... 7133.00 7165.00 EB
45 eb2512 20250829 7218.00 ... 7154.00 7190.00 EB
46 eb2601 20250829 7242.00 ... 7187.00 7218.00 EB
47 eb2602 20250829 7266.00 ... 7210.00 7255.00 EB
48 eb2603 20250829 7294.00 ... 7255.00 7299.00 EB
49 eb2604 20250829 7289.00 ... 7276.00 7318.00 EB
50 eb2605 20250829 7307.00 ... 7290.00 7310.00 EB
51 eb2606 20250829 0.00 ... 7341.00 7341.00 EB
52 eb2607 20250829 0.00 ... 7376.00 7376.00 EB
53 eb2608 20250829 0.00 ... 7350.00 7350.00 EB
54 eg2509 20250829 4424.00 ... 4429.00 4429.00 EG
55 eg2510 20250829 4427.00 ... 4439.00 4437.00 EG
56 eg2511 20250829 4458.00 ... 4453.00 4447.00 EG
57 eg2512 20250829 4469.00 ... 4465.00 4463.00 EG
58 eg2601 20250829 4467.00 ... 4470.00 4464.00 EG
59 eg2602 20250829 4476.00 ... 4476.00 4481.00 EG
60 eg2603 20250829 0.00 ... 4476.00 4476.00 EG
61 eg2604 20250829 0.00 ... 4518.00 4518.00 EG
62 eg2605 20250829 4518.00 ... 4507.00 4505.00 EG
63 eg2606 20250829 0.00 ... 4522.00 4522.00 EG
64 eg2607 20250829 0.00 ... 4507.00 4507.00 EG
65 eg2608 20250829 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250829 1319.00 ... 1342.50 1319.00 FB
67 fb2510 20250829 1279.00 ... 1274.50 1274.50 FB
68 fb2511 20250829 1276.50 ... 1275.50 1274.50 FB
69 fb2512 20250829 1274.00 ... 1270.00 1271.50 FB
70 fb2601 20250829 1270.00 ... 1263.00 1272.00 FB
71 fb2602 20250829 1264.00 ... 1253.00 1265.50 FB
72 fb2603 20250829 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250829 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250829 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250829 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250829 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250829 0.00 ... 1302.50 1302.50 FB
78 i2509 20250829 813.00 ... 808.00 801.50 I
79 i2510 20250829 806.00 ... 804.00 797.00 I
80 i2511 20250829 799.50 ... 799.50 794.50 I
81 i2512 20250829 798.50 ... 795.00 789.00 I
82 i2601 20250829 790.00 ... 787.00 781.50 I
83 i2602 20250829 784.50 ... 781.50 774.50 I
84 i2603 20250829 779.00 ... 775.00 770.50 I
85 i2604 20250829 774.00 ... 770.00 765.50 I
86 i2605 20250829 765.00 ... 763.50 758.50 I
87 i2606 20250829 760.50 ... 757.50 752.50 I
88 i2607 20250829 758.00 ... 754.00 750.00 I
89 i2608 20250829 753.50 ... 750.00 746.00 I
90 j2509 20250829 1584.50 ... 1532.00 1584.50 J
91 j2510 20250829 1620.50 ... 1571.00 1612.00 J
92 j2511 20250829 1646.00 ... 1602.00 1633.50 J
93 j2512 20250829 1648.50 ... 1622.50 1642.50 J
94 j2601 20250829 1672.50 ... 1653.00 1657.50 J
95 j2602 20250829 1683.50 ... 1671.00 1674.50 J
96 j2603 20250829 1680.50 ... 1683.00 1689.00 J
97 j2604 20250829 1734.00 ... 1729.50 1752.50 J
98 j2605 20250829 1766.00 ... 1745.00 1743.00 J
99 j2606 20250829 1760.50 ... 1760.00 1779.00 J
100 j2607 20250829 0.00 ... 1770.00 1804.00 J
101 j2608 20250829 0.00 ... 1771.00 1802.50 J
102 jd2509 20250829 2840.00 ... 2850.00 2848.00 JD
103 jd2510 20250829 2929.00 ... 2935.00 2951.00 JD
104 jd2511 20250829 2947.00 ... 2962.00 2981.00 JD
105 jd2512 20250829 3087.00 ... 3122.00 3101.00 JD
106 jd2601 20250829 3300.00 ... 3320.00 3314.00 JD
107 jd2602 20250829 3065.00 ... 3079.00 3075.00 JD
108 jd2603 20250829 3080.00 ... 3092.00 3093.00 JD
109 jd2604 20250829 3245.00 ... 3256.00 3276.00 JD
110 jd2605 20250829 3368.00 ... 3366.00 3390.00 JD
111 jd2606 20250829 3170.00 ... 3178.00 3205.00 JD
112 jd2607 20250829 3345.00 ... 3373.00 3398.00 JD
113 jd2608 20250829 3702.00 ... 3735.00 3804.00 JD
114 jm2509 20250829 1025.00 ... 990.00 1005.50 JM
115 jm2510 20250829 1040.00 ... 1019.50 1028.50 JM
116 jm2511 20250829 1087.50 ... 1070.50 1076.00 JM
117 jm2512 20250829 1140.50 ... 1116.50 1117.00 JM
118 jm2601 20250829 1178.00 ... 1156.50 1152.50 JM
119 jm2602 20250829 1192.50 ... 1172.00 1169.00 JM
120 jm2603 20250829 1206.50 ... 1184.00 1178.50 JM
121 jm2604 20250829 1211.00 ... 1189.50 1189.00 JM
122 jm2605 20250829 1223.50 ... 1199.50 1194.00 JM
123 jm2606 20250829 1228.00 ... 1206.50 1206.50 JM
124 jm2607 20250829 1240.00 ... 1219.00 1209.50 JM
125 jm2608 20250829 1237.00 ... 1225.00 1222.50 JM
126 l2509 20250829 7317.00 ... 7276.00 7303.00 L
127 l2510 20250829 7327.00 ... 7291.00 7322.00 L
128 l2511 20250829 7350.00 ... 7307.00 7338.00 L
129 l2512 20250829 7361.00 ... 7321.00 7350.00 L
130 l2601 20250829 7358.00 ... 7317.00 7352.00 L
131 l2602 20250829 7349.00 ... 7306.00 7345.00 L
132 l2603 20250829 7336.00 ... 7316.00 7351.00 L
133 l2604 20250829 7357.00 ... 7326.00 7379.00 L
134 l2605 20250829 7371.00 ... 7317.00 7354.00 L
135 l2606 20250829 7500.00 ... 7363.00 7354.00 L
136 l2607 20250829 7313.00 ... 7308.00 7365.00 L
137 l2608 20250829 7243.00 ... 7321.00 7408.00 L
138 lg2509 20250829 795.00 ... 783.50 788.50 LG
139 lg2511 20250829 819.00 ... 820.50 815.50 LG
140 lg2601 20250829 836.00 ... 835.50 830.00 LG
141 lg2603 20250829 840.50 ... 839.50 834.00 LG
142 lg2605 20250829 839.50 ... 840.00 833.50 LG
143 lg2607 20250829 839.00 ... 840.00 834.00 LG
144 lh2509 20250829 13310.00 ... 13095.00 13350.00 LH
145 lh2511 20250829 13630.00 ... 13580.00 13635.00 LH
146 lh2601 20250829 13970.00 ... 13910.00 13985.00 LH
147 lh2603 20250829 13160.00 ... 13125.00 13165.00 LH
148 lh2605 20250829 13535.00 ... 13530.00 13560.00 LH
149 lh2607 20250829 14120.00 ... 14115.00 14115.00 LH
150 m2509 20250829 2983.00 ... 3002.00 2992.00 M
151 m2511 20250829 3006.00 ... 3020.00 3012.00 M
152 m2512 20250829 3048.00 ... 3056.00 3054.00 M
153 m2601 20250829 3040.00 ... 3047.00 3046.00 M
154 m2603 20250829 2986.00 ... 2984.00 2992.00 M
155 m2605 20250829 2815.00 ... 2811.00 2821.00 M
156 m2607 20250829 2808.00 ... 2800.00 2815.00 M
157 m2608 20250829 2933.00 ... 2927.00 2945.00 M
158 p2509 20250829 9350.00 ... 9310.00 9388.00 P
159 p2510 20250829 9388.00 ... 9320.00 9466.00 P
160 p2511 20250829 9398.00 ... 9316.00 9454.00 P
161 p2512 20250829 9418.00 ... 9330.00 9466.00 P
162 p2601 20250829 9438.00 ... 9348.00 9476.00 P
163 p2602 20250829 9402.00 ... 9310.00 9410.00 P
164 p2603 20250829 9350.00 ... 9248.00 9370.00 P
165 p2604 20250829 9266.00 ... 9208.00 9304.00 P
166 p2605 20250829 9160.00 ... 9106.00 9214.00 P
167 p2606 20250829 9026.00 ... 9004.00 9116.00 P
168 p2607 20250829 8930.00 ... 8890.00 8980.00 P
169 p2608 20250829 8870.00 ... 8870.00 8900.00 P
170 pg2509 20250829 3813.00 ... 3727.00 3859.00 PG
171 pg2510 20250829 4414.00 ... 4366.00 4422.00 PG
172 pg2511 20250829 4344.00 ... 4289.00 4334.00 PG
173 pg2512 20250829 4284.00 ... 4233.00 4275.00 PG
174 pg2601 20250829 4219.00 ... 4174.00 4218.00 PG
175 pg2602 20250829 4137.00 ... 4110.00 4147.00 PG
176 pg2603 20250829 4044.00 ... 4028.00 4055.00 PG
177 pg2604 20250829 4353.00 ... 4336.00 4358.00 PG
178 pg2605 20250829 4277.00 ... 4242.00 4268.00 PG
179 pg2606 20250829 4209.00 ... 4194.00 4209.00 PG
180 pg2607 20250829 4113.00 ... 4136.00 4126.00 PG
181 pg2608 20250829 4100.00 ... 4090.00 4141.00 PG
182 pp2509 20250829 6957.00 ... 6911.00 6952.00 PP
183 pp2510 20250829 6961.00 ... 6941.00 6959.00 PP
184 pp2511 20250829 6992.00 ... 6962.00 6981.00 PP
185 pp2512 20250829 7011.00 ... 6983.00 7001.00 PP
186 pp2601 20250829 7020.00 ... 6992.00 7013.00 PP
187 pp2602 20250829 7002.00 ... 6969.00 6993.00 PP
188 pp2603 20250829 6980.00 ... 6963.00 6982.00 PP
189 pp2604 20250829 7014.00 ... 6998.00 7001.00 PP
190 pp2605 20250829 7038.00 ... 7011.00 7028.00 PP
191 pp2606 20250829 6999.00 ... 6987.00 7010.00 PP
192 pp2607 20250829 6974.00 ... 6949.00 6983.00 PP
193 pp2608 20250829 6983.00 ... 6969.00 6985.00 PP
194 rr2509 20250829 3560.00 ... 3558.00 3554.00 RR
195 rr2510 20250829 3613.00 ... 3611.00 3610.00 RR
196 rr2511 20250829 3612.00 ... 3612.00 3611.00 RR
197 rr2512 20250829 3606.00 ... 3607.00 3602.00 RR
198 rr2601 20250829 3623.00 ... 3619.00 3619.00 RR
199 rr2602 20250829 3603.00 ... 3609.00 3604.00 RR
200 rr2603 20250829 3596.00 ... 3602.00 3610.00 RR
201 rr2604 20250829 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250829 3595.00 ... 3595.00 3615.00 RR
203 rr2606 20250829 0.00 ... 3605.00 3605.00 RR
204 rr2607 20250829 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250829 0.00 ... 3625.00 3625.00 RR
206 v2509 20250829 4802.00 ... 4748.00 4785.00 V
207 v2510 20250829 4830.00 ... 4796.00 4829.00 V
208 v2511 20250829 4878.00 ... 4831.00 4865.00 V
209 v2512 20250829 4904.00 ... 4872.00 4903.00 V
210 v2601 20250829 4949.00 ... 4909.00 4934.00 V
211 v2602 20250829 4984.00 ... 4949.00 4970.00 V
212 v2603 20250829 5010.00 ... 4973.00 5002.00 V
213 v2604 20250829 5193.00 ... 5175.00 5205.00 V
214 v2605 20250829 5249.00 ... 5206.00 5239.00 V
215 v2606 20250829 5260.00 ... 5239.00 5257.00 V
216 v2607 20250829 5321.00 ... 5271.00 5297.00 V
217 v2608 20250829 5302.00 ... 5292.00 5322.00 V
218 y2509 20250829 8460.00 ... 8414.00 8452.00 Y
219 y2511 20250829 8416.00 ... 8388.00 8418.00 Y
220 y2512 20250829 8438.00 ... 8410.00 8442.00 Y
221 y2601 20250829 8392.00 ... 8358.00 8390.00 Y
222 y2603 20250829 8338.00 ... 8304.00 8342.00 Y
223 y2605 20250829 8116.00 ... 8076.00 8114.00 Y
224 y2607 20250829 8072.00 ... 8036.00 8068.00 Y
225 y2608 20250829 7980.00 ... 7992.00 8038.00 Y
[226 rows x 12 columns]
2025-09-01 16:26:26,472 - future_1d - INFO - ak.get_dce_daily('2025-08-29') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250829 ... 79200 78880 CU
1 1 CU2510 20250829 ... 79220 78820 CU
2 2 CU2511 20250829 ... 79220 78830 CU
3 3 CU2512 20250829 ... 79160 78800 CU
4 4 CU2601 20250829 ... 79160 78750 CU
5 5 CU2602 20250829 ... 79090 78760 CU
6 6 CU2603 20250829 ... 79070 78750 CU
7 7 CU2604 20250829 ... 79230 78800 CU
8 8 CU2605 20250829 ... 79140 78850 CU
9 9 CU2606 20250829 ... 79240 78870 CU
10 10 CU2607 20250829 ... 79180 78900 CU
11 11 CU2608 20250829 ... 79240 78890 CU
12 12 BC2509 20250829 ... 70040 69840 BC
13 13 BC2510 20250829 ... 70260 69940 BC
14 14 BC2511 20250829 ... 70270 69970 BC
15 15 BC2512 20250829 ... 70180 70180 BC
16 16 BC2601 20250829 ... 69980 70100 BC
17 17 BC2602 20250829 ... 70100 70100 BC
18 18 BC2603 20250829 ... 70100 70100 BC
19 19 BC2604 20250829 ... 69390 70100 BC
20 20 BC2605 20250829 ... 69410 70170 BC
21 21 BC2606 20250829 ... 69790 69790 BC
22 22 BC2607 20250829 ... 69370 69370 BC
23 23 BC2608 20250829 ... 69370 69370 BC
24 24 AL2509 20250829 ... 20740 20730 AL
25 25 AL2510 20250829 ... 20730 20710 AL
26 26 AL2511 20250829 ... 20715 20700 AL
27 27 AL2512 20250829 ... 20695 20670 AL
28 28 AL2601 20250829 ... 20680 20650 AL
29 29 AL2602 20250829 ... 20685 20660 AL
30 30 AL2603 20250829 ... 20710 20680 AL
31 31 AL2604 20250829 ... 20720 20695 AL
32 32 AL2605 20250829 ... 20750 20705 AL
33 33 AL2606 20250829 ... 20755 20725 AL
34 34 AL2607 20250829 ... 20755 20710 AL
35 35 AL2608 20250829 ... 20745 20705 AL
36 36 ZN2509 20250829 ... 22080 22140 ZN
37 37 ZN2510 20250829 ... 22095 22135 ZN
38 38 ZN2511 20250829 ... 22095 22130 ZN
39 39 ZN2512 20250829 ... 22105 22135 ZN
40 40 ZN2601 20250829 ... 22110 22135 ZN
41 41 ZN2602 20250829 ... 22120 22140 ZN
42 42 ZN2603 20250829 ... 22180 22165 ZN
43 43 ZN2604 20250829 ... 22180 22165 ZN
44 44 ZN2605 20250829 ... 22195 22185 ZN
45 45 ZN2606 20250829 ... 22170 22160 ZN
46 46 ZN2607 20250829 ... 22170 22175 ZN
47 47 ZN2608 20250829 ... 22190 22215 ZN
48 48 PB2509 20250829 ... 16810 16855 PB
49 49 PB2510 20250829 ... 16850 16880 PB
50 50 PB2511 20250829 ... 16860 16875 PB
51 51 PB2512 20250829 ... 16875 16880 PB
52 52 PB2601 20250829 ... 16885 16915 PB
53 53 PB2602 20250829 ... 16965 16965 PB
54 54 PB2603 20250829 ... 16950 16995 PB
55 55 PB2604 20250829 ... 16975 16985 PB
56 56 PB2605 20250829 ... 17015 17015 PB
57 57 PB2606 20250829 ... 17105 17055 PB
58 58 PB2607 20250829 ... 17125 17090 PB
59 59 PB2608 20250829 ... 17105 17090 PB
60 60 NI2509 20250829 ... 121010 120550 NI
61 61 NI2510 20250829 ... 121300 120760 NI
62 62 NI2511 20250829 ... 121410 120900 NI
63 63 NI2512 20250829 ... 121570 121100 NI
64 64 NI2601 20250829 ... 121830 121370 NI
65 65 NI2602 20250829 ... 122050 121600 NI
66 66 NI2603 20250829 ... 122310 121860 NI
67 67 NI2604 20250829 ... 122650 122070 NI
68 68 NI2605 20250829 ... 122920 122330 NI
69 69 NI2606 20250829 ... 123120 122710 NI
70 70 NI2607 20250829 ... 123280 122740 NI
71 71 NI2608 20250829 ... 123480 123130 NI
72 72 SN2509 20250829 ... 274520 271850 SN
73 73 SN2510 20250829 ... 275810 272350 SN
74 74 SN2511 20250829 ... 276040 272610 SN
75 75 SN2512 20250829 ... 276090 272570 SN
76 76 SN2601 20250829 ... 275800 272740 SN
77 77 SN2602 20250829 ... 274410 273250 SN
78 78 SN2603 20250829 ... 275990 272980 SN
79 79 SN2604 20250829 ... 274310 273030 SN
80 80 SN2605 20250829 ... 276340 272960 SN
81 81 SN2606 20250829 ... 278230 273980 SN
82 82 SN2607 20250829 ... 276450 273270 SN
83 83 SN2608 20250829 ... 275770 273360 SN
84 84 AO2509 20250829 ... 3006 3032 AO
85 85 AO2510 20250829 ... 3019 3036 AO
86 86 AO2511 20250829 ... 3022 3037 AO
87 87 AO2512 20250829 ... 3025 3044 AO
88 88 AO2601 20250829 ... 3030 3047 AO
89 89 AO2602 20250829 ... 3025 3044 AO
90 90 AO2603 20250829 ... 3025 3046 AO
91 91 AO2604 20250829 ... 3041 3048 AO
92 92 AO2605 20250829 ... 3044 3057 AO
93 93 AO2606 20250829 ... 3048 3057 AO
94 94 AO2607 20250829 ... 3052 3062 AO
95 95 AO2608 20250829 ... 3049 3072 AO
96 96 AD2511 20250829 ... 20320 20290 AD
97 97 AD2512 20250829 ... 20335 20300 AD
98 98 AD2601 20250829 ... 20245 20245 AD
99 99 AD2602 20250829 ... 20210 20210 AD
100 100 AD2603 20250829 ... 20220 20220 AD
101 101 AD2604 20250829 ... 19975 19975 AD
102 102 AD2605 20250829 ... 20095 20160 AD
103 103 AD2606 20250829 ... 19935 19795 AD
104 104 AD2607 20250829 ... 19925 19925 AD
105 105 AD2608 20250829 ... 20315 20315 AD
106 106 AU2509 20250829 ... 783.22 781.74 AU
107 107 AU2510 20250829 ... 784.26 782.74 AU
108 108 AU2511 20250829 ... 785.6 784.6 AU
109 109 AU2512 20250829 ... 786.56 785.06 AU
110 110 AU2602 20250829 ... 788.54 787.04 AU
111 111 AU2604 20250829 ... 790.86 789.22 AU
112 112 AU2606 20250829 ... 793 791.4 AU
113 113 AU2608 20250829 ... 795.26 793.38 AU
114 114 AG2509 20250829 ... 9374 9332 AG
115 115 AG2510 20250829 ... 9385 9321 AG
116 116 AG2511 20250829 ... 9397 9328 AG
117 117 AG2512 20250829 ... 9409 9352 AG
118 118 AG2601 20250829 ... 9417 9352 AG
119 119 AG2602 20250829 ... 9428 9368 AG
120 120 AG2603 20250829 ... 9442 9383 AG
121 121 AG2604 20250829 ... 9460 9397 AG
122 122 AG2605 20250829 ... 9469 9404 AG
123 123 AG2606 20250829 ... 9486 9428 AG
124 124 AG2607 20250829 ... 9497 9456 AG
125 125 AG2608 20250829 ... 9516 9488 AG
126 126 RB2509 20250829 ... 3057 3093 RB
127 127 RB2510 20250829 ... 3107 3116 RB
128 128 RB2511 20250829 ... 3106 3112 RB
129 129 RB2512 20250829 ... 3157 3162 RB
130 130 RB2601 20250829 ... 3175 3182 RB
131 131 RB2602 20250829 ... 3161 3166 RB
132 132 RB2603 20250829 ... 3173 3180 RB
133 133 RB2604 20250829 ... 3199 3199 RB
134 134 RB2605 20250829 ... 3217 3223 RB
135 135 RB2606 20250829 ... 3236 3241 RB
136 136 RB2607 20250829 ... 3246 3243 RB
137 137 RB2608 20250829 ... 3242 3245 RB
138 138 WR2509 20250829 ... 3342 3342 WR
139 139 WR2510 20250829 ... 3316 3335 WR
140 140 WR2511 20250829 ... 3284 3368 WR
141 141 WR2512 20250829 ... 3439 3474 WR
142 142 WR2601 20250829 ... 3380 3380 WR
143 143 WR2602 20250829 ... 3365 3440 WR
144 144 WR2603 20250829 ... 3438 3438 WR
145 145 WR2604 20250829 ... 3455 3455 WR
146 146 WR2605 20250829 ... 3429 3429 WR
147 147 WR2606 20250829 ... 3396 3396 WR
148 148 WR2607 20250829 ... 3449 3460 WR
149 149 WR2608 20250829 ... 3344 3430 WR
150 150 HC2509 20250829 ... 3397 3394 HC
151 151 HC2510 20250829 ... 3366 3362 HC
152 152 HC2511 20250829 ... 3360 3358 HC
153 153 HC2512 20250829 ... 3362 3358 HC
154 154 HC2601 20250829 ... 3356 3353 HC
155 155 HC2602 20250829 ... 3367 3347 HC
156 156 HC2603 20250829 ... 3354 3354 HC
157 157 HC2604 20250829 ... 3369 3355 HC
158 158 HC2605 20250829 ... 3359 3357 HC
159 159 HC2606 20250829 ... 3362 3357 HC
160 160 HC2607 20250829 ... 3363 3360 HC
161 161 HC2608 20250829 ... 3361 3371 HC
162 162 SS2509 20250829 ... 12725 12700 SS
163 163 SS2510 20250829 ... 12805 12795 SS
164 164 SS2511 20250829 ... 12870 12870 SS
165 165 SS2512 20250829 ... 12930 12930 SS
166 166 SS2601 20250829 ... 12990 12975 SS
167 167 SS2602 20250829 ... 13035 13010 SS
168 168 SS2603 20250829 ... 13110 13095 SS
169 169 SS2604 20250829 ... 13175 13140 SS
170 170 SS2605 20250829 ... 13255 13235 SS
171 171 SS2606 20250829 ... 13310 13255 SS
172 172 SS2607 20250829 ... 13330 13325 SS
173 173 SS2608 20250829 ... 13405 13405 SS
174 174 SC2509 20250829 ... 475.8 473 SC
175 175 SC2510 20250829 ... 482.9 481.1 SC
176 176 SC2511 20250829 ... 483.7 482.7 SC
177 177 SC2512 20250829 ... 483.6 483.1 SC
178 178 SC2601 20250829 ... 482.7 483.1 SC
179 179 SC2602 20250829 ... 482.2 482.3 SC
180 180 SC2603 20250829 ... 480.7 481 SC
181 181 SC2604 20250829 ... 478.4 480.3 SC
182 182 SC2605 20250829 ... 478.9 479 SC
183 183 SC2606 20250829 ... 476.9 478 SC
184 184 SC2607 20250829 ... 476 477.5 SC
185 185 SC2608 20250829 ... 476.5 478.5 SC
186 186 SC2609 20250829 ... 476.1 476.1 SC
187 187 SC2612 20250829 ... 480.9 481.2 SC
188 188 SC2703 20250829 ... 477 477.3 SC
189 189 SC2706 20250829 ... 476.4 473 SC
190 190 SC2709 20250829 ... 474.8 472.8 SC
191 191 SC2712 20250829 ... 474.4 471.3 SC
192 192 SC2803 20250829 ... 471.4 471 SC
193 193 SC2806 20250829 ... 469 468.7 SC
194 194 LU2509 20250829 ... 3312 3312 LU
195 195 LU2510 20250829 ... 3483 3495 LU
196 196 LU2511 20250829 ... 3491 3501 LU
197 197 LU2512 20250829 ... 3473 3484 LU
198 198 LU2601 20250829 ... 3454 3466 LU
199 199 LU2602 20250829 ... 3419 3445 LU
200 200 LU2603 20250829 ... 3434 3439 LU
201 201 LU2604 20250829 ... 3415 3415 LU
202 202 LU2605 20250829 ... 3407 3412 LU
203 203 LU2606 20250829 ... 3424 3424 LU
204 204 LU2607 20250829 ... 3412 3417 LU
205 205 LU2608 20250829 ... 3407 3407 LU
206 206 FU2509 20250829 ... 2754 2760 FU
207 207 FU2510 20250829 ... 2825 2826 FU
208 208 FU2511 20250829 ... 2817 2815 FU
209 209 FU2512 20250829 ... 2804 2801 FU
210 210 FU2601 20250829 ... 2797 2791 FU
211 211 FU2602 20250829 ... 2784 2775 FU
212 212 FU2603 20250829 ... 2768 2767 FU
213 213 FU2604 20250829 ... 2768 2761 FU
214 214 FU2605 20250829 ... 2753 2752 FU
215 215 FU2606 20250829 ... 2743 2745 FU
216 216 FU2607 20250829 ... 2728 2722 FU
217 217 FU2608 20250829 ... 2717 2707 FU
218 218 BU2509 20250829 ... 3526 3518 BU
219 219 BU2510 20250829 ... 3505 3501 BU
220 220 BU2511 20250829 ... 3482 3467 BU
221 221 BU2512 20250829 ... 3428 3416 BU
222 222 BU2601 20250829 ... 3392 3382 BU
223 223 BU2602 20250829 ... 3398 3384 BU
224 224 BU2603 20250829 ... 3381 3383 BU
225 225 BU2604 20250829 ... 3400 3378 BU
226 226 BU2605 20250829 ... 3394 3367 BU
227 227 BU2606 20250829 ... 3387 3368 BU
228 228 BU2607 20250829 ... 3379 3353 BU
229 229 BU2608 20250829 ... 3367 3367 BU
230 230 BU2609 20250829 ... 3363 3342 BU
231 231 BU2612 20250829 ... 3322 3295 BU
232 232 BU2703 20250829 ... 3322 3300 BU
233 233 BU2706 20250829 ... 3310 3309 BU
234 234 BR2509 20250829 ... 11845 11830 BR
235 235 BR2510 20250829 ... 11855 11890 BR
236 236 BR2511 20250829 ... 11825 11855 BR
237 237 BR2512 20250829 ... 11810 11825 BR
238 238 BR2601 20250829 ... 11805 11860 BR
239 239 BR2602 20250829 ... 11865 11935 BR
240 240 BR2603 20250829 ... 11855 11840 BR
241 241 BR2604 20250829 ... 11890 11900 BR
242 242 BR2605 20250829 ... 11900 11945 BR
243 243 BR2606 20250829 ... 11870 11985 BR
244 244 BR2607 20250829 ... 12015 12170 BR
245 245 BR2608 20250829 ... 12000 11980 BR
246 246 RU2509 20250829 ... 14870 14915 RU
247 247 RU2510 20250829 ... 14870 14915 RU
248 248 RU2511 20250829 ... 14855 14885 RU
249 249 RU2601 20250829 ... 15830 15880 RU
250 250 RU2603 20250829 ... 15855 15895 RU
251 251 RU2604 20250829 ... 15895 15915 RU
252 252 RU2605 20250829 ... 15915 15965 RU
253 253 RU2606 20250829 ... 16000 16025 RU
254 254 RU2607 20250829 ... 15930 16045 RU
255 255 RU2608 20250829 ... 16095 16095 RU
256 256 NR2509 20250829 ... 12610 12645 NR
257 257 NR2510 20250829 ... 12670 12725 NR
258 258 NR2511 20250829 ... 12705 12770 NR
259 259 NR2512 20250829 ... 12735 12790 NR
260 260 NR2601 20250829 ... 12780 12810 NR
261 261 NR2602 20250829 ... 12765 12830 NR
262 262 NR2603 20250829 ... 12810 12900 NR
263 263 NR2604 20250829 ... 12840 12980 NR
264 264 NR2605 20250829 ... 12860 12985 NR
265 265 NR2606 20250829 ... 12980 12980 NR
266 266 NR2607 20250829 ... 12835 12980 NR
267 267 NR2608 20250829 ... 12890 12960 NR
268 268 SP2509 20250829 ... 4944 4930 SP
269 269 SP2510 20250829 ... 4972 4966 SP
270 270 SP2511 20250829 ... 4994 4980 SP
271 271 SP2512 20250829 ... 5012 4998 SP
272 272 SP2601 20250829 ... 5322 5272 SP
273 273 SP2602 20250829 ... 5312 5256 SP
274 274 SP2603 20250829 ... 5326 5288 SP
275 275 SP2604 20250829 ... 5328 5302 SP
276 276 SP2605 20250829 ... 5346 5306 SP
277 277 SP2606 20250829 ... 5374 5310 SP
278 278 SP2607 20250829 ... 5352 5314 SP
279 279 SP2608 20250829 ... 5358 5334 SP
280 280 EC2510 20250829 ... 1272 1288.7 EC
281 281 EC2512 20250829 ... 1562.6 1580.5 EC
282 282 EC2602 20250829 ... 1406 1412.8 EC
283 283 EC2604 20250829 ... 1210.6 1226.1 EC
284 284 EC2606 20250829 ... 1375.1 1389.5 EC
285 285 EC2608 20250829 ... 1562.7 1578.5 EC
286 287 SC_TAS2510 20250829 ... SC_TAS
287 288 SC_TAS2511 20250829 ... SC_TAS
288 289 SC_TAS2512 20250829 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 16:26:26,577 - future_1d - INFO - ak.get_shfe_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 PS2509 20250829 49300.0 ... 49520.0 49140.0 PS
1 PS2510 20250829 49770.0 ... 49540.0 49105.0 PS
2 PS2511 20250829 49400.0 ... 49310.0 48960.0 PS
3 PS2512 20250829 52100.0 ... 51880.0 51510.0 PS
4 PS2601 20250829 51875.0 ... 51940.0 51590.0 PS
5 PS2602 20250829 52020.0 ... 52110.0 51675.0 PS
6 PS2603 20250829 51790.0 ... 51900.0 51790.0 PS
7 PS2604 20250829 52405.0 ... 52415.0 52060.0 PS
8 PS2605 20250829 52300.0 ... 52400.0 52025.0 PS
9 PS2606 20250829 54715.0 ... 54890.0 54580.0 PS
10 PS2607 20250829 54760.0 ... 55050.0 54715.0 PS
11 PS2608 20250829 54945.0 ... 55120.0 54700.0 PS
13 SI2509 20250829 8445.0 ... 8365.0 8445.0 SI
14 SI2510 20250829 8490.0 ... 8425.0 8490.0 SI
15 SI2511 20250829 8515.0 ... 8420.0 8500.0 SI
16 SI2512 20250829 8885.0 ... 8790.0 8875.0 SI
17 SI2601 20250829 8855.0 ... 8785.0 8850.0 SI
18 SI2602 20250829 8865.0 ... 8775.0 8845.0 SI
19 SI2603 20250829 8905.0 ... 8790.0 8870.0 SI
20 SI2604 20250829 8835.0 ... 8795.0 8880.0 SI
21 SI2605 20250829 8885.0 ... 8810.0 8865.0 SI
22 SI2606 20250829 8900.0 ... 8815.0 8845.0 SI
23 SI2607 20250829 8910.0 ... 8845.0 8855.0 SI
24 SI2608 20250829 8835.0 ... 8810.0 8840.0 SI
27 LC2509 20250829 77420.0 ... 77620.0 77120.0 LC
28 LC2510 20250829 77940.0 ... 77740.0 77040.0 LC
29 LC2511 20250829 77800.0 ... 77680.0 76880.0 LC
30 LC2512 20250829 77160.0 ... 77320.0 76420.0 LC
31 LC2601 20250829 76860.0 ... 77080.0 76140.0 LC
32 LC2602 20250829 76680.0 ... 76700.0 75700.0 LC
33 LC2603 20250829 75940.0 ... 76260.0 75520.0 LC
34 LC2604 20250829 76580.0 ... 76180.0 75480.0 LC
35 LC2605 20250829 75900.0 ... 76060.0 75340.0 LC
36 LC2606 20250829 75680.0 ... 75820.0 75080.0 LC
37 LC2607 20250829 75680.0 ... 75740.0 75020.0 LC
38 LC2608 20250829 75880.0 ... 76280.0 75280.0 LC
[36 rows x 12 columns]
2025-09-01 16:26:26,773 - future_1d - INFO - ak.get_gfex_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 SC2509 20250829 476.7 ... 475.8 473 SC
1 SC2510 20250829 483.4 ... 482.9 481.1 SC
2 SC2511 20250829 484.4 ... 483.7 482.7 SC
3 SC2512 20250829 485.1 ... 483.6 483.1 SC
4 SC2601 20250829 483.6 ... 482.7 483.1 SC
5 SC2602 20250829 483 ... 482.2 482.3 SC
6 SC2603 20250829 480.3 ... 480.7 481 SC
7 SC2604 20250829 479.1 ... 478.4 480.3 SC
8 SC2605 20250829 478.1 ... 478.9 479 SC
9 SC2606 20250829 478.5 ... 476.9 478 SC
10 SC2607 20250829 476 ... 476 477.5 SC
11 SC2608 20250829 477.6 ... 476.5 478.5 SC
12 SC2609 20250829 ... 476.1 476.1 SC
13 SC2612 20250829 ... 480.9 481.2 SC
14 SC2703 20250829 477.6 ... 477 477.3 SC
15 SC2706 20250829 476.5 ... 476.4 473 SC
16 SC2709 20250829 478 ... 474.8 472.8 SC
17 SC2712 20250829 477.7 ... 474.4 471.3 SC
18 SC2803 20250829 471.4 ... 471.4 471 SC
19 SC2806 20250829 467.5 ... 469 468.7 SC
21 LU2509 20250829 ... 3312 3312 LU
22 LU2510 20250829 3500 ... 3483 3495 LU
23 LU2511 20250829 3505 ... 3491 3501 LU
24 LU2512 20250829 3490 ... 3473 3484 LU
25 LU2601 20250829 3471 ... 3454 3466 LU
26 LU2602 20250829 3449 ... 3419 3445 LU
27 LU2603 20250829 3415 ... 3434 3439 LU
28 LU2604 20250829 ... 3415 3415 LU
29 LU2605 20250829 3399 ... 3407 3412 LU
30 LU2606 20250829 ... 3424 3424 LU
31 LU2607 20250829 3406 ... 3412 3417 LU
32 LU2608 20250829 ... 3407 3407 LU
34 NR2509 20250829 12690 ... 12610 12645 NR
35 NR2510 20250829 12770 ... 12670 12725 NR
36 NR2511 20250829 12800 ... 12705 12770 NR
37 NR2512 20250829 12810 ... 12735 12790 NR
38 NR2601 20250829 12830 ... 12780 12810 NR
39 NR2602 20250829 12765 ... 12765 12830 NR
40 NR2603 20250829 12835 ... 12810 12900 NR
41 NR2604 20250829 12845 ... 12840 12980 NR
42 NR2605 20250829 12850 ... 12860 12985 NR
43 NR2606 20250829 ... 12980 12980 NR
44 NR2607 20250829 12835 ... 12835 12980 NR
45 NR2608 20250829 12890 ... 12890 12960 NR
47 BC2509 20250829 69800 ... 70040 69840 BC
48 BC2510 20250829 70160 ... 70260 69940 BC
49 BC2511 20250829 70090 ... 70270 69970 BC
50 BC2512 20250829 ... 70180 70180 BC
51 BC2601 20250829 69980 ... 69980 70100 BC
52 BC2602 20250829 ... 70100 70100 BC
53 BC2603 20250829 ... 70100 70100 BC
54 BC2604 20250829 69390 ... 69390 70100 BC
55 BC2605 20250829 69410 ... 69410 70170 BC
56 BC2606 20250829 ... 69790 69790 BC
57 BC2607 20250829 ... 69370 69370 BC
58 BC2608 20250829 ... 69370 69370 BC
60 EC2510 20250829 1290 ... 1272 1288.7 EC
61 EC2512 20250829 1580.2 ... 1562.6 1580.5 EC
62 EC2602 20250829 1411.5 ... 1406 1412.8 EC
63 EC2604 20250829 1215.1 ... 1210.6 1226.1 EC
64 EC2606 20250829 1372.9 ... 1375.1 1389.5 EC
65 EC2608 20250829 1577.1 ... 1562.7 1578.5 EC
68 SC_TAS2510 20250829 ... SC_TAS
69 SC_TAS2511 20250829 ... SC_TAS
70 SC_TAS2512 20250829 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 16:26:26,848 - future_1d - INFO - ak.get_ine_daily('2025-08-29') done
2025-09-01 16:26:28,598 - future_1d - INFO - save future_daily 2025-08-29 completed
symbol date open ... settle pre_settle variety
0 IC2509 20250901 7021.000 ... 7022.800 6983.400 IC
1 IC2510 20250901 6996.800 ... 6973.000 6935.200 IC
2 IC2512 20250901 6886.200 ... 6867.200 6828.400 IC
3 IC2603 20250901 6747.000 ... 6716.800 6682.600 IC
4 IF2509 20250901 4517.000 ... 4513.800 4502.600 IF
5 IF2510 20250901 4518.600 ... 4507.000 4496.600 IF
6 IF2512 20250901 4500.000 ... 4492.000 4481.800 IF
7 IF2603 20250901 4480.000 ... 4469.000 4459.000 IF
8 IH2509 20250901 2988.800 ... 2982.400 2978.600 IH
9 IH2510 20250901 2983.800 ... 2980.600 2974.800 IH
10 IH2512 20250901 2988.200 ... 2982.400 2978.800 IH
11 IH2603 20250901 2998.800 ... 2984.600 2981.200 IH
12 IM2509 20250901 7400.000 ... 7387.800 7353.800 IM
13 IM2510 20250901 7322.600 ... 7321.000 7294.800 IM
14 IM2512 20250901 7220.000 ... 7187.200 7165.600 IM
15 IM2603 20250901 7030.000 ... 7003.800 6986.400 IM
16 T2509 20250901 108.000 ... 108.200 108.055 T
17 T2512 20250901 107.785 ... 107.985 107.820 T
18 T2603 20250901 107.540 ... 107.715 107.585 T
19 TF2509 20250901 105.630 ... 105.700 105.655 TF
20 TF2512 20250901 105.480 ... 105.590 105.515 TF
21 TF2603 20250901 105.375 ... 105.485 105.410 TF
22 TL2509 20250901 116.920 ... 117.280 117.020 TL
23 TL2512 20250901 116.430 ... 116.890 116.560 TL
24 TL2603 20250901 115.950 ... 116.550 116.230 TL
25 TS2509 20250901 102.330 ... 102.356 102.348 TS
26 TS2512 20250901 102.408 ... 102.428 102.420 TS
27 TS2603 20250901 102.334 ... 102.358 102.354 TS
[28 rows x 12 columns]
2025-09-01 16:26:32,795 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250901 8358.0 8387.0 ... 318117.23 8357.0 8360.0 AP
1 AP511 20250901 8168.0 8192.0 ... 3298.83 8155.0 8144.0 AP
2 AP512 20250901 8209.0 8216.0 ... 188.40 8191.0 8196.0 AP
3 AP601 20250901 8320.0 8320.0 ... 124304.06 8263.0 8258.0 AP
4 AP603 20250901 8130.0 8175.0 ... 154.63 8139.0 8142.0 AP
5 AP604 20250901 8189.0 8189.0 ... 24.51 8170.0 8122.0 AP
6 AP605 20250901 8209.0 8238.0 ... 1223.76 8213.0 8209.0 AP
7 CF509 20250901 13740.0 13770.0 ... 31148.61 13620.0 13795.0 CF
8 CF511 20250901 14040.0 14045.0 ... 444482.21 13850.0 14105.0 CF
9 CF601 20250901 14240.0 14240.0 ... 4050478.47 14020.0 14260.0 CF
10 CF603 20250901 14205.0 14205.0 ... 8473.39 13980.0 14225.0 CF
11 CF605 20250901 14200.0 14200.0 ... 258875.66 13995.0 14205.0 CF
12 CF607 20250901 14155.0 14185.0 ... 3453.32 13955.0 14210.0 CF
13 CJ509 20250901 10355.0 10405.0 ... 442.76 10295.0 10180.0 CJ
14 CJ512 20250901 11385.0 11450.0 ... 12308.60 11310.0 11340.0 CJ
15 CJ601 20250901 11500.0 11570.0 ... 798961.76 11425.0 11460.0 CJ
16 CJ603 20250901 11540.0 11600.0 ... 10542.59 11470.0 11500.0 CJ
17 CJ605 20250901 11685.0 11720.0 ... 123677.86 11585.0 11615.0 CJ
18 CJ607 20250901 11805.0 11870.0 ... 1696.21 11740.0 11770.0 CJ
19 CY509 20250901 20205.0 20550.0 ... 252.53 20200.0 20335.0 CY
20 CY510 20250901 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250901 20165.0 20165.0 ... 113780.65 19955.0 20180.0 CY
22 CY512 20250901 0.0 0.0 ... 0.00 19870.0 20005.0 CY
23 CY601 20250901 20225.0 20225.0 ... 6081.41 19970.0 20235.0 CY
24 CY602 20250901 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250901 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250901 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250901 20285.0 20285.0 ... 20.26 20255.0 20455.0 CY
28 CY606 20250901 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250901 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250901 0.0 0.0 ... 0.00 20280.0 20295.0 CY
31 FG509 20250901 994.0 994.0 ... 11302.46 966.0 970.0 FG
32 FG510 20250901 1079.0 1079.0 ... 75779.37 1063.0 1066.0 FG
33 FG511 20250901 1073.0 1073.0 ... 170235.11 1054.0 1066.0 FG
34 FG512 20250901 1180.0 1180.0 ... 94216.34 1153.0 1173.0 FG
35 FG601 20250901 1181.0 1181.0 ... 4743107.13 1147.0 1173.0 FG
36 FG602 20250901 1224.0 1226.0 ... 12944.80 1195.0 1224.0 FG
37 FG603 20250901 1235.0 1235.0 ... 3072.60 1200.0 1225.0 FG
38 FG604 20250901 1276.0 1276.0 ... 1259.95 1250.0 1271.0 FG
39 FG605 20250901 1275.0 1276.0 ... 114806.45 1243.0 1266.0 FG
40 FG606 20250901 1295.0 1297.0 ... 993.44 1274.0 1292.0 FG
41 FG607 20250901 1293.0 1293.0 ... 1559.25 1268.0 1283.0 FG
42 FG608 20250901 1305.0 1313.0 ... 732.67 1299.0 1312.0 FG
43 JR509 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250901 2210.0 2226.0 ... 6824.51 2201.0 2214.0 MA
53 MA510 20250901 2260.0 2291.0 ... 41040.84 2260.0 2267.0 MA
54 MA511 20250901 2287.0 2315.0 ... 107240.23 2282.0 2295.0 MA
55 MA512 20250901 2341.0 2359.0 ... 40120.93 2330.0 2344.0 MA
56 MA601 20250901 2366.0 2387.0 ... 1429798.88 2359.0 2370.0 MA
57 MA602 20250901 2385.0 2400.0 ... 4893.22 2373.0 2390.0 MA
58 MA603 20250901 2384.0 2401.0 ... 228.59 2381.0 2388.0 MA
59 MA604 20250901 2381.0 2401.0 ... 42.69 2372.0 2381.0 MA
60 MA605 20250901 2374.0 2392.0 ... 61944.54 2370.0 2378.0 MA
61 MA606 20250901 2374.0 2401.0 ... 11.90 2379.0 2383.0 MA
62 MA607 20250901 2377.0 2390.0 ... 42.74 2374.0 2381.0 MA
63 MA608 20250901 2379.0 2387.0 ... 26.08 2371.0 2378.0 MA
64 OI509 20250901 9968.0 10030.0 ... 6410.33 9954.0 9968.0 OI
65 OI511 20250901 9894.0 9962.0 ... 534901.85 9887.0 9895.0 OI
66 OI601 20250901 9779.0 9848.0 ... 2787676.91 9780.0 9782.0 OI
67 OI603 20250901 9704.0 9769.0 ... 5348.30 9707.0 9707.0 OI
68 OI605 20250901 9625.0 9682.0 ... 48080.79 9622.0 9627.0 OI
69 OI607 20250901 9543.0 9642.0 ... 230.76 9615.0 9587.0 OI
70 PF509 20250901 6396.0 6416.0 ... 1451.56 6382.0 6378.0 PF
71 PF510 20250901 6504.0 6528.0 ... 340052.39 6488.0 6486.0 PF
72 PF511 20250901 6482.0 6500.0 ... 359367.76 6466.0 6468.0 PF
73 PF512 20250901 6468.0 6482.0 ... 218205.14 6448.0 6456.0 PF
74 PF601 20250901 6488.0 6504.0 ... 63957.56 6482.0 6474.0 PF
75 PF602 20250901 6498.0 6516.0 ... 18023.18 6492.0 6486.0 PF
76 PF603 20250901 6512.0 6520.0 ... 81.27 6502.0 6490.0 PF
77 PF604 20250901 6524.0 6542.0 ... 32.62 6524.0 6554.0 PF
78 PF605 20250901 6558.0 6564.0 ... 32.72 6546.0 6538.0 PF
79 PF606 20250901 6564.0 6564.0 ... 13.09 6546.0 6556.0 PF
80 PF607 20250901 6560.0 6560.0 ... 9.81 6544.0 6540.0 PF
81 PF608 20250901 0.0 0.0 ... 0.00 6548.0 6548.0 PF
82 PK510 20250901 7972.0 8026.0 ... 41846.97 8002.0 7990.0 PK
83 PK511 20250901 7770.0 7836.0 ... 283223.14 7808.0 7792.0 PK
84 PK512 20250901 7800.0 7828.0 ... 93264.50 7808.0 7808.0 PK
85 PK601 20250901 7864.0 7874.0 ... 25634.11 7864.0 7860.0 PK
86 PK603 20250901 7858.0 7880.0 ... 39.37 7874.0 7864.0 PK
87 PK604 20250901 7862.0 7888.0 ... 165.50 7882.0 7878.0 PK
88 PK605 20250901 7868.0 7884.0 ... 2291.67 7876.0 7870.0 PK
89 PL601 20250901 6420.0 6427.0 ... 65642.86 6394.0 6425.0 PL
90 PL602 20250901 6433.0 6451.0 ... 976.92 6427.0 6445.0 PL
91 PL603 20250901 6432.0 6432.0 ... 538.68 6413.0 6421.0 PL
92 PL604 20250901 6440.0 6440.0 ... 12.88 6440.0 6443.0 PL
93 PL605 20250901 6358.0 6408.0 ... 178.40 6371.0 6362.0 PL
94 PL606 20250901 0.0 0.0 ... 0.00 6430.0 6422.0 PL
95 PL607 20250901 0.0 0.0 ... 0.00 6428.0 6428.0 PL
96 PL608 20250901 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250901 5800.0 5832.0 ... 2311.49 5816.0 5832.0 PR
104 PR510 20250901 5976.0 5988.0 ... 68483.16 5952.0 5966.0 PR
105 PR511 20250901 5980.0 5980.0 ... 448712.15 5940.0 5954.0 PR
106 PR512 20250901 5966.0 5974.0 ... 259553.09 5946.0 5952.0 PR
107 PR601 20250901 5972.0 5980.0 ... 38453.43 5952.0 5970.0 PR
108 PR602 20250901 0.0 0.0 ... 0.00 5998.0 6002.0 PR
109 PR603 20250901 0.0 0.0 ... 0.00 6002.0 6006.0 PR
110 PR604 20250901 0.0 0.0 ... 0.00 6014.0 6014.0 PR
111 PR605 20250901 6002.0 6002.0 ... 9.00 6002.0 6022.0 PR
112 PR606 20250901 6006.0 6006.0 ... 9.01 6006.0 6050.0 PR
113 PR607 20250901 0.0 0.0 ... 0.00 6018.0 6022.0 PR
114 PR608 20250901 5960.0 5996.0 ... 17.93 5978.0 6026.0 PR
115 PX509 20250901 6712.0 6858.0 ... 1628.14 6714.0 6866.0 PX
116 PX510 20250901 6918.0 6918.0 ... 39766.41 6882.0 6866.0 PX
117 PX511 20250901 6886.0 6890.0 ... 553113.93 6854.0 6844.0 PX
118 PX512 20250901 6856.0 6856.0 ... 98159.01 6816.0 6812.0 PX
119 PX601 20250901 6822.0 6826.0 ... 113607.60 6788.0 6792.0 PX
120 PX602 20250901 6798.0 6818.0 ... 24557.59 6792.0 6800.0 PX
121 PX603 20250901 0.0 0.0 ... 0.00 6786.0 6786.0 PX
122 PX604 20250901 0.0 0.0 ... 0.00 6808.0 6812.0 PX
123 PX605 20250901 6780.0 6812.0 ... 261.25 6786.0 6802.0 PX
124 PX606 20250901 6784.0 6784.0 ... 3.39 6784.0 6786.0 PX
125 PX607 20250901 6788.0 6816.0 ... 23.82 6806.0 6790.0 PX
126 PX608 20250901 6908.0 6908.0 ... 3.45 6908.0 6826.0 PX
127 RI509 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250901 2554.0 2575.0 ... 1268.11 2562.0 2554.0 RM
134 RM511 20250901 2546.0 2571.0 ... 20442.11 2558.0 2543.0 RM
135 RM601 20250901 2509.0 2530.0 ... 833339.36 2511.0 2496.0 RM
136 RM603 20250901 2415.0 2425.0 ... 14106.80 2412.0 2405.0 RM
137 RM605 20250901 2418.0 2426.0 ... 116202.97 2414.0 2411.0 RM
138 RM607 20250901 2407.0 2414.0 ... 5554.31 2401.0 2396.0 RM
139 RM608 20250901 2484.0 2492.0 ... 473.75 2480.0 2457.0 RM
140 RS509 20250901 4750.0 4750.0 ... 66.50 4750.0 4675.0 RS
141 RS511 20250901 5106.0 5106.0 ... 10.21 5106.0 5156.0 RS
142 RS607 20250901 0.0 0.0 ... 0.00 5550.0 5550.0 RS
143 RS608 20250901 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250901 1198.0 1198.0 ... 10688.91 1152.0 1170.0 SA
145 SA510 20250901 1230.0 1230.0 ... 66233.37 1202.0 1222.0 SA
146 SA511 20250901 1225.0 1228.0 ... 267213.34 1207.0 1228.0 SA
147 SA512 20250901 1282.0 1285.0 ... 132632.63 1260.0 1290.0 SA
148 SA601 20250901 1296.0 1296.0 ... 3883759.21 1270.0 1298.0 SA
149 SA602 20250901 1323.0 1324.0 ... 33343.12 1296.0 1324.0 SA
150 SA603 20250901 1330.0 1330.0 ... 8113.11 1305.0 1327.0 SA
151 SA604 20250901 1365.0 1366.0 ... 1914.88 1347.0 1368.0 SA
152 SA605 20250901 1373.0 1373.0 ... 119487.33 1348.0 1370.0 SA
153 SA606 20250901 1375.0 1375.0 ... 1748.07 1357.0 1377.0 SA
154 SA607 20250901 1381.0 1381.0 ... 1842.91 1361.0 1378.0 SA
155 SA608 20250901 1402.0 1402.0 ... 714.33 1390.0 1404.0 SA
156 SF509 20250901 5450.0 5450.0 ... 3511.62 5398.0 5364.0 SF
157 SF510 20250901 5336.0 5364.0 ... 50322.28 5308.0 5382.0 SF
158 SF511 20250901 5526.0 5544.0 ... 580676.15 5486.0 5566.0 SF
159 SF512 20250901 5494.0 5498.0 ... 65521.15 5444.0 5542.0 SF
160 SF601 20250901 5498.0 5500.0 ... 182908.31 5452.0 5538.0 SF
161 SF602 20250901 5452.0 5466.0 ... 22770.98 5418.0 5502.0 SF
162 SF603 20250901 5622.0 5648.0 ... 215.67 5602.0 5694.0 SF
163 SF604 20250901 5584.0 5628.0 ... 11.18 5592.0 5676.0 SF
164 SF605 20250901 5634.0 5634.0 ... 2429.86 5592.0 5674.0 SF
165 SF606 20250901 5602.0 5602.0 ... 172.37 5560.0 5638.0 SF
166 SF607 20250901 5784.0 5784.0 ... 108.79 5726.0 5786.0 SF
167 SF608 20250901 5784.0 5784.0 ... 37.14 5714.0 5784.0 SF
168 SH509 20250901 2482.0 2568.0 ... 1236.00 2512.0 2495.0 SH
169 SH510 20250901 2635.0 2717.0 ... 354916.60 2669.0 2622.0 SH
170 SH511 20250901 2669.0 2764.0 ... 1102451.44 2705.0 2649.0 SH
171 SH512 20250901 2687.0 2769.0 ... 298006.25 2714.0 2673.0 SH
172 SH601 20250901 2670.0 2736.0 ... 5424223.30 2690.0 2660.0 SH
173 SH602 20250901 2684.0 2741.0 ... 77792.76 2694.0 2675.0 SH
174 SH603 20250901 2690.0 2748.0 ... 8104.42 2715.0 2687.0 SH
175 SH604 20250901 2728.0 2785.0 ... 1645.94 2757.0 2738.0 SH
176 SH605 20250901 2752.0 2797.0 ... 72415.78 2765.0 2753.0 SH
177 SH606 20250901 2758.0 2794.0 ... 556.56 2769.0 2762.0 SH
178 SH607 20250901 2751.0 2775.0 ... 181.83 2755.0 2747.0 SH
179 SH608 20250901 2755.0 2789.0 ... 447.82 2764.0 2752.0 SH
180 SM509 20250901 5672.0 5672.0 ... 9524.38 5624.0 5678.0 SM
181 SM510 20250901 5658.0 5658.0 ... 33322.25 5622.0 5692.0 SM
182 SM511 20250901 5700.0 5770.0 ... 134900.58 5704.0 5770.0 SM
183 SM512 20250901 5750.0 5750.0 ... 45444.14 5714.0 5772.0 SM
184 SM601 20250901 5750.0 5754.0 ... 541526.24 5716.0 5786.0 SM
185 SM602 20250901 5736.0 5752.0 ... 26467.44 5732.0 5800.0 SM
186 SM603 20250901 5744.0 5758.0 ... 112.00 5744.0 5806.0 SM
187 SM604 20250901 0.0 0.0 ... 0.00 5778.0 5810.0 SM
188 SM605 20250901 5798.0 5798.0 ... 8068.68 5760.0 5830.0 SM
189 SM606 20250901 5768.0 5770.0 ... 28.78 5756.0 5824.0 SM
190 SM607 20250901 5812.0 5812.0 ... 112.78 5784.0 5844.0 SM
191 SM608 20250901 5828.0 5830.0 ... 43.52 5804.0 5874.0 SM
192 SR509 20250901 5581.0 5630.0 ... 1773.13 5611.0 5598.0 SR
193 SR511 20250901 5582.0 5601.0 ... 153323.50 5588.0 5586.0 SR
194 SR601 20250901 5600.0 5612.0 ... 784954.64 5602.0 5600.0 SR
195 SR603 20250901 5580.0 5590.0 ... 1908.89 5582.0 5579.0 SR
196 SR605 20250901 5565.0 5574.0 ... 26958.98 5567.0 5560.0 SR
197 SR607 20250901 5563.0 5570.0 ... 862.35 5564.0 5556.0 SR
198 TA509 20250901 4762.0 4762.0 ... 32404.11 4720.0 4718.0 TA
199 TA510 20250901 4772.0 4784.0 ... 154615.01 4756.0 4762.0 TA
200 TA511 20250901 4764.0 4784.0 ... 139832.74 4758.0 4766.0 TA
201 TA512 20250901 4782.0 4790.0 ... 58866.19 4766.0 4768.0 TA
202 TA601 20250901 4790.0 4794.0 ... 1258698.51 4770.0 4774.0 TA
203 TA602 20250901 4794.0 4800.0 ... 15056.82 4778.0 4800.0 TA
204 TA603 20250901 4810.0 4812.0 ... 198.79 4790.0 4814.0 TA
205 TA604 20250901 0.0 0.0 ... 0.00 4806.0 4812.0 TA
206 TA605 20250901 4826.0 4832.0 ... 33991.04 4804.0 4812.0 TA
207 TA606 20250901 0.0 0.0 ... 0.00 4816.0 4816.0 TA
208 TA607 20250901 4834.0 4834.0 ... 4.82 4822.0 4846.0 TA
209 TA608 20250901 0.0 0.0 ... 0.00 4842.0 4858.0 TA
210 UR509 20250901 1707.0 1707.0 ... 1233.43 1671.0 1688.0 UR
211 UR510 20250901 1696.0 1699.0 ... 13660.85 1688.0 1708.0 UR
212 UR511 20250901 1736.0 1744.0 ... 33786.51 1732.0 1746.0 UR
213 UR512 20250901 1729.0 1744.0 ... 15810.96 1734.0 1748.0 UR
214 UR601 20250901 1742.0 1750.0 ... 636251.78 1737.0 1750.0 UR
215 UR602 20250901 1737.0 1745.0 ... 582.79 1734.0 1746.0 UR
216 UR603 20250901 1778.0 1789.0 ... 188.50 1778.0 1786.0 UR
217 UR604 20250901 1779.0 1779.0 ... 10.66 1777.0 1787.0 UR
218 UR605 20250901 1783.0 1791.0 ... 19103.11 1780.0 1790.0 UR
219 UR606 20250901 1779.0 1779.0 ... 120.60 1774.0 1784.0 UR
220 UR607 20250901 1787.0 1795.0 ... 125.26 1789.0 1796.0 UR
221 UR608 20250901 1784.0 1792.0 ... 35.71 1785.0 1791.0 UR
222 WH509 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 16:26:33,089 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 a2509 20250901 4072.00 ... 4092.00 4069.00 A
1 a2511 20250901 3945.00 ... 3961.00 3933.00 A
2 a2601 20250901 3948.00 ... 3962.00 3936.00 A
3 a2603 20250901 3950.00 ... 3961.00 3939.00 A
4 a2605 20250901 3995.00 ... 4005.00 3984.00 A
5 a2607 20250901 4000.00 ... 4008.00 3992.00 A
6 b2509 20250901 3718.00 ... 3695.00 3718.00 B
7 b2510 20250901 3699.00 ... 3702.00 3685.00 B
8 b2511 20250901 3732.00 ... 3736.00 3721.00 B
9 b2512 20250901 3763.00 ... 3768.00 3755.00 B
10 b2601 20250901 3756.00 ... 3763.00 3748.00 B
11 b2602 20250901 3742.00 ... 3746.00 3730.00 B
12 b2603 20250901 3689.00 ... 3694.00 3687.00 B
13 b2604 20250901 3596.00 ... 3599.00 3589.00 B
14 b2605 20250901 3533.00 ... 3531.00 3529.00 B
15 b2606 20250901 3512.00 ... 3518.00 3508.00 B
16 b2607 20250901 3526.00 ... 3524.00 3513.00 B
17 b2608 20250901 0.00 ... 3596.00 3596.00 B
18 bb2509 20250901 0.00 ... 136.00 136.00 BB
19 bb2511 20250901 144.00 ... 143.60 144.70 BB
20 bb2601 20250901 147.95 ... 146.65 147.20 BB
21 bb2603 20250901 146.40 ... 146.40 147.00 BB
22 bb2605 20250901 0.00 ... 140.25 140.80 BB
23 bb2607 20250901 0.00 ... 146.00 146.55 BB
24 bz2603 20250901 6053.00 ... 6002.00 6065.00 BZ
25 bz2604 20250901 6035.00 ... 5991.00 6037.00 BZ
26 bz2605 20250901 6016.00 ... 5985.00 6067.00 BZ
27 bz2606 20250901 5991.00 ... 5949.00 6039.00 BZ
28 bz2607 20250901 5971.00 ... 5971.00 6108.00 BZ
29 bz2608 20250901 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250901 2233.00 ... 2240.00 2233.00 C
31 c2511 20250901 2192.00 ... 2190.00 2187.00 C
32 c2601 20250901 2180.00 ... 2180.00 2181.00 C
33 c2603 20250901 2196.00 ... 2197.00 2198.00 C
34 c2605 20250901 2248.00 ... 2247.00 2247.00 C
35 c2607 20250901 2261.00 ... 2259.00 2260.00 C
36 cs2509 20250901 2482.00 ... 2489.00 2504.00 CS
37 cs2511 20250901 2501.00 ... 2499.00 2492.00 CS
38 cs2601 20250901 2531.00 ... 2532.00 2527.00 CS
39 cs2603 20250901 2539.00 ... 2537.00 2535.00 CS
40 cs2605 20250901 2611.00 ... 2606.00 2605.00 CS
41 cs2607 20250901 2615.00 ... 2613.00 2609.00 CS
42 eb2509 20250901 6978.00 ... 6924.00 7059.00 EB
43 eb2510 20250901 7091.00 ... 7018.00 7117.00 EB
44 eb2511 20250901 7122.00 ... 7036.00 7133.00 EB
45 eb2512 20250901 7139.00 ... 7061.00 7154.00 EB
46 eb2601 20250901 7168.00 ... 7106.00 7187.00 EB
47 eb2602 20250901 7189.00 ... 7123.00 7210.00 EB
48 eb2603 20250901 7215.00 ... 7162.00 7255.00 EB
49 eb2604 20250901 7248.00 ... 7197.00 7276.00 EB
50 eb2605 20250901 7264.00 ... 7209.00 7290.00 EB
51 eb2606 20250901 7228.00 ... 7194.00 7341.00 EB
52 eb2607 20250901 7185.00 ... 7185.00 7376.00 EB
53 eb2608 20250901 7246.00 ... 7246.00 7350.00 EB
54 eg2509 20250901 4430.00 ... 4414.00 4429.00 EG
55 eg2510 20250901 4443.00 ... 4414.00 4439.00 EG
56 eg2511 20250901 4460.00 ... 4435.00 4453.00 EG
57 eg2512 20250901 4460.00 ... 4448.00 4465.00 EG
58 eg2601 20250901 4461.00 ... 4438.00 4470.00 EG
59 eg2602 20250901 4460.00 ... 4463.00 4476.00 EG
60 eg2603 20250901 0.00 ... 4476.00 4476.00 EG
61 eg2604 20250901 0.00 ... 4518.00 4518.00 EG
62 eg2605 20250901 4503.00 ... 4474.00 4507.00 EG
63 eg2606 20250901 4473.00 ... 4465.00 4522.00 EG
64 eg2607 20250901 4511.00 ... 4511.00 4507.00 EG
65 eg2608 20250901 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250901 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250901 1274.00 ... 1271.00 1274.50 FB
68 fb2511 20250901 1273.00 ... 1268.00 1275.50 FB
69 fb2512 20250901 1268.50 ... 1264.00 1270.00 FB
70 fb2601 20250901 1269.00 ... 1255.00 1263.00 FB
71 fb2602 20250901 1251.00 ... 1247.00 1253.00 FB
72 fb2603 20250901 1248.50 ... 1247.50 1313.50 FB
73 fb2604 20250901 1284.00 ... 1283.50 1310.50 FB
74 fb2605 20250901 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250901 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250901 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250901 0.00 ... 1302.50 1302.50 FB
78 i2509 20250901 805.00 ... 804.50 808.00 I
79 i2510 20250901 804.00 ... 791.00 804.00 I
80 i2511 20250901 800.00 ... 785.00 799.50 I
81 i2512 20250901 792.00 ... 781.50 795.00 I
82 i2601 20250901 787.00 ... 771.00 787.00 I
83 i2602 20250901 779.00 ... 767.00 781.50 I
84 i2603 20250901 771.00 ... 760.00 775.00 I
85 i2604 20250901 769.00 ... 757.00 770.00 I
86 i2605 20250901 764.00 ... 746.50 763.50 I
87 i2606 20250901 755.00 ... 745.50 757.50 I
88 i2607 20250901 751.00 ... 740.50 754.00 I
89 i2608 20250901 747.50 ... 736.00 750.00 I
90 j2509 20250901 1509.00 ... 1507.50 1532.00 J
91 j2510 20250901 1518.50 ... 1514.50 1571.00 J
92 j2511 20250901 1563.00 ... 1544.00 1602.00 J
93 j2512 20250901 1610.00 ... 1592.50 1622.50 J
94 j2601 20250901 1638.00 ... 1603.50 1653.00 J
95 j2602 20250901 1660.00 ... 1631.50 1671.00 J
96 j2603 20250901 1665.00 ... 1639.00 1683.00 J
97 j2604 20250901 0.00 ... 1696.00 1729.50 J
98 j2605 20250901 1730.50 ... 1692.00 1745.00 J
99 j2606 20250901 0.00 ... 1723.00 1760.00 J
100 j2607 20250901 1739.00 ... 1725.00 1770.00 J
101 j2608 20250901 1679.00 ... 1679.50 1771.00 J
102 jd2509 20250901 2863.00 ... 2824.00 2850.00 JD
103 jd2510 20250901 2958.00 ... 2948.00 2935.00 JD
104 jd2511 20250901 2980.00 ... 3000.00 2962.00 JD
105 jd2512 20250901 3141.00 ... 3157.00 3122.00 JD
106 jd2601 20250901 3330.00 ... 3337.00 3320.00 JD
107 jd2602 20250901 3085.00 ... 3094.00 3079.00 JD
108 jd2603 20250901 3086.00 ... 3100.00 3092.00 JD
109 jd2604 20250901 3247.00 ... 3264.00 3256.00 JD
110 jd2605 20250901 3350.00 ... 3359.00 3366.00 JD
111 jd2606 20250901 3200.00 ... 3192.00 3178.00 JD
112 jd2607 20250901 3400.00 ... 3401.00 3373.00 JD
113 jd2608 20250901 3800.00 ... 3799.00 3735.00 JD
114 jm2509 20250901 986.50 ... 963.00 990.00 JM
115 jm2510 20250901 1013.50 ... 985.00 1019.50 JM
116 jm2511 20250901 1069.00 ... 1034.50 1070.50 JM
117 jm2512 20250901 1118.00 ... 1083.50 1116.50 JM
118 jm2601 20250901 1152.00 ... 1121.50 1156.50 JM
119 jm2602 20250901 1169.00 ... 1136.00 1172.00 JM
120 jm2603 20250901 1177.00 ... 1148.00 1184.00 JM
121 jm2604 20250901 1187.00 ... 1159.50 1189.50 JM
122 jm2605 20250901 1193.00 ... 1165.50 1199.50 JM
123 jm2606 20250901 1200.00 ... 1176.50 1206.50 JM
124 jm2607 20250901 1211.00 ... 1187.50 1219.00 JM
125 jm2608 20250901 1220.00 ... 1202.00 1225.00 JM
126 l2509 20250901 7276.00 ... 7209.00 7276.00 L
127 l2510 20250901 7279.00 ... 7243.00 7291.00 L
128 l2511 20250901 7287.00 ... 7249.00 7307.00 L
129 l2512 20250901 7289.00 ... 7255.00 7321.00 L
130 l2601 20250901 7280.00 ... 7256.00 7317.00 L
131 l2602 20250901 7278.00 ... 7247.00 7306.00 L
132 l2603 20250901 7286.00 ... 7248.00 7316.00 L
133 l2604 20250901 7249.00 ... 7273.00 7326.00 L
134 l2605 20250901 7294.00 ... 7260.00 7317.00 L
135 l2606 20250901 7260.00 ... 7258.00 7363.00 L
136 l2607 20250901 7323.00 ... 7285.00 7308.00 L
137 l2608 20250901 7340.00 ... 7301.00 7321.00 L
138 lg2509 20250901 781.00 ... 779.00 783.50 LG
139 lg2511 20250901 820.00 ... 818.50 820.50 LG
140 lg2601 20250901 838.50 ... 830.50 835.50 LG
141 lg2603 20250901 833.50 ... 834.00 839.50 LG
142 lg2605 20250901 834.00 ... 834.00 840.00 LG
143 lg2607 20250901 835.00 ... 835.50 840.00 LG
144 lh2509 20250901 13165.00 ... 13160.00 13095.00 LH
145 lh2511 20250901 13700.00 ... 13625.00 13580.00 LH
146 lh2601 20250901 13935.00 ... 13885.00 13910.00 LH
147 lh2603 20250901 13150.00 ... 13120.00 13125.00 LH
148 lh2605 20250901 13550.00 ... 13560.00 13530.00 LH
149 lh2607 20250901 14100.00 ... 14120.00 14115.00 LH
150 m2509 20250901 3002.00 ... 3013.00 3002.00 M
151 m2511 20250901 3035.00 ... 3033.00 3020.00 M
152 m2512 20250901 3065.00 ... 3070.00 3056.00 M
153 m2601 20250901 3052.00 ... 3060.00 3047.00 M
154 m2603 20250901 2986.00 ... 2988.00 2984.00 M
155 m2605 20250901 2819.00 ... 2819.00 2811.00 M
156 m2607 20250901 2808.00 ... 2807.00 2800.00 M
157 m2608 20250901 2935.00 ... 2933.00 2927.00 M
158 p2509 20250901 9300.00 ... 9314.00 9310.00 P
159 p2510 20250901 9254.00 ... 9292.00 9320.00 P
160 p2511 20250901 9266.00 ... 9286.00 9316.00 P
161 p2512 20250901 9276.00 ... 9306.00 9330.00 P
162 p2601 20250901 9300.00 ... 9326.00 9348.00 P
163 p2602 20250901 9266.00 ... 9290.00 9310.00 P
164 p2603 20250901 9224.00 ... 9240.00 9248.00 P
165 p2604 20250901 9096.00 ... 9164.00 9208.00 P
166 p2605 20250901 9070.00 ... 9086.00 9106.00 P
167 p2606 20250901 8924.00 ... 8992.00 9004.00 P
168 p2607 20250901 8842.00 ... 8874.00 8890.00 P
169 p2608 20250901 8772.00 ... 8812.00 8870.00 P
170 pg2509 20250901 3700.00 ... 3693.00 3727.00 PG
171 pg2510 20250901 4403.00 ... 4364.00 4366.00 PG
172 pg2511 20250901 4332.00 ... 4282.00 4289.00 PG
173 pg2512 20250901 4262.00 ... 4219.00 4233.00 PG
174 pg2601 20250901 4202.00 ... 4160.00 4174.00 PG
175 pg2602 20250901 4137.00 ... 4100.00 4110.00 PG
176 pg2603 20250901 4045.00 ... 4021.00 4028.00 PG
177 pg2604 20250901 4348.00 ... 4326.00 4336.00 PG
178 pg2605 20250901 4272.00 ... 4251.00 4242.00 PG
179 pg2606 20250901 4202.00 ... 4206.00 4194.00 PG
180 pg2607 20250901 4104.00 ... 4111.00 4136.00 PG
181 pg2608 20250901 4120.00 ... 4120.00 4090.00 PG
182 pp2509 20250901 6882.00 ... 6862.00 6911.00 PP
183 pp2510 20250901 6939.00 ... 6904.00 6941.00 PP
184 pp2511 20250901 6957.00 ... 6926.00 6962.00 PP
185 pp2512 20250901 6975.00 ... 6942.00 6983.00 PP
186 pp2601 20250901 6990.00 ... 6949.00 6992.00 PP
187 pp2602 20250901 6959.00 ... 6927.00 6969.00 PP
188 pp2603 20250901 6915.00 ... 6932.00 6963.00 PP
189 pp2604 20250901 6994.00 ... 6960.00 6998.00 PP
190 pp2605 20250901 7001.00 ... 6973.00 7011.00 PP
191 pp2606 20250901 6971.00 ... 6946.00 6987.00 PP
192 pp2607 20250901 6957.00 ... 6941.00 6949.00 PP
193 pp2608 20250901 6920.00 ... 6937.00 6969.00 PP
194 rr2509 20250901 0.00 ... 3558.00 3558.00 RR
195 rr2510 20250901 3613.00 ... 3611.00 3611.00 RR
196 rr2511 20250901 3614.00 ... 3612.00 3612.00 RR
197 rr2512 20250901 3608.00 ... 3608.00 3607.00 RR
198 rr2601 20250901 3623.00 ... 3621.00 3619.00 RR
199 rr2602 20250901 3606.00 ... 3604.00 3609.00 RR
200 rr2603 20250901 0.00 ... 3602.00 3602.00 RR
201 rr2604 20250901 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250901 3610.00 ... 3610.00 3595.00 RR
203 rr2606 20250901 3607.00 ... 3607.00 3605.00 RR
204 rr2607 20250901 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250901 0.00 ... 3625.00 3625.00 RR
206 v2509 20250901 4743.00 ... 4721.00 4748.00 V
207 v2510 20250901 4787.00 ... 4769.00 4796.00 V
208 v2511 20250901 4843.00 ... 4805.00 4831.00 V
209 v2512 20250901 4871.00 ... 4842.00 4872.00 V
210 v2601 20250901 4907.00 ... 4881.00 4909.00 V
211 v2602 20250901 4942.00 ... 4917.00 4949.00 V
212 v2603 20250901 4968.00 ... 4955.00 4973.00 V
213 v2604 20250901 5169.00 ... 5156.00 5175.00 V
214 v2605 20250901 5209.00 ... 5183.00 5206.00 V
215 v2606 20250901 5213.00 ... 5208.00 5239.00 V
216 v2607 20250901 5258.00 ... 5244.00 5271.00 V
217 v2608 20250901 5299.00 ... 5277.00 5292.00 V
218 y2509 20250901 8414.00 ... 8400.00 8414.00 Y
219 y2511 20250901 8384.00 ... 8358.00 8388.00 Y
220 y2512 20250901 8396.00 ... 8380.00 8410.00 Y
221 y2601 20250901 8360.00 ... 8330.00 8358.00 Y
222 y2603 20250901 8282.00 ... 8262.00 8304.00 Y
223 y2605 20250901 8056.00 ... 8040.00 8076.00 Y
224 y2607 20250901 8032.00 ... 8006.00 8036.00 Y
225 y2608 20250901 8000.00 ... 7994.00 7992.00 Y
[226 rows x 12 columns]
2025-09-01 16:26:33,583 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250901 ... 79750 79200 CU
1 1 CU2510 20250901 ... 79710 79220 CU
2 2 CU2511 20250901 ... 79690 79220 CU
3 3 CU2512 20250901 ... 79620 79160 CU
4 4 CU2601 20250901 ... 79580 79160 CU
5 5 CU2602 20250901 ... 79580 79090 CU
6 6 CU2603 20250901 ... 79620 79070 CU
7 7 CU2604 20250901 ... 79640 79230 CU
8 8 CU2605 20250901 ... 79620 79140 CU
9 9 CU2606 20250901 ... 79610 79240 CU
10 10 CU2607 20250901 ... 79660 79180 CU
11 11 CU2608 20250901 ... 79660 79240 CU
12 12 BC2509 20250901 ... 70580 70040 BC
13 13 BC2510 20250901 ... 70760 70260 BC
14 14 BC2511 20250901 ... 70750 70270 BC
15 15 BC2512 20250901 ... 70740 70180 BC
16 16 BC2601 20250901 ... 70590 69980 BC
17 17 BC2602 20250901 ... 70400 70100 BC
18 18 BC2603 20250901 ... 71470 70100 BC
19 19 BC2604 20250901 ... 70370 69390 BC
20 20 BC2605 20250901 ... 70370 69410 BC
21 21 BC2606 20250901 ... 70210 69790 BC
22 22 BC2607 20250901 ... 70130 69370 BC
23 23 BC2608 20250901 ... 70100 69370 BC
24 24 AL2509 20250901 ... 20675 20740 AL
25 25 AL2510 20250901 ... 20670 20730 AL
26 26 AL2511 20250901 ... 20650 20715 AL
27 27 AL2512 20250901 ... 20625 20695 AL
28 28 AL2601 20250901 ... 20605 20680 AL
29 29 AL2602 20250901 ... 20610 20685 AL
30 30 AL2603 20250901 ... 20655 20710 AL
31 31 AL2604 20250901 ... 20680 20720 AL
32 32 AL2605 20250901 ... 20690 20750 AL
33 33 AL2606 20250901 ... 20695 20755 AL
34 34 AL2607 20250901 ... 20700 20755 AL
35 35 AL2608 20250901 ... 20715 20745 AL
36 36 ZN2509 20250901 ... 22155 22080 ZN
37 37 ZN2510 20250901 ... 22195 22095 ZN
38 38 ZN2511 20250901 ... 22180 22095 ZN
39 39 ZN2512 20250901 ... 22190 22105 ZN
40 40 ZN2601 20250901 ... 22200 22110 ZN
41 41 ZN2602 20250901 ... 22195 22120 ZN
42 42 ZN2603 20250901 ... 22225 22180 ZN
43 43 ZN2604 20250901 ... 22250 22180 ZN
44 44 ZN2605 20250901 ... 22285 22195 ZN
45 45 ZN2606 20250901 ... 22265 22170 ZN
46 46 ZN2607 20250901 ... 22275 22170 ZN
47 47 ZN2608 20250901 ... 22295 22190 ZN
48 48 PB2509 20250901 ... 16795 16810 PB
49 49 PB2510 20250901 ... 16840 16850 PB
50 50 PB2511 20250901 ... 16855 16860 PB
51 51 PB2512 20250901 ... 16880 16875 PB
52 52 PB2601 20250901 ... 16890 16885 PB
53 53 PB2602 20250901 ... 16955 16965 PB
54 54 PB2603 20250901 ... 16995 16950 PB
55 55 PB2604 20250901 ... 16990 16975 PB
56 56 PB2605 20250901 ... 17035 17015 PB
57 57 PB2606 20250901 ... 17070 17105 PB
58 58 PB2607 20250901 ... 17120 17125 PB
59 59 PB2608 20250901 ... 17150 17105 PB
60 60 NI2509 20250901 ... 122460 121010 NI
61 61 NI2510 20250901 ... 122770 121300 NI
62 62 NI2511 20250901 ... 122990 121410 NI
63 63 NI2512 20250901 ... 123180 121570 NI
64 64 NI2601 20250901 ... 123370 121830 NI
65 65 NI2602 20250901 ... 123570 122050 NI
66 66 NI2603 20250901 ... 123680 122310 NI
67 67 NI2604 20250901 ... 123980 122650 NI
68 68 NI2605 20250901 ... 124310 122920 NI
69 69 NI2606 20250901 ... 124440 123120 NI
70 70 NI2607 20250901 ... 124500 123280 NI
71 71 NI2608 20250901 ... 125420 123480 NI
72 72 SN2509 20250901 ... 273340 274520 SN
73 73 SN2510 20250901 ... 273770 275810 SN
74 74 SN2511 20250901 ... 274070 276040 SN
75 75 SN2512 20250901 ... 274230 276090 SN
76 76 SN2601 20250901 ... 273920 275800 SN
77 77 SN2602 20250901 ... 273260 274410 SN
78 78 SN2603 20250901 ... 273800 275990 SN
79 79 SN2604 20250901 ... 275560 274310 SN
80 80 SN2605 20250901 ... 273970 276340 SN
81 81 SN2606 20250901 ... 273820 278230 SN
82 82 SN2607 20250901 ... 273970 276450 SN
83 83 SN2608 20250901 ... 274470 275770 SN
84 84 AO2509 20250901 ... 2982 3006 AO
85 85 AO2510 20250901 ... 2992 3019 AO
86 86 AO2511 20250901 ... 2999 3022 AO
87 87 AO2512 20250901 ... 3007 3025 AO
88 88 AO2601 20250901 ... 3009 3030 AO
89 89 AO2602 20250901 ... 3006 3025 AO
90 90 AO2603 20250901 ... 3009 3025 AO
91 91 AO2604 20250901 ... 3022 3041 AO
92 92 AO2605 20250901 ... 3023 3044 AO
93 93 AO2606 20250901 ... 3025 3048 AO
94 94 AO2607 20250901 ... 3034 3052 AO
95 95 AO2608 20250901 ... 3041 3049 AO
96 96 AD2511 20250901 ... 20275 20320 AD
97 97 AD2512 20250901 ... 20275 20335 AD
98 98 AD2601 20250901 ... 20325 20245 AD
99 99 AD2602 20250901 ... 20210 20210 AD
100 100 AD2603 20250901 ... 20220 20220 AD
101 101 AD2604 20250901 ... 19975 19975 AD
102 102 AD2605 20250901 ... 20040 20095 AD
103 103 AD2606 20250901 ... 19935 19935 AD
104 104 AD2607 20250901 ... 19925 19925 AD
105 105 AD2608 20250901 ... 20170 20315 AD
106 106 AU2509 20250901 ... 796.82 783.22 AU
107 107 AU2510 20250901 ... 794.72 784.26 AU
108 108 AU2511 20250901 ... 798.14 785.6 AU
109 109 AU2512 20250901 ... 797.72 786.56 AU
110 110 AU2602 20250901 ... 800.18 788.54 AU
111 111 AU2604 20250901 ... 802.12 790.86 AU
112 112 AU2606 20250901 ... 804.5 793 AU
113 113 AU2608 20250901 ... 805.4 795.26 AU
114 114 AG2509 20250901 ... 9626 9374 AG
115 115 AG2510 20250901 ... 9600 9385 AG
116 116 AG2511 20250901 ... 9594 9397 AG
117 117 AG2512 20250901 ... 9632 9409 AG
118 118 AG2601 20250901 ... 9648 9417 AG
119 119 AG2602 20250901 ... 9632 9428 AG
120 120 AG2603 20250901 ... 9662 9442 AG
121 121 AG2604 20250901 ... 9672 9460 AG
122 122 AG2605 20250901 ... 9696 9469 AG
123 123 AG2606 20250901 ... 9703 9486 AG
124 124 AG2607 20250901 ... 9699 9497 AG
125 125 AG2608 20250901 ... 9732 9516 AG
126 126 RB2509 20250901 ... 2978 3057 RB
127 127 RB2510 20250901 ... 3062 3107 RB
128 128 RB2511 20250901 ... 3065 3106 RB
129 129 RB2512 20250901 ... 3109 3157 RB
130 130 RB2601 20250901 ... 3122 3175 RB
131 131 RB2602 20250901 ... 3108 3161 RB
132 132 RB2603 20250901 ... 3121 3173 RB
133 133 RB2604 20250901 ... 3149 3199 RB
134 134 RB2605 20250901 ... 3165 3217 RB
135 135 RB2606 20250901 ... 3182 3236 RB
136 136 RB2607 20250901 ... 3195 3246 RB
137 137 RB2608 20250901 ... 3197 3242 RB
138 138 WR2509 20250901 ... 3342 3342 WR
139 139 WR2510 20250901 ... 3264 3316 WR
140 140 WR2511 20250901 ... 3282 3284 WR
141 141 WR2512 20250901 ... 3409 3439 WR
142 142 WR2601 20250901 ... 3380 3380 WR
143 143 WR2602 20250901 ... 3355 3365 WR
144 144 WR2603 20250901 ... 3438 3438 WR
145 145 WR2604 20250901 ... 3455 3455 WR
146 146 WR2605 20250901 ... 3429 3429 WR
147 147 WR2606 20250901 ... 3396 3396 WR
148 148 WR2607 20250901 ... 3417 3449 WR
149 149 WR2608 20250901 ... 3344 3344 WR
150 150 HC2509 20250901 ... 3341 3397 HC
151 151 HC2510 20250901 ... 3326 3366 HC
152 152 HC2511 20250901 ... 3324 3360 HC
153 153 HC2512 20250901 ... 3323 3362 HC
154 154 HC2601 20250901 ... 3310 3356 HC
155 155 HC2602 20250901 ... 3297 3367 HC
156 156 HC2603 20250901 ... 3308 3354 HC
157 157 HC2604 20250901 ... 3311 3369 HC
158 158 HC2605 20250901 ... 3314 3359 HC
159 159 HC2606 20250901 ... 3322 3362 HC
160 160 HC2607 20250901 ... 3316 3363 HC
161 161 HC2608 20250901 ... 3304 3361 HC
162 162 SS2509 20250901 ... 12805 12725 SS
163 163 SS2510 20250901 ... 12875 12805 SS
164 164 SS2511 20250901 ... 12945 12870 SS
165 165 SS2512 20250901 ... 13000 12930 SS
166 166 SS2601 20250901 ... 13055 12990 SS
167 167 SS2602 20250901 ... 13080 13035 SS
168 168 SS2603 20250901 ... 13175 13110 SS
169 169 SS2604 20250901 ... 13240 13175 SS
170 170 SS2605 20250901 ... 13305 13255 SS
171 171 SS2606 20250901 ... 13320 13310 SS
172 172 SS2607 20250901 ... 13410 13330 SS
173 173 SS2608 20250901 ... 13410 13405 SS
174 174 SC2510 20250901 ... 483.6 482.9 SC
175 175 SC2511 20250901 ... 484 483.7 SC
176 176 SC2512 20250901 ... 483.8 483.6 SC
177 177 SC2601 20250901 ... 482.9 482.7 SC
178 178 SC2602 20250901 ... 482 482.2 SC
179 179 SC2603 20250901 ... 479.8 480.7 SC
180 180 SC2604 20250901 ... 478.7 478.4 SC
181 181 SC2605 20250901 ... 477.5 478.9 SC
182 182 SC2606 20250901 ... 476.9 476.9 SC
183 183 SC2607 20250901 ... 473.4 476 SC
184 184 SC2608 20250901 ... 475.3 476.5 SC
185 185 SC2609 20250901 ... 470.6 476.1 SC
186 186 SC2612 20250901 ... 476.6 480.9 SC
187 187 SC2703 20250901 ... 475.9 477 SC
188 188 SC2706 20250901 ... 475 476.4 SC
189 189 SC2709 20250901 ... 471.3 474.8 SC
190 190 SC2712 20250901 ... 471.3 474.4 SC
191 191 SC2803 20250901 ... 471.4 471.4 SC
192 192 SC2806 20250901 ... 469 469 SC
193 193 SC2809 20250901 ... 469 469 SC
194 194 LU2510 20250901 ... 3458 3483 LU
195 195 LU2511 20250901 ... 3471 3491 LU
196 196 LU2512 20250901 ... 3457 3473 LU
197 197 LU2601 20250901 ... 3443 3454 LU
198 198 LU2602 20250901 ... 3413 3419 LU
199 199 LU2603 20250901 ... 3396 3434 LU
200 200 LU2604 20250901 ... 3391 3415 LU
201 201 LU2605 20250901 ... 3374 3407 LU
202 202 LU2606 20250901 ... 3373 3424 LU
203 203 LU2607 20250901 ... 3392 3412 LU
204 204 LU2608 20250901 ... 3386 3407 LU
205 205 LU2609 20250901 ... 3374 3407 LU
206 206 FU2510 20250901 ... 2820 2825 FU
207 207 FU2511 20250901 ... 2822 2817 FU
208 208 FU2512 20250901 ... 2814 2804 FU
209 209 FU2601 20250901 ... 2804 2797 FU
210 210 FU2602 20250901 ... 2790 2784 FU
211 211 FU2603 20250901 ... 2773 2768 FU
212 212 FU2604 20250901 ... 2770 2768 FU
213 213 FU2605 20250901 ... 2761 2753 FU
214 214 FU2606 20250901 ... 2760 2743 FU
215 215 FU2607 20250901 ... 2737 2728 FU
216 216 FU2608 20250901 ... 2730 2717 FU
217 217 FU2609 20250901 ... 2722 2717 FU
218 218 BU2509 20250901 ... 3527 3526 BU
219 219 BU2510 20250901 ... 3510 3505 BU
220 220 BU2511 20250901 ... 3491 3482 BU
221 221 BU2512 20250901 ... 3436 3428 BU
222 222 BU2601 20250901 ... 3403 3392 BU
223 223 BU2602 20250901 ... 3406 3398 BU
224 224 BU2603 20250901 ... 3412 3381 BU
225 225 BU2604 20250901 ... 3406 3400 BU
226 226 BU2605 20250901 ... 3403 3394 BU
227 227 BU2606 20250901 ... 3411 3387 BU
228 228 BU2607 20250901 ... 3386 3379 BU
229 229 BU2608 20250901 ... 3367 3367 BU
230 230 BU2609 20250901 ... 3382 3363 BU
231 231 BU2612 20250901 ... 3329 3322 BU
232 232 BU2703 20250901 ... 3334 3322 BU
233 233 BU2706 20250901 ... 3324 3310 BU
234 234 BR2509 20250901 ... 11870 11845 BR
235 235 BR2510 20250901 ... 11865 11855 BR
236 236 BR2511 20250901 ... 11845 11825 BR
237 237 BR2512 20250901 ... 11835 11810 BR
238 238 BR2601 20250901 ... 11840 11805 BR
239 239 BR2602 20250901 ... 11940 11865 BR
240 240 BR2603 20250901 ... 11865 11855 BR
241 241 BR2604 20250901 ... 11885 11890 BR
242 242 BR2605 20250901 ... 11930 11900 BR
243 243 BR2606 20250901 ... 11980 11870 BR
244 244 BR2607 20250901 ... 12015 12015 BR
245 245 BR2608 20250901 ... 12000 12000 BR
246 246 RU2509 20250901 ... 14875 14870 RU
247 247 RU2510 20250901 ... 14890 14870 RU
248 248 RU2511 20250901 ... 14865 14855 RU
249 249 RU2601 20250901 ... 15840 15830 RU
250 250 RU2603 20250901 ... 15870 15855 RU
251 251 RU2604 20250901 ... 15870 15895 RU
252 252 RU2605 20250901 ... 15930 15915 RU
253 253 RU2606 20250901 ... 15990 16000 RU
254 254 RU2607 20250901 ... 15970 15930 RU
255 255 RU2608 20250901 ... 16030 16095 RU
256 256 NR2509 20250901 ... 12640 12610 NR
257 257 NR2510 20250901 ... 12675 12670 NR
258 258 NR2511 20250901 ... 12715 12705 NR
259 259 NR2512 20250901 ... 12745 12735 NR
260 260 NR2601 20250901 ... 12780 12780 NR
261 261 NR2602 20250901 ... 12765 12765 NR
262 262 NR2603 20250901 ... 12760 12810 NR
263 263 NR2604 20250901 ... 12780 12840 NR
264 264 NR2605 20250901 ... 12815 12860 NR
265 265 NR2606 20250901 ... 12855 12980 NR
266 266 NR2607 20250901 ... 12865 12835 NR
267 267 NR2608 20250901 ... 12905 12890 NR
268 268 SP2509 20250901 ... 4980 4944 SP
269 269 SP2510 20250901 ... 5004 4972 SP
270 270 SP2511 20250901 ... 5032 4994 SP
271 271 SP2512 20250901 ... 5046 5012 SP
272 272 SP2601 20250901 ... 5340 5322 SP
273 273 SP2602 20250901 ... 5336 5312 SP
274 274 SP2603 20250901 ... 5352 5326 SP
275 275 SP2604 20250901 ... 5362 5328 SP
276 276 SP2605 20250901 ... 5366 5346 SP
277 277 SP2606 20250901 ... 5366 5374 SP
278 278 SP2607 20250901 ... 5378 5352 SP
279 279 SP2608 20250901 ... 5372 5358 SP
280 280 EC2510 20250901 ... 1293.8 1272 EC
281 281 EC2512 20250901 ... 1621.9 1562.6 EC
282 282 EC2602 20250901 ... 1439.5 1406 EC
283 283 EC2604 20250901 ... 1230.5 1210.6 EC
284 284 EC2606 20250901 ... 1407.4 1375.1 EC
285 285 EC2608 20250901 ... 1599.5 1562.7 EC
286 287 SC_TAS2510 20250901 ... SC_TAS
287 288 SC_TAS2511 20250901 ... SC_TAS
288 289 SC_TAS2512 20250901 ... SC_TAS
289 290 SC_TAS2601 20250901 ... SC_TAS
[290 rows x 13 columns]
2025-09-01 16:26:33,683 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 PS2509 20250901 50060.0 ... 49445.0 49520.0 PS
1 PS2510 20250901 49845.0 ... 50110.0 49540.0 PS
2 PS2511 20250901 49265.0 ... 49895.0 49310.0 PS
3 PS2512 20250901 51940.0 ... 52290.0 51880.0 PS
4 PS2601 20250901 51680.0 ... 52450.0 51940.0 PS
5 PS2602 20250901 52120.0 ... 52440.0 52110.0 PS
6 PS2603 20250901 52070.0 ... 52905.0 51900.0 PS
7 PS2604 20250901 52320.0 ... 52735.0 52415.0 PS
8 PS2605 20250901 52480.0 ... 53005.0 52400.0 PS
9 PS2606 20250901 55100.0 ... 55420.0 54890.0 PS
10 PS2607 20250901 55095.0 ... 55465.0 55050.0 PS
11 PS2608 20250901 55045.0 ... 55185.0 55120.0 PS
13 SI2509 20250901 8355.0 ... 8310.0 8365.0 SI
14 SI2510 20250901 8300.0 ... 8335.0 8425.0 SI
15 SI2511 20250901 8370.0 ... 8375.0 8420.0 SI
16 SI2512 20250901 8630.0 ... 8775.0 8790.0 SI
17 SI2601 20250901 8740.0 ... 8760.0 8785.0 SI
18 SI2602 20250901 8740.0 ... 8750.0 8775.0 SI
19 SI2603 20250901 8740.0 ... 8780.0 8790.0 SI
20 SI2604 20250901 8740.0 ... 8845.0 8795.0 SI
21 SI2605 20250901 8780.0 ... 8795.0 8810.0 SI
22 SI2606 20250901 8780.0 ... 8825.0 8815.0 SI
23 SI2607 20250901 8815.0 ... 8855.0 8845.0 SI
24 SI2608 20250901 8755.0 ... 8790.0 8810.0 SI
27 LC2509 20250901 76500.0 ... 76320.0 77620.0 LC
28 LC2510 20250901 76440.0 ... 75980.0 77740.0 LC
29 LC2511 20250901 77000.0 ... 75880.0 77680.0 LC
30 LC2512 20250901 75740.0 ... 75640.0 77320.0 LC
31 LC2601 20250901 76160.0 ... 75480.0 77080.0 LC
32 LC2602 20250901 75660.0 ... 75060.0 76700.0 LC
33 LC2603 20250901 75500.0 ... 74940.0 76260.0 LC
34 LC2604 20250901 75460.0 ... 75180.0 76180.0 LC
35 LC2605 20250901 75600.0 ... 75140.0 76060.0 LC
36 LC2606 20250901 75180.0 ... 74540.0 75820.0 LC
37 LC2607 20250901 74520.0 ... 74600.0 75740.0 LC
38 LC2608 20250901 75360.0 ... 74780.0 76280.0 LC
[36 rows x 12 columns]
2025-09-01 16:26:33,923 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 SC2510 20250901 487 ... 483.6 482.9 SC
1 SC2511 20250901 486.4 ... 484 483.7 SC
2 SC2512 20250901 486.3 ... 483.8 483.6 SC
3 SC2601 20250901 485.2 ... 482.9 482.7 SC
4 SC2602 20250901 483.7 ... 482 482.2 SC
5 SC2603 20250901 480.1 ... 479.8 480.7 SC
6 SC2604 20250901 478.5 ... 478.7 478.4 SC
7 SC2605 20250901 478.9 ... 477.5 478.9 SC
8 SC2606 20250901 478 ... 476.9 476.9 SC
9 SC2607 20250901 473.4 ... 473.4 476 SC
10 SC2608 20250901 476.8 ... 475.3 476.5 SC
11 SC2609 20250901 470.6 ... 470.6 476.1 SC
12 SC2612 20250901 480.9 ... 476.6 480.9 SC
13 SC2703 20250901 ... 475.9 477 SC
14 SC2706 20250901 ... 475 476.4 SC
15 SC2709 20250901 471.3 ... 471.3 474.8 SC
16 SC2712 20250901 471.5 ... 471.3 474.4 SC
17 SC2803 20250901 ... 471.4 471.4 SC
18 SC2806 20250901 ... 469 469 SC
19 SC2809 20250901 ... 469 469 SC
21 LU2510 20250901 3510 ... 3458 3483 LU
22 LU2511 20250901 3518 ... 3471 3491 LU
23 LU2512 20250901 3503 ... 3457 3473 LU
24 LU2601 20250901 3499 ... 3443 3454 LU
25 LU2602 20250901 3449 ... 3413 3419 LU
26 LU2603 20250901 3401 ... 3396 3434 LU
27 LU2604 20250901 3382 ... 3391 3415 LU
28 LU2605 20250901 3388 ... 3374 3407 LU
29 LU2606 20250901 3378 ... 3373 3424 LU
30 LU2607 20250901 3402 ... 3392 3412 LU
31 LU2608 20250901 3387 ... 3386 3407 LU
32 LU2609 20250901 3374 ... 3374 3407 LU
34 NR2509 20250901 12680 ... 12640 12610 NR
35 NR2510 20250901 12725 ... 12675 12670 NR
36 NR2511 20250901 12755 ... 12715 12705 NR
37 NR2512 20250901 12795 ... 12745 12735 NR
38 NR2601 20250901 12825 ... 12780 12780 NR
39 NR2602 20250901 12895 ... 12765 12765 NR
40 NR2603 20250901 12915 ... 12760 12810 NR
41 NR2604 20250901 12950 ... 12780 12840 NR
42 NR2605 20250901 12910 ... 12815 12860 NR
43 NR2606 20250901 12855 ... 12855 12980 NR
44 NR2607 20250901 12895 ... 12865 12835 NR
45 NR2608 20250901 12905 ... 12905 12890 NR
47 BC2509 20250901 70460 ... 70580 70040 BC
48 BC2510 20250901 70650 ... 70760 70260 BC
49 BC2511 20250901 70700 ... 70750 70270 BC
50 BC2512 20250901 70740 ... 70740 70180 BC
51 BC2601 20250901 ... 70590 69980 BC
52 BC2602 20250901 ... 70400 70100 BC
53 BC2603 20250901 71470 ... 71470 70100 BC
54 BC2604 20250901 ... 70370 69390 BC
55 BC2605 20250901 ... 70370 69410 BC
56 BC2606 20250901 ... 70210 69790 BC
57 BC2607 20250901 ... 70130 69370 BC
58 BC2608 20250901 ... 70100 69370 BC
60 EC2510 20250901 1267.8 ... 1293.8 1272 EC
61 EC2512 20250901 1570 ... 1621.9 1562.6 EC
62 EC2602 20250901 1420.4 ... 1439.5 1406 EC
63 EC2604 20250901 1206.5 ... 1230.5 1210.6 EC
64 EC2606 20250901 1392.8 ... 1407.4 1375.1 EC
65 EC2608 20250901 1595.8 ... 1599.5 1562.7 EC
68 SC_TAS2510 20250901 ... SC_TAS
69 SC_TAS2511 20250901 ... SC_TAS
70 SC_TAS2512 20250901 ... SC_TAS
71 SC_TAS2601 20250901 ... SC_TAS
[66 rows x 12 columns]
2025-09-01 16:26:34,004 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
2025-09-01 16:26:36,178 - future_1d - INFO - save future_daily 2025-09-01 add
2025-09-01 16:26:36,186 - future_1d - INFO - 0 1 ... 3 4
symbol IC2509 IC2510 ... IC2603 IF2509
date 2025-09-01 2025-09-01 ... 2025-09-01 2025-09-01
opencol 7021.0 6996.8 ... 6747.0 4517.0
high 7065.0 7016.0 ... 6766.0 4527.2
low 6975.0 6929.2 ... 6680.8 4480.0
close 7014.8 6963.2 ... 6708.6 4510.6
volume 76930.0 4571.0 ... 9891.0 94140.0
open_interest 112621.0 9409.0 ... 31752.0 137802.0
turnover 10797371.488 637233.96 ... 1328946.524 12718033.986
settle 7022.8 6973.0 ... 6716.8 4513.8
pre_settle 6983.4 6935.2 ... 6682.6 4502.6
variety IC IC ... IC IF
exchange CFFEX CFFEX ... CFFEX CFFEX
comd IC IC ... IC IF
contract IC2509 IC2510 ... IC2603 IF2509
contract_yymm 2509 2510 ... 2603 2509
maturity_month 0 1 ... 6 0
maturity_day 0 30 ... 181 0
[18 rows x 5 columns]
=========================================================================
2025-09-01 18:25:50 Mon START TASK.01 future_1d future_daily
=========================================================================
2025-09-01 18:25:52,171 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250822 8120.0 8126.0 ... 242166.19 8090.0 8081.0 AP
1 AP511 20250822 7917.0 7925.0 ... 884.81 7900.0 7896.0 AP
2 AP512 20250822 7916.0 7916.0 ... 7.92 7916.0 7926.0 AP
3 AP601 20250822 8004.0 8030.0 ... 37380.60 8001.0 7993.0 AP
4 AP603 20250822 0.0 0.0 ... 0.00 7923.0 7923.0 AP
5 AP604 20250822 7950.0 7950.0 ... 15.89 7943.0 7941.0 AP
6 AP605 20250822 7995.0 8019.0 ... 240.10 8003.0 8006.0 AP
7 CF509 20250822 13730.0 13795.0 ... 182774.25 13750.0 13775.0 CF
8 CF511 20250822 13935.0 13990.0 ... 179694.43 13945.0 13965.0 CF
9 CF601 20250822 14025.0 14060.0 ... 1089666.71 14015.0 14040.0 CF
10 CF603 20250822 13990.0 14020.0 ... 1279.33 13980.0 14000.0 CF
11 CF605 20250822 13990.0 14035.0 ... 43305.54 13990.0 14020.0 CF
12 CF607 20250822 13970.0 14050.0 ... 90.87 13980.0 14020.0 CF
13 CJ509 20250822 10250.0 10355.0 ... 12544.99 10160.0 10370.0 CJ
14 CJ512 20250822 11360.0 11435.0 ... 18446.84 11250.0 11395.0 CJ
15 CJ601 20250822 11445.0 11550.0 ... 1061812.36 11345.0 11520.0 CJ
16 CJ603 20250822 11500.0 11580.0 ... 13239.09 11390.0 11550.0 CJ
17 CJ605 20250822 11590.0 11700.0 ... 134809.20 11500.0 11670.0 CJ
18 CJ607 20250822 11780.0 11805.0 ... 1009.51 11670.0 11835.0 CJ
19 CY509 20250822 20000.0 20085.0 ... 1282.83 20045.0 20035.0 CY
20 CY510 20250822 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250822 20035.0 20135.0 ... 54156.37 20075.0 20075.0 CY
22 CY512 20250822 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250822 20050.0 20100.0 ... 752.11 20055.0 20050.0 CY
24 CY602 20250822 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250822 0.0 0.0 ... 0.00 20295.0 20365.0 CY
26 CY604 20250822 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250822 0.0 0.0 ... 0.00 20290.0 20290.0 CY
28 CY606 20250822 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250822 0.0 0.0 ... 0.00 20150.0 20105.0 CY
30 CY608 20250822 0.0 0.0 ... 0.00 20300.0 20410.0 CY
31 FG509 20250822 985.0 997.0 ... 228467.43 990.0 990.0 FG
32 FG510 20250822 1070.0 1093.0 ... 90764.15 1077.0 1079.0 FG
33 FG511 20250822 1070.0 1088.0 ... 111644.51 1073.0 1073.0 FG
34 FG512 20250822 1168.0 1181.0 ... 54675.63 1170.0 1169.0 FG
35 FG601 20250822 1156.0 1175.0 ... 2931752.23 1165.0 1164.0 FG
36 FG602 20250822 1214.0 1230.0 ... 996.05 1221.0 1220.0 FG
37 FG603 20250822 1217.0 1230.0 ... 620.35 1221.0 1219.0 FG
38 FG604 20250822 1266.0 1276.0 ... 352.58 1268.0 1266.0 FG
39 FG605 20250822 1253.0 1269.0 ... 54094.96 1261.0 1260.0 FG
40 FG606 20250822 1289.0 1295.0 ... 397.04 1289.0 1287.0 FG
41 FG607 20250822 1279.0 1291.0 ... 398.08 1284.0 1284.0 FG
42 FG608 20250822 1299.0 1309.0 ... 224.12 1303.0 1302.0 FG
43 JR509 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250822 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250822 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250822 2310.0 2314.0 ... 60180.06 2302.0 2314.0 MA
53 MA510 20250822 2348.0 2348.0 ... 50224.57 2337.0 2344.0 MA
54 MA511 20250822 2367.0 2369.0 ... 82118.15 2356.0 2361.0 MA
55 MA512 20250822 2408.0 2408.0 ... 25018.99 2394.0 2396.0 MA
56 MA601 20250822 2421.0 2425.0 ... 909812.29 2410.0 2419.0 MA
57 MA602 20250822 2419.0 2420.0 ... 48.29 2415.0 2430.0 MA
58 MA603 20250822 2428.0 2428.0 ... 111.12 2416.0 2428.0 MA
59 MA604 20250822 2414.0 2414.0 ... 7.21 2402.0 2412.0 MA
60 MA605 20250822 2388.0 2393.0 ... 22174.17 2383.0 2390.0 MA
61 MA606 20250822 2398.0 2404.0 ... 33.53 2395.0 2402.0 MA
62 MA607 20250822 2390.0 2404.0 ... 62.25 2394.0 2396.0 MA
63 MA608 20250822 2412.0 2412.0 ... 26.45 2404.0 2402.0 MA
64 OI509 20250822 9881.0 9996.0 ... 155568.03 9946.0 9878.0 OI
65 OI511 20250822 9855.0 9961.0 ... 414793.81 9917.0 9867.0 OI
66 OI601 20250822 9801.0 9900.0 ... 2928284.26 9854.0 9805.0 OI
67 OI603 20250822 9722.0 9803.0 ... 2725.66 9769.0 9721.0 OI
68 OI605 20250822 9640.0 9732.0 ... 42051.05 9682.0 9647.0 OI
69 OI607 20250822 9627.0 9700.0 ... 280.14 9660.0 9635.0 OI
70 PF509 20250822 6512.0 6548.0 ... 5940.98 6512.0 6480.0 PF
71 PF510 20250822 6606.0 6646.0 ... 529837.73 6614.0 6570.0 PF
72 PF511 20250822 6572.0 6620.0 ... 257210.33 6594.0 6550.0 PF
73 PF512 20250822 6572.0 6598.0 ... 88141.54 6576.0 6532.0 PF
74 PF601 20250822 6550.0 6588.0 ... 15751.43 6568.0 6538.0 PF
75 PF602 20250822 6574.0 6584.0 ... 39.47 6578.0 6554.0 PF
76 PF603 20250822 6592.0 6592.0 ... 3.30 6592.0 6548.0 PF
77 PF604 20250822 6616.0 6636.0 ... 13.24 6622.0 6564.0 PF
78 PF605 20250822 6648.0 6652.0 ... 39.85 6642.0 6602.0 PF
79 PF606 20250822 6660.0 6660.0 ... 9.98 6656.0 6636.0 PF
80 PF607 20250822 6656.0 6656.0 ... 3.33 6656.0 6652.0 PF
81 PF608 20250822 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250822 7982.0 8022.0 ... 78651.33 8004.0 7976.0 PK
83 PK511 20250822 7770.0 7816.0 ... 276271.31 7792.0 7752.0 PK
84 PK512 20250822 7826.0 7852.0 ... 68526.24 7832.0 7798.0 PK
85 PK601 20250822 7890.0 7910.0 ... 22984.88 7896.0 7876.0 PK
86 PK603 20250822 7906.0 7912.0 ... 153.96 7896.0 7882.0 PK
87 PK604 20250822 7900.0 7914.0 ... 102.64 7896.0 7888.0 PK
88 PK605 20250822 7908.0 7924.0 ... 3785.50 7904.0 7888.0 PK
89 PL601 20250822 6461.0 6493.0 ... 18112.28 6473.0 6462.0 PL
90 PL602 20250822 0.0 0.0 ... 0.00 6503.0 6501.0 PL
91 PL603 20250822 6501.0 6501.0 ... 13.00 6501.0 6489.0 PL
92 PL604 20250822 6498.0 6498.0 ... 13.00 6498.0 6484.0 PL
93 PL605 20250822 6400.0 6400.0 ... 38.36 6393.0 6382.0 PL
94 PL606 20250822 0.0 0.0 ... 0.00 6483.0 6506.0 PL
95 PL607 20250822 0.0 0.0 ... 0.00 6535.0 6548.0 PL
96 PL608 20250822 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250822 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250822 5912.0 5954.0 ... 13357.58 5938.0 5910.0 PR
104 PR510 20250822 6038.0 6056.0 ... 270735.13 6038.0 6016.0 PR
105 PR511 20250822 6040.0 6066.0 ... 572419.73 6050.0 6026.0 PR
106 PR512 20250822 6040.0 6062.0 ... 138746.76 6048.0 6036.0 PR
107 PR601 20250822 6042.0 6068.0 ... 9351.50 6048.0 6038.0 PR
108 PR602 20250822 0.0 0.0 ... 0.00 6052.0 6050.0 PR
109 PR603 20250822 6080.0 6080.0 ... 9.12 6080.0 6024.0 PR
110 PR604 20250822 0.0 0.0 ... 0.00 6074.0 6022.0 PR
111 PR605 20250822 0.0 0.0 ... 0.00 6086.0 6086.0 PR
112 PR606 20250822 0.0 0.0 ... 0.00 6078.0 6078.0 PR
113 PR607 20250822 0.0 0.0 ... 0.00 6080.0 6080.0 PR
114 PR608 20250822 0.0 0.0 ... 0.00 6076.0 6032.0 PR
115 PX509 20250822 7042.0 7078.0 ... 16463.72 7046.0 6954.0 PX
116 PX510 20250822 6992.0 7064.0 ... 211687.91 7018.0 6964.0 PX
117 PX511 20250822 6946.0 7016.0 ... 854029.53 6966.0 6916.0 PX
118 PX512 20250822 6904.0 6966.0 ... 84313.22 6930.0 6878.0 PX
119 PX601 20250822 6876.0 6928.0 ... 158846.49 6894.0 6858.0 PX
120 PX602 20250822 6888.0 6888.0 ... 13.75 6874.0 6854.0 PX
121 PX603 20250822 6888.0 6888.0 ... 20.64 6880.0 6846.0 PX
122 PX604 20250822 6888.0 6888.0 ... 13.77 6884.0 6864.0 PX
123 PX605 20250822 6874.0 6912.0 ... 148.11 6890.0 6856.0 PX
124 PX606 20250822 6872.0 6884.0 ... 10.32 6880.0 6844.0 PX
125 PX607 20250822 0.0 0.0 ... 0.00 6854.0 6750.0 PX
126 PX608 20250822 0.0 0.0 ... 0.00 6842.0 6834.0 PX
127 RI509 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250822 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250822 2613.0 2617.0 ... 43119.31 2587.0 2627.0 RM
134 RM511 20250822 2581.0 2587.0 ... 26299.69 2572.0 2592.0 RM
135 RM601 20250822 2563.0 2566.0 ... 735791.64 2548.0 2584.0 RM
136 RM603 20250822 2504.0 2508.0 ... 19774.31 2491.0 2517.0 RM
137 RM605 20250822 2483.0 2486.0 ... 98084.11 2474.0 2491.0 RM
138 RM607 20250822 2451.0 2465.0 ... 15467.50 2456.0 2461.0 RM
139 RM608 20250822 2520.0 2530.0 ... 191.60 2521.0 2525.0 RM
140 RS509 20250822 4850.0 4872.0 ... 34.02 4860.0 4846.0 RS
141 RS511 20250822 5313.0 5313.0 ... 5.31 5313.0 5333.0 RS
142 RS607 20250822 5662.0 5665.0 ... 146.80 5646.0 5608.0 RS
143 RS608 20250822 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250822 1208.0 1226.0 ... 123434.73 1217.0 1216.0 SA
145 SA510 20250822 1242.0 1262.0 ... 375546.29 1251.0 1249.0 SA
146 SA511 20250822 1244.0 1267.0 ... 477748.20 1253.0 1251.0 SA
147 SA512 20250822 1290.0 1320.0 ... 111038.20 1305.0 1304.0 SA
148 SA601 20250822 1304.0 1327.0 ... 3384610.42 1314.0 1312.0 SA
149 SA602 20250822 1322.0 1341.0 ... 2672.17 1329.0 1329.0 SA
150 SA603 20250822 1323.0 1343.0 ... 2050.06 1333.0 1330.0 SA
151 SA604 20250822 1358.0 1376.0 ... 1567.43 1361.0 1362.0 SA
152 SA605 20250822 1360.0 1380.0 ... 109033.15 1368.0 1367.0 SA
153 SA606 20250822 1368.0 1384.0 ... 802.50 1374.0 1375.0 SA
154 SA607 20250822 1372.0 1386.0 ... 506.16 1375.0 1376.0 SA
155 SA608 20250822 1400.0 1406.0 ... 356.15 1402.0 1401.0 SA
156 SF509 20250822 5500.0 5500.0 ... 26051.33 5442.0 5450.0 SF
157 SF510 20250822 5460.0 5500.0 ... 74967.44 5456.0 5460.0 SF
158 SF511 20250822 5640.0 5678.0 ... 413755.37 5630.0 5636.0 SF
159 SF512 20250822 5624.0 5654.0 ... 33694.95 5612.0 5616.0 SF
160 SF601 20250822 5616.0 5650.0 ... 109911.35 5606.0 5612.0 SF
161 SF602 20250822 5576.0 5588.0 ... 498.40 5570.0 5578.0 SF
162 SF603 20250822 5760.0 5760.0 ... 8.63 5754.0 5762.0 SF
163 SF604 20250822 5752.0 5752.0 ... 5.75 5752.0 5756.0 SF
164 SF605 20250822 5730.0 5764.0 ... 1395.17 5730.0 5742.0 SF
165 SF606 20250822 5734.0 5734.0 ... 25.68 5706.0 5704.0 SF
166 SF607 20250822 5938.0 5938.0 ... 49.79 5858.0 5840.0 SF
167 SF608 20250822 0.0 0.0 ... 0.00 5832.0 5832.0 SF
168 SH509 20250822 2599.0 2626.0 ... 130923.54 2607.0 2581.0 SH
169 SH510 20250822 2731.0 2785.0 ... 791344.73 2756.0 2704.0 SH
170 SH511 20250822 2735.0 2803.0 ... 1261780.33 2769.0 2714.0 SH
171 SH512 20250822 2729.0 2796.0 ... 273140.34 2765.0 2718.0 SH
172 SH601 20250822 2687.0 2756.0 ... 4708346.06 2726.0 2686.0 SH
173 SH602 20250822 2702.0 2761.0 ... 5745.79 2744.0 2702.0 SH
174 SH603 20250822 2715.0 2766.0 ... 3406.64 2743.0 2709.0 SH
175 SH604 20250822 2758.0 2800.0 ... 1821.26 2785.0 2752.0 SH
176 SH605 20250822 2759.0 2810.0 ... 56830.88 2791.0 2760.0 SH
177 SH606 20250822 2772.0 2800.0 ... 1331.42 2791.0 2769.0 SH
178 SH607 20250822 2750.0 2781.0 ... 240.98 2770.0 2749.0 SH
179 SH608 20250822 2766.0 2800.0 ... 259.54 2791.0 2762.0 SH
180 SM509 20250822 5746.0 5756.0 ... 91516.23 5724.0 5762.0 SM
181 SM510 20250822 5754.0 5762.0 ... 70837.23 5728.0 5770.0 SM
182 SM511 20250822 5816.0 5836.0 ... 156949.42 5794.0 5830.0 SM
183 SM512 20250822 5828.0 5838.0 ... 40058.14 5806.0 5840.0 SM
184 SM601 20250822 5838.0 5844.0 ... 536826.32 5808.0 5846.0 SM
185 SM602 20250822 5806.0 5846.0 ... 1656.98 5824.0 5856.0 SM
186 SM603 20250822 5838.0 5870.0 ... 1040.39 5846.0 5872.0 SM
187 SM604 20250822 5846.0 5866.0 ... 207.70 5852.0 5882.0 SM
188 SM605 20250822 5880.0 5890.0 ... 7304.83 5858.0 5892.0 SM
189 SM606 20250822 5876.0 5894.0 ... 70.36 5864.0 5908.0 SM
190 SM607 20250822 5926.0 5926.0 ... 41.22 5890.0 5922.0 SM
191 SM608 20250822 5896.0 5896.0 ... 2.95 5896.0 5956.0 SM
192 SR509 20250822 5721.0 5729.0 ... 35183.97 5721.0 5737.0 SR
193 SR511 20250822 5675.0 5681.0 ... 138319.57 5660.0 5689.0 SR
194 SR601 20250822 5678.0 5686.0 ... 768674.44 5673.0 5691.0 SR
195 SR603 20250822 5652.0 5661.0 ... 1987.67 5647.0 5667.0 SR
196 SR605 20250822 5646.0 5646.0 ... 18849.75 5632.0 5647.0 SR
197 SR607 20250822 5635.0 5635.0 ... 477.89 5622.0 5638.0 SR
198 TA509 20250822 4846.0 4872.0 ... 306634.03 4850.0 4802.0 TA
199 TA510 20250822 4880.0 4906.0 ... 315763.26 4884.0 4860.0 TA
200 TA511 20250822 4858.0 4888.0 ... 311232.27 4862.0 4840.0 TA
201 TA512 20250822 4854.0 4884.0 ... 87950.99 4864.0 4832.0 TA
202 TA601 20250822 4850.0 4884.0 ... 2009106.21 4864.0 4832.0 TA
203 TA602 20250822 4862.0 4882.0 ... 121.69 4868.0 4838.0 TA
204 TA603 20250822 4832.0 4880.0 ... 114.48 4872.0 4846.0 TA
205 TA604 20250822 4880.0 4882.0 ... 31.72 4880.0 4850.0 TA
206 TA605 20250822 4876.0 4906.0 ... 28452.04 4888.0 4860.0 TA
207 TA606 20250822 4908.0 4914.0 ... 4.91 4912.0 4852.0 TA
208 TA607 20250822 4892.0 4910.0 ... 17.14 4898.0 4872.0 TA
209 TA608 20250822 4894.0 4896.0 ... 4.90 4896.0 4896.0 TA
210 UR509 20250822 1735.0 1739.0 ... 25605.52 1724.0 1750.0 UR
211 UR510 20250822 1735.0 1738.0 ... 24479.01 1725.0 1752.0 UR
212 UR511 20250822 1759.0 1763.0 ... 41751.41 1747.0 1771.0 UR
213 UR512 20250822 1762.0 1762.0 ... 2814.97 1744.0 1771.0 UR
214 UR601 20250822 1767.0 1769.0 ... 681679.25 1748.0 1773.0 UR
215 UR602 20250822 1761.0 1762.0 ... 1886.78 1741.0 1767.0 UR
216 UR603 20250822 1792.0 1792.0 ... 929.29 1780.0 1799.0 UR
217 UR604 20250822 1792.0 1792.0 ... 467.06 1783.0 1796.0 UR
218 UR605 20250822 1800.0 1804.0 ... 29115.33 1787.0 1808.0 UR
219 UR606 20250822 1785.0 1786.0 ... 1071.29 1780.0 1798.0 UR
220 UR607 20250822 1797.0 1799.0 ... 380.19 1793.0 1804.0 UR
221 UR608 20250822 1794.0 1794.0 ... 32.19 1789.0 1799.0 UR
222 WH509 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250822 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250822 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:25:52,548 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 IC2509 20250822 6660.200 ... 6787.200 6644.000 IC
1 IC2510 20250822 6616.000 ... 6750.800 6607.000 IC
2 IC2512 20250822 6544.000 ... 6662.800 6520.600 IC
3 IC2603 20250822 6404.000 ... 6537.800 6396.000 IC
4 IF2509 20250822 4283.000 ... 4374.400 4277.800 IF
5 IF2510 20250822 4274.000 ... 4369.400 4271.000 IF
6 IF2512 20250822 4262.600 ... 4353.400 4257.200 IF
7 IF2603 20250822 4240.800 ... 4334.400 4234.800 IF
8 IH2509 20250822 2869.000 ... 2929.400 2862.000 IH
9 IH2510 20250822 2870.000 ... 2928.000 2861.800 IH
10 IH2512 20250822 2870.000 ... 2931.000 2864.000 IH
11 IH2603 20250822 2875.000 ... 2932.800 2866.800 IH
12 IM2509 20250822 7210.000 ... 7319.600 7187.200 IM
13 IM2510 20250822 7144.200 ... 7272.600 7140.000 IM
14 IM2512 20250822 7060.800 ... 7159.200 7034.800 IM
15 IM2603 20250822 6881.800 ... 7009.800 6881.800 IM
16 T2509 20250822 108.140 ... 107.905 108.000 T
17 T2512 20250822 107.820 ... 107.655 107.855 T
18 T2603 20250822 107.710 ... 107.405 107.650 T
19 TF2509 20250822 105.450 ... 105.470 105.485 TF
20 TF2512 20250822 105.430 ... 105.370 105.440 TF
21 TF2603 20250822 105.355 ... 105.285 105.360 TF
22 TL2509 20250822 116.510 ... 116.440 116.580 TL
23 TL2512 20250822 116.030 ... 115.900 116.120 TL
24 TL2603 20250822 115.770 ... 115.540 115.780 TL
25 TS2509 20250822 102.330 ... 102.318 102.324 TS
26 TS2512 20250822 102.340 ... 102.318 102.344 TS
27 TS2603 20250822 102.328 ... 102.298 102.328 TS
[28 rows x 12 columns]
2025-09-01 18:25:52,957 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 PS2509 20250822 51960.0 ... 51190.0 51960.0 PS
1 PS2510 20250822 51720.0 ... 51315.0 52120.0 PS
2 PS2511 20250822 51880.0 ... 51205.0 52035.0 PS
3 PS2512 20250822 53595.0 ... 53460.0 54230.0 PS
4 PS2601 20250822 54080.0 ... 53525.0 54325.0 PS
5 PS2602 20250822 54220.0 ... 53685.0 54660.0 PS
6 PS2603 20250822 54100.0 ... 53835.0 54720.0 PS
7 PS2604 20250822 54575.0 ... 54070.0 54940.0 PS
8 PS2605 20250822 54385.0 ... 54020.0 54795.0 PS
9 PS2606 20250822 56800.0 ... 56705.0 57345.0 PS
10 PS2607 20250822 57040.0 ... 56840.0 57430.0 PS
11 PS2608 20250822 57150.0 ... 56955.0 57490.0 PS
13 SI2509 20250822 8565.0 ... 8620.0 8580.0 SI
14 SI2510 20250822 8625.0 ... 8665.0 8590.0 SI
15 SI2511 20250822 8660.0 ... 8670.0 8595.0 SI
16 SI2512 20250822 9020.0 ... 9005.0 8950.0 SI
17 SI2601 20250822 8930.0 ... 8990.0 8925.0 SI
18 SI2602 20250822 8955.0 ... 8970.0 8920.0 SI
19 SI2603 20250822 8940.0 ... 8990.0 8935.0 SI
20 SI2604 20250822 8950.0 ... 8995.0 8910.0 SI
21 SI2605 20250822 8915.0 ... 9010.0 8915.0 SI
22 SI2606 20250822 8975.0 ... 9025.0 8915.0 SI
23 SI2607 20250822 8965.0 ... 9025.0 8960.0 SI
24 SI2608 20250822 8925.0 ... 8975.0 8945.0 SI
27 LC2509 20250822 83860.0 ... 80160.0 82240.0 LC
28 LC2510 20250822 83000.0 ... 79940.0 82720.0 LC
29 LC2511 20250822 82500.0 ... 79620.0 82600.0 LC
30 LC2512 20250822 82200.0 ... 79160.0 82100.0 LC
31 LC2601 20250822 81360.0 ... 78820.0 81680.0 LC
32 LC2602 20250822 81220.0 ... 78260.0 81100.0 LC
33 LC2603 20250822 80620.0 ... 77920.0 80860.0 LC
34 LC2604 20250822 80520.0 ... 77800.0 80680.0 LC
35 LC2605 20250822 80200.0 ... 77860.0 80360.0 LC
36 LC2606 20250822 80160.0 ... 77520.0 80100.0 LC
37 LC2607 20250822 80100.0 ... 77580.0 80020.0 LC
38 LC2608 20250822 80600.0 ... 78180.0 80560.0 LC
[36 rows x 12 columns]
2025-09-01 18:25:53,205 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250822 484.3 487.6 ... 23360.11 485.6 479.9 SC
1 SC2510 20250822 488.7 494.6 ... 5394231.5 491 486.7 SC
2 SC2511 20250822 487.5 492.8 ... 510143.05 489.6 485.7 SC
3 SC2512 20250822 485 490.5 ... 179711.81 487.8 483.3 SC
4 SC2601 20250822 484 489.3 ... 33835.82 486.8 482.4 SC
5 SC2602 20250822 483.3 488.2 ... 12211.35 486.5 481.6 SC
6 SC2603 20250822 483.6 487.3 ... 8501.76 485.8 481.2 SC
7 SC2604 20250822 482.6 485.8 ... 5571.44 484.4 482.9 SC
8 SC2605 20250822 482.3 485.3 ... 4547.29 483.7 480.7 SC
9 SC2606 20250822 481.4 486 ... 5123.4 483.3 480.7 SC
10 SC2607 20250822 481.3 486.2 ... 531.18 482.8 480.4 SC
11 SC2608 20250822 482 483.3 ... 819.56 482 481.1 SC
12 SC2609 20250822 481.2 481.2 ... 288.39 480.6 473.4 SC
13 SC2612 20250822 472 485.5 ... 625.68 481.2 476.1 SC
14 SC2703 20250822 482 482.2 ... 240.58 481.1 468 SC
15 SC2706 20250822 481.8 481.8 ... 288.67 481.1 469.2 SC
16 SC2709 20250822 473 476.3 ... 380.07 475 470 SC
17 SC2712 20250822 468.1 480.6 ... 1244.07 478.4 471.8 SC
18 SC2803 20250822 ... 0 469.9 469.9 SC
19 SC2806 20250822 464 474 ... 1263.33 467.9 460.1 SC
21 LU2509 20250822 3422 3552 ... 833.803 3488 3441 LU
22 LU2510 20250822 3470 3504 ... 97829.28 3469 3460 LU
23 LU2511 20250822 3465 3508 ... 491991.839 3467 3461 LU
24 LU2512 20250822 3454 3494 ... 46399.338 3453 3445 LU
25 LU2601 20250822 3439 3467 ... 9995.425 3433 3423 LU
26 LU2602 20250822 3395 3446 ... 126.668 3423 3415 LU
27 LU2603 20250822 3385 3432 ... 82.081 3420 3411 LU
28 LU2604 20250822 3418 3424 ... 54.698 3418 3372 LU
29 LU2605 20250822 3393 3429 ... 326.951 3405 3401 LU
30 LU2606 20250822 3394 3425 ... 47.703 3407 3399 LU
31 LU2607 20250822 3389 3423 ... 81.791 3407 3398 LU
32 LU2608 20250822 3376 3425 ... 30.617 3401 3400 LU
34 NR2509 20250822 12545 12585 ... 23915.555 12455 12570 NR
35 NR2510 20250822 12620 12650 ... 784357.645 12515 12625 NR
36 NR2511 20250822 12665 12670 ... 167200.65 12540 12650 NR
37 NR2512 20250822 12660 12695 ... 6070.2 12565 12675 NR
38 NR2601 20250822 12725 12750 ... 55764.905 12595 12705 NR
39 NR2602 20250822 12680 12705 ... 628.56 12570 12685 NR
40 NR2603 20250822 12670 12675 ... 277.21 12600 12730 NR
41 NR2604 20250822 12735 12735 ... 177.105 12650 12565 NR
42 NR2605 20250822 12605 12605 ... 12.605 12605 12800 NR
43 NR2606 20250822 ... 0 12745 12745 NR
44 NR2607 20250822 ... 0 12650 12650 NR
45 NR2608 20250822 ... 0 12650 12650 NR
47 BC2509 20250822 69640 69980 ... 79027.13 69810 69700 BC
48 BC2510 20250822 69670 70010 ... 31186.175 69840 69750 BC
49 BC2511 20250822 ... 0 69880 69880 BC
50 BC2512 20250822 ... 0 69780 69780 BC
51 BC2601 20250822 ... 0 70100 70100 BC
52 BC2602 20250822 ... 0 70100 70100 BC
53 BC2603 20250822 ... 0 70100 70100 BC
54 BC2604 20250822 ... 0 70100 70100 BC
55 BC2605 20250822 ... 0 69800 69570 BC
56 BC2606 20250822 ... 0 69790 69790 BC
57 BC2607 20250822 ... 0 69370 69370 BC
58 BC2608 20250822 ... 0 69370 69370 BC
60 EC2508 20250822 2125 2128 ... 1275.01 2125 2121.9 EC
61 EC2510 20250822 1326 1347 ... 167822.759 1324 1333.2 EC
62 EC2512 20250822 1719 1726 ... 70153.875 1688.2 1741.6 EC
63 EC2602 20250822 1507.3 1511.3 ... 10189.8185 1485.3 1518 EC
64 EC2604 20250822 1290 1294.8 ... 8701.1115 1275.8 1304.6 EC
65 EC2606 20250822 1479.1 1479.1 ... 1473.019 1451.2 1478 EC
68 SC_TAS2510 20250822 ... SC_TAS
69 SC_TAS2511 20250822 ... SC_TAS
70 SC_TAS2512 20250822 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 18:25:53,281 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250822 ... 78710 78600 CU
1 1 CU2510 20250822 ... 78700 78570 CU
2 2 CU2511 20250822 ... 78660 78530 CU
3 3 CU2512 20250822 ... 78630 78520 CU
4 4 CU2601 20250822 ... 78630 78540 CU
5 5 CU2602 20250822 ... 78620 78550 CU
6 6 CU2603 20250822 ... 78630 78540 CU
7 7 CU2604 20250822 ... 78650 78540 CU
8 8 CU2605 20250822 ... 78710 78570 CU
9 9 CU2606 20250822 ... 78720 78590 CU
10 10 CU2607 20250822 ... 78720 78620 CU
11 11 CU2608 20250822 ... 78730 78600 CU
12 12 BC2509 20250822 ... 69810 69700 BC
13 13 BC2510 20250822 ... 69840 69750 BC
14 14 BC2511 20250822 ... 69880 69880 BC
15 15 BC2512 20250822 ... 69780 69780 BC
16 16 BC2601 20250822 ... 70100 70100 BC
17 17 BC2602 20250822 ... 70100 70100 BC
18 18 BC2603 20250822 ... 70100 70100 BC
19 19 BC2604 20250822 ... 70100 70100 BC
20 20 BC2605 20250822 ... 69800 69570 BC
21 21 BC2606 20250822 ... 69790 69790 BC
22 22 BC2607 20250822 ... 69370 69370 BC
23 23 BC2608 20250822 ... 69370 69370 BC
24 24 AL2509 20250822 ... 20685 20635 AL
25 25 AL2510 20250822 ... 20670 20600 AL
26 26 AL2511 20250822 ... 20630 20565 AL
27 27 AL2512 20250822 ... 20590 20530 AL
28 28 AL2601 20250822 ... 20570 20515 AL
29 29 AL2602 20250822 ... 20565 20520 AL
30 30 AL2603 20250822 ... 20605 20550 AL
31 31 AL2604 20250822 ... 20605 20585 AL
32 32 AL2605 20250822 ... 20625 20595 AL
33 33 AL2606 20250822 ... 20640 20595 AL
34 34 AL2607 20250822 ... 20630 20600 AL
35 35 AL2608 20250822 ... 20660 20600 AL
36 36 ZN2509 20250822 ... 22260 22290 ZN
37 37 ZN2510 20250822 ... 22245 22285 ZN
38 38 ZN2511 20250822 ... 22230 22270 ZN
39 39 ZN2512 20250822 ... 22225 22265 ZN
40 40 ZN2601 20250822 ... 22215 22265 ZN
41 41 ZN2602 20250822 ... 22225 22280 ZN
42 42 ZN2603 20250822 ... 22260 22335 ZN
43 43 ZN2604 20250822 ... 22275 22350 ZN
44 44 ZN2605 20250822 ... 22285 22340 ZN
45 45 ZN2606 20250822 ... 22315 22345 ZN
46 46 ZN2607 20250822 ... 22300 22335 ZN
47 47 ZN2608 20250822 ... 22320 22340 ZN
48 48 PB2509 20250822 ... 16760 16760 PB
49 49 PB2510 20250822 ... 16765 16765 PB
50 50 PB2511 20250822 ... 16770 16780 PB
51 51 PB2512 20250822 ... 16800 16820 PB
52 52 PB2601 20250822 ... 16830 16855 PB
53 53 PB2602 20250822 ... 16895 16895 PB
54 54 PB2603 20250822 ... 16855 16880 PB
55 55 PB2604 20250822 ... 16900 16900 PB
56 56 PB2605 20250822 ... 16955 16900 PB
57 57 PB2606 20250822 ... 16990 16910 PB
58 58 PB2607 20250822 ... 16975 16975 PB
59 59 PB2608 20250822 ... 16990 16990 PB
60 60 NI2509 20250822 ... 119460 120070 NI
61 61 NI2510 20250822 ... 119610 120190 NI
62 62 NI2511 20250822 ... 119780 120410 NI
63 63 NI2512 20250822 ... 120010 120620 NI
64 64 NI2601 20250822 ... 120330 120850 NI
65 65 NI2602 20250822 ... 120580 121070 NI
66 66 NI2603 20250822 ... 120810 121490 NI
67 67 NI2604 20250822 ... 121210 121620 NI
68 68 NI2605 20250822 ... 121370 121990 NI
69 69 NI2606 20250822 ... 121700 122370 NI
70 70 NI2607 20250822 ... 121990 122220 NI
71 71 NI2608 20250822 ... 122430 122880 NI
72 72 SN2509 20250822 ... 266330 267650 SN
73 73 SN2510 20250822 ... 266530 267830 SN
74 74 SN2511 20250822 ... 266670 267910 SN
75 75 SN2512 20250822 ... 266700 268060 SN
76 76 SN2601 20250822 ... 267070 268310 SN
77 77 SN2602 20250822 ... 267140 267920 SN
78 78 SN2603 20250822 ... 267450 267910 SN
79 79 SN2604 20250822 ... 268060 268440 SN
80 80 SN2605 20250822 ... 268340 269900 SN
81 81 SN2606 20250822 ... 268190 269250 SN
82 82 SN2607 20250822 ... 268340 269440 SN
83 83 SN2608 20250822 ... 269810 269500 SN
84 84 AO2509 20250822 ... 3127 3140 AO
85 85 AO2510 20250822 ... 3118 3122 AO
86 86 AO2511 20250822 ... 3125 3131 AO
87 87 AO2512 20250822 ... 3133 3139 AO
88 88 AO2601 20250822 ... 3142 3149 AO
89 89 AO2602 20250822 ... 3135 3144 AO
90 90 AO2603 20250822 ... 3134 3145 AO
91 91 AO2604 20250822 ... 3131 3142 AO
92 92 AO2605 20250822 ... 3134 3143 AO
93 93 AO2606 20250822 ... 3140 3146 AO
94 94 AO2607 20250822 ... 3140 3162 AO
95 95 AO2608 20250822 ... 3141 3143 AO
96 96 AD2511 20250822 ... 20190 20130 AD
97 97 AD2512 20250822 ... 20185 20110 AD
98 98 AD2601 20250822 ... 20160 20115 AD
99 99 AD2602 20250822 ... 20090 19915 AD
100 100 AD2603 20250822 ... 20050 20050 AD
101 101 AD2604 20250822 ... 19975 19865 AD
102 102 AD2605 20250822 ... 19925 19890 AD
103 103 AD2606 20250822 ... 19765 19765 AD
104 104 AD2607 20250822 ... 19925 19925 AD
105 105 AD2608 20250822 ... 19925 19925 AD
106 106 AU2509 20250822 ... 773.94 775.14 AU
107 107 AU2510 20250822 ... 775.62 776.16 AU
108 108 AU2511 20250822 ... 776.98 778.1 AU
109 109 AU2512 20250822 ... 777.46 778.1 AU
110 110 AU2602 20250822 ... 779.6 780.2 AU
111 111 AU2604 20250822 ... 781.08 782.14 AU
112 112 AU2606 20250822 ... 782.52 784.04 AU
113 113 AU2608 20250822 ... 784.74 785.86 AU
114 114 AG2509 20250822 ... 9207 9147 AG
115 115 AG2510 20250822 ... 9220 9159 AG
116 116 AG2511 20250822 ... 9228 9169 AG
117 117 AG2512 20250822 ... 9239 9181 AG
118 118 AG2601 20250822 ... 9252 9193 AG
119 119 AG2602 20250822 ... 9265 9206 AG
120 120 AG2603 20250822 ... 9278 9216 AG
121 121 AG2604 20250822 ... 9289 9230 AG
122 122 AG2605 20250822 ... 9302 9243 AG
123 123 AG2606 20250822 ... 9318 9256 AG
124 124 AG2607 20250822 ... 9331 9277 AG
125 125 AG2608 20250822 ... 9352 9304 AG
126 126 RB2509 20250822 ... 3100 3113 RB
127 127 RB2510 20250822 ... 3116 3130 RB
128 128 RB2511 20250822 ... 3130 3145 RB
129 129 RB2512 20250822 ... 3178 3194 RB
130 130 RB2601 20250822 ... 3194 3208 RB
131 131 RB2602 20250822 ... 3183 3202 RB
132 132 RB2603 20250822 ... 3198 3215 RB
133 133 RB2604 20250822 ... 3216 3237 RB
134 134 RB2605 20250822 ... 3231 3252 RB
135 135 RB2606 20250822 ... 3245 3264 RB
136 136 RB2607 20250822 ... 3258 3281 RB
137 137 RB2608 20250822 ... 3262 3279 RB
138 138 WR2509 20250822 ... 3342 3342 WR
139 139 WR2510 20250822 ... 3360 3364 WR
140 140 WR2511 20250822 ... 3347 3353 WR
141 141 WR2512 20250822 ... 3459 3471 WR
142 142 WR2601 20250822 ... 3372 3372 WR
143 143 WR2602 20250822 ... 3503 3503 WR
144 144 WR2603 20250822 ... 3438 3438 WR
145 145 WR2604 20250822 ... 3455 3460 WR
146 146 WR2605 20250822 ... 3455 3455 WR
147 147 WR2606 20250822 ... 3407 3427 WR
148 148 WR2607 20250822 ... 3522 3522 WR
149 149 WR2608 20250822 ... 3547 3568 WR
150 150 HC2509 20250822 ... 3387 3425 HC
151 151 HC2510 20250822 ... 3358 3390 HC
152 152 HC2511 20250822 ... 3357 3389 HC
153 153 HC2512 20250822 ... 3356 3385 HC
154 154 HC2601 20250822 ... 3346 3376 HC
155 155 HC2602 20250822 ... 3353 3372 HC
156 156 HC2603 20250822 ... 3351 3379 HC
157 157 HC2604 20250822 ... 3355 3383 HC
158 158 HC2605 20250822 ... 3356 3381 HC
159 159 HC2606 20250822 ... 3365 3392 HC
160 160 HC2607 20250822 ... 3371 3396 HC
161 161 HC2608 20250822 ... 3374 3384 HC
162 162 SS2509 20250822 ... 12685 12750 SS
163 163 SS2510 20250822 ... 12755 12815 SS
164 164 SS2511 20250822 ... 12830 12875 SS
165 165 SS2512 20250822 ... 12860 12920 SS
166 166 SS2601 20250822 ... 12920 12990 SS
167 167 SS2602 20250822 ... 12950 12995 SS
168 168 SS2603 20250822 ... 13015 13070 SS
169 169 SS2604 20250822 ... 13075 13145 SS
170 170 SS2605 20250822 ... 13140 13185 SS
171 171 SS2606 20250822 ... 13190 13225 SS
172 172 SS2607 20250822 ... 13240 13350 SS
173 173 SS2608 20250822 ... 13300 13320 SS
174 174 SC2509 20250822 ... 485.6 479.9 SC
175 175 SC2510 20250822 ... 491 486.7 SC
176 176 SC2511 20250822 ... 489.6 485.7 SC
177 177 SC2512 20250822 ... 487.8 483.3 SC
178 178 SC2601 20250822 ... 486.8 482.4 SC
179 179 SC2602 20250822 ... 486.5 481.6 SC
180 180 SC2603 20250822 ... 485.8 481.2 SC
181 181 SC2604 20250822 ... 484.4 482.9 SC
182 182 SC2605 20250822 ... 483.7 480.7 SC
183 183 SC2606 20250822 ... 483.3 480.7 SC
184 184 SC2607 20250822 ... 482.8 480.4 SC
185 185 SC2608 20250822 ... 482 481.1 SC
186 186 SC2609 20250822 ... 480.6 473.4 SC
187 187 SC2612 20250822 ... 481.2 476.1 SC
188 188 SC2703 20250822 ... 481.1 468 SC
189 189 SC2706 20250822 ... 481.1 469.2 SC
190 190 SC2709 20250822 ... 475 470 SC
191 191 SC2712 20250822 ... 478.4 471.8 SC
192 192 SC2803 20250822 ... 469.9 469.9 SC
193 193 SC2806 20250822 ... 467.9 460.1 SC
194 194 LU2509 20250822 ... 3488 3441 LU
195 195 LU2510 20250822 ... 3469 3460 LU
196 196 LU2511 20250822 ... 3467 3461 LU
197 197 LU2512 20250822 ... 3453 3445 LU
198 198 LU2601 20250822 ... 3433 3423 LU
199 199 LU2602 20250822 ... 3423 3415 LU
200 200 LU2603 20250822 ... 3420 3411 LU
201 201 LU2604 20250822 ... 3418 3372 LU
202 202 LU2605 20250822 ... 3405 3401 LU
203 203 LU2606 20250822 ... 3407 3399 LU
204 204 LU2607 20250822 ... 3407 3398 LU
205 205 LU2608 20250822 ... 3401 3400 LU
206 206 FU2509 20250822 ... 2765 2682 FU
207 207 FU2510 20250822 ... 2767 2712 FU
208 208 FU2511 20250822 ... 2763 2716 FU
209 209 FU2512 20250822 ... 2756 2716 FU
210 210 FU2601 20250822 ... 2750 2718 FU
211 211 FU2602 20250822 ... 2750 2717 FU
212 212 FU2603 20250822 ... 2747 2720 FU
213 213 FU2604 20250822 ... 2745 2718 FU
214 214 FU2605 20250822 ... 2742 2717 FU
215 215 FU2606 20250822 ... 2735 2714 FU
216 216 FU2607 20250822 ... 2718 2695 FU
217 217 FU2608 20250822 ... 2705 2683 FU
218 218 BU2509 20250822 ... 3512 3491 BU
219 219 BU2510 20250822 ... 3479 3455 BU
220 220 BU2511 20250822 ... 3437 3408 BU
221 221 BU2512 20250822 ... 3388 3362 BU
222 222 BU2601 20250822 ... 3349 3325 BU
223 223 BU2602 20250822 ... 3357 3329 BU
224 224 BU2603 20250822 ... 3355 3313 BU
225 225 BU2604 20250822 ... 3357 3316 BU
226 226 BU2605 20250822 ... 3357 3317 BU
227 227 BU2606 20250822 ... 3352 3325 BU
228 228 BU2607 20250822 ... 3347 3330 BU
229 229 BU2608 20250822 ... 3317 3317 BU
230 230 BU2609 20250822 ... 3326 3308 BU
231 231 BU2612 20250822 ... 3304 3286 BU
232 232 BU2703 20250822 ... 3310 3299 BU
233 233 BU2706 20250822 ... 3321 3297 BU
234 234 BR2509 20250822 ... 11695 11765 BR
235 235 BR2510 20250822 ... 11700 11790 BR
236 236 BR2511 20250822 ... 11685 11780 BR
237 237 BR2512 20250822 ... 11695 11795 BR
238 238 BR2601 20250822 ... 11715 11800 BR
239 239 BR2602 20250822 ... 11760 11840 BR
240 240 BR2603 20250822 ... 11770 11825 BR
241 241 BR2604 20250822 ... 11770 11870 BR
242 242 BR2605 20250822 ... 11830 11885 BR
243 243 BR2606 20250822 ... 11880 11740 BR
244 244 BR2607 20250822 ... 12010 12025 BR
245 245 BR2608 20250822 ... 11825 11825 BR
246 246 RU2509 20250822 ... 14670 14780 RU
247 247 RU2510 20250822 ... 14680 14795 RU
248 248 RU2511 20250822 ... 14650 14780 RU
249 249 RU2601 20250822 ... 15640 15775 RU
250 250 RU2603 20250822 ... 15645 15800 RU
251 251 RU2604 20250822 ... 15700 15810 RU
252 252 RU2605 20250822 ... 15730 15870 RU
253 253 RU2606 20250822 ... 15765 15935 RU
254 254 RU2607 20250822 ... 15740 15960 RU
255 255 RU2608 20250822 ... 15940 15940 RU
256 256 NR2509 20250822 ... 12455 12570 NR
257 257 NR2510 20250822 ... 12515 12625 NR
258 258 NR2511 20250822 ... 12540 12650 NR
259 259 NR2512 20250822 ... 12565 12675 NR
260 260 NR2601 20250822 ... 12595 12705 NR
261 261 NR2602 20250822 ... 12570 12685 NR
262 262 NR2603 20250822 ... 12600 12730 NR
263 263 NR2604 20250822 ... 12650 12565 NR
264 264 NR2605 20250822 ... 12605 12800 NR
265 265 NR2606 20250822 ... 12745 12745 NR
266 266 NR2607 20250822 ... 12650 12650 NR
267 267 NR2608 20250822 ... 12650 12650 NR
268 268 SP2509 20250822 ... 5068 5084 SP
269 269 SP2510 20250822 ... 5072 5108 SP
270 270 SP2511 20250822 ... 5092 5126 SP
271 271 SP2512 20250822 ... 5110 5140 SP
272 272 SP2601 20250822 ... 5360 5378 SP
273 273 SP2602 20250822 ... 5324 5342 SP
274 274 SP2603 20250822 ... 5326 5344 SP
275 275 SP2604 20250822 ... 5328 5344 SP
276 276 SP2605 20250822 ... 5338 5350 SP
277 277 SP2606 20250822 ... 5332 5354 SP
278 278 SP2607 20250822 ... 5350 5362 SP
279 279 SP2608 20250822 ... 5356 5366 SP
280 280 EC2508 20250822 ... 2125 2121.9 EC
281 281 EC2510 20250822 ... 1324 1333.2 EC
282 282 EC2512 20250822 ... 1688.2 1741.6 EC
283 283 EC2602 20250822 ... 1485.3 1518 EC
284 284 EC2604 20250822 ... 1275.8 1304.6 EC
285 285 EC2606 20250822 ... 1451.2 1478 EC
286 287 SC_TAS2510 20250822 ... SC_TAS
287 288 SC_TAS2511 20250822 ... SC_TAS
288 289 SC_TAS2512 20250822 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 18:25:53,402 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250822 4111.0 ... 4106.00 4134.00 A
1 a2511 20250822 3991.0 ... 3989.00 4013.00 A
2 a2601 20250822 4000.0 ... 3993.00 4012.00 A
3 a2603 20250822 4006.0 ... 4000.00 4012.00 A
4 a2605 20250822 4046.0 ... 4042.00 4057.00 A
5 a2607 20250822 4039.0 ... 4041.00 4055.00 A
6 b2509 20250822 3731.0 ... 3725.00 3730.00 B
7 b2510 20250822 3775.0 ... 3765.00 3784.00 B
8 b2511 20250822 3823.0 ... 3806.00 3837.00 B
9 b2512 20250822 3841.0 ... 3833.00 3857.00 B
10 b2601 20250822 3815.0 ... 3819.00 3837.00 B
11 b2602 20250822 3797.0 ... 3791.00 3809.00 B
12 b2603 20250822 3735.0 ... 3737.00 3741.00 B
13 b2604 20250822 3637.0 ... 3640.00 3640.00 B
14 b2605 20250822 3568.0 ... 3572.00 3569.00 B
15 b2606 20250822 3547.0 ... 3554.00 3553.00 B
16 b2607 20250822 3539.0 ... 3545.00 3541.00 B
17 b2608 20250822 3626.0 ... 3619.00 3620.00 B
18 bb2509 20250822 0.0 ... 143.15 143.15 BB
19 bb2511 20250822 146.5 ... 146.55 145.95 BB
20 bb2601 20250822 147.1 ... 147.20 147.20 BB
21 bb2603 20250822 0.0 ... 146.95 146.95 BB
22 bb2605 20250822 0.0 ... 140.75 140.75 BB
23 bb2607 20250822 0.0 ... 146.50 146.50 BB
24 bz2603 20250822 6198.0 ... 6214.00 6197.00 BZ
25 bz2604 20250822 6146.0 ... 6181.00 6166.00 BZ
26 bz2605 20250822 6151.0 ... 6168.00 6166.00 BZ
27 bz2606 20250822 0.0 ... 6180.00 6180.00 BZ
28 bz2607 20250822 0.0 ... 6175.00 6175.00 BZ
29 c2509 20250822 2210.0 ... 2197.00 2220.00 C
30 c2511 20250822 2164.0 ... 2157.00 2168.00 C
31 c2601 20250822 2168.0 ... 2159.00 2165.00 C
32 c2603 20250822 2183.0 ... 2177.00 2186.00 C
33 c2605 20250822 2242.0 ... 2233.00 2242.00 C
34 c2607 20250822 2259.0 ... 2251.00 2261.00 C
35 cs2509 20250822 2560.0 ... 2562.00 2573.00 CS
36 cs2511 20250822 2490.0 ... 2473.00 2483.00 CS
37 cs2601 20250822 2515.0 ... 2506.00 2514.00 CS
38 cs2603 20250822 2517.0 ... 2513.00 2521.00 CS
39 cs2605 20250822 2593.0 ... 2587.00 2598.00 CS
40 cs2607 20250822 2592.0 ... 2595.00 2605.00 CS
41 eb2508 20250822 0.0 ... 7000.00 7000.00 EB
42 eb2509 20250822 7261.0 ... 7319.00 7251.00 EB
43 eb2510 20250822 7288.0 ... 7346.00 7267.00 EB
44 eb2511 20250822 7278.0 ... 7352.00 7284.00 EB
45 eb2512 20250822 7299.0 ... 7361.00 7300.00 EB
46 eb2601 20250822 7300.0 ... 7371.00 7312.00 EB
47 eb2602 20250822 7346.0 ... 7388.00 7342.00 EB
48 eb2603 20250822 7373.0 ... 7418.00 7364.00 EB
49 eb2604 20250822 7389.0 ... 7422.00 7381.00 EB
50 eb2605 20250822 7399.0 ... 7456.00 7412.00 EB
51 eb2606 20250822 7415.0 ... 7453.00 7402.00 EB
52 eb2607 20250822 0.0 ... 7341.00 7325.00 EB
53 eg2508 20250822 0.0 ... 4407.00 4407.00 EG
54 eg2509 20250822 4405.0 ... 4423.00 4423.00 EG
55 eg2510 20250822 4436.0 ... 4447.00 4442.00 EG
56 eg2511 20250822 4455.0 ... 4459.00 4457.00 EG
57 eg2512 20250822 4489.0 ... 4469.00 4465.00 EG
58 eg2601 20250822 4488.0 ... 4478.00 4472.00 EG
59 eg2602 20250822 4498.0 ... 4489.00 4469.00 EG
60 eg2603 20250822 4500.0 ... 4496.00 4475.00 EG
61 eg2604 20250822 4526.0 ... 4511.00 4492.00 EG
62 eg2605 20250822 4520.0 ... 4516.00 4510.00 EG
63 eg2606 20250822 4541.0 ... 4524.00 4502.00 EG
64 eg2607 20250822 0.0 ... 4513.00 4513.00 EG
65 fb2509 20250822 1258.5 ... 1258.00 1258.50 FB
66 fb2510 20250822 1275.0 ... 1276.00 1285.50 FB
67 fb2511 20250822 1269.0 ... 1273.50 1270.00 FB
68 fb2512 20250822 1271.0 ... 1273.50 1271.50 FB
69 fb2601 20250822 1271.0 ... 1274.00 1272.50 FB
70 fb2602 20250822 1270.5 ... 1277.50 1273.00 FB
71 fb2603 20250822 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250822 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250822 0.0 ... 1311.00 1311.00 FB
74 fb2606 20250822 1330.0 ... 1330.00 1328.00 FB
75 fb2607 20250822 0.0 ... 1302.50 1302.50 FB
76 fb2608 20250822 0.0 ... 1302.50 1302.50 FB
77 i2509 20250822 790.0 ... 789.00 792.50 I
78 i2510 20250822 788.0 ... 785.00 790.00 I
79 i2511 20250822 784.0 ... 782.50 787.00 I
80 i2512 20250822 777.5 ... 777.00 782.50 I
81 i2601 20250822 771.0 ... 769.50 775.50 I
82 i2602 20250822 764.5 ... 764.00 769.50 I
83 i2603 20250822 760.0 ... 759.50 765.50 I
84 i2604 20250822 756.0 ... 753.50 760.00 I
85 i2605 20250822 747.5 ... 746.00 752.50 I
86 i2606 20250822 744.5 ... 741.50 748.00 I
87 i2607 20250822 741.0 ... 738.00 744.00 I
88 i2608 20250822 738.0 ... 734.50 740.00 I
89 j2509 20250822 1618.0 ... 1615.50 1624.00 J
90 j2510 20250822 1627.0 ... 1628.00 1641.50 J
91 j2511 20250822 1645.5 ... 1644.50 1657.50 J
92 j2512 20250822 1654.5 ... 1652.00 1676.50 J
93 j2601 20250822 1670.0 ... 1663.50 1679.00 J
94 j2602 20250822 1709.5 ... 1701.50 1703.50 J
95 j2603 20250822 1703.0 ... 1703.50 1723.00 J
96 j2604 20250822 0.0 ... 1770.00 1770.00 J
97 j2605 20250822 1760.5 ... 1754.50 1772.00 J
98 j2606 20250822 0.0 ... 1776.50 1776.50 J
99 j2607 20250822 0.0 ... 1782.50 1782.50 J
100 j2608 20250822 1778.5 ... 1764.00 1778.50 J
101 jd2508 20250822 0.0 ... 2940.00 2940.00 JD
102 jd2509 20250822 2883.0 ... 2904.00 2926.00 JD
103 jd2510 20250822 3001.0 ... 3026.00 3035.00 JD
104 jd2511 20250822 3068.0 ... 3084.00 3090.00 JD
105 jd2512 20250822 3271.0 ... 3266.00 3310.00 JD
106 jd2601 20250822 3432.0 ... 3429.00 3457.00 JD
107 jd2602 20250822 3128.0 ... 3133.00 3135.00 JD
108 jd2603 20250822 3150.0 ... 3159.00 3143.00 JD
109 jd2604 20250822 3356.0 ... 3362.00 3346.00 JD
110 jd2605 20250822 3509.0 ... 3513.00 3486.00 JD
111 jd2606 20250822 3348.0 ... 3358.00 3334.00 JD
112 jd2607 20250822 3598.0 ... 3607.00 3585.00 JD
113 jm2509 20250822 1025.0 ... 1029.50 1044.50 JM
114 jm2510 20250822 1055.0 ... 1049.50 1064.00 JM
115 jm2511 20250822 1074.5 ... 1080.50 1098.00 JM
116 jm2512 20250822 1107.5 ... 1111.00 1131.50 JM
117 jm2601 20250822 1141.5 ... 1141.50 1164.00 JM
118 jm2602 20250822 1159.0 ... 1158.00 1179.00 JM
119 jm2603 20250822 1171.5 ... 1169.50 1190.50 JM
120 jm2604 20250822 1182.0 ... 1177.00 1201.00 JM
121 jm2605 20250822 1192.5 ... 1185.50 1209.50 JM
122 jm2606 20250822 1194.5 ... 1193.00 1219.50 JM
123 jm2607 20250822 1208.5 ... 1204.50 1225.50 JM
124 jm2608 20250822 1217.0 ... 1209.00 1230.00 JM
125 l2509 20250822 7311.0 ... 7332.00 7330.00 L
126 l2510 20250822 7341.0 ... 7360.00 7350.00 L
127 l2511 20250822 7370.0 ... 7381.00 7371.00 L
128 l2512 20250822 7380.0 ... 7390.00 7380.00 L
129 l2601 20250822 7378.0 ... 7385.00 7375.00 L
130 l2602 20250822 7368.0 ... 7379.00 7371.00 L
131 l2603 20250822 7372.0 ... 7387.00 7380.00 L
132 l2604 20250822 7388.0 ... 7411.00 7403.00 L
133 l2605 20250822 7363.0 ... 7394.00 7371.00 L
134 l2606 20250822 7387.0 ... 7387.00 7372.00 L
135 l2607 20250822 7381.0 ... 7395.00 7387.00 L
136 l2608 20250822 7380.0 ... 7375.00 7362.00 L
137 lg2509 20250822 804.0 ... 801.00 807.50 LG
138 lg2511 20250822 826.0 ... 817.50 825.50 LG
139 lg2601 20250822 832.0 ... 826.50 831.50 LG
140 lg2603 20250822 835.5 ... 833.00 837.50 LG
141 lg2605 20250822 836.0 ... 833.00 836.00 LG
142 lg2607 20250822 836.0 ... 832.50 835.00 LG
143 lh2509 20250822 13805.0 ... 13780.00 13700.00 LH
144 lh2511 20250822 13925.0 ... 13885.00 13770.00 LH
145 lh2601 20250822 14205.0 ... 14190.00 14105.00 LH
146 lh2603 20250822 13345.0 ... 13325.00 13295.00 LH
147 lh2605 20250822 13780.0 ... 13765.00 13730.00 LH
148 lh2607 20250822 14200.0 ... 14195.00 14165.00 LH
149 m2509 20250822 3079.0 ... 3050.00 3088.00 M
150 m2511 20250822 3081.0 ... 3067.00 3107.00 M
151 m2512 20250822 3124.0 ... 3106.00 3146.00 M
152 m2601 20250822 3116.0 ... 3094.00 3128.00 M
153 m2603 20250822 3034.0 ... 3024.00 3039.00 M
154 m2605 20250822 2843.0 ... 2841.00 2848.00 M
155 m2607 20250822 2828.0 ... 2828.00 2826.00 M
156 m2608 20250822 2946.0 ... 2951.00 2952.00 M
157 p2509 20250822 9436.0 ... 9472.00 9482.00 P
158 p2510 20250822 9478.0 ... 9538.00 9540.00 P
159 p2511 20250822 9484.0 ... 9530.00 9538.00 P
160 p2512 20250822 9490.0 ... 9544.00 9532.00 P
161 p2601 20250822 9500.0 ... 9546.00 9554.00 P
162 p2602 20250822 9440.0 ... 9502.00 9508.00 P
163 p2603 20250822 9378.0 ... 9440.00 9430.00 P
164 p2604 20250822 9306.0 ... 9344.00 9326.00 P
165 p2605 20250822 9214.0 ... 9250.00 9242.00 P
166 p2606 20250822 9088.0 ... 9104.00 9098.00 P
167 p2607 20250822 8950.0 ... 8982.00 8988.00 P
168 p2608 20250822 8888.0 ... 8884.00 8986.00 P
169 pg2508 20250822 0.0 ... 3888.00 3888.00 PG
170 pg2509 20250822 3907.0 ... 3894.00 3906.00 PG
171 pg2510 20250822 4381.0 ... 4392.00 4386.00 PG
172 pg2511 20250822 4307.0 ... 4317.00 4304.00 PG
173 pg2512 20250822 4252.0 ... 4257.00 4236.00 PG
174 pg2601 20250822 4192.0 ... 4207.00 4180.00 PG
175 pg2602 20250822 4120.0 ... 4140.00 4117.00 PG
176 pg2603 20250822 4025.0 ... 4050.00 4026.00 PG
177 pg2604 20250822 4339.0 ... 4344.00 4327.00 PG
178 pg2605 20250822 4232.0 ... 4254.00 4235.00 PG
179 pg2606 20250822 4160.0 ... 4160.00 4170.00 PG
180 pg2607 20250822 0.0 ... 4100.00 4100.00 PG
181 pp2509 20250822 7016.0 ... 7006.00 7018.00 PP
182 pp2510 20250822 7013.0 ... 7004.00 7012.00 PP
183 pp2511 20250822 7023.0 ... 7021.00 7024.00 PP
184 pp2512 20250822 7043.0 ... 7039.00 7041.00 PP
185 pp2601 20250822 7048.0 ... 7044.00 7043.00 PP
186 pp2602 20250822 7028.0 ... 7023.00 7023.00 PP
187 pp2603 20250822 7032.0 ... 7028.00 7020.00 PP
188 pp2604 20250822 7038.0 ... 7058.00 7041.00 PP
189 pp2605 20250822 7058.0 ... 7068.00 7065.00 PP
190 pp2606 20250822 7024.0 ... 7037.00 7032.00 PP
191 pp2607 20250822 7020.0 ... 7022.00 7018.00 PP
192 pp2608 20250822 7045.0 ... 7045.00 7044.00 PP
193 rr2509 20250822 3586.0 ... 3580.00 3590.00 RR
194 rr2510 20250822 3612.0 ... 3612.00 3611.00 RR
195 rr2511 20250822 3613.0 ... 3611.00 3612.00 RR
196 rr2512 20250822 3610.0 ... 3610.00 3613.00 RR
197 rr2601 20250822 3622.0 ... 3620.00 3621.00 RR
198 rr2602 20250822 0.0 ... 3609.00 3609.00 RR
199 rr2603 20250822 3610.0 ... 3610.00 3607.00 RR
200 rr2604 20250822 0.0 ... 3613.00 3613.00 RR
201 rr2605 20250822 3615.0 ... 3615.00 3611.00 RR
202 rr2606 20250822 0.0 ... 3605.00 3605.00 RR
203 rr2607 20250822 0.0 ... 3625.00 3625.00 RR
204 rr2608 20250822 0.0 ... 3581.00 3581.00 RR
205 v2509 20250822 4857.0 ... 4870.00 4876.00 V
206 v2510 20250822 4896.0 ... 4908.00 4914.00 V
207 v2511 20250822 4931.0 ... 4939.00 4945.00 V
208 v2512 20250822 4980.0 ... 4977.00 4983.00 V
209 v2601 20250822 5000.0 ... 5004.00 5010.00 V
210 v2602 20250822 5037.0 ... 5044.00 5049.00 V
211 v2603 20250822 5075.0 ... 5080.00 5081.00 V
212 v2604 20250822 5265.0 ... 5268.00 5294.00 V
213 v2605 20250822 5280.0 ... 5297.00 5314.00 V
214 v2606 20250822 5331.0 ... 5328.00 5341.00 V
215 v2607 20250822 5362.0 ... 5356.00 5375.00 V
216 v2608 20250822 5370.0 ... 5370.00 5382.00 V
217 y2509 20250822 8426.0 ... 8470.00 8440.00 Y
218 y2511 20250822 8424.0 ... 8470.00 8434.00 Y
219 y2512 20250822 8438.0 ... 8488.00 8458.00 Y
220 y2601 20250822 8394.0 ... 8440.00 8404.00 Y
221 y2603 20250822 8336.0 ... 8378.00 8356.00 Y
222 y2605 20250822 8102.0 ... 8150.00 8112.00 Y
223 y2607 20250822 8054.0 ... 8084.00 8058.00 Y
224 y2608 20250822 8096.0 ... 8118.00 8112.00 Y
[225 rows x 12 columns]
2025-09-01 18:25:54,226 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
2025-09-01 18:25:55,994 - future_1d - INFO - save future_daily 2025-08-22 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250825 8120.0 8214.0 ... 427020.91 8143.0 8090.0 AP
1 AP511 20250825 7988.0 8013.0 ... 2773.61 7947.0 7900.0 AP
2 AP512 20250825 7972.0 7979.0 ... 71.64 7960.0 7916.0 AP
3 AP601 20250825 8025.0 8124.0 ... 70108.70 8058.0 8001.0 AP
4 AP603 20250825 8007.0 8007.0 ... 63.67 7959.0 7923.0 AP
5 AP604 20250825 7960.0 8008.0 ... 111.58 7970.0 7943.0 AP
6 AP605 20250825 8055.0 8100.0 ... 812.10 8041.0 8003.0 AP
7 CF509 20250825 13800.0 13865.0 ... 254693.74 13815.0 13750.0 CF
8 CF511 20250825 13955.0 14080.0 ... 257264.09 14020.0 13945.0 CF
9 CF601 20250825 14050.0 14180.0 ... 1745785.95 14115.0 14015.0 CF
10 CF603 20250825 14005.0 14135.0 ... 2818.65 14060.0 13980.0 CF
11 CF605 20250825 14000.0 14135.0 ... 66017.68 14065.0 13990.0 CF
12 CF607 20250825 14020.0 14135.0 ... 337.84 14075.0 13980.0 CF
13 CJ509 20250825 10100.0 10240.0 ... 8682.33 10175.0 10160.0 CJ
14 CJ512 20250825 11145.0 11380.0 ... 11031.79 11285.0 11250.0 CJ
15 CJ601 20250825 11275.0 11495.0 ... 742167.00 11395.0 11345.0 CJ
16 CJ603 20250825 11305.0 11525.0 ... 6256.12 11425.0 11390.0 CJ
17 CJ605 20250825 11470.0 11625.0 ... 101844.62 11535.0 11500.0 CJ
18 CJ607 20250825 11630.0 11790.0 ... 825.32 11705.0 11670.0 CJ
19 CY509 20250825 20060.0 20135.0 ... 653.44 20105.0 20045.0 CY
20 CY510 20250825 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250825 20080.0 20195.0 ... 80714.19 20160.0 20075.0 CY
22 CY512 20250825 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250825 20140.0 20205.0 ... 1310.25 20160.0 20055.0 CY
24 CY602 20250825 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250825 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250825 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250825 20355.0 20405.0 ... 50.96 20385.0 20290.0 CY
28 CY606 20250825 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250825 0.0 0.0 ... 0.00 20205.0 20150.0 CY
30 CY608 20250825 20375.0 20375.0 ... 10.19 20375.0 20300.0 CY
31 FG509 20250825 1000.0 1020.0 ... 558552.14 1007.0 990.0 FG
32 FG510 20250825 1100.0 1127.0 ... 135314.07 1110.0 1077.0 FG
33 FG511 20250825 1087.0 1116.0 ... 169830.47 1099.0 1073.0 FG
34 FG512 20250825 1182.0 1218.0 ... 97518.60 1197.0 1170.0 FG
35 FG601 20250825 1176.0 1215.0 ... 6130583.98 1194.0 1165.0 FG
36 FG602 20250825 1236.0 1263.0 ... 3703.95 1245.0 1221.0 FG
37 FG603 20250825 1236.0 1262.0 ... 2127.95 1247.0 1221.0 FG
38 FG604 20250825 1275.0 1306.0 ... 1169.01 1293.0 1268.0 FG
39 FG605 20250825 1272.0 1298.0 ... 138074.36 1286.0 1261.0 FG
40 FG606 20250825 1299.0 1322.0 ... 2901.32 1312.0 1289.0 FG
41 FG607 20250825 1292.0 1316.0 ... 2475.78 1303.0 1284.0 FG
42 FG608 20250825 1316.0 1340.0 ... 943.30 1325.0 1303.0 FG
43 JR509 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250825 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250825 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250825 2294.0 2316.0 ... 65650.06 2306.0 2302.0 MA
53 MA510 20250825 2327.0 2350.0 ... 61450.53 2341.0 2337.0 MA
54 MA511 20250825 2350.0 2376.0 ... 103024.83 2365.0 2356.0 MA
55 MA512 20250825 2387.0 2415.0 ... 36861.61 2403.0 2394.0 MA
56 MA601 20250825 2406.0 2436.0 ... 1114015.17 2423.0 2410.0 MA
57 MA602 20250825 2423.0 2440.0 ... 102.15 2432.0 2415.0 MA
58 MA603 20250825 2429.0 2440.0 ... 165.20 2429.0 2416.0 MA
59 MA604 20250825 0.0 0.0 ... 0.00 2416.0 2402.0 MA
60 MA605 20250825 2386.0 2411.0 ... 34558.41 2400.0 2383.0 MA
61 MA606 20250825 2406.0 2406.0 ... 4.81 2406.0 2395.0 MA
62 MA607 20250825 2399.0 2417.0 ... 74.66 2408.0 2394.0 MA
63 MA608 20250825 2408.0 2414.0 ... 26.50 2409.0 2404.0 MA
64 OI509 20250825 9999.0 10025.0 ... 142680.44 9986.0 9946.0 OI
65 OI511 20250825 9969.0 9998.0 ... 418048.70 9948.0 9917.0 OI
66 OI601 20250825 9900.0 9945.0 ... 2939237.73 9890.0 9854.0 OI
67 OI603 20250825 9813.0 9865.0 ... 3060.39 9809.0 9769.0 OI
68 OI605 20250825 9714.0 9773.0 ... 44381.99 9720.0 9682.0 OI
69 OI607 20250825 9656.0 9706.0 ... 77.47 9684.0 9660.0 OI
70 PF509 20250825 6516.0 6526.0 ... 2379.48 6492.0 6512.0 PF
71 PF510 20250825 6612.0 6636.0 ... 441516.47 6604.0 6614.0 PF
72 PF511 20250825 6596.0 6626.0 ... 255519.16 6596.0 6594.0 PF
73 PF512 20250825 6580.0 6612.0 ... 95820.21 6582.0 6576.0 PF
74 PF601 20250825 6564.0 6604.0 ... 21254.43 6576.0 6568.0 PF
75 PF602 20250825 6582.0 6598.0 ... 62.52 6582.0 6578.0 PF
76 PF603 20250825 0.0 0.0 ... 0.00 6598.0 6592.0 PF
77 PF604 20250825 6636.0 6636.0 ... 3.32 6636.0 6622.0 PF
78 PF605 20250825 6662.0 6666.0 ... 26.61 6654.0 6642.0 PF
79 PF606 20250825 6670.0 6670.0 ... 3.34 6670.0 6656.0 PF
80 PF607 20250825 6676.0 6676.0 ... 3.34 6676.0 6656.0 PF
81 PF608 20250825 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250825 7998.0 8012.0 ... 74898.44 7976.0 8004.0 PK
83 PK511 20250825 7770.0 7816.0 ... 309107.08 7778.0 7792.0 PK
84 PK512 20250825 7800.0 7852.0 ... 62962.84 7824.0 7832.0 PK
85 PK601 20250825 7840.0 7910.0 ... 45139.91 7876.0 7896.0 PK
86 PK603 20250825 7870.0 7904.0 ... 540.77 7894.0 7896.0 PK
87 PK604 20250825 7890.0 7900.0 ... 149.91 7890.0 7896.0 PK
88 PK605 20250825 7898.0 7916.0 ... 6013.93 7892.0 7904.0 PK
89 PL601 20250825 6493.0 6514.0 ... 24664.38 6491.0 6473.0 PL
90 PL602 20250825 6543.0 6543.0 ... 65.33 6533.0 6503.0 PL
91 PL603 20250825 6527.0 6527.0 ... 13.05 6527.0 6501.0 PL
92 PL604 20250825 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250825 6376.0 6387.0 ... 38.30 6383.0 6393.0 PL
94 PL606 20250825 6522.0 6522.0 ... 64.79 6479.0 6483.0 PL
95 PL607 20250825 6512.0 6512.0 ... 13.02 6512.0 6535.0 PL
96 PL608 20250825 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250825 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250825 5930.0 5946.0 ... 6262.17 5906.0 5938.0 PR
104 PR510 20250825 6036.0 6064.0 ... 188128.83 6040.0 6038.0 PR
105 PR511 20250825 6038.0 6078.0 ... 900806.53 6050.0 6050.0 PR
106 PR512 20250825 6054.0 6074.0 ... 482316.77 6052.0 6048.0 PR
107 PR601 20250825 6036.0 6078.0 ... 8002.99 6056.0 6048.0 PR
108 PR602 20250825 0.0 0.0 ... 0.00 6070.0 6052.0 PR
109 PR603 20250825 6088.0 6088.0 ... 9.13 6088.0 6080.0 PR
110 PR604 20250825 6100.0 6130.0 ... 18.35 6116.0 6074.0 PR
111 PR605 20250825 6116.0 6138.0 ... 27.51 6114.0 6086.0 PR
112 PR606 20250825 0.0 0.0 ... 0.00 6080.0 6078.0 PR
113 PR607 20250825 0.0 0.0 ... 0.00 6082.0 6080.0 PR
114 PR608 20250825 0.0 0.0 ... 0.00 6080.0 6076.0 PR
115 PX509 20250825 7032.0 7080.0 ... 11944.43 7030.0 7046.0 PX
116 PX510 20250825 7000.0 7060.0 ... 186005.41 7024.0 7018.0 PX
117 PX511 20250825 6964.0 7024.0 ... 780053.76 6982.0 6966.0 PX
118 PX512 20250825 6928.0 6984.0 ... 100431.93 6946.0 6930.0 PX
119 PX601 20250825 6888.0 6950.0 ... 121920.99 6912.0 6894.0 PX
120 PX602 20250825 6916.0 6926.0 ... 6.92 6922.0 6874.0 PX
121 PX603 20250825 6912.0 6922.0 ... 6.92 6918.0 6880.0 PX
122 PX604 20250825 6882.0 6882.0 ... 3.44 6882.0 6884.0 PX
123 PX605 20250825 6924.0 6932.0 ... 457.53 6880.0 6890.0 PX
124 PX606 20250825 6890.0 6890.0 ... 37.83 6878.0 6880.0 PX
125 PX607 20250825 6848.0 6856.0 ... 23.99 6854.0 6854.0 PX
126 PX608 20250825 0.0 0.0 ... 0.00 6842.0 6842.0 PX
127 RI509 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250825 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250825 2579.0 2616.0 ... 32249.67 2602.0 2587.0 RM
134 RM511 20250825 2567.0 2609.0 ... 26845.36 2592.0 2572.0 RM
135 RM601 20250825 2544.0 2577.0 ... 794871.90 2559.0 2548.0 RM
136 RM603 20250825 2493.0 2509.0 ... 11263.05 2495.0 2491.0 RM
137 RM605 20250825 2469.0 2491.0 ... 100642.01 2478.0 2474.0 RM
138 RM607 20250825 2452.0 2470.0 ... 6358.99 2460.0 2456.0 RM
139 RM608 20250825 2525.0 2537.0 ... 126.42 2528.0 2521.0 RM
140 RS509 20250825 4844.0 4865.0 ... 150.33 4849.0 4860.0 RS
141 RS511 20250825 5292.0 5327.0 ... 10.62 5310.0 5313.0 RS
142 RS607 20250825 0.0 0.0 ... 0.00 5646.0 5646.0 RS
143 RS608 20250825 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250825 1229.0 1240.0 ... 180118.25 1230.0 1217.0 SA
145 SA510 20250825 1260.0 1278.0 ... 307924.33 1264.0 1251.0 SA
146 SA511 20250825 1267.0 1284.0 ... 427621.83 1268.0 1253.0 SA
147 SA512 20250825 1317.0 1345.0 ... 164658.44 1328.0 1305.0 SA
148 SA601 20250825 1328.0 1354.0 ... 5243657.41 1335.0 1314.0 SA
149 SA602 20250825 1341.0 1369.0 ... 7604.81 1352.0 1329.0 SA
150 SA603 20250825 1344.0 1370.0 ... 3814.67 1353.0 1333.0 SA
151 SA604 20250825 1378.0 1403.0 ... 2155.96 1386.0 1361.0 SA
152 SA605 20250825 1382.0 1408.0 ... 162697.26 1389.0 1368.0 SA
153 SA606 20250825 1390.0 1411.0 ... 1583.61 1394.0 1374.0 SA
154 SA607 20250825 1390.0 1410.0 ... 2062.71 1396.0 1375.0 SA
155 SA608 20250825 1410.0 1424.0 ... 1083.31 1407.0 1402.0 SA
156 SF509 20250825 5506.0 5526.0 ... 24864.99 5492.0 5442.0 SF
157 SF510 20250825 5520.0 5540.0 ... 117283.65 5502.0 5456.0 SF
158 SF511 20250825 5708.0 5728.0 ... 570425.22 5688.0 5630.0 SF
159 SF512 20250825 5692.0 5704.0 ... 41540.77 5662.0 5612.0 SF
160 SF601 20250825 5688.0 5700.0 ... 130777.77 5666.0 5606.0 SF
161 SF602 20250825 5630.0 5660.0 ... 614.41 5638.0 5570.0 SF
162 SF603 20250825 5818.0 5824.0 ... 60.98 5808.0 5754.0 SF
163 SF604 20250825 5822.0 5822.0 ... 26.10 5800.0 5752.0 SF
164 SF605 20250825 5800.0 5820.0 ... 1428.78 5796.0 5730.0 SF
165 SF606 20250825 5752.0 5778.0 ... 74.89 5762.0 5706.0 SF
166 SF607 20250825 5898.0 5920.0 ... 32.43 5898.0 5858.0 SF
167 SF608 20250825 0.0 0.0 ... 0.00 5860.0 5832.0 SF
168 SH509 20250825 2625.0 2625.0 ... 72818.76 2599.0 2607.0 SH
169 SH510 20250825 2772.0 2781.0 ... 614939.93 2751.0 2756.0 SH
170 SH511 20250825 2788.0 2804.0 ... 1118982.80 2774.0 2769.0 SH
171 SH512 20250825 2787.0 2800.0 ... 198008.45 2776.0 2765.0 SH
172 SH601 20250825 2745.0 2762.0 ... 4247537.75 2740.0 2726.0 SH
173 SH602 20250825 2749.0 2767.0 ... 5920.83 2745.0 2744.0 SH
174 SH603 20250825 2754.0 2773.0 ... 4106.67 2754.0 2743.0 SH
175 SH604 20250825 2792.0 2806.0 ... 704.24 2795.0 2785.0 SH
176 SH605 20250825 2796.0 2821.0 ... 47210.72 2802.0 2791.0 SH
177 SH606 20250825 2800.0 2811.0 ... 672.17 2801.0 2791.0 SH
178 SH607 20250825 2773.0 2787.0 ... 224.86 2776.0 2770.0 SH
179 SH608 20250825 2791.0 2800.0 ... 125.87 2797.0 2791.0 SH
180 SM509 20250825 5808.0 5826.0 ... 94681.69 5794.0 5724.0 SM
181 SM510 20250825 5784.0 5832.0 ... 79197.06 5800.0 5728.0 SM
182 SM511 20250825 5874.0 5904.0 ... 189750.85 5872.0 5794.0 SM
183 SM512 20250825 5882.0 5908.0 ... 25744.72 5880.0 5806.0 SM
184 SM601 20250825 5886.0 5914.0 ... 668615.47 5884.0 5808.0 SM
185 SM602 20250825 5912.0 5918.0 ... 218.23 5898.0 5824.0 SM
186 SM603 20250825 5912.0 5936.0 ... 230.57 5912.0 5846.0 SM
187 SM604 20250825 5914.0 5934.0 ... 26.63 5918.0 5852.0 SM
188 SM605 20250825 5948.0 5962.0 ... 9927.84 5932.0 5858.0 SM
189 SM606 20250825 5932.0 5956.0 ... 20.77 5936.0 5864.0 SM
190 SM607 20250825 5956.0 5972.0 ... 11.92 5960.0 5890.0 SM
191 SM608 20250825 0.0 0.0 ... 0.00 5964.0 5896.0 SM
192 SR509 20250825 5725.0 5739.0 ... 34401.81 5729.0 5721.0 SR
193 SR511 20250825 5659.0 5674.0 ... 140761.03 5665.0 5660.0 SR
194 SR601 20250825 5672.0 5696.0 ... 756583.90 5685.0 5673.0 SR
195 SR603 20250825 5646.0 5670.0 ... 1749.50 5662.0 5647.0 SR
196 SR605 20250825 5634.0 5650.0 ... 19023.78 5643.0 5632.0 SR
197 SR607 20250825 5636.0 5638.0 ... 816.96 5634.0 5622.0 SR
198 TA509 20250825 4860.0 4886.0 ... 235838.39 4844.0 4850.0 TA
199 TA510 20250825 4878.0 4914.0 ... 361810.98 4884.0 4884.0 TA
200 TA511 20250825 4874.0 4900.0 ... 228263.52 4870.0 4862.0 TA
201 TA512 20250825 4878.0 4900.0 ... 75837.02 4870.0 4864.0 TA
202 TA601 20250825 4878.0 4902.0 ... 1856164.03 4874.0 4864.0 TA
203 TA602 20250825 4888.0 4896.0 ... 136.47 4874.0 4868.0 TA
204 TA603 20250825 4900.0 4906.0 ... 310.41 4888.0 4872.0 TA
205 TA604 20250825 4882.0 4912.0 ... 66.01 4890.0 4880.0 TA
206 TA605 20250825 4900.0 4926.0 ... 31250.42 4902.0 4888.0 TA
207 TA606 20250825 4900.0 4916.0 ... 17.19 4912.0 4912.0 TA
208 TA607 20250825 4936.0 4938.0 ... 27.08 4924.0 4898.0 TA
209 TA608 20250825 4930.0 4930.0 ... 9.83 4914.0 4896.0 TA
210 UR509 20250825 1714.0 1725.0 ... 20573.49 1717.0 1724.0 UR
211 UR510 20250825 1722.0 1734.0 ... 20512.16 1726.0 1725.0 UR
212 UR511 20250825 1746.0 1754.0 ... 41468.09 1746.0 1747.0 UR
213 UR512 20250825 1742.0 1752.0 ... 714.88 1744.0 1744.0 UR
214 UR601 20250825 1741.0 1754.0 ... 677925.29 1746.0 1748.0 UR
215 UR602 20250825 1751.0 1752.0 ... 492.23 1746.0 1741.0 UR
216 UR603 20250825 1789.0 1789.0 ... 421.52 1786.0 1780.0 UR
217 UR604 20250825 1783.0 1789.0 ... 49.93 1783.0 1783.0 UR
218 UR605 20250825 1785.0 1795.0 ... 27554.88 1789.0 1787.0 UR
219 UR606 20250825 1784.0 1788.0 ... 164.12 1784.0 1780.0 UR
220 UR607 20250825 1799.0 1804.0 ... 75.59 1800.0 1793.0 UR
221 UR608 20250825 1793.0 1801.0 ... 75.35 1794.0 1789.0 UR
222 WH509 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250825 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250825 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:26:03,400 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 IC2509 20250825 6836.000 ... 6904.000 6787.200 IC
1 IC2510 20250825 6820.000 ... 6872.000 6750.800 IC
2 IC2512 20250825 6750.000 ... 6786.600 6662.800 IC
3 IC2603 20250825 6643.800 ... 6665.800 6537.800 IC
4 IF2509 20250825 4425.000 ... 4458.400 4374.400 IF
5 IF2510 20250825 4410.600 ... 4451.600 4369.400 IF
6 IF2512 20250825 4410.000 ... 4441.400 4353.400 IF
7 IF2603 20250825 4400.000 ... 4423.400 4334.400 IF
8 IH2509 20250825 2959.000 ... 2983.600 2929.400 IH
9 IH2510 20250825 2958.400 ... 2982.800 2928.000 IH
10 IH2512 20250825 2960.000 ... 2986.000 2931.000 IH
11 IH2603 20250825 2965.000 ... 2988.200 2932.800 IH
12 IM2509 20250825 7400.000 ... 7423.000 7319.600 IM
13 IM2510 20250825 7361.200 ... 7374.000 7272.600 IM
14 IM2512 20250825 7242.000 ... 7273.600 7159.200 IM
15 IM2603 20250825 7081.200 ... 7121.800 7009.800 IM
16 T2509 20250825 107.765 ... 108.125 107.905 T
17 T2512 20250825 107.580 ... 107.925 107.655 T
18 T2603 20250825 107.355 ... 107.670 107.405 T
19 TF2509 20250825 105.460 ... 105.575 105.470 TF
20 TF2512 20250825 105.300 ... 105.515 105.370 TF
21 TF2603 20250825 105.350 ... 105.360 105.285 TF
22 TL2509 20250825 116.290 ... 117.150 116.440 TL
23 TL2512 20250825 115.680 ... 116.720 115.900 TL
24 TL2603 20250825 115.390 ... 116.370 115.540 TL
25 TS2509 20250825 102.318 ... 102.334 102.318 TS
26 TS2512 20250825 102.312 ... 102.390 102.318 TS
27 TS2603 20250825 102.278 ... 102.316 102.298 TS
[28 rows x 12 columns]
2025-09-01 18:26:03,787 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 PS2509 20250825 52400.0 ... 52030.0 51190.0 PS
1 PS2510 20250825 53265.0 ... 52220.0 51315.0 PS
2 PS2511 20250825 52320.0 ... 52055.0 51205.0 PS
3 PS2512 20250825 54980.0 ... 54365.0 53460.0 PS
4 PS2601 20250825 54665.0 ... 54450.0 53525.0 PS
5 PS2602 20250825 55005.0 ... 54765.0 53685.0 PS
6 PS2603 20250825 55200.0 ... 54725.0 53835.0 PS
7 PS2604 20250825 56800.0 ... 55040.0 54070.0 PS
8 PS2605 20250825 54800.0 ... 54890.0 54020.0 PS
9 PS2606 20250825 57380.0 ... 57365.0 56705.0 PS
10 PS2607 20250825 57070.0 ... 57525.0 56840.0 PS
11 PS2608 20250825 57000.0 ... 57555.0 56955.0 PS
13 SI2509 20250825 8870.0 ... 8745.0 8620.0 SI
14 SI2510 20250825 8885.0 ... 8760.0 8665.0 SI
15 SI2511 20250825 8930.0 ... 8765.0 8670.0 SI
16 SI2512 20250825 9255.0 ... 9120.0 9005.0 SI
17 SI2601 20250825 9220.0 ... 9120.0 8990.0 SI
18 SI2602 20250825 9215.0 ... 9105.0 8970.0 SI
19 SI2603 20250825 9215.0 ... 9100.0 8990.0 SI
20 SI2604 20250825 9230.0 ... 9135.0 8995.0 SI
21 SI2605 20250825 9250.0 ... 9150.0 9010.0 SI
22 SI2606 20250825 9255.0 ... 9165.0 9025.0 SI
23 SI2607 20250825 9220.0 ... 9155.0 9025.0 SI
24 SI2608 20250825 9205.0 ... 9195.0 8975.0 SI
27 LC2509 20250825 82740.0 ... 80100.0 80160.0 LC
28 LC2510 20250825 80200.0 ... 79840.0 79940.0 LC
29 LC2511 20250825 81000.0 ... 79620.0 79620.0 LC
30 LC2512 20250825 80020.0 ... 79220.0 79160.0 LC
31 LC2601 20250825 80000.0 ... 78840.0 78820.0 LC
32 LC2602 20250825 81300.0 ... 79220.0 78260.0 LC
33 LC2603 20250825 80100.0 ... 78440.0 77920.0 LC
34 LC2604 20250825 79280.0 ... 77960.0 77800.0 LC
35 LC2605 20250825 78500.0 ... 77880.0 77860.0 LC
36 LC2606 20250825 79320.0 ... 77880.0 77520.0 LC
37 LC2607 20250825 78300.0 ... 77680.0 77580.0 LC
38 LC2608 20250825 79300.0 ... 78180.0 78180.0 LC
[36 rows x 12 columns]
2025-09-01 18:26:03,909 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250825 487 488.7 ... 57692.29 486.8 485.6 SC
1 SC2510 20250825 494 495.8 ... 5075120.08 493.5 491 SC
2 SC2511 20250825 492.5 494.1 ... 576690 491.9 489.6 SC
3 SC2512 20250825 489.5 491.5 ... 215543.48 489.5 487.8 SC
4 SC2601 20250825 488.4 489.9 ... 25333.7 488.1 486.8 SC
5 SC2602 20250825 486.6 488.4 ... 4236.7 486.9 486.5 SC
6 SC2603 20250825 486.2 487.6 ... 6169.38 485.7 485.8 SC
7 SC2604 20250825 484.9 488.5 ... 5292.01 485.5 484.4 SC
8 SC2605 20250825 484.1 485.1 ... 3623.98 483.1 483.7 SC
9 SC2606 20250825 482.8 484.9 ... 5366.02 483.4 483.3 SC
10 SC2607 20250825 482.6 482.6 ... 144.35 481.1 482.8 SC
11 SC2608 20250825 482.9 483.2 ... 578.71 482.2 482 SC
12 SC2609 20250825 481.2 481.2 ... 288.44 480.7 480.6 SC
13 SC2612 20250825 483.6 483.7 ... 193.45 483.6 481.2 SC
14 SC2703 20250825 478.9 478.9 ... 47.89 478.9 481.1 SC
15 SC2706 20250825 ... 0 481.1 481.1 SC
16 SC2709 20250825 480 482.5 ... 1152.28 480.1 475 SC
17 SC2712 20250825 477.2 481 ... 958.49 479.2 478.4 SC
18 SC2803 20250825 479.5 479.5 ... 47.95 479.5 469.9 SC
19 SC2806 20250825 469.3 475.9 ... 896.63 471.9 467.9 SC
21 LU2509 20250825 3440 3548 ... 1173.787 3452 3488 LU
22 LU2510 20250825 3504 3532 ... 82723.748 3511 3469 LU
23 LU2511 20250825 3500 3531 ... 434045.122 3521 3467 LU
24 LU2512 20250825 3489 3521 ... 47729.7 3508 3453 LU
25 LU2601 20250825 3461 3499 ... 12132.053 3488 3433 LU
26 LU2602 20250825 3453 3476 ... 86.634 3465 3423 LU
27 LU2603 20250825 3445 3469 ... 38.042 3458 3420 LU
28 LU2604 20250825 3447 3463 ... 48.372 3455 3418 LU
29 LU2605 20250825 3409 3460 ... 199.719 3443 3405 LU
30 LU2606 20250825 3427 3451 ... 24.07 3438 3407 LU
31 LU2607 20250825 3425 3448 ... 48.084 3434 3407 LU
32 LU2608 20250825 3426 3446 ... 27.482 3435 3401 LU
34 NR2509 20250825 12500 12785 ... 31928.135 12665 12455 NR
35 NR2510 20250825 12570 12845 ... 1079578.47 12720 12515 NR
36 NR2511 20250825 12580 12860 ... 275391.085 12750 12540 NR
37 NR2512 20250825 12620 12880 ... 11771.35 12790 12565 NR
38 NR2601 20250825 12650 12910 ... 96347.26 12805 12595 NR
39 NR2602 20250825 12645 12895 ... 1214.065 12775 12570 NR
40 NR2603 20250825 12725 12885 ... 318.415 12735 12600 NR
41 NR2604 20250825 12770 12775 ... 38.285 12760 12650 NR
42 NR2605 20250825 12915 12915 ... 12.915 12915 12605 NR
43 NR2606 20250825 ... 0 12745 12745 NR
44 NR2607 20250825 ... 0 12780 12650 NR
45 NR2608 20250825 ... 0 12780 12650 NR
47 BC2509 20250825 69780 70880 ... 115669.915 70290 69810 BC
48 BC2510 20250825 69880 70940 ... 48212.825 70380 69840 BC
49 BC2511 20250825 70490 70650 ... 141.07 70530 69880 BC
50 BC2512 20250825 ... 0 69780 69780 BC
51 BC2601 20250825 ... 0 70100 70100 BC
52 BC2602 20250825 ... 0 70100 70100 BC
53 BC2603 20250825 ... 0 70100 70100 BC
54 BC2604 20250825 ... 0 70100 70100 BC
55 BC2605 20250825 ... 0 69800 69800 BC
56 BC2606 20250825 ... 0 69790 69790 BC
57 BC2607 20250825 ... 0 69370 69370 BC
58 BC2608 20250825 ... 0 69370 69370 BC
60 EC2508 20250825 2123 2136 ... 1469.589 2129.8 2125 EC
61 EC2510 20250825 1323 1379.4 ... 266069.164 1356.3 1324 EC
62 EC2512 20250825 1680 1711.6 ... 61630.013 1691 1688.2 EC
63 EC2602 20250825 1480.1 1521 ... 7985.4335 1492.6 1485.3 EC
64 EC2604 20250825 1287.9 1309.8 ... 8077.539 1294.4 1275.8 EC
65 EC2606 20250825 1446 1470 ... 1015.9595 1451.3 1451.2 EC
68 SC_TAS2510 20250825 ... SC_TAS
69 SC_TAS2511 20250825 ... SC_TAS
70 SC_TAS2512 20250825 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 18:26:04,016 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250825 ... 79260 78710 CU
1 1 CU2510 20250825 ... 79290 78700 CU
2 2 CU2511 20250825 ... 79290 78660 CU
3 3 CU2512 20250825 ... 79230 78630 CU
4 4 CU2601 20250825 ... 79240 78630 CU
5 5 CU2602 20250825 ... 79250 78620 CU
6 6 CU2603 20250825 ... 79240 78630 CU
7 7 CU2604 20250825 ... 79260 78650 CU
8 8 CU2605 20250825 ... 79350 78710 CU
9 9 CU2606 20250825 ... 79290 78720 CU
10 10 CU2607 20250825 ... 79350 78720 CU
11 11 CU2608 20250825 ... 79380 78730 CU
12 12 BC2509 20250825 ... 70290 69810 BC
13 13 BC2510 20250825 ... 70380 69840 BC
14 14 BC2511 20250825 ... 70530 69880 BC
15 15 BC2512 20250825 ... 69780 69780 BC
16 16 BC2601 20250825 ... 70100 70100 BC
17 17 BC2602 20250825 ... 70100 70100 BC
18 18 BC2603 20250825 ... 70100 70100 BC
19 19 BC2604 20250825 ... 70100 70100 BC
20 20 BC2605 20250825 ... 69800 69800 BC
21 21 BC2606 20250825 ... 69790 69790 BC
22 22 BC2607 20250825 ... 69370 69370 BC
23 23 BC2608 20250825 ... 69370 69370 BC
24 24 AL2509 20250825 ... 20760 20685 AL
25 25 AL2510 20250825 ... 20740 20670 AL
26 26 AL2511 20250825 ... 20710 20630 AL
27 27 AL2512 20250825 ... 20670 20590 AL
28 28 AL2601 20250825 ... 20640 20570 AL
29 29 AL2602 20250825 ... 20665 20565 AL
30 30 AL2603 20250825 ... 20685 20605 AL
31 31 AL2604 20250825 ... 20710 20605 AL
32 32 AL2605 20250825 ... 20720 20625 AL
33 33 AL2606 20250825 ... 20725 20640 AL
34 34 AL2607 20250825 ... 20720 20630 AL
35 35 AL2608 20250825 ... 20730 20660 AL
36 36 ZN2509 20250825 ... 22365 22260 ZN
37 37 ZN2510 20250825 ... 22355 22245 ZN
38 38 ZN2511 20250825 ... 22350 22230 ZN
39 39 ZN2512 20250825 ... 22345 22225 ZN
40 40 ZN2601 20250825 ... 22350 22215 ZN
41 41 ZN2602 20250825 ... 22310 22225 ZN
42 42 ZN2603 20250825 ... 22380 22260 ZN
43 43 ZN2604 20250825 ... 22405 22275 ZN
44 44 ZN2605 20250825 ... 22400 22285 ZN
45 45 ZN2606 20250825 ... 22415 22315 ZN
46 46 ZN2607 20250825 ... 22450 22300 ZN
47 47 ZN2608 20250825 ... 22465 22320 ZN
48 48 PB2509 20250825 ... 16830 16760 PB
49 49 PB2510 20250825 ... 16845 16765 PB
50 50 PB2511 20250825 ... 16865 16770 PB
51 51 PB2512 20250825 ... 16885 16800 PB
52 52 PB2601 20250825 ... 16895 16830 PB
53 53 PB2602 20250825 ... 16945 16895 PB
54 54 PB2603 20250825 ... 16910 16855 PB
55 55 PB2604 20250825 ... 16900 16900 PB
56 56 PB2605 20250825 ... 17000 16955 PB
57 57 PB2606 20250825 ... 17055 16990 PB
58 58 PB2607 20250825 ... 16975 16975 PB
59 59 PB2608 20250825 ... 16990 16990 PB
60 60 NI2509 20250825 ... 120100 119460 NI
61 61 NI2510 20250825 ... 120270 119610 NI
62 62 NI2511 20250825 ... 120450 119780 NI
63 63 NI2512 20250825 ... 120680 120010 NI
64 64 NI2601 20250825 ... 120990 120330 NI
65 65 NI2602 20250825 ... 121350 120580 NI
66 66 NI2603 20250825 ... 121660 120810 NI
67 67 NI2604 20250825 ... 121850 121210 NI
68 68 NI2605 20250825 ... 122100 121370 NI
69 69 NI2606 20250825 ... 122600 121700 NI
70 70 NI2607 20250825 ... 122840 121990 NI
71 71 NI2608 20250825 ... 123310 122430 NI
72 72 SN2509 20250825 ... 269030 266330 SN
73 73 SN2510 20250825 ... 269340 266530 SN
74 74 SN2511 20250825 ... 269660 266670 SN
75 75 SN2512 20250825 ... 269710 266700 SN
76 76 SN2601 20250825 ... 269710 267070 SN
77 77 SN2602 20250825 ... 269800 267140 SN
78 78 SN2603 20250825 ... 270160 267450 SN
79 79 SN2604 20250825 ... 271600 268060 SN
80 80 SN2605 20250825 ... 271840 268340 SN
81 81 SN2606 20250825 ... 271820 268190 SN
82 82 SN2607 20250825 ... 271600 268340 SN
83 83 SN2608 20250825 ... 272450 269810 SN
84 84 AO2509 20250825 ... 3157 3127 AO
85 85 AO2510 20250825 ... 3151 3118 AO
86 86 AO2511 20250825 ... 3158 3125 AO
87 87 AO2512 20250825 ... 3167 3133 AO
88 88 AO2601 20250825 ... 3180 3142 AO
89 89 AO2602 20250825 ... 3173 3135 AO
90 90 AO2603 20250825 ... 3174 3134 AO
91 91 AO2604 20250825 ... 3172 3131 AO
92 92 AO2605 20250825 ... 3171 3134 AO
93 93 AO2606 20250825 ... 3175 3140 AO
94 94 AO2607 20250825 ... 3175 3140 AO
95 95 AO2608 20250825 ... 3186 3141 AO
96 96 AD2511 20250825 ... 20280 20190 AD
97 97 AD2512 20250825 ... 20275 20185 AD
98 98 AD2601 20250825 ... 20270 20160 AD
99 99 AD2602 20250825 ... 20210 20090 AD
100 100 AD2603 20250825 ... 20220 20050 AD
101 101 AD2604 20250825 ... 19975 19975 AD
102 102 AD2605 20250825 ... 19990 19925 AD
103 103 AD2606 20250825 ... 19765 19765 AD
104 104 AD2607 20250825 ... 19925 19925 AD
105 105 AD2608 20250825 ... 19925 19925 AD
106 106 AU2509 20250825 ... 778.3 773.94 AU
107 107 AU2510 20250825 ... 778.94 775.62 AU
108 108 AU2511 20250825 ... 780.54 776.98 AU
109 109 AU2512 20250825 ... 781.2 777.46 AU
110 110 AU2602 20250825 ... 783 779.6 AU
111 111 AU2604 20250825 ... 785.58 781.08 AU
112 112 AU2606 20250825 ... 787.32 782.52 AU
113 113 AU2608 20250825 ... 789.1 784.74 AU
114 114 AG2509 20250825 ... 9331 9207 AG
115 115 AG2510 20250825 ... 9344 9220 AG
116 116 AG2511 20250825 ... 9342 9228 AG
117 117 AG2512 20250825 ... 9364 9239 AG
118 118 AG2601 20250825 ... 9367 9252 AG
119 119 AG2602 20250825 ... 9376 9265 AG
120 120 AG2603 20250825 ... 9388 9278 AG
121 121 AG2604 20250825 ... 9400 9289 AG
122 122 AG2605 20250825 ... 9410 9302 AG
123 123 AG2606 20250825 ... 9431 9318 AG
124 124 AG2607 20250825 ... 9451 9331 AG
125 125 AG2608 20250825 ... 9471 9352 AG
126 126 RB2509 20250825 ... 3119 3100 RB
127 127 RB2510 20250825 ... 3144 3116 RB
128 128 RB2511 20250825 ... 3154 3130 RB
129 129 RB2512 20250825 ... 3211 3178 RB
130 130 RB2601 20250825 ... 3224 3194 RB
131 131 RB2602 20250825 ... 3209 3183 RB
132 132 RB2603 20250825 ... 3226 3198 RB
133 133 RB2604 20250825 ... 3244 3216 RB
134 134 RB2605 20250825 ... 3258 3231 RB
135 135 RB2606 20250825 ... 3272 3245 RB
136 136 RB2607 20250825 ... 3285 3258 RB
137 137 RB2608 20250825 ... 3282 3262 RB
138 138 WR2509 20250825 ... 3342 3342 WR
139 139 WR2510 20250825 ... 3387 3360 WR
140 140 WR2511 20250825 ... 3373 3347 WR
141 141 WR2512 20250825 ... 3486 3459 WR
142 142 WR2601 20250825 ... 3380 3372 WR
143 143 WR2602 20250825 ... 3503 3503 WR
144 144 WR2603 20250825 ... 3438 3438 WR
145 145 WR2604 20250825 ... 3455 3455 WR
146 146 WR2605 20250825 ... 3429 3455 WR
147 147 WR2606 20250825 ... 3435 3407 WR
148 148 WR2607 20250825 ... 3453 3522 WR
149 149 WR2608 20250825 ... 3477 3547 WR
150 150 HC2509 20250825 ... 3416 3387 HC
151 151 HC2510 20250825 ... 3391 3358 HC
152 152 HC2511 20250825 ... 3389 3357 HC
153 153 HC2512 20250825 ... 3390 3356 HC
154 154 HC2601 20250825 ... 3378 3346 HC
155 155 HC2602 20250825 ... 3379 3353 HC
156 156 HC2603 20250825 ... 3384 3351 HC
157 157 HC2604 20250825 ... 3384 3355 HC
158 158 HC2605 20250825 ... 3385 3356 HC
159 159 HC2606 20250825 ... 3391 3365 HC
160 160 HC2607 20250825 ... 3401 3371 HC
161 161 HC2608 20250825 ... 3396 3374 HC
162 162 SS2509 20250825 ... 12750 12685 SS
163 163 SS2510 20250825 ... 12830 12755 SS
164 164 SS2511 20250825 ... 12900 12830 SS
165 165 SS2512 20250825 ... 12945 12860 SS
166 166 SS2601 20250825 ... 13000 12920 SS
167 167 SS2602 20250825 ... 13020 12950 SS
168 168 SS2603 20250825 ... 13095 13015 SS
169 169 SS2604 20250825 ... 13180 13075 SS
170 170 SS2605 20250825 ... 13220 13140 SS
171 171 SS2606 20250825 ... 13285 13190 SS
172 172 SS2607 20250825 ... 13345 13240 SS
173 173 SS2608 20250825 ... 13300 13300 SS
174 174 SC2509 20250825 ... 486.8 485.6 SC
175 175 SC2510 20250825 ... 493.5 491 SC
176 176 SC2511 20250825 ... 491.9 489.6 SC
177 177 SC2512 20250825 ... 489.5 487.8 SC
178 178 SC2601 20250825 ... 488.1 486.8 SC
179 179 SC2602 20250825 ... 486.9 486.5 SC
180 180 SC2603 20250825 ... 485.7 485.8 SC
181 181 SC2604 20250825 ... 485.5 484.4 SC
182 182 SC2605 20250825 ... 483.1 483.7 SC
183 183 SC2606 20250825 ... 483.4 483.3 SC
184 184 SC2607 20250825 ... 481.1 482.8 SC
185 185 SC2608 20250825 ... 482.2 482 SC
186 186 SC2609 20250825 ... 480.7 480.6 SC
187 187 SC2612 20250825 ... 483.6 481.2 SC
188 188 SC2703 20250825 ... 478.9 481.1 SC
189 189 SC2706 20250825 ... 481.1 481.1 SC
190 190 SC2709 20250825 ... 480.1 475 SC
191 191 SC2712 20250825 ... 479.2 478.4 SC
192 192 SC2803 20250825 ... 479.5 469.9 SC
193 193 SC2806 20250825 ... 471.9 467.9 SC
194 194 LU2509 20250825 ... 3452 3488 LU
195 195 LU2510 20250825 ... 3511 3469 LU
196 196 LU2511 20250825 ... 3521 3467 LU
197 197 LU2512 20250825 ... 3508 3453 LU
198 198 LU2601 20250825 ... 3488 3433 LU
199 199 LU2602 20250825 ... 3465 3423 LU
200 200 LU2603 20250825 ... 3458 3420 LU
201 201 LU2604 20250825 ... 3455 3418 LU
202 202 LU2605 20250825 ... 3443 3405 LU
203 203 LU2606 20250825 ... 3438 3407 LU
204 204 LU2607 20250825 ... 3434 3407 LU
205 205 LU2608 20250825 ... 3435 3401 LU
206 206 FU2509 20250825 ... 2805 2765 FU
207 207 FU2510 20250825 ... 2878 2767 FU
208 208 FU2511 20250825 ... 2848 2763 FU
209 209 FU2512 20250825 ... 2829 2756 FU
210 210 FU2601 20250825 ... 2812 2750 FU
211 211 FU2602 20250825 ... 2806 2750 FU
212 212 FU2603 20250825 ... 2793 2747 FU
213 213 FU2604 20250825 ... 2786 2745 FU
214 214 FU2605 20250825 ... 2782 2742 FU
215 215 FU2606 20250825 ... 2771 2735 FU
216 216 FU2607 20250825 ... 2749 2718 FU
217 217 FU2608 20250825 ... 2732 2705 FU
218 218 BU2509 20250825 ... 3540 3512 BU
219 219 BU2510 20250825 ... 3504 3479 BU
220 220 BU2511 20250825 ... 3470 3437 BU
221 221 BU2512 20250825 ... 3422 3388 BU
222 222 BU2601 20250825 ... 3386 3349 BU
223 223 BU2602 20250825 ... 3388 3357 BU
224 224 BU2603 20250825 ... 3385 3355 BU
225 225 BU2604 20250825 ... 3357 3357 BU
226 226 BU2605 20250825 ... 3381 3357 BU
227 227 BU2606 20250825 ... 3372 3352 BU
228 228 BU2607 20250825 ... 3347 3347 BU
229 229 BU2608 20250825 ... 3356 3317 BU
230 230 BU2609 20250825 ... 3361 3326 BU
231 231 BU2612 20250825 ... 3319 3304 BU
232 232 BU2703 20250825 ... 3335 3310 BU
233 233 BU2706 20250825 ... 3340 3321 BU
234 234 BR2509 20250825 ... 11920 11695 BR
235 235 BR2510 20250825 ... 11925 11700 BR
236 236 BR2511 20250825 ... 11915 11685 BR
237 237 BR2512 20250825 ... 11920 11695 BR
238 238 BR2601 20250825 ... 11920 11715 BR
239 239 BR2602 20250825 ... 11960 11760 BR
240 240 BR2603 20250825 ... 11975 11770 BR
241 241 BR2604 20250825 ... 12025 11770 BR
242 242 BR2605 20250825 ... 12030 11830 BR
243 243 BR2606 20250825 ... 12115 11880 BR
244 244 BR2607 20250825 ... 12080 12010 BR
245 245 BR2608 20250825 ... 12005 11825 BR
246 246 RU2509 20250825 ... 14850 14670 RU
247 247 RU2510 20250825 ... 14840 14680 RU
248 248 RU2511 20250825 ... 14850 14650 RU
249 249 RU2601 20250825 ... 15840 15640 RU
250 250 RU2603 20250825 ... 15915 15645 RU
251 251 RU2604 20250825 ... 15920 15700 RU
252 252 RU2605 20250825 ... 15955 15730 RU
253 253 RU2606 20250825 ... 15945 15765 RU
254 254 RU2607 20250825 ... 16035 15740 RU
255 255 RU2608 20250825 ... 16090 15940 RU
256 256 NR2509 20250825 ... 12665 12455 NR
257 257 NR2510 20250825 ... 12720 12515 NR
258 258 NR2511 20250825 ... 12750 12540 NR
259 259 NR2512 20250825 ... 12790 12565 NR
260 260 NR2601 20250825 ... 12805 12595 NR
261 261 NR2602 20250825 ... 12775 12570 NR
262 262 NR2603 20250825 ... 12735 12600 NR
263 263 NR2604 20250825 ... 12760 12650 NR
264 264 NR2605 20250825 ... 12915 12605 NR
265 265 NR2606 20250825 ... 12745 12745 NR
266 266 NR2607 20250825 ... 12780 12650 NR
267 267 NR2608 20250825 ... 12780 12650 NR
268 268 SP2509 20250825 ... 5084 5068 SP
269 269 SP2510 20250825 ... 5110 5072 SP
270 270 SP2511 20250825 ... 5130 5092 SP
271 271 SP2512 20250825 ... 5144 5110 SP
272 272 SP2601 20250825 ... 5398 5360 SP
273 273 SP2602 20250825 ... 5382 5324 SP
274 274 SP2603 20250825 ... 5394 5326 SP
275 275 SP2604 20250825 ... 5378 5328 SP
276 276 SP2605 20250825 ... 5392 5338 SP
277 277 SP2606 20250825 ... 5402 5332 SP
278 278 SP2607 20250825 ... 5412 5350 SP
279 279 SP2608 20250825 ... 5416 5356 SP
280 280 EC2508 20250825 ... 2129.8 2125 EC
281 281 EC2510 20250825 ... 1356.3 1324 EC
282 282 EC2512 20250825 ... 1691 1688.2 EC
283 283 EC2602 20250825 ... 1492.6 1485.3 EC
284 284 EC2604 20250825 ... 1294.4 1275.8 EC
285 285 EC2606 20250825 ... 1451.3 1451.2 EC
286 287 SC_TAS2510 20250825 ... SC_TAS
287 288 SC_TAS2511 20250825 ... SC_TAS
288 289 SC_TAS2512 20250825 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 18:26:04,150 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250825 4109.00 ... 4114.00 4106.00 A
1 a2511 20250825 3988.00 ... 3998.00 3989.00 A
2 a2601 20250825 4009.00 ... 4003.00 3993.00 A
3 a2603 20250825 4000.00 ... 4010.00 4000.00 A
4 a2605 20250825 4048.00 ... 4054.00 4042.00 A
5 a2607 20250825 4049.00 ... 4056.00 4041.00 A
6 b2509 20250825 3722.00 ... 3718.00 3725.00 B
7 b2510 20250825 3755.00 ... 3763.00 3765.00 B
8 b2511 20250825 3801.00 ... 3815.00 3806.00 B
9 b2512 20250825 3831.00 ... 3849.00 3833.00 B
10 b2601 20250825 3815.00 ... 3839.00 3819.00 B
11 b2602 20250825 3793.00 ... 3813.00 3791.00 B
12 b2603 20250825 3739.00 ... 3749.00 3737.00 B
13 b2604 20250825 3636.00 ... 3647.00 3640.00 B
14 b2605 20250825 3565.00 ... 3577.00 3572.00 B
15 b2606 20250825 3557.00 ... 3563.00 3554.00 B
16 b2607 20250825 3545.00 ... 3556.00 3545.00 B
17 b2608 20250825 3618.00 ... 3619.00 3619.00 B
18 bb2509 20250825 0.00 ... 143.15 143.15 BB
19 bb2511 20250825 145.75 ... 145.00 146.55 BB
20 bb2601 20250825 148.05 ... 146.90 147.20 BB
21 bb2603 20250825 0.00 ... 146.70 146.95 BB
22 bb2605 20250825 0.00 ... 140.50 140.75 BB
23 bb2607 20250825 0.00 ... 146.25 146.50 BB
24 bz2603 20250825 6223.00 ... 6217.00 6214.00 BZ
25 bz2604 20250825 6197.00 ... 6182.00 6181.00 BZ
26 bz2605 20250825 6197.00 ... 6183.00 6168.00 BZ
27 bz2606 20250825 0.00 ... 6180.00 6180.00 BZ
28 bz2607 20250825 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250825 2209.00 ... 2212.00 2197.00 C
30 c2511 20250825 2175.00 ... 2164.00 2157.00 C
31 c2601 20250825 2175.00 ... 2166.00 2159.00 C
32 c2603 20250825 2191.00 ... 2183.00 2177.00 C
33 c2605 20250825 2240.00 ... 2236.00 2233.00 C
34 c2607 20250825 2263.00 ... 2254.00 2251.00 C
35 cs2509 20250825 2590.00 ... 2578.00 2562.00 CS
36 cs2511 20250825 2498.00 ... 2491.00 2473.00 CS
37 cs2601 20250825 2518.00 ... 2520.00 2506.00 CS
38 cs2603 20250825 2543.00 ... 2531.00 2513.00 CS
39 cs2605 20250825 2600.00 ... 2596.00 2587.00 CS
40 cs2607 20250825 2607.00 ... 2599.00 2595.00 CS
41 eb2508 20250825 0.00 ... 7000.00 7000.00 EB
42 eb2509 20250825 7337.00 ... 7357.00 7319.00 EB
43 eb2510 20250825 7380.00 ... 7380.00 7346.00 EB
44 eb2511 20250825 7365.00 ... 7388.00 7352.00 EB
45 eb2512 20250825 7389.00 ... 7394.00 7361.00 EB
46 eb2601 20250825 7400.00 ... 7408.00 7371.00 EB
47 eb2602 20250825 7388.00 ... 7423.00 7388.00 EB
48 eb2603 20250825 7482.00 ... 7435.00 7418.00 EB
49 eb2604 20250825 7509.00 ... 7469.00 7422.00 EB
50 eb2605 20250825 7532.00 ... 7493.00 7456.00 EB
51 eb2606 20250825 7508.00 ... 7482.00 7453.00 EB
52 eb2607 20250825 0.00 ... 7341.00 7341.00 EB
53 eg2508 20250825 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250825 4428.00 ... 4443.00 4423.00 EG
55 eg2510 20250825 4439.00 ... 4460.00 4447.00 EG
56 eg2511 20250825 4459.00 ... 4480.00 4459.00 EG
57 eg2512 20250825 4476.00 ... 4491.00 4469.00 EG
58 eg2601 20250825 4474.00 ... 4502.00 4478.00 EG
59 eg2602 20250825 4514.00 ... 4514.00 4489.00 EG
60 eg2603 20250825 4524.00 ... 4516.00 4496.00 EG
61 eg2604 20250825 4533.00 ... 4540.00 4511.00 EG
62 eg2605 20250825 4516.00 ... 4544.00 4516.00 EG
63 eg2606 20250825 0.00 ... 4524.00 4524.00 EG
64 eg2607 20250825 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250825 1258.00 ... 1266.50 1258.00 FB
66 fb2510 20250825 1273.00 ... 1275.00 1276.00 FB
67 fb2511 20250825 1264.50 ... 1274.50 1273.50 FB
68 fb2512 20250825 1270.00 ... 1275.50 1273.50 FB
69 fb2601 20250825 1276.00 ... 1277.00 1274.00 FB
70 fb2602 20250825 1275.00 ... 1278.00 1277.50 FB
71 fb2603 20250825 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250825 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250825 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250825 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250825 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250825 0.00 ... 1302.50 1302.50 FB
77 i2509 20250825 795.00 ... 800.00 789.00 I
78 i2510 20250825 785.00 ... 795.50 785.00 I
79 i2511 20250825 782.00 ... 793.00 782.50 I
80 i2512 20250825 779.50 ... 790.00 777.00 I
81 i2601 20250825 772.00 ... 782.00 769.50 I
82 i2602 20250825 765.00 ... 777.00 764.00 I
83 i2603 20250825 762.50 ... 772.50 759.50 I
84 i2604 20250825 757.50 ... 767.00 753.50 I
85 i2605 20250825 747.50 ... 759.00 746.00 I
86 i2606 20250825 746.50 ... 755.00 741.50 I
87 i2607 20250825 742.50 ... 750.50 738.00 I
88 i2608 20250825 738.00 ... 746.00 734.50 I
89 j2509 20250825 1625.00 ... 1650.00 1615.50 J
90 j2510 20250825 1648.00 ... 1662.00 1628.00 J
91 j2511 20250825 1666.50 ... 1686.00 1644.50 J
92 j2512 20250825 1686.00 ... 1712.00 1652.00 J
93 j2601 20250825 1679.00 ... 1722.50 1663.50 J
94 j2602 20250825 1735.50 ... 1739.50 1701.50 J
95 j2603 20250825 1755.00 ... 1755.00 1703.50 J
96 j2604 20250825 1800.00 ... 1800.00 1770.00 J
97 j2605 20250825 1778.50 ... 1819.50 1754.50 J
98 j2606 20250825 0.00 ... 1799.50 1776.50 J
99 j2607 20250825 1830.00 ... 1833.00 1782.50 J
100 j2608 20250825 1834.00 ... 1818.50 1764.00 J
101 jd2508 20250825 0.00 ... 2940.00 2940.00 JD
102 jd2509 20250825 2950.00 ... 2955.00 2904.00 JD
103 jd2510 20250825 3035.00 ... 3031.00 3026.00 JD
104 jd2511 20250825 3115.00 ... 3084.00 3084.00 JD
105 jd2512 20250825 3281.00 ... 3231.00 3266.00 JD
106 jd2601 20250825 3434.00 ... 3394.00 3429.00 JD
107 jd2602 20250825 3149.00 ... 3124.00 3133.00 JD
108 jd2603 20250825 3150.00 ... 3140.00 3159.00 JD
109 jd2604 20250825 3349.00 ... 3340.00 3362.00 JD
110 jd2605 20250825 3510.00 ... 3495.00 3513.00 JD
111 jd2606 20250825 3370.00 ... 3344.00 3358.00 JD
112 jd2607 20250825 3618.00 ... 3603.00 3607.00 JD
113 jm2509 20250825 1048.00 ... 1063.00 1029.50 JM
114 jm2510 20250825 1072.50 ... 1092.00 1049.50 JM
115 jm2511 20250825 1110.00 ... 1133.50 1080.50 JM
116 jm2512 20250825 1132.50 ... 1168.50 1111.00 JM
117 jm2601 20250825 1162.00 ... 1198.50 1141.50 JM
118 jm2602 20250825 1178.50 ... 1219.50 1158.00 JM
119 jm2603 20250825 1193.00 ... 1225.00 1169.50 JM
120 jm2604 20250825 1202.00 ... 1237.50 1177.00 JM
121 jm2605 20250825 1210.00 ... 1244.00 1185.50 JM
122 jm2606 20250825 1217.50 ... 1252.00 1193.00 JM
123 jm2607 20250825 1227.50 ... 1261.00 1204.50 JM
124 jm2608 20250825 1241.50 ... 1267.50 1209.00 JM
125 l2509 20250825 7325.00 ... 7352.00 7332.00 L
126 l2510 20250825 7358.00 ... 7381.00 7360.00 L
127 l2511 20250825 7379.00 ... 7402.00 7381.00 L
128 l2512 20250825 7393.00 ... 7413.00 7390.00 L
129 l2601 20250825 7390.00 ... 7411.00 7385.00 L
130 l2602 20250825 7388.00 ... 7404.00 7379.00 L
131 l2603 20250825 7395.00 ... 7401.00 7387.00 L
132 l2604 20250825 7419.00 ... 7427.00 7411.00 L
133 l2605 20250825 7395.00 ... 7414.00 7394.00 L
134 l2606 20250825 7402.00 ... 7407.00 7387.00 L
135 l2607 20250825 7425.00 ... 7416.00 7395.00 L
136 l2608 20250825 7440.00 ... 7426.00 7375.00 L
137 lg2509 20250825 804.50 ... 805.00 801.00 LG
138 lg2511 20250825 819.50 ... 818.00 817.50 LG
139 lg2601 20250825 827.00 ... 828.50 826.50 LG
140 lg2603 20250825 834.00 ... 835.00 833.00 LG
141 lg2605 20250825 836.50 ... 835.50 833.00 LG
142 lg2607 20250825 836.50 ... 835.50 832.50 LG
143 lh2509 20250825 13850.00 ... 13795.00 13780.00 LH
144 lh2511 20250825 13950.00 ... 13925.00 13885.00 LH
145 lh2601 20250825 14180.00 ... 14210.00 14190.00 LH
146 lh2603 20250825 13290.00 ... 13325.00 13325.00 LH
147 lh2605 20250825 13795.00 ... 13760.00 13765.00 LH
148 lh2607 20250825 14190.00 ... 14175.00 14195.00 LH
149 m2509 20250825 3036.00 ... 3061.00 3050.00 M
150 m2511 20250825 3052.00 ... 3080.00 3067.00 M
151 m2512 20250825 3101.00 ... 3122.00 3106.00 M
152 m2601 20250825 3094.00 ... 3110.00 3094.00 M
153 m2603 20250825 3015.00 ... 3031.00 3024.00 M
154 m2605 20250825 2831.00 ... 2841.00 2841.00 M
155 m2607 20250825 2823.00 ... 2832.00 2828.00 M
156 m2608 20250825 2940.00 ... 2955.00 2951.00 M
157 p2509 20250825 9516.00 ... 9530.00 9472.00 P
158 p2510 20250825 9574.00 ... 9604.00 9538.00 P
159 p2511 20250825 9592.00 ... 9602.00 9530.00 P
160 p2512 20250825 9594.00 ... 9604.00 9544.00 P
161 p2601 20250825 9612.00 ... 9614.00 9546.00 P
162 p2602 20250825 9554.00 ... 9564.00 9502.00 P
163 p2603 20250825 9492.00 ... 9494.00 9440.00 P
164 p2604 20250825 9408.00 ... 9408.00 9344.00 P
165 p2605 20250825 9298.00 ... 9324.00 9250.00 P
166 p2606 20250825 9160.00 ... 9184.00 9104.00 P
167 p2607 20250825 9046.00 ... 9086.00 8982.00 P
168 p2608 20250825 8974.00 ... 8948.00 8884.00 P
169 pg2508 20250825 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250825 3875.00 ... 3871.00 3894.00 PG
171 pg2510 20250825 4399.00 ... 4420.00 4392.00 PG
172 pg2511 20250825 4310.00 ... 4339.00 4317.00 PG
173 pg2512 20250825 4245.00 ... 4279.00 4257.00 PG
174 pg2601 20250825 4206.00 ... 4227.00 4207.00 PG
175 pg2602 20250825 4140.00 ... 4156.00 4140.00 PG
176 pg2603 20250825 4068.00 ... 4068.00 4050.00 PG
177 pg2604 20250825 4364.00 ... 4365.00 4344.00 PG
178 pg2605 20250825 4262.00 ... 4278.00 4254.00 PG
179 pg2606 20250825 4200.00 ... 4209.00 4160.00 PG
180 pg2607 20250825 4102.00 ... 4122.00 4100.00 PG
181 pp2509 20250825 6991.00 ... 7019.00 7006.00 PP
182 pp2510 20250825 6995.00 ... 7018.00 7004.00 PP
183 pp2511 20250825 7015.00 ... 7036.00 7021.00 PP
184 pp2512 20250825 7035.00 ... 7055.00 7039.00 PP
185 pp2601 20250825 7033.00 ... 7067.00 7044.00 PP
186 pp2602 20250825 7023.00 ... 7045.00 7023.00 PP
187 pp2603 20250825 7024.00 ... 7039.00 7028.00 PP
188 pp2604 20250825 7055.00 ... 7066.00 7058.00 PP
189 pp2605 20250825 7068.00 ... 7086.00 7068.00 PP
190 pp2606 20250825 7042.00 ... 7050.00 7037.00 PP
191 pp2607 20250825 7013.00 ... 7031.00 7022.00 PP
192 pp2608 20250825 7049.00 ... 7047.00 7045.00 PP
193 rr2509 20250825 3578.00 ... 3576.00 3580.00 RR
194 rr2510 20250825 3611.00 ... 3610.00 3612.00 RR
195 rr2511 20250825 3613.00 ... 3613.00 3611.00 RR
196 rr2512 20250825 3610.00 ... 3608.00 3610.00 RR
197 rr2601 20250825 3625.00 ... 3622.00 3620.00 RR
198 rr2602 20250825 3608.00 ... 3608.00 3609.00 RR
199 rr2603 20250825 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250825 0.00 ... 3613.00 3613.00 RR
201 rr2605 20250825 3615.00 ... 3615.00 3615.00 RR
202 rr2606 20250825 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250825 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250825 0.00 ... 3581.00 3581.00 RR
205 v2509 20250825 4908.00 ... 4899.00 4870.00 V
206 v2510 20250825 4919.00 ... 4936.00 4908.00 V
207 v2511 20250825 4946.00 ... 4971.00 4939.00 V
208 v2512 20250825 4990.00 ... 5010.00 4977.00 V
209 v2601 20250825 5019.00 ... 5045.00 5004.00 V
210 v2602 20250825 5056.00 ... 5083.00 5044.00 V
211 v2603 20250825 5090.00 ... 5116.00 5080.00 V
212 v2604 20250825 5300.00 ... 5318.00 5268.00 V
213 v2605 20250825 5305.00 ... 5346.00 5297.00 V
214 v2606 20250825 5360.00 ... 5366.00 5328.00 V
215 v2607 20250825 5376.00 ... 5406.00 5356.00 V
216 v2608 20250825 5390.00 ... 5408.00 5370.00 V
217 y2509 20250825 8496.00 ... 8514.00 8470.00 Y
218 y2511 20250825 8496.00 ... 8500.00 8470.00 Y
219 y2512 20250825 8520.00 ... 8520.00 8488.00 Y
220 y2601 20250825 8466.00 ... 8472.00 8440.00 Y
221 y2603 20250825 8382.00 ... 8380.00 8378.00 Y
222 y2605 20250825 8146.00 ... 8164.00 8150.00 Y
223 y2607 20250825 8096.00 ... 8104.00 8084.00 Y
224 y2608 20250825 8090.00 ... 8112.00 8118.00 Y
[225 rows x 12 columns]
2025-09-01 18:26:04,825 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
2025-09-01 18:26:06,566 - future_1d - INFO - save future_daily 2025-08-25 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250826 8141.0 8186.0 ... 310738.07 8158.0 8143.0 AP
1 AP511 20250826 7979.0 7986.0 ... 2705.43 7957.0 7947.0 AP
2 AP512 20250826 7998.0 7998.0 ... 223.27 7974.0 7960.0 AP
3 AP601 20250826 8035.0 8078.0 ... 71069.61 8061.0 8058.0 AP
4 AP603 20250826 7959.0 7959.0 ... 31.83 7959.0 7959.0 AP
5 AP604 20250826 7986.0 7986.0 ... 79.74 7974.0 7970.0 AP
6 AP605 20250826 8032.0 8050.0 ... 434.00 8037.0 8041.0 AP
7 CF509 20250826 13845.0 13845.0 ... 157607.15 13810.0 13815.0 CF
8 CF511 20250826 14045.0 14070.0 ... 190269.14 14040.0 14020.0 CF
9 CF601 20250826 14135.0 14155.0 ... 1078975.90 14120.0 14115.0 CF
10 CF603 20250826 14085.0 14105.0 ... 894.34 14085.0 14060.0 CF
11 CF605 20250826 14095.0 14105.0 ... 50074.62 14075.0 14065.0 CF
12 CF607 20250826 14095.0 14100.0 ... 155.00 14090.0 14075.0 CF
13 CJ509 20250826 10120.0 10160.0 ... 6556.05 10100.0 10175.0 CJ
14 CJ512 20250826 11285.0 11340.0 ... 6622.27 11290.0 11285.0 CJ
15 CJ601 20250826 11385.0 11450.0 ... 489734.02 11395.0 11395.0 CJ
16 CJ603 20250826 11440.0 11475.0 ... 3621.67 11425.0 11425.0 CJ
17 CJ605 20250826 11530.0 11580.0 ... 48929.36 11540.0 11535.0 CJ
18 CJ607 20250826 11685.0 11730.0 ... 573.15 11695.0 11705.0 CJ
19 CY509 20250826 20115.0 20150.0 ... 332.04 20125.0 20105.0 CY
20 CY510 20250826 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250826 20155.0 20205.0 ... 54698.35 20160.0 20160.0 CY
22 CY512 20250826 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250826 20195.0 20195.0 ... 494.01 20165.0 20160.0 CY
24 CY602 20250826 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250826 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250826 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250826 20395.0 20395.0 ... 10.20 20395.0 20385.0 CY
28 CY606 20250826 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250826 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250826 0.0 0.0 ... 0.00 20295.0 20375.0 CY
31 FG509 20250826 1004.0 1008.0 ... 224144.38 995.0 1007.0 FG
32 FG510 20250826 1111.0 1114.0 ... 90061.11 1099.0 1110.0 FG
33 FG511 20250826 1098.0 1102.0 ... 136272.74 1088.0 1099.0 FG
34 FG512 20250826 1199.0 1200.0 ... 71599.93 1190.0 1197.0 FG
35 FG601 20250826 1189.0 1194.0 ... 3751837.04 1183.0 1194.0 FG
36 FG602 20250826 1239.0 1243.0 ... 2217.61 1235.0 1245.0 FG
37 FG603 20250826 1242.0 1245.0 ... 1521.44 1235.0 1247.0 FG
38 FG604 20250826 1287.0 1289.0 ... 473.59 1280.0 1293.0 FG
39 FG605 20250826 1281.0 1283.0 ... 60363.98 1271.0 1286.0 FG
40 FG606 20250826 1311.0 1313.0 ... 717.14 1304.0 1312.0 FG
41 FG607 20250826 1302.0 1302.0 ... 959.32 1293.0 1303.0 FG
42 FG608 20250826 1325.0 1325.0 ... 322.07 1320.0 1325.0 FG
43 JR509 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250826 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250826 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250826 2310.0 2312.0 ... 59181.07 2295.0 2306.0 MA
53 MA510 20250826 2342.0 2349.0 ... 44671.31 2330.0 2341.0 MA
54 MA511 20250826 2368.0 2373.0 ... 78705.15 2352.0 2365.0 MA
55 MA512 20250826 2406.0 2412.0 ... 24133.67 2393.0 2403.0 MA
56 MA601 20250826 2425.0 2430.0 ... 902158.84 2413.0 2423.0 MA
57 MA602 20250826 2433.0 2433.0 ... 130.45 2416.0 2432.0 MA
58 MA603 20250826 2434.0 2434.0 ... 94.19 2415.0 2429.0 MA
59 MA604 20250826 2415.0 2415.0 ... 31.26 2404.0 2416.0 MA
60 MA605 20250826 2401.0 2407.0 ... 34799.71 2394.0 2400.0 MA
61 MA606 20250826 2416.0 2416.0 ... 24.04 2404.0 2406.0 MA
62 MA607 20250826 2409.0 2409.0 ... 105.61 2400.0 2408.0 MA
63 MA608 20250826 2403.0 2408.0 ... 21.60 2400.0 2409.0 MA
64 OI509 20250826 10002.0 10030.0 ... 127501.72 10001.0 9986.0 OI
65 OI511 20250826 9953.0 9995.0 ... 642725.82 9961.0 9948.0 OI
66 OI601 20250826 9905.0 9934.0 ... 2964053.66 9897.0 9890.0 OI
67 OI603 20250826 9819.0 9850.0 ... 2638.20 9807.0 9809.0 OI
68 OI605 20250826 9725.0 9763.0 ... 35872.85 9724.0 9720.0 OI
69 OI607 20250826 9701.0 9731.0 ... 281.03 9691.0 9684.0 OI
70 PF509 20250826 6480.0 6558.0 ... 7063.63 6504.0 6492.0 PF
71 PF510 20250826 6606.0 6672.0 ... 539539.77 6624.0 6604.0 PF
72 PF511 20250826 6606.0 6658.0 ... 233675.02 6612.0 6596.0 PF
73 PF512 20250826 6576.0 6640.0 ... 91509.86 6590.0 6582.0 PF
74 PF601 20250826 6586.0 6634.0 ... 24432.27 6596.0 6576.0 PF
75 PF602 20250826 6582.0 6606.0 ... 79.14 6596.0 6582.0 PF
76 PF603 20250826 6598.0 6646.0 ... 82.68 6614.0 6598.0 PF
77 PF604 20250826 6624.0 6702.0 ... 79.74 6646.0 6636.0 PF
78 PF605 20250826 6640.0 6692.0 ... 103.19 6658.0 6654.0 PF
79 PF606 20250826 6678.0 6678.0 ... 16.70 6678.0 6670.0 PF
80 PF607 20250826 6678.0 6678.0 ... 3.34 6678.0 6676.0 PF
81 PF608 20250826 0.0 0.0 ... 0.00 6662.0 6662.0 PF
82 PK510 20250826 7988.0 8082.0 ... 102350.12 8038.0 7976.0 PK
83 PK511 20250826 7790.0 7844.0 ... 270531.01 7812.0 7778.0 PK
84 PK512 20250826 7850.0 7868.0 ... 49526.52 7842.0 7824.0 PK
85 PK601 20250826 7902.0 7920.0 ... 27720.63 7898.0 7876.0 PK
86 PK603 20250826 7892.0 7914.0 ... 39.53 7906.0 7894.0 PK
87 PK604 20250826 7900.0 7912.0 ... 27.66 7902.0 7890.0 PK
88 PK605 20250826 7896.0 7920.0 ... 2307.81 7904.0 7892.0 PK
89 PL601 20250826 6500.0 6501.0 ... 14481.85 6482.0 6491.0 PL
90 PL602 20250826 6530.0 6538.0 ... 130.56 6528.0 6533.0 PL
91 PL603 20250826 6501.0 6516.0 ... 91.00 6500.0 6527.0 PL
92 PL604 20250826 0.0 0.0 ... 0.00 6498.0 6498.0 PL
93 PL605 20250826 6385.0 6400.0 ... 51.13 6391.0 6383.0 PL
94 PL606 20250826 0.0 0.0 ... 0.00 6479.0 6479.0 PL
95 PL607 20250826 0.0 0.0 ... 0.00 6512.0 6512.0 PL
96 PL608 20250826 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250826 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250826 5898.0 5906.0 ... 7617.03 5892.0 5906.0 PR
104 PR510 20250826 6044.0 6094.0 ... 190747.61 6052.0 6040.0 PR
105 PR511 20250826 6056.0 6104.0 ... 692223.76 6058.0 6050.0 PR
106 PR512 20250826 6048.0 6100.0 ... 314010.49 6052.0 6052.0 PR
107 PR601 20250826 6062.0 6100.0 ... 9156.29 6062.0 6056.0 PR
108 PR602 20250826 0.0 0.0 ... 0.00 6070.0 6070.0 PR
109 PR603 20250826 6072.0 6110.0 ... 27.41 6092.0 6088.0 PR
110 PR604 20250826 6068.0 6122.0 ... 73.04 6088.0 6116.0 PR
111 PR605 20250826 6070.0 6116.0 ... 54.85 6094.0 6114.0 PR
112 PR606 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
113 PR607 20250826 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250826 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250826 7028.0 7134.0 ... 24655.50 7048.0 7030.0 PX
116 PX510 20250826 7002.0 7194.0 ... 418737.80 7088.0 7024.0 PX
117 PX511 20250826 6970.0 7154.0 ... 1558283.36 7050.0 6982.0 PX
118 PX512 20250826 6940.0 7068.0 ... 98818.19 6982.0 6946.0 PX
119 PX601 20250826 6908.0 7016.0 ... 210696.78 6954.0 6912.0 PX
120 PX602 20250826 6924.0 6986.0 ... 66.04 6952.0 6922.0 PX
121 PX603 20250826 6922.0 6990.0 ... 17.35 6940.0 6918.0 PX
122 PX604 20250826 6904.0 6960.0 ... 114.56 6944.0 6882.0 PX
123 PX605 20250826 6892.0 6992.0 ... 409.93 6948.0 6880.0 PX
124 PX606 20250826 6878.0 6890.0 ... 13.77 6886.0 6878.0 PX
125 PX607 20250826 6848.0 6922.0 ... 13.75 6878.0 6854.0 PX
126 PX608 20250826 6818.0 6818.0 ... 3.41 6818.0 6842.0 PX
127 RI509 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250826 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250826 2603.0 2623.0 ... 27792.40 2606.0 2602.0 RM
134 RM511 20250826 2592.0 2598.0 ... 15333.26 2577.0 2592.0 RM
135 RM601 20250826 2552.0 2567.0 ... 789943.69 2544.0 2559.0 RM
136 RM603 20250826 2494.0 2502.0 ... 8525.88 2484.0 2495.0 RM
137 RM605 20250826 2480.0 2488.0 ... 127689.99 2474.0 2478.0 RM
138 RM607 20250826 2456.0 2466.0 ... 9584.33 2455.0 2460.0 RM
139 RM608 20250826 2531.0 2532.0 ... 178.99 2521.0 2528.0 RM
140 RS509 20250826 4842.0 4875.0 ... 72.78 4852.0 4849.0 RS
141 RS511 20250826 5288.0 5288.0 ... 26.34 5268.0 5310.0 RS
142 RS607 20250826 5635.0 5669.0 ... 90.28 5643.0 5646.0 RS
143 RS608 20250826 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250826 1227.0 1230.0 ... 127873.18 1214.0 1230.0 SA
145 SA510 20250826 1266.0 1270.0 ... 297170.09 1259.0 1264.0 SA
146 SA511 20250826 1273.0 1275.0 ... 451154.66 1263.0 1268.0 SA
147 SA512 20250826 1329.0 1332.0 ... 145996.13 1321.0 1328.0 SA
148 SA601 20250826 1336.0 1341.0 ... 3428417.10 1327.0 1335.0 SA
149 SA602 20250826 1353.0 1359.0 ... 3613.71 1345.0 1352.0 SA
150 SA603 20250826 1357.0 1360.0 ... 2532.45 1347.0 1353.0 SA
151 SA604 20250826 1389.0 1394.0 ... 2101.04 1386.0 1386.0 SA
152 SA605 20250826 1390.0 1399.0 ... 112217.16 1388.0 1389.0 SA
153 SA606 20250826 1398.0 1403.0 ... 926.23 1391.0 1394.0 SA
154 SA607 20250826 1391.0 1403.0 ... 1122.18 1392.0 1396.0 SA
155 SA608 20250826 1415.0 1415.0 ... 497.87 1406.0 1407.0 SA
156 SF509 20250826 5482.0 5530.0 ... 15439.05 5502.0 5492.0 SF
157 SF510 20250826 5494.0 5548.0 ... 54924.54 5510.0 5502.0 SF
158 SF511 20250826 5680.0 5736.0 ... 450304.56 5692.0 5688.0 SF
159 SF512 20250826 5664.0 5710.0 ... 47503.88 5680.0 5662.0 SF
160 SF601 20250826 5650.0 5708.0 ... 100837.65 5668.0 5666.0 SF
161 SF602 20250826 5616.0 5670.0 ... 793.98 5632.0 5638.0 SF
162 SF603 20250826 5818.0 5822.0 ... 34.88 5814.0 5808.0 SF
163 SF604 20250826 5812.0 5822.0 ... 29.04 5808.0 5800.0 SF
164 SF605 20250826 5786.0 5826.0 ... 958.84 5794.0 5796.0 SF
165 SF606 20250826 5752.0 5758.0 ... 17.25 5752.0 5762.0 SF
166 SF607 20250826 5920.0 5922.0 ... 29.51 5904.0 5898.0 SF
167 SF608 20250826 5884.0 5884.0 ... 2.94 5884.0 5860.0 SF
168 SH509 20250826 2590.0 2613.0 ... 62716.22 2564.0 2599.0 SH
169 SH510 20250826 2740.0 2770.0 ... 520309.58 2701.0 2751.0 SH
170 SH511 20250826 2766.0 2801.0 ... 995043.30 2727.0 2774.0 SH
171 SH512 20250826 2772.0 2809.0 ... 173493.90 2748.0 2776.0 SH
172 SH601 20250826 2741.0 2784.0 ... 4169616.07 2739.0 2740.0 SH
173 SH602 20250826 2747.0 2785.0 ... 11084.88 2749.0 2745.0 SH
174 SH603 20250826 2750.0 2790.0 ... 8195.24 2757.0 2754.0 SH
175 SH604 20250826 2786.0 2825.0 ... 2084.90 2802.0 2795.0 SH
176 SH605 20250826 2805.0 2844.0 ... 73134.74 2815.0 2802.0 SH
177 SH606 20250826 2812.0 2825.0 ... 894.31 2812.0 2801.0 SH
178 SH607 20250826 2776.0 2800.0 ... 560.63 2789.0 2776.0 SH
179 SH608 20250826 2786.0 2800.0 ... 586.57 2793.0 2797.0 SH
180 SM509 20250826 5802.0 5814.0 ... 66810.03 5794.0 5794.0 SM
181 SM510 20250826 5806.0 5828.0 ... 91014.53 5800.0 5800.0 SM
182 SM511 20250826 5876.0 5904.0 ... 173921.06 5872.0 5872.0 SM
183 SM512 20250826 5882.0 5908.0 ... 24592.81 5880.0 5880.0 SM
184 SM601 20250826 5896.0 5918.0 ... 487160.62 5886.0 5884.0 SM
185 SM602 20250826 5914.0 5924.0 ... 324.15 5894.0 5898.0 SM
186 SM603 20250826 5928.0 5928.0 ... 259.98 5910.0 5912.0 SM
187 SM604 20250826 5922.0 5922.0 ... 8.87 5910.0 5918.0 SM
188 SM605 20250826 5954.0 5960.0 ... 5887.26 5930.0 5932.0 SM
189 SM606 20250826 5942.0 5956.0 ... 17.84 5946.0 5936.0 SM
190 SM607 20250826 5960.0 5972.0 ... 14.91 5962.0 5960.0 SM
191 SM608 20250826 5974.0 5974.0 ... 35.78 5964.0 5964.0 SM
192 SR509 20250826 5725.0 5725.0 ... 38607.57 5696.0 5729.0 SR
193 SR511 20250826 5668.0 5671.0 ... 165377.40 5647.0 5665.0 SR
194 SR601 20250826 5685.0 5688.0 ... 1194544.25 5658.0 5685.0 SR
195 SR603 20250826 5657.0 5662.0 ... 3874.42 5631.0 5662.0 SR
196 SR605 20250826 5648.0 5649.0 ... 51237.89 5623.0 5643.0 SR
197 SR607 20250826 5628.0 5636.0 ... 1290.29 5610.0 5634.0 SR
198 TA509 20250826 4816.0 4886.0 ... 288532.55 4844.0 4844.0 TA
199 TA510 20250826 4870.0 4940.0 ... 390634.39 4898.0 4884.0 TA
200 TA511 20250826 4866.0 4932.0 ... 297115.10 4882.0 4870.0 TA
201 TA512 20250826 4862.0 4930.0 ... 97255.49 4878.0 4870.0 TA
202 TA601 20250826 4862.0 4922.0 ... 1997292.43 4882.0 4874.0 TA
203 TA602 20250826 4868.0 4916.0 ... 78.28 4892.0 4874.0 TA
204 TA603 20250826 4882.0 4930.0 ... 100.54 4904.0 4888.0 TA
205 TA604 20250826 4886.0 4932.0 ... 22.05 4900.0 4890.0 TA
206 TA605 20250826 4902.0 4946.0 ... 45965.26 4914.0 4902.0 TA
207 TA606 20250826 4920.0 4952.0 ... 14.78 4926.0 4912.0 TA
208 TA607 20250826 4956.0 4956.0 ... 7.41 4942.0 4924.0 TA
209 TA608 20250826 4950.0 4950.0 ... 7.40 4934.0 4914.0 TA
210 UR509 20250826 1709.0 1716.0 ... 22227.70 1710.0 1717.0 UR
211 UR510 20250826 1720.0 1729.0 ... 17399.75 1717.0 1726.0 UR
212 UR511 20250826 1746.0 1750.0 ... 28333.17 1743.0 1746.0 UR
213 UR512 20250826 1732.0 1745.0 ... 2196.48 1740.0 1744.0 UR
214 UR601 20250826 1741.0 1749.0 ... 450797.81 1742.0 1746.0 UR
215 UR602 20250826 1737.0 1746.0 ... 410.15 1738.0 1746.0 UR
216 UR603 20250826 1778.0 1786.0 ... 170.91 1780.0 1786.0 UR
217 UR604 20250826 1777.0 1788.0 ... 124.72 1782.0 1783.0 UR
218 UR605 20250826 1784.0 1790.0 ... 21769.28 1783.0 1789.0 UR
219 UR606 20250826 1779.0 1783.0 ... 248.62 1776.0 1784.0 UR
220 UR607 20250826 1790.0 1796.0 ... 240.16 1792.0 1800.0 UR
221 UR608 20250826 1785.0 1794.0 ... 365.41 1791.0 1794.0 UR
222 WH509 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250826 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250826 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:26:10,954 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 IC2509 20250826 6886.000 ... 6942.400 6904.000 IC
1 IC2510 20250826 6860.800 ... 6905.400 6872.000 IC
2 IC2512 20250826 6767.000 ... 6817.000 6786.600 IC
3 IC2603 20250826 6650.000 ... 6692.000 6665.800 IC
4 IF2509 20250826 4474.800 ... 4460.200 4458.400 IF
5 IF2510 20250826 4458.000 ... 4454.200 4451.600 IF
6 IF2512 20250826 4441.400 ... 4441.400 4441.400 IF
7 IF2603 20250826 4430.000 ... 4422.200 4423.400 IF
8 IH2509 20250826 2982.000 ... 2975.000 2983.600 IH
9 IH2510 20250826 2981.000 ... 2976.000 2982.800 IH
10 IH2512 20250826 2984.000 ... 2977.000 2986.000 IH
11 IH2603 20250826 2982.400 ... 2980.800 2988.200 IH
12 IM2509 20250826 7391.400 ... 7442.000 7423.000 IM
13 IM2510 20250826 7349.800 ... 7388.200 7374.000 IM
14 IM2512 20250826 7244.200 ... 7282.200 7273.600 IM
15 IM2603 20250826 7100.000 ... 7124.000 7121.800 IM
16 T2509 20250826 108.165 ... 108.125 108.125 T
17 T2512 20250826 107.930 ... 107.935 107.925 T
18 T2603 20250826 107.720 ... 107.670 107.670 T
19 TF2509 20250826 105.545 ... 105.585 105.575 TF
20 TF2512 20250826 105.555 ... 105.520 105.515 TF
21 TF2603 20250826 105.430 ... 105.405 105.360 TF
22 TL2509 20250826 117.400 ... 117.520 117.150 TL
23 TL2512 20250826 116.950 ... 117.120 116.720 TL
24 TL2603 20250826 116.520 ... 116.770 116.370 TL
25 TS2509 20250826 102.322 ... 102.324 102.334 TS
26 TS2512 20250826 102.416 ... 102.382 102.390 TS
27 TS2603 20250826 102.352 ... 102.324 102.316 TS
[28 rows x 12 columns]
2025-09-01 18:26:11,335 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 PS2509 20250826 52000.0 ... 51230.0 52030.0 PS
1 PS2510 20250826 51435.0 ... 51330.0 52220.0 PS
2 PS2511 20250826 51480.0 ... 51195.0 52055.0 PS
3 PS2512 20250826 53995.0 ... 53530.0 54365.0 PS
4 PS2601 20250826 54110.0 ... 53640.0 54450.0 PS
5 PS2602 20250826 53915.0 ... 53830.0 54765.0 PS
6 PS2603 20250826 53965.0 ... 53945.0 54725.0 PS
7 PS2604 20250826 54470.0 ... 54155.0 55040.0 PS
8 PS2605 20250826 54500.0 ... 54130.0 54890.0 PS
9 PS2606 20250826 56925.0 ... 56815.0 57365.0 PS
10 PS2607 20250826 57025.0 ... 56930.0 57525.0 PS
11 PS2608 20250826 57200.0 ... 57030.0 57555.0 PS
13 SI2509 20250826 8690.0 ... 8625.0 8745.0 SI
14 SI2510 20250826 8610.0 ... 8640.0 8760.0 SI
15 SI2511 20250826 8680.0 ... 8660.0 8765.0 SI
16 SI2512 20250826 9000.0 ... 9005.0 9120.0 SI
17 SI2601 20250826 9045.0 ... 9005.0 9120.0 SI
18 SI2602 20250826 8975.0 ... 9005.0 9105.0 SI
19 SI2603 20250826 9110.0 ... 8990.0 9100.0 SI
20 SI2604 20250826 9110.0 ... 8995.0 9135.0 SI
21 SI2605 20250826 9090.0 ... 9035.0 9150.0 SI
22 SI2606 20250826 9150.0 ... 9000.0 9165.0 SI
23 SI2607 20250826 9050.0 ... 9035.0 9155.0 SI
24 SI2608 20250826 8995.0 ... 8980.0 9195.0 SI
27 LC2509 20250826 78680.0 ... 79080.0 80100.0 LC
28 LC2510 20250826 79380.0 ... 79200.0 79840.0 LC
29 LC2511 20250826 79260.0 ... 79040.0 79620.0 LC
30 LC2512 20250826 78940.0 ... 78740.0 79220.0 LC
31 LC2601 20250826 78840.0 ... 78520.0 78840.0 LC
32 LC2602 20250826 77220.0 ... 77920.0 79220.0 LC
33 LC2603 20250826 78000.0 ... 77700.0 78440.0 LC
34 LC2604 20250826 77960.0 ... 77480.0 77960.0 LC
35 LC2605 20250826 77560.0 ... 77480.0 77880.0 LC
36 LC2606 20250826 77380.0 ... 77320.0 77880.0 LC
37 LC2607 20250826 77400.0 ... 77160.0 77680.0 LC
38 LC2608 20250826 77360.0 ... 77460.0 78180.0 LC
[36 rows x 12 columns]
2025-09-01 18:26:11,475 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 SC2509 20250826 486.9 ... 488.7 486.8 SC
1 SC2510 20250826 494.5 ... 497.7 493.5 SC
2 SC2511 20250826 492.6 ... 496 491.9 SC
3 SC2512 20250826 490.4 ... 493.2 489.5 SC
4 SC2601 20250826 488.6 ... 491.7 488.1 SC
5 SC2602 20250826 487.6 ... 490.5 486.9 SC
6 SC2603 20250826 486.1 ... 488.2 485.7 SC
7 SC2604 20250826 486.6 ... 486.4 485.5 SC
8 SC2605 20250826 485.4 ... 485.8 483.1 SC
9 SC2606 20250826 484.3 ... 484.9 483.4 SC
10 SC2607 20250826 482.3 ... 482.3 481.1 SC
11 SC2608 20250826 481.3 ... 481.3 482.2 SC
12 SC2609 20250826 482.6 ... 482.3 480.7 SC
13 SC2612 20250826 482.2 ... 482.2 483.6 SC
14 SC2703 20250826 483.7 ... 483.7 478.9 SC
15 SC2706 20250826 479.5 ... 479.5 481.1 SC
16 SC2709 20250826 481.8 ... 482.5 480.1 SC
17 SC2712 20250826 480.3 ... 481 479.2 SC
18 SC2803 20250826 479.5 ... 479.5 479.5 SC
19 SC2806 20250826 472.2 ... 474.5 471.9 SC
21 LU2509 20250826 3421 ... 3426 3452 LU
22 LU2510 20250826 3546 ... 3532 3511 LU
23 LU2511 20250826 3531 ... 3537 3521 LU
24 LU2512 20250826 3523 ... 3522 3508 LU
25 LU2601 20250826 3499 ... 3498 3488 LU
26 LU2602 20250826 3468 ... 3476 3465 LU
27 LU2603 20250826 3460 ... 3469 3458 LU
28 LU2604 20250826 3466 ... 3463 3455 LU
29 LU2605 20250826 3457 ... 3455 3443 LU
30 LU2606 20250826 3452 ... 3454 3438 LU
31 LU2607 20250826 3457 ... 3454 3434 LU
32 LU2608 20250826 3449 ... 3450 3435 LU
34 NR2509 20250826 12705 ... 12755 12665 NR
35 NR2510 20250826 12735 ... 12840 12720 NR
36 NR2511 20250826 12765 ... 12865 12750 NR
37 NR2512 20250826 12805 ... 12875 12790 NR
38 NR2601 20250826 12825 ... 12920 12805 NR
39 NR2602 20250826 12840 ... 12860 12775 NR
40 NR2603 20250826 12890 ... 12910 12735 NR
41 NR2604 20250826 13055 ... 13055 12760 NR
42 NR2605 20250826 13110 ... 13080 12915 NR
43 NR2606 20250826 13140 ... 13140 12745 NR
44 NR2607 20250826 ... 12780 12780 NR
45 NR2608 20250826 ... 12780 12780 NR
47 BC2509 20250826 70700 ... 70620 70290 BC
48 BC2510 20250826 70860 ... 70630 70380 BC
49 BC2511 20250826 70430 ... 70440 70530 BC
50 BC2512 20250826 ... 70180 69780 BC
51 BC2601 20250826 ... 70100 70100 BC
52 BC2602 20250826 ... 70100 70100 BC
53 BC2603 20250826 ... 70100 70100 BC
54 BC2604 20250826 ... 70100 70100 BC
55 BC2605 20250826 70490 ... 70490 69800 BC
56 BC2606 20250826 ... 69790 69790 BC
57 BC2607 20250826 ... 69370 69370 BC
58 BC2608 20250826 ... 69370 69370 BC
60 EC2510 20250826 1345 ... 1327.8 1356.3 EC
61 EC2512 20250826 1686.7 ... 1663.1 1691 EC
62 EC2602 20250826 1486.9 ... 1472.8 1492.6 EC
63 EC2604 20250826 1284 ... 1276.1 1294.4 EC
64 EC2606 20250826 1435.2 ... 1432.5 1451.3 EC
65 EC2608 20250826 1598.6 ... 1626.3 1451.3 EC
68 SC_TAS2510 20250826 ... SC_TAS
69 SC_TAS2511 20250826 ... SC_TAS
70 SC_TAS2512 20250826 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 18:26:11,553 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250826 ... 79450 79260 CU
1 1 CU2510 20250826 ... 79460 79290 CU
2 2 CU2511 20250826 ... 79440 79290 CU
3 3 CU2512 20250826 ... 79410 79230 CU
4 4 CU2601 20250826 ... 79410 79240 CU
5 5 CU2602 20250826 ... 79340 79250 CU
6 6 CU2603 20250826 ... 79360 79240 CU
7 7 CU2604 20250826 ... 79390 79260 CU
8 8 CU2605 20250826 ... 79400 79350 CU
9 9 CU2606 20250826 ... 79380 79290 CU
10 10 CU2607 20250826 ... 79390 79350 CU
11 11 CU2608 20250826 ... 79250 79380 CU
12 12 BC2509 20250826 ... 70620 70290 BC
13 13 BC2510 20250826 ... 70630 70380 BC
14 14 BC2511 20250826 ... 70440 70530 BC
15 15 BC2512 20250826 ... 70180 69780 BC
16 16 BC2601 20250826 ... 70100 70100 BC
17 17 BC2602 20250826 ... 70100 70100 BC
18 18 BC2603 20250826 ... 70100 70100 BC
19 19 BC2604 20250826 ... 70100 70100 BC
20 20 BC2605 20250826 ... 70490 69800 BC
21 21 BC2606 20250826 ... 69790 69790 BC
22 22 BC2607 20250826 ... 69370 69370 BC
23 23 BC2608 20250826 ... 69370 69370 BC
24 24 AL2509 20250826 ... 20750 20760 AL
25 25 AL2510 20250826 ... 20730 20740 AL
26 26 AL2511 20250826 ... 20710 20710 AL
27 27 AL2512 20250826 ... 20670 20670 AL
28 28 AL2601 20250826 ... 20640 20640 AL
29 29 AL2602 20250826 ... 20645 20665 AL
30 30 AL2603 20250826 ... 20660 20685 AL
31 31 AL2604 20250826 ... 20695 20710 AL
32 32 AL2605 20250826 ... 20705 20720 AL
33 33 AL2606 20250826 ... 20715 20725 AL
34 34 AL2607 20250826 ... 20720 20720 AL
35 35 AL2608 20250826 ... 20755 20730 AL
36 36 ZN2509 20250826 ... 22300 22365 ZN
37 37 ZN2510 20250826 ... 22305 22355 ZN
38 38 ZN2511 20250826 ... 22300 22350 ZN
39 39 ZN2512 20250826 ... 22310 22345 ZN
40 40 ZN2601 20250826 ... 22290 22350 ZN
41 41 ZN2602 20250826 ... 22290 22310 ZN
42 42 ZN2603 20250826 ... 22335 22380 ZN
43 43 ZN2604 20250826 ... 22360 22405 ZN
44 44 ZN2605 20250826 ... 22370 22400 ZN
45 45 ZN2606 20250826 ... 22365 22415 ZN
46 46 ZN2607 20250826 ... 22405 22450 ZN
47 47 ZN2608 20250826 ... 22440 22465 ZN
48 48 PB2509 20250826 ... 16895 16830 PB
49 49 PB2510 20250826 ... 16915 16845 PB
50 50 PB2511 20250826 ... 16915 16865 PB
51 51 PB2512 20250826 ... 16930 16885 PB
52 52 PB2601 20250826 ... 16945 16895 PB
53 53 PB2602 20250826 ... 16965 16945 PB
54 54 PB2603 20250826 ... 17005 16910 PB
55 55 PB2604 20250826 ... 17030 16900 PB
56 56 PB2605 20250826 ... 17050 17000 PB
57 57 PB2606 20250826 ... 17055 17055 PB
58 58 PB2607 20250826 ... 17095 16975 PB
59 59 PB2608 20250826 ... 17100 16990 PB
60 60 NI2509 20250826 ... 120180 120100 NI
61 61 NI2510 20250826 ... 120350 120270 NI
62 62 NI2511 20250826 ... 120500 120450 NI
63 63 NI2512 20250826 ... 120750 120680 NI
64 64 NI2601 20250826 ... 121010 120990 NI
65 65 NI2602 20250826 ... 121230 121350 NI
66 66 NI2603 20250826 ... 121530 121660 NI
67 67 NI2604 20250826 ... 121860 121850 NI
68 68 NI2605 20250826 ... 122100 122100 NI
69 69 NI2606 20250826 ... 122400 122600 NI
70 70 NI2607 20250826 ... 122710 122840 NI
71 71 NI2608 20250826 ... 123030 123310 NI
72 72 SN2509 20250826 ... 269350 269030 SN
73 73 SN2510 20250826 ... 269730 269340 SN
74 74 SN2511 20250826 ... 269930 269660 SN
75 75 SN2512 20250826 ... 269870 269710 SN
76 76 SN2601 20250826 ... 269800 269710 SN
77 77 SN2602 20250826 ... 270010 269800 SN
78 78 SN2603 20250826 ... 270300 270160 SN
79 79 SN2604 20250826 ... 270550 271600 SN
80 80 SN2605 20250826 ... 270740 271840 SN
81 81 SN2606 20250826 ... 270910 271820 SN
82 82 SN2607 20250826 ... 270930 271600 SN
83 83 SN2608 20250826 ... 271730 272450 SN
84 84 AO2509 20250826 ... 3107 3157 AO
85 85 AO2510 20250826 ... 3117 3151 AO
86 86 AO2511 20250826 ... 3113 3158 AO
87 87 AO2512 20250826 ... 3165 3167 AO
88 88 AO2601 20250826 ... 3129 3180 AO
89 89 AO2602 20250826 ... 3125 3173 AO
90 90 AO2603 20250826 ... 3123 3174 AO
91 91 AO2604 20250826 ... 3107 3172 AO
92 92 AO2605 20250826 ... 3122 3171 AO
93 93 AO2606 20250826 ... 3131 3175 AO
94 94 AO2607 20250826 ... 3114 3175 AO
95 95 AO2608 20250826 ... 3111 3186 AO
96 96 AD2511 20250826 ... 20285 20280 AD
97 97 AD2512 20250826 ... 20285 20275 AD
98 98 AD2601 20250826 ... 20280 20270 AD
99 99 AD2602 20250826 ... 20220 20210 AD
100 100 AD2603 20250826 ... 20220 20220 AD
101 101 AD2604 20250826 ... 19975 19975 AD
102 102 AD2605 20250826 ... 19975 19990 AD
103 103 AD2606 20250826 ... 19795 19765 AD
104 104 AD2607 20250826 ... 19925 19925 AD
105 105 AD2608 20250826 ... 19925 19925 AD
106 106 AU2509 20250826 ... 779.02 778.3 AU
107 107 AU2510 20250826 ... 780.24 778.94 AU
108 108 AU2511 20250826 ... 782.08 780.54 AU
109 109 AU2512 20250826 ... 782.68 781.2 AU
110 110 AU2602 20250826 ... 784.64 783 AU
111 111 AU2604 20250826 ... 786.86 785.58 AU
112 112 AU2606 20250826 ... 789.16 787.32 AU
113 113 AU2608 20250826 ... 791.64 789.1 AU
114 114 AG2509 20250826 ... 9333 9331 AG
115 115 AG2510 20250826 ... 9354 9344 AG
116 116 AG2511 20250826 ... 9365 9342 AG
117 117 AG2512 20250826 ... 9375 9364 AG
118 118 AG2601 20250826 ... 9386 9367 AG
119 119 AG2602 20250826 ... 9399 9376 AG
120 120 AG2603 20250826 ... 9412 9388 AG
121 121 AG2604 20250826 ... 9424 9400 AG
122 122 AG2605 20250826 ... 9437 9410 AG
123 123 AG2606 20250826 ... 9450 9431 AG
124 124 AG2607 20250826 ... 9463 9451 AG
125 125 AG2608 20250826 ... 9476 9471 AG
126 126 RB2509 20250826 ... 3099 3119 RB
127 127 RB2510 20250826 ... 3126 3144 RB
128 128 RB2511 20250826 ... 3136 3154 RB
129 129 RB2512 20250826 ... 3188 3211 RB
130 130 RB2601 20250826 ... 3206 3224 RB
131 131 RB2602 20250826 ... 3190 3209 RB
132 132 RB2603 20250826 ... 3211 3226 RB
133 133 RB2604 20250826 ... 3228 3244 RB
134 134 RB2605 20250826 ... 3242 3258 RB
135 135 RB2606 20250826 ... 3257 3272 RB
136 136 RB2607 20250826 ... 3268 3285 RB
137 137 RB2608 20250826 ... 3281 3282 RB
138 138 WR2509 20250826 ... 3342 3342 WR
139 139 WR2510 20250826 ... 3365 3387 WR
140 140 WR2511 20250826 ... 3376 3373 WR
141 141 WR2512 20250826 ... 3486 3486 WR
142 142 WR2601 20250826 ... 3380 3380 WR
143 143 WR2602 20250826 ... 3459 3503 WR
144 144 WR2603 20250826 ... 3438 3438 WR
145 145 WR2604 20250826 ... 3455 3455 WR
146 146 WR2605 20250826 ... 3429 3429 WR
147 147 WR2606 20250826 ... 3441 3435 WR
148 148 WR2607 20250826 ... 3488 3453 WR
149 149 WR2608 20250826 ... 3477 3477 WR
150 150 HC2509 20250826 ... 3407 3416 HC
151 151 HC2510 20250826 ... 3380 3391 HC
152 152 HC2511 20250826 ... 3379 3389 HC
153 153 HC2512 20250826 ... 3386 3390 HC
154 154 HC2601 20250826 ... 3370 3378 HC
155 155 HC2602 20250826 ... 3371 3379 HC
156 156 HC2603 20250826 ... 3375 3384 HC
157 157 HC2604 20250826 ... 3385 3384 HC
158 158 HC2605 20250826 ... 3377 3385 HC
159 159 HC2606 20250826 ... 3386 3391 HC
160 160 HC2607 20250826 ... 3394 3401 HC
161 161 HC2608 20250826 ... 3405 3396 HC
162 162 SS2509 20250826 ... 12785 12750 SS
163 163 SS2510 20250826 ... 12865 12830 SS
164 164 SS2511 20250826 ... 12930 12900 SS
165 165 SS2512 20250826 ... 12975 12945 SS
166 166 SS2601 20250826 ... 13035 13000 SS
167 167 SS2602 20250826 ... 13050 13020 SS
168 168 SS2603 20250826 ... 13135 13095 SS
169 169 SS2604 20250826 ... 13190 13180 SS
170 170 SS2605 20250826 ... 13270 13220 SS
171 171 SS2606 20250826 ... 13315 13285 SS
172 172 SS2607 20250826 ... 13380 13345 SS
173 173 SS2608 20250826 ... 13445 13300 SS
174 174 SC2509 20250826 ... 488.7 486.8 SC
175 175 SC2510 20250826 ... 497.7 493.5 SC
176 176 SC2511 20250826 ... 496 491.9 SC
177 177 SC2512 20250826 ... 493.2 489.5 SC
178 178 SC2601 20250826 ... 491.7 488.1 SC
179 179 SC2602 20250826 ... 490.5 486.9 SC
180 180 SC2603 20250826 ... 488.2 485.7 SC
181 181 SC2604 20250826 ... 486.4 485.5 SC
182 182 SC2605 20250826 ... 485.8 483.1 SC
183 183 SC2606 20250826 ... 484.9 483.4 SC
184 184 SC2607 20250826 ... 482.3 481.1 SC
185 185 SC2608 20250826 ... 481.3 482.2 SC
186 186 SC2609 20250826 ... 482.3 480.7 SC
187 187 SC2612 20250826 ... 482.2 483.6 SC
188 188 SC2703 20250826 ... 483.7 478.9 SC
189 189 SC2706 20250826 ... 479.5 481.1 SC
190 190 SC2709 20250826 ... 482.5 480.1 SC
191 191 SC2712 20250826 ... 481 479.2 SC
192 192 SC2803 20250826 ... 479.5 479.5 SC
193 193 SC2806 20250826 ... 474.5 471.9 SC
194 194 LU2509 20250826 ... 3426 3452 LU
195 195 LU2510 20250826 ... 3532 3511 LU
196 196 LU2511 20250826 ... 3537 3521 LU
197 197 LU2512 20250826 ... 3522 3508 LU
198 198 LU2601 20250826 ... 3498 3488 LU
199 199 LU2602 20250826 ... 3476 3465 LU
200 200 LU2603 20250826 ... 3469 3458 LU
201 201 LU2604 20250826 ... 3463 3455 LU
202 202 LU2605 20250826 ... 3455 3443 LU
203 203 LU2606 20250826 ... 3454 3438 LU
204 204 LU2607 20250826 ... 3454 3434 LU
205 205 LU2608 20250826 ... 3450 3435 LU
206 206 FU2509 20250826 ... 2841 2805 FU
207 207 FU2510 20250826 ... 2890 2878 FU
208 208 FU2511 20250826 ... 2871 2848 FU
209 209 FU2512 20250826 ... 2856 2829 FU
210 210 FU2601 20250826 ... 2845 2812 FU
211 211 FU2602 20250826 ... 2830 2806 FU
212 212 FU2603 20250826 ... 2820 2793 FU
213 213 FU2604 20250826 ... 2813 2786 FU
214 214 FU2605 20250826 ... 2803 2782 FU
215 215 FU2606 20250826 ... 2791 2771 FU
216 216 FU2607 20250826 ... 2765 2749 FU
217 217 FU2608 20250826 ... 2742 2732 FU
218 218 BU2509 20250826 ... 3550 3540 BU
219 219 BU2510 20250826 ... 3525 3504 BU
220 220 BU2511 20250826 ... 3497 3470 BU
221 221 BU2512 20250826 ... 3447 3422 BU
222 222 BU2601 20250826 ... 3407 3386 BU
223 223 BU2602 20250826 ... 3407 3388 BU
224 224 BU2603 20250826 ... 3406 3385 BU
225 225 BU2604 20250826 ... 3390 3357 BU
226 226 BU2605 20250826 ... 3386 3381 BU
227 227 BU2606 20250826 ... 3387 3372 BU
228 228 BU2607 20250826 ... 3354 3347 BU
229 229 BU2608 20250826 ... 3356 3356 BU
230 230 BU2609 20250826 ... 3364 3361 BU
231 231 BU2612 20250826 ... 3336 3319 BU
232 232 BU2703 20250826 ... 3339 3335 BU
233 233 BU2706 20250826 ... 3348 3340 BU
234 234 BR2509 20250826 ... 11950 11920 BR
235 235 BR2510 20250826 ... 11980 11925 BR
236 236 BR2511 20250826 ... 11960 11915 BR
237 237 BR2512 20250826 ... 11950 11920 BR
238 238 BR2601 20250826 ... 11960 11920 BR
239 239 BR2602 20250826 ... 12010 11960 BR
240 240 BR2603 20250826 ... 11975 11975 BR
241 241 BR2604 20250826 ... 12050 12025 BR
242 242 BR2605 20250826 ... 12080 12030 BR
243 243 BR2606 20250826 ... 12085 12115 BR
244 244 BR2607 20250826 ... 12285 12080 BR
245 245 BR2608 20250826 ... 12005 12005 BR
246 246 RU2509 20250826 ... 14965 14850 RU
247 247 RU2510 20250826 ... 14925 14840 RU
248 248 RU2511 20250826 ... 14985 14850 RU
249 249 RU2601 20250826 ... 15975 15840 RU
250 250 RU2603 20250826 ... 16015 15915 RU
251 251 RU2604 20250826 ... 16045 15920 RU
252 252 RU2605 20250826 ... 16080 15955 RU
253 253 RU2606 20250826 ... 16060 15945 RU
254 254 RU2607 20250826 ... 16165 16035 RU
255 255 RU2608 20250826 ... 16115 16090 RU
256 256 NR2509 20250826 ... 12755 12665 NR
257 257 NR2510 20250826 ... 12840 12720 NR
258 258 NR2511 20250826 ... 12865 12750 NR
259 259 NR2512 20250826 ... 12875 12790 NR
260 260 NR2601 20250826 ... 12920 12805 NR
261 261 NR2602 20250826 ... 12860 12775 NR
262 262 NR2603 20250826 ... 12910 12735 NR
263 263 NR2604 20250826 ... 13055 12760 NR
264 264 NR2605 20250826 ... 13080 12915 NR
265 265 NR2606 20250826 ... 13140 12745 NR
266 266 NR2607 20250826 ... 12780 12780 NR
267 267 NR2608 20250826 ... 12780 12780 NR
268 268 SP2509 20250826 ... 5056 5084 SP
269 269 SP2510 20250826 ... 5088 5110 SP
270 270 SP2511 20250826 ... 5106 5130 SP
271 271 SP2512 20250826 ... 5122 5144 SP
272 272 SP2601 20250826 ... 5392 5398 SP
273 273 SP2602 20250826 ... 5360 5382 SP
274 274 SP2603 20250826 ... 5384 5394 SP
275 275 SP2604 20250826 ... 5366 5378 SP
276 276 SP2605 20250826 ... 5388 5392 SP
277 277 SP2606 20250826 ... 5400 5402 SP
278 278 SP2607 20250826 ... 5386 5412 SP
279 279 SP2608 20250826 ... 5410 5416 SP
280 280 EC2510 20250826 ... 1327.8 1356.3 EC
281 281 EC2512 20250826 ... 1663.1 1691 EC
282 282 EC2602 20250826 ... 1472.8 1492.6 EC
283 283 EC2604 20250826 ... 1276.1 1294.4 EC
284 284 EC2606 20250826 ... 1432.5 1451.3 EC
285 285 EC2608 20250826 ... 1626.3 1451.3 EC
286 286 SC_TAS2510 20250826 ... SC_TAS
287 287 SC_TAS2511 20250826 ... SC_TAS
288 288 SC_TAS2512 20250826 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 18:26:11,657 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
symbol date open ... settle pre_settle variety
0 a2509 20250826 4114.00 ... 4096.00 4114.00 A
1 a2511 20250826 3996.00 ... 3988.00 3998.00 A
2 a2601 20250826 4004.00 ... 3992.00 4003.00 A
3 a2603 20250826 4010.00 ... 3999.00 4010.00 A
4 a2605 20250826 4055.00 ... 4043.00 4054.00 A
5 a2607 20250826 4060.00 ... 4049.00 4056.00 A
6 b2509 20250826 3727.00 ... 3724.00 3718.00 B
7 b2510 20250826 3767.00 ... 3747.00 3763.00 B
8 b2511 20250826 3821.00 ... 3814.00 3815.00 B
9 b2512 20250826 3859.00 ... 3845.00 3849.00 B
10 b2601 20250826 3852.00 ... 3840.00 3839.00 B
11 b2602 20250826 3831.00 ... 3809.00 3813.00 B
12 b2603 20250826 3766.00 ... 3749.00 3749.00 B
13 b2604 20250826 3663.00 ... 3648.00 3647.00 B
14 b2605 20250826 3590.00 ... 3579.00 3577.00 B
15 b2606 20250826 3565.00 ... 3559.00 3563.00 B
16 b2607 20250826 3556.00 ... 3549.00 3556.00 B
17 b2608 20250826 0.00 ... 3619.00 3619.00 B
18 bb2509 20250826 0.00 ... 143.15 143.15 BB
19 bb2511 20250826 144.60 ... 144.85 145.00 BB
20 bb2601 20250826 147.35 ... 147.60 146.90 BB
21 bb2603 20250826 0.00 ... 147.35 146.70 BB
22 bb2605 20250826 0.00 ... 141.15 140.50 BB
23 bb2607 20250826 0.00 ... 146.90 146.25 BB
24 bz2603 20250826 6217.00 ... 6195.00 6217.00 BZ
25 bz2604 20250826 6183.00 ... 6171.00 6182.00 BZ
26 bz2605 20250826 6170.00 ... 6162.00 6183.00 BZ
27 bz2606 20250826 6184.00 ... 6170.00 6180.00 BZ
28 bz2607 20250826 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250826 2200.00 ... 2206.00 2212.00 C
30 c2511 20250826 2154.00 ... 2157.00 2164.00 C
31 c2601 20250826 2158.00 ... 2163.00 2166.00 C
32 c2603 20250826 2175.00 ... 2181.00 2183.00 C
33 c2605 20250826 2236.00 ... 2236.00 2236.00 C
34 c2607 20250826 2252.00 ... 2253.00 2254.00 C
35 cs2509 20250826 2569.00 ... 2550.00 2578.00 CS
36 cs2511 20250826 2480.00 ... 2483.00 2491.00 CS
37 cs2601 20250826 2507.00 ... 2514.00 2520.00 CS
38 cs2603 20250826 2521.00 ... 2522.00 2531.00 CS
39 cs2605 20250826 2591.00 ... 2591.00 2596.00 CS
40 cs2607 20250826 2602.00 ... 2599.00 2599.00 CS
41 eb2508 20250826 0.00 ... 7260.00 7000.00 EB
42 eb2509 20250826 7285.00 ... 7286.00 7357.00 EB
43 eb2510 20250826 7345.00 ... 7317.00 7380.00 EB
44 eb2511 20250826 7357.00 ... 7333.00 7388.00 EB
45 eb2512 20250826 7355.00 ... 7346.00 7394.00 EB
46 eb2601 20250826 7368.00 ... 7361.00 7408.00 EB
47 eb2602 20250826 7388.00 ... 7383.00 7423.00 EB
48 eb2603 20250826 7411.00 ... 7402.00 7435.00 EB
49 eb2604 20250826 7424.00 ... 7412.00 7469.00 EB
50 eb2605 20250826 7472.00 ... 7438.00 7493.00 EB
51 eb2606 20250826 7460.00 ... 7446.00 7482.00 EB
52 eb2607 20250826 7401.00 ... 7410.00 7341.00 EB
53 eg2508 20250826 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250826 4440.00 ... 4452.00 4443.00 EG
55 eg2510 20250826 4469.00 ... 4470.00 4460.00 EG
56 eg2511 20250826 4489.00 ... 4487.00 4480.00 EG
57 eg2512 20250826 4513.00 ... 4502.00 4491.00 EG
58 eg2601 20250826 4510.00 ... 4507.00 4502.00 EG
59 eg2602 20250826 0.00 ... 4514.00 4514.00 EG
60 eg2603 20250826 4523.00 ... 4506.00 4516.00 EG
61 eg2604 20250826 4542.00 ... 4533.00 4540.00 EG
62 eg2605 20250826 4540.00 ... 4542.00 4544.00 EG
63 eg2606 20250826 4534.00 ... 4534.00 4524.00 EG
64 eg2607 20250826 0.00 ... 4513.00 4513.00 EG
65 fb2509 20250826 1275.00 ... 1292.50 1266.50 FB
66 fb2510 20250826 1276.00 ... 1276.50 1275.00 FB
67 fb2511 20250826 1274.50 ... 1277.00 1274.50 FB
68 fb2512 20250826 1277.00 ... 1277.00 1275.50 FB
69 fb2601 20250826 1275.50 ... 1277.00 1277.00 FB
70 fb2602 20250826 1278.50 ... 1278.50 1278.00 FB
71 fb2603 20250826 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250826 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250826 0.00 ... 1311.00 1311.00 FB
74 fb2606 20250826 0.00 ... 1330.00 1330.00 FB
75 fb2607 20250826 0.00 ... 1302.50 1302.50 FB
76 fb2608 20250826 0.00 ... 1302.50 1302.50 FB
77 i2509 20250826 809.00 ... 800.00 800.00 I
78 i2510 20250826 802.00 ... 795.00 795.50 I
79 i2511 20250826 798.00 ... 792.00 793.00 I
80 i2512 20250826 794.50 ... 787.50 790.00 I
81 i2601 20250826 787.00 ... 780.50 782.00 I
82 i2602 20250826 781.00 ... 775.00 777.00 I
83 i2603 20250826 777.00 ... 770.50 772.50 I
84 i2604 20250826 771.00 ... 765.50 767.00 I
85 i2605 20250826 765.00 ... 757.50 759.00 I
86 i2606 20250826 758.50 ... 753.00 755.00 I
87 i2607 20250826 755.50 ... 749.50 750.50 I
88 i2608 20250826 750.50 ... 746.50 746.00 I
89 j2509 20250826 1650.00 ... 1636.00 1650.00 J
90 j2510 20250826 1671.00 ... 1653.00 1662.00 J
91 j2511 20250826 1693.50 ... 1677.00 1686.00 J
92 j2512 20250826 1714.00 ... 1686.50 1712.00 J
93 j2601 20250826 1737.00 ... 1718.00 1722.50 J
94 j2602 20250826 1755.00 ... 1750.00 1739.50 J
95 j2603 20250826 1771.00 ... 1763.00 1755.00 J
96 j2604 20250826 1800.00 ... 1800.00 1800.00 J
97 j2605 20250826 1815.50 ... 1806.50 1819.50 J
98 j2606 20250826 1842.00 ... 1816.50 1799.50 J
99 j2607 20250826 1839.50 ... 1823.50 1833.00 J
100 j2608 20250826 1829.00 ... 1838.00 1818.50 J
101 jd2508 20250826 0.00 ... 2932.00 2940.00 JD
102 jd2509 20250826 2949.00 ... 2914.00 2955.00 JD
103 jd2510 20250826 3015.00 ... 3011.00 3031.00 JD
104 jd2511 20250826 3075.00 ... 3056.00 3084.00 JD
105 jd2512 20250826 3226.00 ... 3203.00 3231.00 JD
106 jd2601 20250826 3381.00 ... 3370.00 3394.00 JD
107 jd2602 20250826 3120.00 ... 3114.00 3124.00 JD
108 jd2603 20250826 3135.00 ... 3131.00 3140.00 JD
109 jd2604 20250826 3389.00 ... 3331.00 3340.00 JD
110 jd2605 20250826 3487.00 ... 3478.00 3495.00 JD
111 jd2606 20250826 3338.00 ... 3334.00 3344.00 JD
112 jd2607 20250826 3600.00 ... 3595.00 3603.00 JD
113 jm2509 20250826 1063.00 ... 1058.00 1063.00 JM
114 jm2510 20250826 1092.00 ... 1085.00 1092.00 JM
115 jm2511 20250826 1135.00 ... 1127.00 1133.50 JM
116 jm2512 20250826 1184.00 ... 1162.50 1168.50 JM
117 jm2601 20250826 1224.50 ... 1200.50 1198.50 JM
118 jm2602 20250826 1236.50 ... 1214.00 1219.50 JM
119 jm2603 20250826 1249.00 ... 1230.00 1225.00 JM
120 jm2604 20250826 1259.50 ... 1228.00 1237.50 JM
121 jm2605 20250826 1260.00 ... 1241.50 1244.00 JM
122 jm2606 20250826 1267.50 ... 1243.50 1252.00 JM
123 jm2607 20250826 1273.00 ... 1249.50 1261.00 JM
124 jm2608 20250826 1274.50 ... 1257.50 1267.50 JM
125 l2509 20250826 7359.00 ... 7373.00 7352.00 L
126 l2510 20250826 7390.00 ... 7393.00 7381.00 L
127 l2511 20250826 7417.00 ... 7410.00 7402.00 L
128 l2512 20250826 7432.00 ... 7426.00 7413.00 L
129 l2601 20250826 7427.00 ... 7427.00 7411.00 L
130 l2602 20250826 7415.00 ... 7420.00 7404.00 L
131 l2603 20250826 7426.00 ... 7419.00 7401.00 L
132 l2604 20250826 7450.00 ... 7445.00 7427.00 L
133 l2605 20250826 7427.00 ... 7433.00 7414.00 L
134 l2606 20250826 0.00 ... 7407.00 7407.00 L
135 l2607 20250826 0.00 ... 7416.00 7416.00 L
136 l2608 20250826 7395.00 ... 7394.00 7426.00 L
137 lg2509 20250826 805.00 ... 803.50 805.00 LG
138 lg2511 20250826 818.00 ... 822.00 818.00 LG
139 lg2601 20250826 830.50 ... 833.50 828.50 LG
140 lg2603 20250826 845.00 ... 838.50 835.00 LG
141 lg2605 20250826 847.50 ... 837.50 835.50 LG
142 lg2607 20250826 836.00 ... 837.00 835.50 LG
143 lh2509 20250826 13720.00 ... 13695.00 13795.00 LH
144 lh2511 20250826 13800.00 ... 13840.00 13925.00 LH
145 lh2601 20250826 14240.00 ... 14210.00 14210.00 LH
146 lh2603 20250826 13310.00 ... 13275.00 13325.00 LH
147 lh2605 20250826 13725.00 ... 13665.00 13760.00 LH
148 lh2607 20250826 14165.00 ... 14155.00 14175.00 LH
149 m2509 20250826 3063.00 ... 3046.00 3061.00 M
150 m2511 20250826 3095.00 ... 3069.00 3080.00 M
151 m2512 20250826 3132.00 ... 3112.00 3122.00 M
152 m2601 20250826 3122.00 ... 3097.00 3110.00 M
153 m2603 20250826 3037.00 ... 3027.00 3031.00 M
154 m2605 20250826 2845.00 ... 2841.00 2841.00 M
155 m2607 20250826 2840.00 ... 2832.00 2832.00 M
156 m2608 20250826 2963.00 ... 2957.00 2955.00 M
157 p2509 20250826 9480.00 ... 9460.00 9530.00 P
158 p2510 20250826 9568.00 ... 9542.00 9604.00 P
159 p2511 20250826 9590.00 ... 9536.00 9602.00 P
160 p2512 20250826 9592.00 ... 9536.00 9604.00 P
161 p2601 20250826 9610.00 ... 9544.00 9614.00 P
162 p2602 20250826 9546.00 ... 9488.00 9564.00 P
163 p2603 20250826 9470.00 ... 9434.00 9494.00 P
164 p2604 20250826 9400.00 ... 9374.00 9408.00 P
165 p2605 20250826 9320.00 ... 9278.00 9324.00 P
166 p2606 20250826 9140.00 ... 9158.00 9184.00 P
167 p2607 20250826 9042.00 ... 9036.00 9086.00 P
168 p2608 20250826 8964.00 ... 8964.00 8948.00 P
169 pg2508 20250826 0.00 ... 3888.00 3888.00 PG
170 pg2509 20250826 3854.00 ... 3866.00 3871.00 PG
171 pg2510 20250826 4447.00 ... 4444.00 4420.00 PG
172 pg2511 20250826 4382.00 ... 4357.00 4339.00 PG
173 pg2512 20250826 4313.00 ... 4295.00 4279.00 PG
174 pg2601 20250826 4249.00 ... 4242.00 4227.00 PG
175 pg2602 20250826 4182.00 ... 4165.00 4156.00 PG
176 pg2603 20250826 4068.00 ... 4074.00 4068.00 PG
177 pg2604 20250826 4376.00 ... 4374.00 4365.00 PG
178 pg2605 20250826 4273.00 ... 4271.00 4278.00 PG
179 pg2606 20250826 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250826 4141.00 ... 4141.00 4122.00 PG
181 pp2509 20250826 7014.00 ... 7014.00 7019.00 PP
182 pp2510 20250826 7029.00 ... 7026.00 7018.00 PP
183 pp2511 20250826 7040.00 ... 7040.00 7036.00 PP
184 pp2512 20250826 7058.00 ... 7058.00 7055.00 PP
185 pp2601 20250826 7079.00 ... 7072.00 7067.00 PP
186 pp2602 20250826 7058.00 ... 7048.00 7045.00 PP
187 pp2603 20250826 0.00 ... 7032.00 7039.00 PP
188 pp2604 20250826 7076.00 ... 7077.00 7066.00 PP
189 pp2605 20250826 7082.00 ... 7089.00 7086.00 PP
190 pp2606 20250826 7054.00 ... 7057.00 7050.00 PP
191 pp2607 20250826 7034.00 ... 7033.00 7031.00 PP
192 pp2608 20250826 7046.00 ... 7046.00 7047.00 PP
193 rr2509 20250826 3563.00 ... 3567.00 3576.00 RR
194 rr2510 20250826 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250826 3615.00 ... 3613.00 3613.00 RR
196 rr2512 20250826 3606.00 ... 3606.00 3608.00 RR
197 rr2601 20250826 3621.00 ... 3620.00 3622.00 RR
198 rr2602 20250826 3604.00 ... 3606.00 3608.00 RR
199 rr2603 20250826 0.00 ... 3610.00 3610.00 RR
200 rr2604 20250826 3618.00 ... 3617.00 3613.00 RR
201 rr2605 20250826 0.00 ... 3615.00 3615.00 RR
202 rr2606 20250826 0.00 ... 3605.00 3605.00 RR
203 rr2607 20250826 0.00 ... 3625.00 3625.00 RR
204 rr2608 20250826 3609.00 ... 3609.00 3581.00 RR
205 v2509 20250826 4894.00 ... 4878.00 4899.00 V
206 v2510 20250826 4939.00 ... 4922.00 4936.00 V
207 v2511 20250826 4980.00 ... 4957.00 4971.00 V
208 v2512 20250826 5020.00 ... 5002.00 5010.00 V
209 v2601 20250826 5062.00 ... 5026.00 5045.00 V
210 v2602 20250826 5093.00 ... 5067.00 5083.00 V
211 v2603 20250826 5120.00 ... 5096.00 5116.00 V
212 v2604 20250826 5317.00 ... 5292.00 5318.00 V
213 v2605 20250826 5360.00 ... 5332.00 5346.00 V
214 v2606 20250826 5388.00 ... 5359.00 5366.00 V
215 v2607 20250826 5418.00 ... 5390.00 5406.00 V
216 v2608 20250826 5417.00 ... 5385.00 5408.00 V
217 y2509 20250826 8560.00 ... 8554.00 8514.00 Y
218 y2511 20250826 8536.00 ... 8516.00 8500.00 Y
219 y2512 20250826 8526.00 ... 8542.00 8520.00 Y
220 y2601 20250826 8504.00 ... 8492.00 8472.00 Y
221 y2603 20250826 8438.00 ... 8438.00 8380.00 Y
222 y2605 20250826 8198.00 ... 8194.00 8164.00 Y
223 y2607 20250826 8144.00 ... 8122.00 8104.00 Y
224 y2608 20250826 8146.00 ... 8114.00 8112.00 Y
[225 rows x 12 columns]
2025-09-01 18:26:12,295 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
2025-09-01 18:26:14,035 - future_1d - INFO - save future_daily 2025-08-26 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250827 8146.0 8320.0 ... 926963.07 8249.0 8158.0 AP
1 AP511 20250827 7965.0 8063.0 ... 8291.69 8019.0 7957.0 AP
2 AP512 20250827 7998.0 8068.0 ... 2190.20 8052.0 7974.0 AP
3 AP601 20250827 8055.0 8160.0 ... 157852.48 8106.0 8061.0 AP
4 AP603 20250827 7964.0 8045.0 ... 409.48 8029.0 7959.0 AP
5 AP604 20250827 7981.0 8054.0 ... 152.54 8028.0 7974.0 AP
6 AP605 20250827 8031.0 8110.0 ... 1229.23 8087.0 8037.0 AP
7 CF509 20250827 13760.0 13800.0 ... 140783.76 13775.0 13810.0 CF
8 CF511 20250827 14015.0 14070.0 ... 291023.09 14015.0 14040.0 CF
9 CF601 20250827 14080.0 14150.0 ... 1358089.94 14095.0 14120.0 CF
10 CF603 20250827 14045.0 14100.0 ... 2017.40 14060.0 14085.0 CF
11 CF605 20250827 14030.0 14100.0 ... 51710.60 14050.0 14075.0 CF
12 CF607 20250827 14060.0 14095.0 ... 126.53 14060.0 14090.0 CF
13 CJ509 20250827 10105.0 10140.0 ... 6307.22 10075.0 10100.0 CJ
14 CJ512 20250827 11300.0 11325.0 ... 10499.98 11280.0 11290.0 CJ
15 CJ601 20250827 11380.0 11435.0 ... 546132.08 11385.0 11395.0 CJ
16 CJ603 20250827 11460.0 11465.0 ... 5836.30 11420.0 11425.0 CJ
17 CJ605 20250827 11530.0 11590.0 ... 69411.21 11545.0 11540.0 CJ
18 CJ607 20250827 11735.0 11735.0 ... 695.95 11695.0 11695.0 CJ
19 CY509 20250827 20235.0 20575.0 ... 334.83 20295.0 20125.0 CY
20 CY510 20250827 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250827 20105.0 20155.0 ... 71404.22 20120.0 20160.0 CY
22 CY512 20250827 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250827 20095.0 20150.0 ... 814.10 20100.0 20165.0 CY
24 CY602 20250827 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
26 CY604 20250827 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250827 0.0 0.0 ... 0.00 20395.0 20395.0 CY
28 CY606 20250827 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250827 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250827 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250827 987.0 994.0 ... 183644.63 988.0 995.0 FG
32 FG510 20250827 1085.0 1094.0 ... 61235.63 1087.0 1099.0 FG
33 FG511 20250827 1075.0 1089.0 ... 99568.72 1080.0 1088.0 FG
34 FG512 20250827 1179.0 1191.0 ... 61776.24 1183.0 1190.0 FG
35 FG601 20250827 1171.0 1188.0 ... 3047260.58 1178.0 1183.0 FG
36 FG602 20250827 1220.0 1238.0 ... 1110.80 1229.0 1235.0 FG
37 FG603 20250827 1226.0 1239.0 ... 797.62 1231.0 1235.0 FG
38 FG604 20250827 1277.0 1284.0 ... 541.37 1277.0 1280.0 FG
39 FG605 20250827 1266.0 1279.0 ... 45100.95 1269.0 1271.0 FG
40 FG606 20250827 1292.0 1306.0 ... 317.05 1299.0 1304.0 FG
41 FG607 20250827 1282.0 1300.0 ... 578.56 1291.0 1293.0 FG
42 FG608 20250827 1311.0 1322.0 ... 271.05 1316.0 1320.0 FG
43 JR509 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250827 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250827 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250827 2272.0 2275.0 ... 52972.52 2262.0 2295.0 MA
53 MA510 20250827 2311.0 2313.0 ... 66260.92 2298.0 2330.0 MA
54 MA511 20250827 2336.0 2336.0 ... 116686.04 2320.0 2352.0 MA
55 MA512 20250827 2376.0 2377.0 ... 33349.53 2363.0 2393.0 MA
56 MA601 20250827 2393.0 2396.0 ... 1149229.47 2383.0 2413.0 MA
57 MA602 20250827 2400.0 2404.0 ... 107.77 2395.0 2416.0 MA
58 MA603 20250827 2396.0 2402.0 ... 102.85 2392.0 2415.0 MA
59 MA604 20250827 2379.0 2392.0 ... 16.72 2388.0 2404.0 MA
60 MA605 20250827 2383.0 2384.0 ... 37229.83 2373.0 2394.0 MA
61 MA606 20250827 2387.0 2387.0 ... 33.32 2380.0 2404.0 MA
62 MA607 20250827 2387.0 2387.0 ... 102.28 2379.0 2400.0 MA
63 MA608 20250827 2383.0 2385.0 ... 40.46 2380.0 2400.0 MA
64 OI509 20250827 9930.0 10000.0 ... 80313.77 9952.0 10001.0 OI
65 OI511 20250827 9880.0 9969.0 ... 452914.45 9919.0 9961.0 OI
66 OI601 20250827 9805.0 9888.0 ... 2578158.14 9840.0 9897.0 OI
67 OI603 20250827 9735.0 9806.0 ... 1756.73 9760.0 9807.0 OI
68 OI605 20250827 9639.0 9715.0 ... 27420.95 9676.0 9724.0 OI
69 OI607 20250827 9624.0 9671.0 ... 607.22 9638.0 9691.0 OI
70 PF509 20250827 6486.0 6514.0 ... 1166.65 6482.0 6504.0 PF
71 PF510 20250827 6598.0 6644.0 ... 460230.86 6610.0 6624.0 PF
72 PF511 20250827 6578.0 6622.0 ... 213319.68 6586.0 6612.0 PF
73 PF512 20250827 6558.0 6606.0 ... 68745.78 6574.0 6590.0 PF
74 PF601 20250827 6564.0 6602.0 ... 23842.54 6566.0 6596.0 PF
75 PF602 20250827 6676.0 6676.0 ... 151.34 6580.0 6596.0 PF
76 PF603 20250827 6690.0 6690.0 ... 72.49 6590.0 6614.0 PF
77 PF604 20250827 6624.0 6654.0 ... 82.80 6624.0 6646.0 PF
78 PF605 20250827 6624.0 6670.0 ... 122.70 6632.0 6658.0 PF
79 PF606 20250827 6638.0 6674.0 ... 56.45 6642.0 6678.0 PF
80 PF607 20250827 6658.0 6658.0 ... 13.27 6638.0 6678.0 PF
81 PF608 20250827 0.0 0.0 ... 0.00 6640.0 6662.0 PF
82 PK510 20250827 8080.0 8086.0 ... 57448.49 8054.0 8038.0 PK
83 PK511 20250827 7836.0 7848.0 ... 283468.56 7810.0 7812.0 PK
84 PK512 20250827 7848.0 7866.0 ... 73296.42 7824.0 7842.0 PK
85 PK601 20250827 7900.0 7918.0 ... 32612.27 7882.0 7898.0 PK
86 PK603 20250827 7894.0 7898.0 ... 177.21 7876.0 7906.0 PK
87 PK604 20250827 7906.0 7906.0 ... 189.41 7892.0 7902.0 PK
88 PK605 20250827 7918.0 7922.0 ... 4204.28 7896.0 7904.0 PK
89 PL601 20250827 6460.0 6474.0 ... 10374.77 6460.0 6482.0 PL
90 PL602 20250827 6499.0 6509.0 ... 272.60 6490.0 6528.0 PL
91 PL603 20250827 6501.0 6501.0 ... 38.89 6482.0 6500.0 PL
92 PL604 20250827 6473.0 6473.0 ... 12.95 6473.0 6498.0 PL
93 PL605 20250827 6372.0 6374.0 ... 50.97 6372.0 6391.0 PL
94 PL606 20250827 0.0 0.0 ... 0.00 6470.0 6479.0 PL
95 PL607 20250827 0.0 0.0 ... 0.00 6494.0 6512.0 PL
96 PL608 20250827 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250827 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250827 5838.0 5894.0 ... 2325.49 5850.0 5892.0 PR
104 PR510 20250827 6012.0 6056.0 ... 111464.45 6020.0 6052.0 PR
105 PR511 20250827 6022.0 6068.0 ... 759067.61 6028.0 6058.0 PR
106 PR512 20250827 6020.0 6072.0 ... 492386.21 6032.0 6052.0 PR
107 PR601 20250827 6030.0 6068.0 ... 5812.95 6028.0 6062.0 PR
108 PR602 20250827 6048.0 6048.0 ... 9.07 6048.0 6070.0 PR
109 PR603 20250827 0.0 0.0 ... 0.00 6034.0 6092.0 PR
110 PR604 20250827 6056.0 6056.0 ... 9.08 6056.0 6088.0 PR
111 PR605 20250827 6056.0 6058.0 ... 18.17 6058.0 6094.0 PR
112 PR606 20250827 6058.0 6060.0 ... 18.18 6060.0 6080.0 PR
113 PR607 20250827 0.0 0.0 ... 0.00 6082.0 6082.0 PR
114 PR608 20250827 0.0 0.0 ... 0.00 6080.0 6080.0 PR
115 PX509 20250827 6990.0 7046.0 ... 4944.58 6980.0 7048.0 PX
116 PX510 20250827 6994.0 7118.0 ... 567806.15 7022.0 7088.0 PX
117 PX511 20250827 6972.0 7094.0 ... 1475445.76 7010.0 7050.0 PX
118 PX512 20250827 6926.0 7020.0 ... 102569.87 6942.0 6982.0 PX
119 PX601 20250827 6900.0 6972.0 ... 169888.82 6916.0 6954.0 PX
120 PX602 20250827 6904.0 6942.0 ... 20.73 6912.0 6952.0 PX
121 PX603 20250827 6940.0 6940.0 ... 6.93 6928.0 6940.0 PX
122 PX604 20250827 0.0 0.0 ... 0.00 6852.0 6944.0 PX
123 PX605 20250827 6902.0 6956.0 ... 295.87 6882.0 6948.0 PX
124 PX606 20250827 0.0 0.0 ... 0.00 6842.0 6886.0 PX
125 PX607 20250827 6858.0 6858.0 ... 3.43 6858.0 6878.0 PX
126 PX608 20250827 6788.0 6830.0 ... 6.81 6810.0 6818.0 PX
127 RI509 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250827 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250827 2615.0 2615.0 ... 34464.73 2574.0 2606.0 RM
134 RM511 20250827 2552.0 2554.0 ... 21167.22 2531.0 2577.0 RM
135 RM601 20250827 2520.0 2520.0 ... 1072008.77 2501.0 2544.0 RM
136 RM603 20250827 2464.0 2465.0 ... 35822.86 2437.0 2484.0 RM
137 RM605 20250827 2460.0 2461.0 ... 178174.21 2449.0 2474.0 RM
138 RM607 20250827 2442.0 2444.0 ... 10095.49 2431.0 2455.0 RM
139 RM608 20250827 2508.0 2508.0 ... 222.46 2500.0 2521.0 RM
140 RS509 20250827 4877.0 4877.0 ... 53.28 4844.0 4852.0 RS
141 RS511 20250827 5200.0 5200.0 ... 15.54 5181.0 5268.0 RS
142 RS607 20250827 5600.0 5633.0 ... 112.26 5613.0 5643.0 RS
143 RS608 20250827 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250827 1195.0 1208.0 ... 110500.64 1198.0 1214.0 SA
145 SA510 20250827 1243.0 1252.0 ... 188678.40 1245.0 1259.0 SA
146 SA511 20250827 1246.0 1258.0 ... 312162.64 1249.0 1263.0 SA
147 SA512 20250827 1306.0 1316.0 ... 101487.75 1307.0 1321.0 SA
148 SA601 20250827 1312.0 1325.0 ... 2895057.23 1314.0 1327.0 SA
149 SA602 20250827 1339.0 1346.0 ... 3013.11 1336.0 1345.0 SA
150 SA603 20250827 1335.0 1349.0 ... 2024.22 1339.0 1347.0 SA
151 SA604 20250827 1372.0 1384.0 ... 718.60 1377.0 1386.0 SA
152 SA605 20250827 1375.0 1390.0 ... 80453.14 1380.0 1388.0 SA
153 SA606 20250827 1379.0 1395.0 ... 751.55 1387.0 1391.0 SA
154 SA607 20250827 1382.0 1409.0 ... 1920.70 1390.0 1392.0 SA
155 SA608 20250827 1395.0 1430.0 ... 595.92 1405.0 1406.0 SA
156 SF509 20250827 5468.0 5506.0 ... 19456.46 5466.0 5502.0 SF
157 SF510 20250827 5478.0 5514.0 ... 123983.55 5470.0 5510.0 SF
158 SF511 20250827 5656.0 5698.0 ... 503108.15 5658.0 5692.0 SF
159 SF512 20250827 5656.0 5678.0 ... 63029.73 5636.0 5680.0 SF
160 SF601 20250827 5636.0 5672.0 ... 92274.24 5630.0 5668.0 SF
161 SF602 20250827 5624.0 5634.0 ... 495.55 5600.0 5632.0 SF
162 SF603 20250827 5790.0 5800.0 ... 46.29 5786.0 5814.0 SF
163 SF604 20250827 5800.0 5800.0 ... 23.15 5788.0 5808.0 SF
164 SF605 20250827 5780.0 5788.0 ... 1359.53 5762.0 5794.0 SF
165 SF606 20250827 5744.0 5754.0 ... 34.41 5736.0 5752.0 SF
166 SF607 20250827 5908.0 5908.0 ... 20.59 5884.0 5904.0 SF
167 SF608 20250827 5854.0 5854.0 ... 2.93 5854.0 5884.0 SF
168 SH509 20250827 2540.0 2562.0 ... 30450.02 2551.0 2564.0 SH
169 SH510 20250827 2671.0 2687.0 ... 384752.20 2661.0 2701.0 SH
170 SH511 20250827 2686.0 2708.0 ... 764206.52 2679.0 2727.0 SH
171 SH512 20250827 2700.0 2733.0 ... 189483.02 2707.0 2748.0 SH
172 SH601 20250827 2700.0 2726.0 ... 3476304.62 2702.0 2739.0 SH
173 SH602 20250827 2719.0 2737.0 ... 8069.88 2717.0 2749.0 SH
174 SH603 20250827 2692.0 2746.0 ... 4354.43 2728.0 2757.0 SH
175 SH604 20250827 2781.0 2787.0 ... 998.01 2772.0 2802.0 SH
176 SH605 20250827 2791.0 2804.0 ... 45296.05 2788.0 2815.0 SH
177 SH606 20250827 2790.0 2801.0 ... 410.22 2791.0 2812.0 SH
178 SH607 20250827 2771.0 2778.0 ... 83.09 2770.0 2789.0 SH
179 SH608 20250827 2780.0 2785.0 ... 241.28 2773.0 2793.0 SH
180 SM509 20250827 5760.0 5784.0 ... 43070.78 5756.0 5794.0 SM
181 SM510 20250827 5778.0 5800.0 ... 99261.45 5770.0 5800.0 SM
182 SM511 20250827 5842.0 5876.0 ... 204141.18 5844.0 5872.0 SM
183 SM512 20250827 5858.0 5876.0 ... 35796.72 5852.0 5880.0 SM
184 SM601 20250827 5860.0 5886.0 ... 379198.22 5856.0 5886.0 SM
185 SM602 20250827 5890.0 5890.0 ... 129.25 5876.0 5894.0 SM
186 SM603 20250827 5906.0 5906.0 ... 109.05 5896.0 5910.0 SM
187 SM604 20250827 5900.0 5900.0 ... 5.89 5892.0 5910.0 SM
188 SM605 20250827 5920.0 5930.0 ... 8566.43 5904.0 5930.0 SM
189 SM606 20250827 5908.0 5908.0 ... 5.90 5902.0 5946.0 SM
190 SM607 20250827 5956.0 5956.0 ... 14.80 5922.0 5962.0 SM
191 SM608 20250827 5936.0 5948.0 ... 14.83 5932.0 5964.0 SM
192 SR509 20250827 5683.0 5683.0 ... 25856.77 5647.0 5696.0 SR
193 SR511 20250827 5625.0 5625.0 ... 193997.04 5611.0 5647.0 SR
194 SR601 20250827 5632.0 5639.0 ... 829540.50 5625.0 5658.0 SR
195 SR603 20250827 5608.0 5616.0 ... 2135.64 5605.0 5631.0 SR
196 SR605 20250827 5601.0 5604.0 ... 30929.99 5593.0 5623.0 SR
197 SR607 20250827 5593.0 5598.0 ... 1000.40 5589.0 5610.0 SR
198 TA509 20250827 4830.0 4848.0 ... 142268.56 4816.0 4844.0 TA
199 TA510 20250827 4860.0 4900.0 ... 323537.31 4856.0 4898.0 TA
200 TA511 20250827 4850.0 4896.0 ... 258008.27 4852.0 4882.0 TA
201 TA512 20250827 4852.0 4896.0 ... 72401.63 4856.0 4878.0 TA
202 TA601 20250827 4854.0 4892.0 ... 1664651.22 4854.0 4882.0 TA
203 TA602 20250827 4870.0 4890.0 ... 60.77 4862.0 4892.0 TA
204 TA603 20250827 4864.0 4904.0 ... 149.28 4896.0 4904.0 TA
205 TA604 20250827 4864.0 4906.0 ... 24.47 4896.0 4900.0 TA
206 TA605 20250827 4894.0 4918.0 ... 27613.75 4886.0 4914.0 TA
207 TA606 20250827 4900.0 4900.0 ... 14.68 4892.0 4926.0 TA
208 TA607 20250827 4884.0 4884.0 ... 21.95 4878.0 4942.0 TA
209 TA608 20250827 4902.0 4902.0 ... 7.34 4892.0 4934.0 TA
210 UR509 20250827 1703.0 1728.0 ... 19636.29 1710.0 1710.0 UR
211 UR510 20250827 1708.0 1735.0 ... 24795.19 1719.0 1717.0 UR
212 UR511 20250827 1743.0 1761.0 ... 39305.24 1743.0 1743.0 UR
213 UR512 20250827 1733.0 1759.0 ... 365.99 1743.0 1740.0 UR
214 UR601 20250827 1740.0 1763.0 ... 650016.47 1745.0 1742.0 UR
215 UR602 20250827 1739.0 1760.0 ... 617.81 1745.0 1738.0 UR
216 UR603 20250827 1776.0 1795.0 ... 389.21 1785.0 1780.0 UR
217 UR604 20250827 1775.0 1793.0 ... 282.06 1785.0 1782.0 UR
218 UR605 20250827 1778.0 1794.0 ... 25228.61 1781.0 1783.0 UR
219 UR606 20250827 1770.0 1787.0 ... 184.42 1773.0 1776.0 UR
220 UR607 20250827 1790.0 1804.0 ... 375.91 1790.0 1792.0 UR
221 UR608 20250827 1789.0 1800.0 ... 186.26 1791.0 1791.0 UR
222 WH509 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250827 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250827 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:26:22,483 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 IC2509 20250827 6929.800 ... 6897.600 6942.400 IC
1 IC2510 20250827 6890.000 ... 6854.000 6905.400 IC
2 IC2512 20250827 6797.000 ... 6768.600 6817.000 IC
3 IC2603 20250827 6678.200 ... 6634.800 6692.000 IC
4 IF2509 20250827 4451.200 ... 4416.000 4460.200 IF
5 IF2510 20250827 4448.000 ... 4410.600 4454.200 IF
6 IF2512 20250827 4433.000 ... 4397.000 4441.400 IF
7 IF2603 20250827 4415.800 ... 4375.600 4422.200 IF
8 IH2509 20250827 2978.200 ... 2937.200 2975.000 IH
9 IH2510 20250827 2975.200 ... 2936.600 2976.000 IH
10 IH2512 20250827 2973.200 ... 2941.000 2977.000 IH
11 IH2603 20250827 2980.000 ... 2944.000 2980.800 IH
12 IM2509 20250827 7440.000 ... 7356.200 7442.000 IM
13 IM2510 20250827 7367.000 ... 7296.400 7388.200 IM
14 IM2512 20250827 7278.000 ... 7192.000 7282.200 IM
15 IM2603 20250827 7120.000 ... 7030.000 7124.000 IM
16 T2509 20250827 108.125 ... 108.180 108.125 T
17 T2512 20250827 107.955 ... 108.005 107.935 T
18 T2603 20250827 107.690 ... 107.755 107.670 T
19 TF2509 20250827 105.620 ... 105.645 105.585 TF
20 TF2512 20250827 105.520 ... 105.560 105.520 TF
21 TF2603 20250827 105.410 ... 105.450 105.405 TF
22 TL2509 20250827 117.430 ... 117.740 117.520 TL
23 TL2512 20250827 117.120 ... 117.300 117.120 TL
24 TL2603 20250827 116.870 ... 116.940 116.770 TL
25 TS2509 20250827 102.328 ... 102.332 102.324 TS
26 TS2512 20250827 102.400 ... 102.396 102.382 TS
27 TS2603 20250827 102.310 ... 102.342 102.324 TS
[28 rows x 12 columns]
2025-09-01 18:26:22,829 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 PS2509 20250827 51580.0 ... 50050.0 51230.0 PS
1 PS2510 20250827 51150.0 ... 49980.0 51330.0 PS
2 PS2511 20250827 50915.0 ... 49715.0 51195.0 PS
3 PS2512 20250827 53490.0 ... 52155.0 53530.0 PS
4 PS2601 20250827 53350.0 ... 52280.0 53640.0 PS
5 PS2602 20250827 53580.0 ... 52570.0 53830.0 PS
6 PS2603 20250827 53590.0 ... 52555.0 53945.0 PS
7 PS2604 20250827 53980.0 ... 52860.0 54155.0 PS
8 PS2605 20250827 54000.0 ... 52810.0 54130.0 PS
9 PS2606 20250827 56545.0 ... 55380.0 56815.0 PS
10 PS2607 20250827 56700.0 ... 55400.0 56930.0 PS
11 PS2608 20250827 56810.0 ... 55415.0 57030.0 PS
13 SI2509 20250827 8540.0 ... 8505.0 8625.0 SI
14 SI2510 20250827 8495.0 ... 8530.0 8640.0 SI
15 SI2511 20250827 8525.0 ... 8540.0 8660.0 SI
16 SI2512 20250827 8885.0 ... 8900.0 9005.0 SI
17 SI2601 20250827 8890.0 ... 8885.0 9005.0 SI
18 SI2602 20250827 8880.0 ... 8870.0 9005.0 SI
19 SI2603 20250827 8910.0 ... 8905.0 8990.0 SI
20 SI2604 20250827 8900.0 ... 8915.0 8995.0 SI
21 SI2605 20250827 8955.0 ... 8915.0 9035.0 SI
22 SI2606 20250827 8935.0 ... 8935.0 9000.0 SI
23 SI2607 20250827 8965.0 ... 8930.0 9035.0 SI
24 SI2608 20250827 8930.0 ... 8915.0 8980.0 SI
27 LC2509 20250827 78960.0 ... 79880.0 79080.0 LC
28 LC2510 20250827 79240.0 ... 80140.0 79200.0 LC
29 LC2511 20250827 79260.0 ... 80000.0 79040.0 LC
30 LC2512 20250827 78960.0 ... 79540.0 78740.0 LC
31 LC2601 20250827 78800.0 ... 79320.0 78520.0 LC
32 LC2602 20250827 78120.0 ... 78780.0 77920.0 LC
33 LC2603 20250827 78120.0 ... 78500.0 77700.0 LC
34 LC2604 20250827 77840.0 ... 78360.0 77480.0 LC
35 LC2605 20250827 77700.0 ... 78160.0 77480.0 LC
36 LC2606 20250827 77300.0 ... 77840.0 77320.0 LC
37 LC2607 20250827 77440.0 ... 77780.0 77160.0 LC
38 LC2608 20250827 78000.0 ... 78180.0 77460.0 LC
[36 rows x 12 columns]
2025-09-01 18:26:22,965 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250827 484.9 486.8 ... 47801.07 479.4 488.7 SC
1 SC2510 20250827 491.7 493.3 ... 6099210.66 486.4 497.7 SC
2 SC2511 20250827 490.5 492.8 ... 928963.62 485.7 496 SC
3 SC2512 20250827 489.1 490.6 ... 431590.93 484.4 493.2 SC
4 SC2601 20250827 487.5 489 ... 80080.2 483.2 491.7 SC
5 SC2602 20250827 485.7 487.9 ... 11863.32 482.2 490.5 SC
6 SC2603 20250827 484.9 487.3 ... 22258.92 480.7 488.2 SC
7 SC2604 20250827 484 485.1 ... 5847.29 479.2 486.4 SC
8 SC2605 20250827 482.1 483.9 ... 6127.55 478.7 485.8 SC
9 SC2606 20250827 481.5 481.7 ... 3875.31 478.4 484.9 SC
10 SC2607 20250827 480.8 480.8 ... 238.79 477.5 482.3 SC
11 SC2608 20250827 479.8 479.8 ... 143.03 476.7 481.3 SC
12 SC2609 20250827 478.7 478.7 ... 476.97 476.9 482.3 SC
13 SC2612 20250827 478.7 479.3 ... 95.8 479 482.2 SC
14 SC2703 20250827 ... 0 477.3 483.7 SC
15 SC2706 20250827 ... 0 476.9 479.5 SC
16 SC2709 20250827 472.7 472.7 ... 94.42 472.1 482.5 SC
17 SC2712 20250827 475.4 475.5 ... 189.23 473 481 SC
18 SC2803 20250827 ... 0 471.9 479.5 SC
19 SC2806 20250827 468.9 469.8 ... 420.86 467.6 474.5 SC
21 LU2509 20250827 3460 3500 ... 6880.618 3478 3426 LU
22 LU2510 20250827 3499 3525 ... 56605.393 3487 3532 LU
23 LU2511 20250827 3504 3527 ... 339272.428 3489 3537 LU
24 LU2512 20250827 3489 3508 ... 89025.752 3470 3522 LU
25 LU2601 20250827 3470 3484 ... 18633.103 3449 3498 LU
26 LU2602 20250827 3452 3459 ... 3476.043 3441 3476 LU
27 LU2603 20250827 3442 3450 ... 116.332 3421 3469 LU
28 LU2604 20250827 3439 3439 ... 20.49 3415 3463 LU
29 LU2605 20250827 3405 3408 ... 40.812 3401 3455 LU
30 LU2606 20250827 3425 3425 ... 10.27 3423 3454 LU
31 LU2607 20250827 3421 3421 ... 44.29 3406 3454 LU
32 LU2608 20250827 3424 3435 ... 17.017 3403 3450 LU
34 NR2509 20250827 12765 12840 ... 47355.925 12695 12755 NR
35 NR2510 20250827 12750 12910 ... 1445915.24 12780 12840 NR
36 NR2511 20250827 12750 12910 ... 602704.765 12800 12865 NR
37 NR2512 20250827 12770 12925 ... 109530.39 12830 12875 NR
38 NR2601 20250827 12840 12945 ... 118992.655 12835 12920 NR
39 NR2602 20250827 12865 12920 ... 4128.725 12860 12860 NR
40 NR2603 20250827 12855 12950 ... 38.59 12860 12910 NR
41 NR2604 20250827 12940 13000 ... 64.825 12965 13055 NR
42 NR2605 20250827 12930 13295 ... 221.31 13015 13080 NR
43 NR2606 20250827 12965 12965 ... 51.86 12965 13140 NR
44 NR2607 20250827 12980 13010 ... 64.89 12975 12780 NR
45 NR2608 20250827 13050 13050 ... 52 13000 12780 NR
47 BC2509 20250827 70320 70590 ... 67563.61 70410 70620 BC
48 BC2510 20250827 70380 70650 ... 43728.8 70470 70630 BC
49 BC2511 20250827 70300 72350 ... 4998.295 70390 70440 BC
50 BC2512 20250827 ... 0 70180 70180 BC
51 BC2601 20250827 ... 0 70100 70100 BC
52 BC2602 20250827 ... 0 70100 70100 BC
53 BC2603 20250827 ... 0 70100 70100 BC
54 BC2604 20250827 ... 0 70100 70100 BC
55 BC2605 20250827 ... 0 70490 70490 BC
56 BC2606 20250827 ... 0 69790 69790 BC
57 BC2607 20250827 ... 0 69370 69370 BC
58 BC2608 20250827 ... 0 69370 69370 BC
60 EC2510 20250827 1327.8 1341 ... 119684.668 1329 1327.8 EC
61 EC2512 20250827 1654.1 1654.1 ... 44704.0665 1633.9 1663.1 EC
62 EC2602 20250827 1454.7 1466 ... 5610.086 1455.2 1472.8 EC
63 EC2604 20250827 1266 1272.1 ... 6110.4125 1254.7 1276.1 EC
64 EC2606 20250827 1422.5 1426.5 ... 623.9255 1418 1432.5 EC
65 EC2608 20250827 1633.8 1633.8 ... 871.3515 1613.6 1626.3 EC
69 SC_TAS2510 20250827 ... SC_TAS
70 SC_TAS2511 20250827 ... SC_TAS
71 SC_TAS2512 20250827 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 18:26:23,041 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250827 ... 79340 79450 CU
1 1 CU2510 20250827 ... 79350 79460 CU
2 2 CU2511 20250827 ... 79340 79440 CU
3 3 CU2512 20250827 ... 79310 79410 CU
4 4 CU2601 20250827 ... 79330 79410 CU
5 5 CU2602 20250827 ... 79330 79340 CU
6 6 CU2603 20250827 ... 79330 79360 CU
7 7 CU2604 20250827 ... 79360 79390 CU
8 8 CU2605 20250827 ... 79370 79400 CU
9 9 CU2606 20250827 ... 79360 79380 CU
10 10 CU2607 20250827 ... 79410 79390 CU
11 11 CU2608 20250827 ... 79440 79250 CU
12 12 BC2509 20250827 ... 70410 70620 BC
13 13 BC2510 20250827 ... 70470 70630 BC
14 14 BC2511 20250827 ... 70390 70440 BC
15 15 BC2512 20250827 ... 70180 70180 BC
16 16 BC2601 20250827 ... 70100 70100 BC
17 17 BC2602 20250827 ... 70100 70100 BC
18 18 BC2603 20250827 ... 70100 70100 BC
19 19 BC2604 20250827 ... 70100 70100 BC
20 20 BC2605 20250827 ... 70490 70490 BC
21 21 BC2606 20250827 ... 69790 69790 BC
22 22 BC2607 20250827 ... 69370 69370 BC
23 23 BC2608 20250827 ... 69370 69370 BC
24 24 AL2509 20250827 ... 20855 20750 AL
25 25 AL2510 20250827 ... 20850 20730 AL
26 26 AL2511 20250827 ... 20830 20710 AL
27 27 AL2512 20250827 ... 20790 20670 AL
28 28 AL2601 20250827 ... 20765 20640 AL
29 29 AL2602 20250827 ... 20760 20645 AL
30 30 AL2603 20250827 ... 20795 20660 AL
31 31 AL2604 20250827 ... 20820 20695 AL
32 32 AL2605 20250827 ... 20835 20705 AL
33 33 AL2606 20250827 ... 20785 20715 AL
34 34 AL2607 20250827 ... 20785 20720 AL
35 35 AL2608 20250827 ... 20845 20755 AL
36 36 ZN2509 20250827 ... 22335 22300 ZN
37 37 ZN2510 20250827 ... 22350 22305 ZN
38 38 ZN2511 20250827 ... 22340 22300 ZN
39 39 ZN2512 20250827 ... 22335 22310 ZN
40 40 ZN2601 20250827 ... 22335 22290 ZN
41 41 ZN2602 20250827 ... 22325 22290 ZN
42 42 ZN2603 20250827 ... 22335 22335 ZN
43 43 ZN2604 20250827 ... 22360 22360 ZN
44 44 ZN2605 20250827 ... 22350 22370 ZN
45 45 ZN2606 20250827 ... 22375 22365 ZN
46 46 ZN2607 20250827 ... 22390 22405 ZN
47 47 ZN2608 20250827 ... 22395 22440 ZN
48 48 PB2509 20250827 ... 16890 16895 PB
49 49 PB2510 20250827 ... 16915 16915 PB
50 50 PB2511 20250827 ... 16905 16915 PB
51 51 PB2512 20250827 ... 16905 16930 PB
52 52 PB2601 20250827 ... 16930 16945 PB
53 53 PB2602 20250827 ... 16965 16965 PB
54 54 PB2603 20250827 ... 16995 17005 PB
55 55 PB2604 20250827 ... 17005 17030 PB
56 56 PB2605 20250827 ... 17035 17050 PB
57 57 PB2606 20250827 ... 17060 17055 PB
58 58 PB2607 20250827 ... 17085 17095 PB
59 59 PB2608 20250827 ... 17090 17100 PB
60 60 NI2509 20250827 ... 121550 120180 NI
61 61 NI2510 20250827 ... 121830 120350 NI
62 62 NI2511 20250827 ... 122040 120500 NI
63 63 NI2512 20250827 ... 122230 120750 NI
64 64 NI2601 20250827 ... 122450 121010 NI
65 65 NI2602 20250827 ... 122520 121230 NI
66 66 NI2603 20250827 ... 122840 121530 NI
67 67 NI2604 20250827 ... 123180 121860 NI
68 68 NI2605 20250827 ... 123490 122100 NI
69 69 NI2606 20250827 ... 123750 122400 NI
70 70 NI2607 20250827 ... 123810 122710 NI
71 71 NI2608 20250827 ... 123950 123030 NI
72 72 SN2509 20250827 ... 270810 269350 SN
73 73 SN2510 20250827 ... 271490 269730 SN
74 74 SN2511 20250827 ... 271880 269930 SN
75 75 SN2512 20250827 ... 271990 269870 SN
76 76 SN2601 20250827 ... 272130 269800 SN
77 77 SN2602 20250827 ... 272110 270010 SN
78 78 SN2603 20250827 ... 271400 270300 SN
79 79 SN2604 20250827 ... 272420 270550 SN
80 80 SN2605 20250827 ... 272750 270740 SN
81 81 SN2606 20250827 ... 273130 270910 SN
82 82 SN2607 20250827 ... 273260 270930 SN
83 83 SN2608 20250827 ... 271540 271730 SN
84 84 AO2509 20250827 ... 3053 3107 AO
85 85 AO2510 20250827 ... 3053 3117 AO
86 86 AO2511 20250827 ... 3054 3113 AO
87 87 AO2512 20250827 ... 3057 3165 AO
88 88 AO2601 20250827 ... 3066 3129 AO
89 89 AO2602 20250827 ... 3063 3125 AO
90 90 AO2603 20250827 ... 3070 3123 AO
91 91 AO2604 20250827 ... 3072 3107 AO
92 92 AO2605 20250827 ... 3076 3122 AO
93 93 AO2606 20250827 ... 3082 3131 AO
94 94 AO2607 20250827 ... 3083 3114 AO
95 95 AO2608 20250827 ... 3082 3111 AO
96 96 AD2511 20250827 ... 20440 20285 AD
97 97 AD2512 20250827 ... 20425 20285 AD
98 98 AD2601 20250827 ... 20425 20280 AD
99 99 AD2602 20250827 ... 20425 20220 AD
100 100 AD2603 20250827 ... 20220 20220 AD
101 101 AD2604 20250827 ... 19975 19975 AD
102 102 AD2605 20250827 ... 20160 19975 AD
103 103 AD2606 20250827 ... 19795 19795 AD
104 104 AD2607 20250827 ... 19925 19925 AD
105 105 AD2608 20250827 ... 20315 19925 AD
106 106 AU2509 20250827 ... 780.46 779.02 AU
107 107 AU2510 20250827 ... 781.56 780.24 AU
108 108 AU2511 20250827 ... 783.48 782.08 AU
109 109 AU2512 20250827 ... 783.86 782.68 AU
110 110 AU2602 20250827 ... 785.86 784.64 AU
111 111 AU2604 20250827 ... 788.12 786.86 AU
112 112 AU2606 20250827 ... 790.16 789.16 AU
113 113 AU2608 20250827 ... 792.34 791.64 AU
114 114 AG2509 20250827 ... 9313 9333 AG
115 115 AG2510 20250827 ... 9325 9354 AG
116 116 AG2511 20250827 ... 9336 9365 AG
117 117 AG2512 20250827 ... 9345 9375 AG
118 118 AG2601 20250827 ... 9356 9386 AG
119 119 AG2602 20250827 ... 9370 9399 AG
120 120 AG2603 20250827 ... 9380 9412 AG
121 121 AG2604 20250827 ... 9394 9424 AG
122 122 AG2605 20250827 ... 9406 9437 AG
123 123 AG2606 20250827 ... 9417 9450 AG
124 124 AG2607 20250827 ... 9432 9463 AG
125 125 AG2608 20250827 ... 9449 9476 AG
126 126 RB2509 20250827 ... 3082 3099 RB
127 127 RB2510 20250827 ... 3112 3126 RB
128 128 RB2511 20250827 ... 3114 3136 RB
129 129 RB2512 20250827 ... 3166 3188 RB
130 130 RB2601 20250827 ... 3180 3206 RB
131 131 RB2602 20250827 ... 3166 3190 RB
132 132 RB2603 20250827 ... 3183 3211 RB
133 133 RB2604 20250827 ... 3200 3228 RB
134 134 RB2605 20250827 ... 3221 3242 RB
135 135 RB2606 20250827 ... 3232 3257 RB
136 136 RB2607 20250827 ... 3243 3268 RB
137 137 RB2608 20250827 ... 3243 3281 RB
138 138 WR2509 20250827 ... 3342 3342 WR
139 139 WR2510 20250827 ... 3322 3365 WR
140 140 WR2511 20250827 ... 3368 3376 WR
141 141 WR2512 20250827 ... 3474 3486 WR
142 142 WR2601 20250827 ... 3380 3380 WR
143 143 WR2602 20250827 ... 3450 3459 WR
144 144 WR2603 20250827 ... 3438 3438 WR
145 145 WR2604 20250827 ... 3455 3455 WR
146 146 WR2605 20250827 ... 3429 3429 WR
147 147 WR2606 20250827 ... 3440 3441 WR
148 148 WR2607 20250827 ... 3460 3488 WR
149 149 WR2608 20250827 ... 3475 3477 WR
150 150 HC2509 20250827 ... 3389 3407 HC
151 151 HC2510 20250827 ... 3357 3380 HC
152 152 HC2511 20250827 ... 3355 3379 HC
153 153 HC2512 20250827 ... 3356 3386 HC
154 154 HC2601 20250827 ... 3346 3370 HC
155 155 HC2602 20250827 ... 3348 3371 HC
156 156 HC2603 20250827 ... 3351 3375 HC
157 157 HC2604 20250827 ... 3365 3385 HC
158 158 HC2605 20250827 ... 3353 3377 HC
159 159 HC2606 20250827 ... 3358 3386 HC
160 160 HC2607 20250827 ... 3357 3394 HC
161 161 HC2608 20250827 ... 3369 3405 HC
162 162 SS2509 20250827 ... 12785 12785 SS
163 163 SS2510 20250827 ... 12875 12865 SS
164 164 SS2511 20250827 ... 12945 12930 SS
165 165 SS2512 20250827 ... 12995 12975 SS
166 166 SS2601 20250827 ... 13045 13035 SS
167 167 SS2602 20250827 ... 13075 13050 SS
168 168 SS2603 20250827 ... 13160 13135 SS
169 169 SS2604 20250827 ... 13225 13190 SS
170 170 SS2605 20250827 ... 13275 13270 SS
171 171 SS2606 20250827 ... 13315 13315 SS
172 172 SS2607 20250827 ... 13395 13380 SS
173 173 SS2608 20250827 ... 13440 13445 SS
174 174 SC2509 20250827 ... 479.4 488.7 SC
175 175 SC2510 20250827 ... 486.4 497.7 SC
176 176 SC2511 20250827 ... 485.7 496 SC
177 177 SC2512 20250827 ... 484.4 493.2 SC
178 178 SC2601 20250827 ... 483.2 491.7 SC
179 179 SC2602 20250827 ... 482.2 490.5 SC
180 180 SC2603 20250827 ... 480.7 488.2 SC
181 181 SC2604 20250827 ... 479.2 486.4 SC
182 182 SC2605 20250827 ... 478.7 485.8 SC
183 183 SC2606 20250827 ... 478.4 484.9 SC
184 184 SC2607 20250827 ... 477.5 482.3 SC
185 185 SC2608 20250827 ... 476.7 481.3 SC
186 186 SC2609 20250827 ... 476.9 482.3 SC
187 187 SC2612 20250827 ... 479 482.2 SC
188 188 SC2703 20250827 ... 477.3 483.7 SC
189 189 SC2706 20250827 ... 476.9 479.5 SC
190 190 SC2709 20250827 ... 472.1 482.5 SC
191 191 SC2712 20250827 ... 473 481 SC
192 192 SC2803 20250827 ... 471.9 479.5 SC
193 193 SC2806 20250827 ... 467.6 474.5 SC
194 194 LU2509 20250827 ... 3478 3426 LU
195 195 LU2510 20250827 ... 3487 3532 LU
196 196 LU2511 20250827 ... 3489 3537 LU
197 197 LU2512 20250827 ... 3470 3522 LU
198 198 LU2601 20250827 ... 3449 3498 LU
199 199 LU2602 20250827 ... 3441 3476 LU
200 200 LU2603 20250827 ... 3421 3469 LU
201 201 LU2604 20250827 ... 3415 3463 LU
202 202 LU2605 20250827 ... 3401 3455 LU
203 203 LU2606 20250827 ... 3423 3454 LU
204 204 LU2607 20250827 ... 3406 3454 LU
205 205 LU2608 20250827 ... 3403 3450 LU
206 206 FU2509 20250827 ... 2789 2841 FU
207 207 FU2510 20250827 ... 2829 2890 FU
208 208 FU2511 20250827 ... 2817 2871 FU
209 209 FU2512 20250827 ... 2807 2856 FU
210 210 FU2601 20250827 ... 2798 2845 FU
211 211 FU2602 20250827 ... 2783 2830 FU
212 212 FU2603 20250827 ... 2778 2820 FU
213 213 FU2604 20250827 ... 2770 2813 FU
214 214 FU2605 20250827 ... 2762 2803 FU
215 215 FU2606 20250827 ... 2752 2791 FU
216 216 FU2607 20250827 ... 2732 2765 FU
217 217 FU2608 20250827 ... 2709 2742 FU
218 218 BU2509 20250827 ... 3500 3550 BU
219 219 BU2510 20250827 ... 3485 3525 BU
220 220 BU2511 20250827 ... 3454 3497 BU
221 221 BU2512 20250827 ... 3408 3447 BU
222 222 BU2601 20250827 ... 3375 3407 BU
223 223 BU2602 20250827 ... 3373 3407 BU
224 224 BU2603 20250827 ... 3373 3406 BU
225 225 BU2604 20250827 ... 3371 3390 BU
226 226 BU2605 20250827 ... 3361 3386 BU
227 227 BU2606 20250827 ... 3352 3387 BU
228 228 BU2607 20250827 ... 3354 3354 BU
229 229 BU2608 20250827 ... 3356 3356 BU
230 230 BU2609 20250827 ... 3346 3364 BU
231 231 BU2612 20250827 ... 3291 3336 BU
232 232 BU2703 20250827 ... 3300 3339 BU
233 233 BU2706 20250827 ... 3309 3348 BU
234 234 BR2509 20250827 ... 11850 11950 BR
235 235 BR2510 20250827 ... 11860 11980 BR
236 236 BR2511 20250827 ... 11840 11960 BR
237 237 BR2512 20250827 ... 11845 11950 BR
238 238 BR2601 20250827 ... 11825 11960 BR
239 239 BR2602 20250827 ... 11785 12010 BR
240 240 BR2603 20250827 ... 11775 11975 BR
241 241 BR2604 20250827 ... 11795 12050 BR
242 242 BR2605 20250827 ... 11915 12080 BR
243 243 BR2606 20250827 ... 12025 12085 BR
244 244 BR2607 20250827 ... 12100 12285 BR
245 245 BR2608 20250827 ... 11975 12005 BR
246 246 RU2509 20250827 ... 14915 14965 RU
247 247 RU2510 20250827 ... 14880 14925 RU
248 248 RU2511 20250827 ... 14900 14985 RU
249 249 RU2601 20250827 ... 15900 15975 RU
250 250 RU2603 20250827 ... 15900 16015 RU
251 251 RU2604 20250827 ... 15915 16045 RU
252 252 RU2605 20250827 ... 15975 16080 RU
253 253 RU2606 20250827 ... 16025 16060 RU
254 254 RU2607 20250827 ... 16000 16165 RU
255 255 RU2608 20250827 ... 15960 16115 RU
256 256 NR2509 20250827 ... 12695 12755 NR
257 257 NR2510 20250827 ... 12780 12840 NR
258 258 NR2511 20250827 ... 12800 12865 NR
259 259 NR2512 20250827 ... 12830 12875 NR
260 260 NR2601 20250827 ... 12835 12920 NR
261 261 NR2602 20250827 ... 12860 12860 NR
262 262 NR2603 20250827 ... 12860 12910 NR
263 263 NR2604 20250827 ... 12965 13055 NR
264 264 NR2605 20250827 ... 13015 13080 NR
265 265 NR2606 20250827 ... 12965 13140 NR
266 266 NR2607 20250827 ... 12975 12780 NR
267 267 NR2608 20250827 ... 13000 12780 NR
268 268 SP2509 20250827 ... 4984 5056 SP
269 269 SP2510 20250827 ... 5024 5088 SP
270 270 SP2511 20250827 ... 5034 5106 SP
271 271 SP2512 20250827 ... 5054 5122 SP
272 272 SP2601 20250827 ... 5316 5392 SP
273 273 SP2602 20250827 ... 5296 5360 SP
274 274 SP2603 20250827 ... 5316 5384 SP
275 275 SP2604 20250827 ... 5326 5366 SP
276 276 SP2605 20250827 ... 5330 5388 SP
277 277 SP2606 20250827 ... 5330 5400 SP
278 278 SP2607 20250827 ... 5344 5386 SP
279 279 SP2608 20250827 ... 5358 5410 SP
280 280 EC2510 20250827 ... 1329 1327.8 EC
281 281 EC2512 20250827 ... 1633.9 1663.1 EC
282 282 EC2602 20250827 ... 1455.2 1472.8 EC
283 283 EC2604 20250827 ... 1254.7 1276.1 EC
284 284 EC2606 20250827 ... 1418 1432.5 EC
285 285 EC2608 20250827 ... 1613.6 1626.3 EC
286 287 SC_TAS2510 20250827 ... SC_TAS
287 288 SC_TAS2511 20250827 ... SC_TAS
288 289 SC_TAS2512 20250827 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 18:26:23,128 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
symbol date open ... settle pre_settle variety
0 a2509 20250827 4086.0 ... 4086.00 4096.00 A
1 a2511 20250827 3978.0 ... 3956.00 3988.00 A
2 a2601 20250827 3971.0 ... 3959.00 3992.00 A
3 a2603 20250827 3991.0 ... 3966.00 3999.00 A
4 a2605 20250827 4030.0 ... 4005.00 4043.00 A
5 a2607 20250827 4039.0 ... 4013.00 4049.00 A
6 b2509 20250827 3717.0 ... 3674.00 3724.00 B
7 b2510 20250827 3725.0 ... 3693.00 3747.00 B
8 b2511 20250827 3786.0 ... 3748.00 3814.00 B
9 b2512 20250827 3817.0 ... 3786.00 3845.00 B
10 b2601 20250827 3813.0 ... 3776.00 3840.00 B
11 b2602 20250827 3789.0 ... 3758.00 3809.00 B
12 b2603 20250827 3736.0 ... 3711.00 3749.00 B
13 b2604 20250827 3627.0 ... 3601.00 3648.00 B
14 b2605 20250827 3567.0 ... 3553.00 3579.00 B
15 b2606 20250827 3540.0 ... 3533.00 3559.00 B
16 b2607 20250827 3539.0 ... 3533.00 3549.00 B
17 b2608 20250827 3619.0 ... 3615.00 3619.00 B
18 bb2509 20250827 0.0 ... 143.15 143.15 BB
19 bb2511 20250827 144.5 ... 144.50 144.85 BB
20 bb2601 20250827 147.5 ... 147.40 147.60 BB
21 bb2603 20250827 0.0 ... 147.20 147.35 BB
22 bb2605 20250827 0.0 ... 141.00 141.15 BB
23 bb2607 20250827 0.0 ... 146.75 146.90 BB
24 bz2603 20250827 6156.0 ... 6152.00 6195.00 BZ
25 bz2604 20250827 6164.0 ... 6138.00 6171.00 BZ
26 bz2605 20250827 6151.0 ... 6137.00 6162.00 BZ
27 bz2606 20250827 0.0 ... 6170.00 6170.00 BZ
28 bz2607 20250827 0.0 ... 6175.00 6175.00 BZ
29 bz2608 20250827 0.0 ... 6175.00 6175.00 BZ
30 c2509 20250827 2212.0 ... 2213.00 2206.00 C
31 c2511 20250827 2159.0 ... 2159.00 2157.00 C
32 c2601 20250827 2163.0 ... 2165.00 2163.00 C
33 c2603 20250827 2182.0 ... 2184.00 2181.00 C
34 c2605 20250827 2232.0 ... 2234.00 2236.00 C
35 c2607 20250827 2254.0 ... 2251.00 2253.00 C
36 cs2509 20250827 2532.0 ... 2523.00 2550.00 CS
37 cs2511 20250827 2470.0 ... 2470.00 2483.00 CS
38 cs2601 20250827 2505.0 ... 2509.00 2514.00 CS
39 cs2603 20250827 2518.0 ... 2517.00 2522.00 CS
40 cs2605 20250827 2592.0 ... 2590.00 2591.00 CS
41 cs2607 20250827 2597.0 ... 2595.00 2599.00 CS
42 eb2509 20250827 7208.0 ... 7185.00 7286.00 EB
43 eb2510 20250827 7247.0 ... 7227.00 7317.00 EB
44 eb2511 20250827 7256.0 ... 7243.00 7333.00 EB
45 eb2512 20250827 7278.0 ... 7268.00 7346.00 EB
46 eb2601 20250827 7300.0 ... 7290.00 7361.00 EB
47 eb2602 20250827 7342.0 ... 7321.00 7383.00 EB
48 eb2603 20250827 7363.0 ... 7340.00 7402.00 EB
49 eb2604 20250827 7390.0 ... 7356.00 7412.00 EB
50 eb2605 20250827 7393.0 ... 7383.00 7438.00 EB
51 eb2606 20250827 7374.0 ... 7341.00 7446.00 EB
52 eb2607 20250827 7387.0 ... 7376.00 7410.00 EB
53 eb2608 20250827 0.0 ... 7410.00 7410.00 EB
54 eg2509 20250827 4411.0 ... 4440.00 4452.00 EG
55 eg2510 20250827 4458.0 ... 4460.00 4470.00 EG
56 eg2511 20250827 4473.0 ... 4473.00 4487.00 EG
57 eg2512 20250827 4491.0 ... 4488.00 4502.00 EG
58 eg2601 20250827 4485.0 ... 4492.00 4507.00 EG
59 eg2602 20250827 4502.0 ... 4502.00 4514.00 EG
60 eg2603 20250827 4498.0 ... 4505.00 4506.00 EG
61 eg2604 20250827 0.0 ... 4533.00 4533.00 EG
62 eg2605 20250827 4529.0 ... 4523.00 4542.00 EG
63 eg2606 20250827 4534.0 ... 4522.00 4534.00 EG
64 eg2607 20250827 4553.0 ... 4525.00 4513.00 EG
65 eg2608 20250827 0.0 ... 4513.00 4513.00 EG
66 fb2509 20250827 1300.5 ... 1306.00 1292.50 FB
67 fb2510 20250827 1276.5 ... 1276.00 1276.50 FB
68 fb2511 20250827 1278.5 ... 1276.50 1277.00 FB
69 fb2512 20250827 1276.5 ... 1278.50 1277.00 FB
70 fb2601 20250827 1279.0 ... 1276.00 1277.00 FB
71 fb2602 20250827 1277.0 ... 1274.00 1278.50 FB
72 fb2603 20250827 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250827 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250827 0.0 ... 1311.00 1311.00 FB
75 fb2606 20250827 0.0 ... 1330.00 1330.00 FB
76 fb2607 20250827 0.0 ... 1302.50 1302.50 FB
77 fb2608 20250827 0.0 ... 1302.50 1302.50 FB
78 i2509 20250827 797.0 ... 797.00 800.00 I
79 i2510 20250827 792.0 ... 793.00 795.00 I
80 i2511 20250827 789.0 ... 790.50 792.00 I
81 i2512 20250827 783.5 ... 785.50 787.50 I
82 i2601 20250827 776.0 ... 777.00 780.50 I
83 i2602 20250827 771.0 ... 772.50 775.00 I
84 i2603 20250827 766.5 ... 767.00 770.50 I
85 i2604 20250827 762.0 ... 762.50 765.50 I
86 i2605 20250827 754.0 ... 754.50 757.50 I
87 i2606 20250827 749.5 ... 750.50 753.00 I
88 i2607 20250827 746.5 ... 747.00 749.50 I
89 i2608 20250827 744.0 ... 743.50 746.50 I
90 j2509 20250827 1610.0 ... 1608.00 1636.00 J
91 j2510 20250827 1627.5 ... 1627.00 1653.00 J
92 j2511 20250827 1650.0 ... 1654.00 1677.00 J
93 j2512 20250827 1652.5 ... 1651.00 1686.50 J
94 j2601 20250827 1685.0 ... 1681.00 1718.00 J
95 j2602 20250827 1716.0 ... 1703.00 1750.00 J
96 j2603 20250827 1717.5 ... 1721.00 1763.00 J
97 j2604 20250827 0.0 ... 1752.50 1800.00 J
98 j2605 20250827 1779.0 ... 1768.00 1806.50 J
99 j2606 20250827 0.0 ... 1804.00 1816.50 J
100 j2607 20250827 0.0 ... 1805.50 1823.50 J
101 j2608 20250827 0.0 ... 1806.00 1838.00 J
102 jd2509 20250827 2910.0 ... 2909.00 2914.00 JD
103 jd2510 20250827 3000.0 ... 2997.00 3011.00 JD
104 jd2511 20250827 3054.0 ... 3047.00 3056.00 JD
105 jd2512 20250827 3208.0 ... 3174.00 3203.00 JD
106 jd2601 20250827 3361.0 ... 3366.00 3370.00 JD
107 jd2602 20250827 3113.0 ... 3100.00 3114.00 JD
108 jd2603 20250827 3129.0 ... 3121.00 3131.00 JD
109 jd2604 20250827 3327.0 ... 3320.00 3331.00 JD
110 jd2605 20250827 3475.0 ... 3452.00 3478.00 JD
111 jd2606 20250827 3336.0 ... 3301.00 3334.00 JD
112 jd2607 20250827 3599.0 ... 3531.00 3595.00 JD
113 jd2608 20250827 4026.0 ... 3980.00 3595.00 JD
114 jm2509 20250827 1029.5 ... 1025.00 1058.00 JM
115 jm2510 20250827 1065.0 ... 1052.50 1085.00 JM
116 jm2511 20250827 1099.0 ... 1097.50 1127.00 JM
117 jm2512 20250827 1128.0 ... 1133.50 1162.50 JM
118 jm2601 20250827 1162.0 ... 1164.50 1200.50 JM
119 jm2602 20250827 1174.0 ... 1179.00 1214.00 JM
120 jm2603 20250827 1189.0 ... 1189.50 1230.00 JM
121 jm2604 20250827 1192.5 ... 1195.50 1228.00 JM
122 jm2605 20250827 1200.0 ... 1204.00 1241.50 JM
123 jm2606 20250827 1207.5 ... 1209.00 1243.50 JM
124 jm2607 20250827 1220.0 ... 1221.00 1249.50 JM
125 jm2608 20250827 1224.0 ... 1224.50 1257.50 JM
126 l2509 20250827 7344.0 ... 7338.00 7373.00 L
127 l2510 20250827 7365.0 ... 7362.00 7393.00 L
128 l2511 20250827 7386.0 ... 7381.00 7410.00 L
129 l2512 20250827 7397.0 ... 7390.00 7426.00 L
130 l2601 20250827 7399.0 ... 7389.00 7427.00 L
131 l2602 20250827 7396.0 ... 7380.00 7420.00 L
132 l2603 20250827 7401.0 ... 7367.00 7419.00 L
133 l2604 20250827 7426.0 ... 7407.00 7445.00 L
134 l2605 20250827 7407.0 ... 7394.00 7433.00 L
135 l2606 20250827 7413.0 ... 7393.00 7407.00 L
136 l2607 20250827 7416.0 ... 7398.00 7416.00 L
137 l2608 20250827 7389.0 ... 7389.00 7394.00 L
138 lg2509 20250827 803.0 ... 797.50 803.50 LG
139 lg2511 20250827 821.5 ... 819.00 822.00 LG
140 lg2601 20250827 836.0 ... 830.00 833.50 LG
141 lg2603 20250827 835.5 ... 835.00 838.50 LG
142 lg2605 20250827 835.5 ... 835.00 837.50 LG
143 lg2607 20250827 835.5 ... 833.00 837.00 LG
144 lh2509 20250827 13660.0 ... 13525.00 13695.00 LH
145 lh2511 20250827 13800.0 ... 13780.00 13840.00 LH
146 lh2601 20250827 14200.0 ... 14130.00 14210.00 LH
147 lh2603 20250827 13285.0 ... 13240.00 13275.00 LH
148 lh2605 20250827 13665.0 ... 13640.00 13665.00 LH
149 lh2607 20250827 14160.0 ... 14165.00 14155.00 LH
150 m2509 20250827 3020.0 ... 3005.00 3046.00 M
151 m2511 20250827 3044.0 ... 3021.00 3069.00 M
152 m2512 20250827 3091.0 ... 3063.00 3112.00 M
153 m2601 20250827 3081.0 ... 3055.00 3097.00 M
154 m2603 20250827 3012.0 ... 2999.00 3027.00 M
155 m2605 20250827 2840.0 ... 2827.00 2841.00 M
156 m2607 20250827 2834.0 ... 2823.00 2832.00 M
157 m2608 20250827 2952.0 ... 2951.00 2957.00 M
158 p2509 20250827 9392.0 ... 9432.00 9460.00 P
159 p2510 20250827 9472.0 ... 9498.00 9542.00 P
160 p2511 20250827 9458.0 ... 9494.00 9536.00 P
161 p2512 20250827 9462.0 ... 9508.00 9536.00 P
162 p2601 20250827 9470.0 ... 9518.00 9544.00 P
163 p2602 20250827 9436.0 ... 9476.00 9488.00 P
164 p2603 20250827 9356.0 ... 9414.00 9434.00 P
165 p2604 20250827 0.0 ... 9374.00 9374.00 P
166 p2605 20250827 9218.0 ... 9266.00 9278.00 P
167 p2606 20250827 9124.0 ... 9142.00 9158.00 P
168 p2607 20250827 9010.0 ... 9018.00 9036.00 P
169 p2608 20250827 8934.0 ... 8956.00 8964.00 P
170 pg2509 20250827 3868.0 ... 3884.00 3866.00 PG
171 pg2510 20250827 4429.0 ... 4430.00 4444.00 PG
172 pg2511 20250827 4337.0 ... 4335.00 4357.00 PG
173 pg2512 20250827 4276.0 ... 4274.00 4295.00 PG
174 pg2601 20250827 4220.0 ... 4217.00 4242.00 PG
175 pg2602 20250827 4141.0 ... 4144.00 4165.00 PG
176 pg2603 20250827 4052.0 ... 4052.00 4074.00 PG
177 pg2604 20250827 4359.0 ... 4352.00 4374.00 PG
178 pg2605 20250827 4255.0 ... 4276.00 4271.00 PG
179 pg2606 20250827 0.0 ... 4209.00 4209.00 PG
180 pg2607 20250827 4126.0 ... 4126.00 4141.00 PG
181 pg2608 20250827 0.0 ... 4141.00 4141.00 PG
182 pp2509 20250827 6987.0 ... 6982.00 7014.00 PP
183 pp2510 20250827 6997.0 ... 6987.00 7026.00 PP
184 pp2511 20250827 7015.0 ... 7008.00 7040.00 PP
185 pp2512 20250827 7035.0 ... 7026.00 7058.00 PP
186 pp2601 20250827 7041.0 ... 7036.00 7072.00 PP
187 pp2602 20250827 7016.0 ... 7015.00 7048.00 PP
188 pp2603 20250827 7028.0 ... 7013.00 7032.00 PP
189 pp2604 20250827 7038.0 ... 7027.00 7077.00 PP
190 pp2605 20250827 7060.0 ... 7054.00 7089.00 PP
191 pp2606 20250827 0.0 ... 7012.00 7057.00 PP
192 pp2607 20250827 6990.0 ... 6985.00 7033.00 PP
193 pp2608 20250827 0.0 ... 7044.00 7046.00 PP
194 rr2509 20250827 3568.0 ... 3558.00 3567.00 RR
195 rr2510 20250827 3612.0 ... 3611.00 3610.00 RR
196 rr2511 20250827 3613.0 ... 3613.00 3613.00 RR
197 rr2512 20250827 3610.0 ... 3610.00 3606.00 RR
198 rr2601 20250827 3620.0 ... 3621.00 3620.00 RR
199 rr2602 20250827 0.0 ... 3606.00 3606.00 RR
200 rr2603 20250827 0.0 ... 3610.00 3610.00 RR
201 rr2604 20250827 0.0 ... 3617.00 3617.00 RR
202 rr2605 20250827 0.0 ... 3615.00 3615.00 RR
203 rr2606 20250827 0.0 ... 3605.00 3605.00 RR
204 rr2607 20250827 0.0 ... 3625.00 3625.00 RR
205 rr2608 20250827 3625.0 ... 3625.00 3609.00 RR
206 v2509 20250827 4832.0 ... 4840.00 4878.00 V
207 v2510 20250827 4887.0 ... 4878.00 4922.00 V
208 v2511 20250827 4922.0 ... 4913.00 4957.00 V
209 v2512 20250827 4975.0 ... 4956.00 5002.00 V
210 v2601 20250827 4995.0 ... 4990.00 5026.00 V
211 v2602 20250827 5031.0 ... 5023.00 5067.00 V
212 v2603 20250827 5066.0 ... 5058.00 5096.00 V
213 v2604 20250827 5271.0 ... 5274.00 5292.00 V
214 v2605 20250827 5302.0 ... 5301.00 5332.00 V
215 v2606 20250827 5335.0 ... 5324.00 5359.00 V
216 v2607 20250827 5369.0 ... 5356.00 5390.00 V
217 v2608 20250827 5391.0 ... 5369.00 5385.00 V
218 y2509 20250827 8506.0 ... 8492.00 8554.00 Y
219 y2511 20250827 8478.0 ... 8452.00 8516.00 Y
220 y2512 20250827 8502.0 ... 8470.00 8542.00 Y
221 y2601 20250827 8432.0 ... 8418.00 8492.00 Y
222 y2603 20250827 8374.0 ... 8352.00 8438.00 Y
223 y2605 20250827 8136.0 ... 8128.00 8194.00 Y
224 y2607 20250827 8080.0 ... 8068.00 8122.00 Y
225 y2608 20250827 8062.0 ... 8068.00 8114.00 Y
[226 rows x 12 columns]
2025-09-01 18:26:23,757 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
2025-09-01 18:26:26,409 - future_1d - INFO - save future_daily 2025-08-27 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250828 8278.0 8470.0 ... 993099.41 8377.0 8249.0 AP
1 AP511 20250828 8069.0 8250.0 ... 8199.68 8165.0 8019.0 AP
2 AP512 20250828 8102.0 8251.0 ... 1095.34 8174.0 8052.0 AP
3 AP601 20250828 8144.0 8340.0 ... 267304.83 8250.0 8106.0 AP
4 AP603 20250828 8023.0 8209.0 ... 576.34 8118.0 8029.0 AP
5 AP604 20250828 8032.0 8199.0 ... 316.92 8126.0 8028.0 AP
6 AP605 20250828 8083.0 8267.0 ... 2184.21 8181.0 8087.0 AP
7 CF509 20250828 13750.0 13780.0 ... 116047.53 13730.0 13775.0 CF
8 CF511 20250828 13985.0 14040.0 ... 304487.79 13985.0 14015.0 CF
9 CF601 20250828 14080.0 14125.0 ... 1538041.26 14070.0 14095.0 CF
10 CF603 20250828 14040.0 14080.0 ... 2021.45 14040.0 14060.0 CF
11 CF605 20250828 14055.0 14065.0 ... 66307.21 14025.0 14050.0 CF
12 CF607 20250828 14035.0 14065.0 ... 470.00 14030.0 14060.0 CF
13 CJ509 20250828 10075.0 10220.0 ... 10053.41 10105.0 10075.0 CJ
14 CJ512 20250828 11220.0 11415.0 ... 14501.26 11290.0 11280.0 CJ
15 CJ601 20250828 11345.0 11545.0 ... 983876.60 11405.0 11385.0 CJ
16 CJ603 20250828 11390.0 11570.0 ... 9330.03 11435.0 11420.0 CJ
17 CJ605 20250828 11500.0 11695.0 ... 127586.29 11560.0 11545.0 CJ
18 CJ607 20250828 11665.0 11835.0 ... 1528.72 11715.0 11695.0 CJ
19 CY509 20250828 20285.0 20285.0 ... 940.45 20225.0 20295.0 CY
20 CY510 20250828 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250828 20050.0 20150.0 ... 65308.73 20090.0 20120.0 CY
22 CY512 20250828 0.0 0.0 ... 0.00 19905.0 19905.0 CY
23 CY601 20250828 20025.0 20145.0 ... 1415.53 20080.0 20100.0 CY
24 CY602 20250828 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250828 0.0 0.0 ... 0.00 20285.0 20295.0 CY
26 CY604 20250828 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250828 20350.0 20350.0 ... 30.49 20325.0 20395.0 CY
28 CY606 20250828 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250828 0.0 0.0 ... 0.00 20205.0 20205.0 CY
30 CY608 20250828 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250828 987.0 987.0 ... 255744.95 973.0 988.0 FG
32 FG510 20250828 1084.0 1085.0 ... 129715.02 1066.0 1087.0 FG
33 FG511 20250828 1079.0 1079.0 ... 165730.63 1064.0 1080.0 FG
34 FG512 20250828 1179.0 1181.0 ... 70141.45 1166.0 1183.0 FG
35 FG601 20250828 1177.0 1178.0 ... 3878574.26 1163.0 1178.0 FG
36 FG602 20250828 1227.0 1227.0 ... 1658.85 1216.0 1229.0 FG
37 FG603 20250828 1226.0 1227.0 ... 1265.53 1215.0 1231.0 FG
38 FG604 20250828 1268.0 1272.0 ... 614.65 1260.0 1277.0 FG
39 FG605 20250828 1267.0 1268.0 ... 72337.13 1256.0 1269.0 FG
40 FG606 20250828 1298.0 1298.0 ... 781.65 1286.0 1299.0 FG
41 FG607 20250828 1290.0 1290.0 ... 1448.25 1277.0 1291.0 FG
42 FG608 20250828 1312.0 1314.0 ... 683.87 1305.0 1316.0 FG
43 JR509 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250828 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250828 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250828 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250828 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250828 2245.0 2255.0 ... 54449.72 2232.0 2262.0 MA
53 MA510 20250828 2286.0 2298.0 ... 100118.61 2275.0 2298.0 MA
54 MA511 20250828 2302.0 2314.0 ... 162019.65 2298.0 2320.0 MA
55 MA512 20250828 2354.0 2358.0 ... 39618.12 2345.0 2363.0 MA
56 MA601 20250828 2372.0 2381.0 ... 1092162.81 2368.0 2383.0 MA
57 MA602 20250828 2375.0 2396.0 ... 164.38 2382.0 2395.0 MA
58 MA603 20250828 2378.0 2395.0 ... 150.33 2386.0 2392.0 MA
59 MA604 20250828 2374.0 2394.0 ... 26.19 2381.0 2388.0 MA
60 MA605 20250828 2364.0 2385.0 ... 66584.84 2371.0 2373.0 MA
61 MA606 20250828 2372.0 2392.0 ... 28.53 2377.0 2380.0 MA
62 MA607 20250828 2370.0 2384.0 ... 144.48 2369.0 2379.0 MA
63 MA608 20250828 2366.0 2381.0 ... 11.85 2371.0 2380.0 MA
64 OI509 20250828 9980.0 9988.0 ... 59990.21 9954.0 9952.0 OI
65 OI511 20250828 9934.0 9953.0 ... 554673.48 9907.0 9919.0 OI
66 OI601 20250828 9855.0 9860.0 ... 2896654.30 9811.0 9840.0 OI
67 OI603 20250828 9765.0 9770.0 ... 9187.84 9733.0 9760.0 OI
68 OI605 20250828 9683.0 9686.0 ... 86385.18 9637.0 9676.0 OI
69 OI607 20250828 9635.0 9650.0 ... 317.77 9629.0 9638.0 OI
70 PF509 20250828 6460.0 6480.0 ... 787.15 6452.0 6482.0 PF
71 PF510 20250828 6578.0 6590.0 ... 560925.19 6530.0 6610.0 PF
72 PF511 20250828 6548.0 6564.0 ... 351776.65 6510.0 6586.0 PF
73 PF512 20250828 6534.0 6548.0 ... 72094.10 6498.0 6574.0 PF
74 PF601 20250828 6544.0 6550.0 ... 13664.00 6514.0 6566.0 PF
75 PF602 20250828 6520.0 6520.0 ... 61.92 6518.0 6580.0 PF
76 PF603 20250828 6554.0 6554.0 ... 22.86 6532.0 6590.0 PF
77 PF604 20250828 6572.0 6572.0 ... 19.66 6554.0 6624.0 PF
78 PF605 20250828 6594.0 6598.0 ... 49.33 6578.0 6632.0 PF
79 PF606 20250828 6586.0 6610.0 ... 16.49 6594.0 6642.0 PF
80 PF607 20250828 6588.0 6600.0 ... 26.36 6590.0 6638.0 PF
81 PF608 20250828 6582.0 6614.0 ... 6.60 6598.0 6640.0 PF
82 PK510 20250828 8040.0 8064.0 ... 63309.74 8036.0 8054.0 PK
83 PK511 20250828 7800.0 7824.0 ... 219079.87 7804.0 7810.0 PK
84 PK512 20250828 7810.0 7828.0 ... 53124.89 7810.0 7824.0 PK
85 PK601 20250828 7866.0 7882.0 ... 25513.77 7866.0 7882.0 PK
86 PK603 20250828 7876.0 7884.0 ... 78.72 7872.0 7876.0 PK
87 PK604 20250828 7870.0 7886.0 ... 66.91 7872.0 7892.0 PK
88 PK605 20250828 7880.0 7900.0 ... 4285.93 7880.0 7896.0 PK
89 PL601 20250828 6451.0 6461.0 ... 13730.59 6440.0 6460.0 PL
90 PL602 20250828 6458.0 6485.0 ... 51.71 6464.0 6490.0 PL
91 PL603 20250828 6448.0 6460.0 ... 64.58 6458.0 6482.0 PL
92 PL604 20250828 0.0 0.0 ... 0.00 6473.0 6473.0 PL
93 PL605 20250828 6376.0 6376.0 ... 50.91 6364.0 6372.0 PL
94 PL606 20250828 6421.0 6421.0 ... 12.84 6421.0 6470.0 PL
95 PL607 20250828 6466.0 6466.0 ... 12.93 6466.0 6494.0 PL
96 PL608 20250828 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250828 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250828 5842.0 5842.0 ... 3204.63 5806.0 5850.0 PR
104 PR510 20250828 5996.0 5998.0 ... 145380.93 5962.0 6020.0 PR
105 PR511 20250828 6006.0 6010.0 ... 833116.06 5968.0 6028.0 PR
106 PR512 20250828 5990.0 6012.0 ... 565725.24 5972.0 6032.0 PR
107 PR601 20250828 6010.0 6010.0 ... 12173.85 5982.0 6028.0 PR
108 PR602 20250828 0.0 0.0 ... 0.00 6028.0 6048.0 PR
109 PR603 20250828 0.0 0.0 ... 0.00 6032.0 6034.0 PR
110 PR604 20250828 6014.0 6014.0 ... 9.02 6014.0 6056.0 PR
111 PR605 20250828 6022.0 6022.0 ... 9.03 6022.0 6058.0 PR
112 PR606 20250828 0.0 0.0 ... 0.00 6050.0 6060.0 PR
113 PR607 20250828 0.0 0.0 ... 0.00 6052.0 6082.0 PR
114 PR608 20250828 0.0 0.0 ... 0.00 6060.0 6080.0 PR
115 PX509 20250828 6962.0 6962.0 ... 3601.09 6886.0 6980.0 PX
116 PX510 20250828 6980.0 6992.0 ... 546039.99 6900.0 7022.0 PX
117 PX511 20250828 6948.0 6970.0 ... 1172252.84 6890.0 7010.0 PX
118 PX512 20250828 6898.0 6916.0 ... 111346.47 6850.0 6942.0 PX
119 PX601 20250828 6872.0 6886.0 ... 118633.50 6832.0 6916.0 PX
120 PX602 20250828 6850.0 6850.0 ... 37.40 6800.0 6912.0 PX
121 PX603 20250828 6786.0 6822.0 ... 23.75 6786.0 6928.0 PX
122 PX604 20250828 0.0 0.0 ... 0.00 6836.0 6852.0 PX
123 PX605 20250828 6854.0 6854.0 ... 1056.40 6816.0 6882.0 PX
124 PX606 20250828 6790.0 6824.0 ... 30.63 6808.0 6842.0 PX
125 PX607 20250828 6800.0 6804.0 ... 10.20 6802.0 6858.0 PX
126 PX608 20250828 6826.0 6826.0 ... 10.24 6826.0 6810.0 PX
127 RI509 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250828 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250828 2568.0 2588.0 ... 31965.21 2561.0 2574.0 RM
134 RM511 20250828 2526.0 2549.0 ... 47449.51 2510.0 2531.0 RM
135 RM601 20250828 2498.0 2516.0 ... 1246566.07 2478.0 2501.0 RM
136 RM603 20250828 2438.0 2450.0 ... 31552.54 2409.0 2437.0 RM
137 RM605 20250828 2444.0 2456.0 ... 195183.89 2419.0 2449.0 RM
138 RM607 20250828 2426.0 2434.0 ... 20387.69 2404.0 2431.0 RM
139 RM608 20250828 2494.0 2500.0 ... 304.21 2473.0 2500.0 RM
140 RS509 20250828 4805.0 4805.0 ... 86.03 4779.0 4844.0 RS
141 RS511 20250828 5054.0 5316.0 ... 30.67 5111.0 5181.0 RS
142 RS607 20250828 5580.0 5620.0 ... 150.21 5563.0 5613.0 RS
143 RS608 20250828 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250828 1192.0 1196.0 ... 154513.90 1184.0 1198.0 SA
145 SA510 20250828 1238.0 1241.0 ... 203993.46 1224.0 1245.0 SA
146 SA511 20250828 1242.0 1246.0 ... 370106.88 1231.0 1249.0 SA
147 SA512 20250828 1301.0 1304.0 ... 137015.27 1290.0 1307.0 SA
148 SA601 20250828 1308.0 1312.0 ... 3849328.94 1297.0 1314.0 SA
149 SA602 20250828 1331.0 1336.0 ... 5987.87 1322.0 1336.0 SA
150 SA603 20250828 1334.0 1342.0 ... 10425.69 1329.0 1339.0 SA
151 SA604 20250828 1372.0 1375.0 ... 1560.23 1361.0 1377.0 SA
152 SA605 20250828 1378.0 1379.0 ... 122431.91 1367.0 1380.0 SA
153 SA606 20250828 1376.0 1385.0 ... 1375.63 1373.0 1387.0 SA
154 SA607 20250828 1383.0 1387.0 ... 1613.31 1377.0 1390.0 SA
155 SA608 20250828 1406.0 1408.0 ... 620.90 1398.0 1405.0 SA
156 SF509 20250828 5430.0 5452.0 ... 14610.32 5426.0 5466.0 SF
157 SF510 20250828 5448.0 5460.0 ... 252249.08 5436.0 5470.0 SF
158 SF511 20250828 5628.0 5646.0 ... 586333.41 5620.0 5658.0 SF
159 SF512 20250828 5596.0 5618.0 ... 41373.94 5592.0 5636.0 SF
160 SF601 20250828 5602.0 5618.0 ... 92584.72 5592.0 5630.0 SF
161 SF602 20250828 5562.0 5576.0 ... 772.87 5560.0 5600.0 SF
162 SF603 20250828 5738.0 5738.0 ... 5.74 5738.0 5786.0 SF
163 SF604 20250828 5722.0 5734.0 ... 34.35 5726.0 5788.0 SF
164 SF605 20250828 5716.0 5742.0 ... 1965.74 5724.0 5762.0 SF
165 SF606 20250828 5674.0 5708.0 ... 170.81 5694.0 5736.0 SF
166 SF607 20250828 5856.0 5860.0 ... 154.94 5848.0 5884.0 SF
167 SF608 20250828 5874.0 5874.0 ... 14.62 5850.0 5854.0 SF
168 SH509 20250828 2540.0 2550.0 ... 19038.43 2540.0 2551.0 SH
169 SH510 20250828 2659.0 2670.0 ... 339348.22 2650.0 2661.0 SH
170 SH511 20250828 2677.0 2694.0 ... 740945.66 2670.0 2679.0 SH
171 SH512 20250828 2704.0 2713.0 ... 181521.77 2696.0 2707.0 SH
172 SH601 20250828 2702.0 2705.0 ... 2946594.18 2686.0 2702.0 SH
173 SH602 20250828 2708.0 2711.0 ... 4145.45 2699.0 2717.0 SH
174 SH603 20250828 2723.0 2724.0 ... 2942.80 2710.0 2728.0 SH
175 SH604 20250828 2759.0 2769.0 ... 637.53 2760.0 2772.0 SH
176 SH605 20250828 2781.0 2788.0 ... 58541.95 2776.0 2788.0 SH
177 SH606 20250828 2780.0 2792.0 ... 358.81 2781.0 2791.0 SH
178 SH607 20250828 2760.0 2777.0 ... 240.77 2767.0 2770.0 SH
179 SH608 20250828 2762.0 2778.0 ... 290.67 2768.0 2773.0 SH
180 SM509 20250828 5718.0 5738.0 ... 47984.58 5718.0 5756.0 SM
181 SM510 20250828 5744.0 5752.0 ... 105056.58 5732.0 5770.0 SM
182 SM511 20250828 5808.0 5830.0 ... 191992.20 5810.0 5844.0 SM
183 SM512 20250828 5816.0 5836.0 ... 31176.36 5818.0 5852.0 SM
184 SM601 20250828 5820.0 5844.0 ... 404244.88 5818.0 5856.0 SM
185 SM602 20250828 5820.0 5854.0 ... 285.77 5832.0 5876.0 SM
186 SM603 20250828 5832.0 5864.0 ... 111.03 5844.0 5896.0 SM
187 SM604 20250828 0.0 0.0 ... 0.00 5884.0 5892.0 SM
188 SM605 20250828 5880.0 5888.0 ... 5354.72 5866.0 5904.0 SM
189 SM606 20250828 5862.0 5886.0 ... 93.86 5866.0 5902.0 SM
190 SM607 20250828 5874.0 5902.0 ... 138.02 5874.0 5922.0 SM
191 SM608 20250828 5888.0 5906.0 ... 41.23 5890.0 5932.0 SM
192 SR509 20250828 5633.0 5633.0 ... 12995.82 5621.0 5647.0 SR
193 SR511 20250828 5602.0 5609.0 ... 181510.14 5585.0 5611.0 SR
194 SR601 20250828 5623.0 5629.0 ... 820587.96 5601.0 5625.0 SR
195 SR603 20250828 5600.0 5604.0 ... 2689.49 5580.0 5605.0 SR
196 SR605 20250828 5592.0 5593.0 ... 49361.69 5563.0 5593.0 SR
197 SR607 20250828 5580.0 5581.0 ... 2067.20 5557.0 5589.0 SR
198 TA509 20250828 4798.0 4798.0 ... 174220.17 4754.0 4816.0 TA
199 TA510 20250828 4820.0 4844.0 ... 290038.36 4790.0 4856.0 TA
200 TA511 20250828 4820.0 4836.0 ... 250995.82 4786.0 4852.0 TA
201 TA512 20250828 4830.0 4840.0 ... 65804.54 4794.0 4856.0 TA
202 TA601 20250828 4830.0 4842.0 ... 1514839.94 4798.0 4854.0 TA
203 TA602 20250828 4822.0 4828.0 ... 144.11 4804.0 4862.0 TA
204 TA603 20250828 4840.0 4840.0 ... 178.25 4818.0 4896.0 TA
205 TA604 20250828 4824.0 4830.0 ... 16.87 4820.0 4896.0 TA
206 TA605 20250828 4866.0 4874.0 ... 27137.09 4832.0 4886.0 TA
207 TA606 20250828 4854.0 4854.0 ... 2.43 4854.0 4892.0 TA
208 TA607 20250828 4866.0 4866.0 ... 26.69 4852.0 4878.0 TA
209 TA608 20250828 4848.0 4848.0 ... 7.27 4844.0 4892.0 TA
210 UR509 20250828 1708.0 1720.0 ... 21250.87 1710.0 1710.0 UR
211 UR510 20250828 1716.0 1733.0 ... 31008.94 1724.0 1719.0 UR
212 UR511 20250828 1740.0 1757.0 ... 38078.11 1749.0 1743.0 UR
213 UR512 20250828 1743.0 1756.0 ... 1743.74 1751.0 1743.0 UR
214 UR601 20250828 1737.0 1762.0 ... 770155.02 1753.0 1745.0 UR
215 UR602 20250828 1738.0 1758.0 ... 410.02 1752.0 1745.0 UR
216 UR603 20250828 1786.0 1796.0 ... 290.46 1793.0 1785.0 UR
217 UR604 20250828 1781.0 1795.0 ... 78.91 1793.0 1785.0 UR
218 UR605 20250828 1777.0 1796.0 ... 25536.34 1790.0 1781.0 UR
219 UR606 20250828 1782.0 1789.0 ... 96.34 1784.0 1773.0 UR
220 UR607 20250828 1790.0 1802.0 ... 186.89 1797.0 1790.0 UR
221 UR608 20250828 1795.0 1801.0 ... 204.75 1796.0 1791.0 UR
222 WH509 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250828 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250828 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:26:32,933 - future_1d - INFO - ak.get_czce_daily('2025-08-28') done
symbol date open ... settle pre_settle variety
0 IC2509 20250828 6850.000 ... 6920.400 6897.600 IC
1 IC2510 20250828 6796.000 ... 6883.200 6854.000 IC
2 IC2512 20250828 6699.400 ... 6778.800 6768.600 IC
3 IC2603 20250828 6584.600 ... 6644.400 6634.800 IC
4 IF2509 20250828 4383.200 ... 4436.600 4416.000 IF
5 IF2510 20250828 4375.000 ... 4428.800 4410.600 IF
6 IF2512 20250828 4363.800 ... 4417.600 4397.000 IF
7 IF2603 20250828 4340.000 ... 4398.000 4375.600 IF
8 IH2509 20250828 2922.000 ... 2945.000 2937.200 IH
9 IH2510 20250828 2921.000 ... 2943.800 2936.600 IH
10 IH2512 20250828 2925.000 ... 2946.800 2941.000 IH
11 IH2603 20250828 2928.800 ... 2950.600 2944.000 IH
12 IM2509 20250828 7310.000 ... 7322.400 7356.200 IM
13 IM2510 20250828 7235.000 ... 7268.800 7296.400 IM
14 IM2512 20250828 7119.600 ... 7149.400 7192.000 IM
15 IM2603 20250828 6962.000 ... 6982.000 7030.000 IM
16 T2509 20250828 108.130 ... 108.035 108.180 T
17 T2512 20250828 107.960 ... 107.805 108.005 T
18 T2603 20250828 107.720 ... 107.570 107.755 T
19 TF2509 20250828 105.610 ... 105.610 105.645 TF
20 TF2512 20250828 105.570 ... 105.470 105.560 TF
21 TF2603 20250828 105.475 ... 105.380 105.450 TF
22 TL2509 20250828 117.670 ... 117.010 117.740 TL
23 TL2512 20250828 117.320 ... 116.540 117.300 TL
24 TL2603 20250828 116.990 ... 116.190 116.940 TL
25 TS2509 20250828 102.340 ... 102.314 102.332 TS
26 TS2512 20250828 102.412 ... 102.374 102.396 TS
27 TS2603 20250828 102.348 ... 102.328 102.342 TS
[28 rows x 12 columns]
2025-09-01 18:26:33,281 - future_1d - INFO - ak.get_cffex_daily('2025-08-28') done
symbol date open ... settle pre_settle variety
0 PS2509 20250828 48800.0 ... 49140.0 50050.0 PS
1 PS2510 20250828 48405.0 ... 49105.0 49980.0 PS
2 PS2511 20250828 49220.0 ... 48960.0 49715.0 PS
3 PS2512 20250828 51100.0 ... 51510.0 52155.0 PS
4 PS2601 20250828 51290.0 ... 51590.0 52280.0 PS
5 PS2602 20250828 51600.0 ... 51675.0 52570.0 PS
6 PS2603 20250828 51810.0 ... 51790.0 52555.0 PS
7 PS2604 20250828 51930.0 ... 52060.0 52860.0 PS
8 PS2605 20250828 51895.0 ... 52025.0 52810.0 PS
9 PS2606 20250828 54400.0 ... 54580.0 55380.0 PS
10 PS2607 20250828 54650.0 ... 54715.0 55400.0 PS
11 PS2608 20250828 54850.0 ... 54700.0 55415.0 PS
13 SI2509 20250828 8420.0 ... 8445.0 8505.0 SI
14 SI2510 20250828 8500.0 ... 8490.0 8530.0 SI
15 SI2511 20250828 8530.0 ... 8500.0 8540.0 SI
16 SI2512 20250828 8830.0 ... 8875.0 8900.0 SI
17 SI2601 20250828 8880.0 ... 8850.0 8885.0 SI
18 SI2602 20250828 8855.0 ... 8845.0 8870.0 SI
19 SI2603 20250828 8825.0 ... 8870.0 8905.0 SI
20 SI2604 20250828 8830.0 ... 8880.0 8915.0 SI
21 SI2605 20250828 8850.0 ... 8865.0 8915.0 SI
22 SI2606 20250828 8870.0 ... 8845.0 8935.0 SI
23 SI2607 20250828 8850.0 ... 8855.0 8930.0 SI
24 SI2608 20250828 8835.0 ... 8840.0 8915.0 SI
27 LC2509 20250828 78600.0 ... 77120.0 79880.0 LC
28 LC2510 20250828 78600.0 ... 77040.0 80140.0 LC
29 LC2511 20250828 77800.0 ... 76880.0 80000.0 LC
30 LC2512 20250828 77480.0 ... 76420.0 79540.0 LC
31 LC2601 20250828 77100.0 ... 76140.0 79320.0 LC
32 LC2602 20250828 78000.0 ... 75700.0 78780.0 LC
33 LC2603 20250828 77660.0 ... 75520.0 78500.0 LC
34 LC2604 20250828 76820.0 ... 75480.0 78360.0 LC
35 LC2605 20250828 77300.0 ... 75340.0 78160.0 LC
36 LC2606 20250828 76300.0 ... 75080.0 77840.0 LC
37 LC2607 20250828 77000.0 ... 75020.0 77780.0 LC
38 LC2608 20250828 76680.0 ... 75280.0 78180.0 LC
[36 rows x 12 columns]
2025-09-01 18:26:33,486 - future_1d - INFO - ak.get_gfex_daily('2025-08-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250828 473.2 476.1 ... 9461.74 473 479.4 SC
1 SC2510 20250828 482.5 483.6 ... 4493574.92 481.1 486.4 SC
2 SC2511 20250828 483.5 485.5 ... 615995.55 482.7 485.7 SC
3 SC2512 20250828 483.2 485.8 ... 199000.19 483.1 484.4 SC
4 SC2601 20250828 483.5 485.7 ... 41019.72 483.1 483.2 SC
5 SC2602 20250828 483.1 484.5 ... 4148.52 482.3 482.2 SC
6 SC2603 20250828 482.2 483 ... 2934.7 481 480.7 SC
7 SC2604 20250828 481 481.2 ... 816.54 480.3 479.2 SC
8 SC2605 20250828 480.1 480.6 ... 1676.83 479 478.7 SC
9 SC2606 20250828 479.1 479.7 ... 3011.88 478 478.4 SC
10 SC2607 20250828 ... 0 477.5 477.5 SC
11 SC2608 20250828 478.5 478.5 ... 47.85 478.5 476.7 SC
12 SC2609 20250828 476.9 477.5 ... 285.67 476.1 476.9 SC
13 SC2612 20250828 481.2 481.2 ... 48.12 481.2 479 SC
14 SC2703 20250828 ... 0 477.3 477.3 SC
15 SC2706 20250828 473 473 ... 47.3 473 476.9 SC
16 SC2709 20250828 473.7 473.7 ... 94.57 472.8 472.1 SC
17 SC2712 20250828 471.3 471.3 ... 47.13 471.3 473 SC
18 SC2803 20250828 ... 0 471 471.9 SC
19 SC2806 20250828 468 471.9 ... 281.22 468.7 467.6 SC
21 LU2509 20250828 3265 3420 ... 62.941 3312 3478 LU
22 LU2510 20250828 3495 3520 ... 30440.267 3495 3487 LU
23 LU2511 20250828 3503 3523 ... 310121.016 3501 3489 LU
24 LU2512 20250828 3479 3503 ... 103646.401 3484 3470 LU
25 LU2601 20250828 3455 3486 ... 11217.641 3466 3449 LU
26 LU2602 20250828 3437 3462 ... 2036.327 3445 3441 LU
27 LU2603 20250828 3440 3443 ... 24.076 3439 3421 LU
28 LU2604 20250828 ... 0 3415 3415 LU
29 LU2605 20250828 3416 3416 ... 20.474 3412 3401 LU
30 LU2606 20250828 3424 3424 ... 3.424 3424 3423 LU
31 LU2607 20250828 3415 3428 ... 37.59 3417 3406 LU
32 LU2608 20250828 3407 3408 ... 10.223 3407 3403 LU
34 NR2509 20250828 12495 12770 ... 14431.115 12645 12695 NR
35 NR2510 20250828 12650 12845 ... 1131415.99 12725 12780 NR
36 NR2511 20250828 12680 12880 ... 519564.015 12770 12800 NR
37 NR2512 20250828 12770 12900 ... 158489.52 12790 12830 NR
38 NR2601 20250828 12740 12925 ... 97159.585 12810 12835 NR
39 NR2602 20250828 12765 12925 ... 2862.155 12830 12860 NR
40 NR2603 20250828 12855 12970 ... 464.5 12900 12860 NR
41 NR2604 20250828 12895 13010 ... 194.77 12980 12965 NR
42 NR2605 20250828 12925 13005 ... 272.715 12985 13015 NR
43 NR2606 20250828 12985 12990 ... 77.88 12980 12965 NR
44 NR2607 20250828 12970 12985 ... 38.94 12980 12975 NR
45 NR2608 20250828 12965 12965 ... 64.805 12960 13000 NR
47 BC2509 20250828 69970 71120 ... 90479.34 69840 70410 BC
48 BC2510 20250828 70070 70120 ... 105449.515 69940 70470 BC
49 BC2511 20250828 69230 70140 ... 5003.47 69970 70390 BC
50 BC2512 20250828 ... 0 70180 70180 BC
51 BC2601 20250828 ... 0 70100 70100 BC
52 BC2602 20250828 ... 0 70100 70100 BC
53 BC2603 20250828 ... 0 70100 70100 BC
54 BC2604 20250828 ... 0 70100 70100 BC
55 BC2605 20250828 70170 70170 ... 35.085 70170 70490 BC
56 BC2606 20250828 ... 0 69790 69790 BC
57 BC2607 20250828 ... 0 69370 69370 BC
58 BC2608 20250828 ... 0 69370 69370 BC
60 EC2510 20250828 1315 1319.2 ... 163221.281 1288.7 1329 EC
61 EC2512 20250828 1613 1614.2 ... 63291.8475 1580.5 1633.9 EC
62 EC2602 20250828 1440 1445.2 ... 8992.878 1412.8 1455.2 EC
63 EC2604 20250828 1246 1248.2 ... 11102.7865 1226.1 1254.7 EC
64 EC2606 20250828 1405 1406.8 ... 1347.9065 1389.5 1418 EC
65 EC2608 20250828 1610 1610 ... 820.86 1578.5 1613.6 EC
68 SC_TAS2510 20250828 ... SC_TAS
69 SC_TAS2511 20250828 ... SC_TAS
70 SC_TAS2512 20250828 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 18:26:33,596 - future_1d - INFO - ak.get_ine_daily('2025-08-28') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250828 ... 78880 79340 CU
1 1 CU2510 20250828 ... 78820 79350 CU
2 2 CU2511 20250828 ... 78830 79340 CU
3 3 CU2512 20250828 ... 78800 79310 CU
4 4 CU2601 20250828 ... 78750 79330 CU
5 5 CU2602 20250828 ... 78760 79330 CU
6 6 CU2603 20250828 ... 78750 79330 CU
7 7 CU2604 20250828 ... 78800 79360 CU
8 8 CU2605 20250828 ... 78850 79370 CU
9 9 CU2606 20250828 ... 78870 79360 CU
10 10 CU2607 20250828 ... 78900 79410 CU
11 11 CU2608 20250828 ... 78890 79440 CU
12 12 BC2509 20250828 ... 69840 70410 BC
13 13 BC2510 20250828 ... 69940 70470 BC
14 14 BC2511 20250828 ... 69970 70390 BC
15 15 BC2512 20250828 ... 70180 70180 BC
16 16 BC2601 20250828 ... 70100 70100 BC
17 17 BC2602 20250828 ... 70100 70100 BC
18 18 BC2603 20250828 ... 70100 70100 BC
19 19 BC2604 20250828 ... 70100 70100 BC
20 20 BC2605 20250828 ... 70170 70490 BC
21 21 BC2606 20250828 ... 69790 69790 BC
22 22 BC2607 20250828 ... 69370 69370 BC
23 23 BC2608 20250828 ... 69370 69370 BC
24 24 AL2509 20250828 ... 20730 20855 AL
25 25 AL2510 20250828 ... 20710 20850 AL
26 26 AL2511 20250828 ... 20700 20830 AL
27 27 AL2512 20250828 ... 20670 20790 AL
28 28 AL2601 20250828 ... 20650 20765 AL
29 29 AL2602 20250828 ... 20660 20760 AL
30 30 AL2603 20250828 ... 20680 20795 AL
31 31 AL2604 20250828 ... 20695 20820 AL
32 32 AL2605 20250828 ... 20705 20835 AL
33 33 AL2606 20250828 ... 20725 20785 AL
34 34 AL2607 20250828 ... 20710 20785 AL
35 35 AL2608 20250828 ... 20705 20845 AL
36 36 ZN2509 20250828 ... 22140 22335 ZN
37 37 ZN2510 20250828 ... 22135 22350 ZN
38 38 ZN2511 20250828 ... 22130 22340 ZN
39 39 ZN2512 20250828 ... 22135 22335 ZN
40 40 ZN2601 20250828 ... 22135 22335 ZN
41 41 ZN2602 20250828 ... 22140 22325 ZN
42 42 ZN2603 20250828 ... 22165 22335 ZN
43 43 ZN2604 20250828 ... 22165 22360 ZN
44 44 ZN2605 20250828 ... 22185 22350 ZN
45 45 ZN2606 20250828 ... 22160 22375 ZN
46 46 ZN2607 20250828 ... 22175 22390 ZN
47 47 ZN2608 20250828 ... 22215 22395 ZN
48 48 PB2509 20250828 ... 16855 16890 PB
49 49 PB2510 20250828 ... 16880 16915 PB
50 50 PB2511 20250828 ... 16875 16905 PB
51 51 PB2512 20250828 ... 16880 16905 PB
52 52 PB2601 20250828 ... 16915 16930 PB
53 53 PB2602 20250828 ... 16965 16965 PB
54 54 PB2603 20250828 ... 16995 16995 PB
55 55 PB2604 20250828 ... 16985 17005 PB
56 56 PB2605 20250828 ... 17015 17035 PB
57 57 PB2606 20250828 ... 17055 17060 PB
58 58 PB2607 20250828 ... 17090 17085 PB
59 59 PB2608 20250828 ... 17090 17090 PB
60 60 NI2509 20250828 ... 120550 121550 NI
61 61 NI2510 20250828 ... 120760 121830 NI
62 62 NI2511 20250828 ... 120900 122040 NI
63 63 NI2512 20250828 ... 121100 122230 NI
64 64 NI2601 20250828 ... 121370 122450 NI
65 65 NI2602 20250828 ... 121600 122520 NI
66 66 NI2603 20250828 ... 121860 122840 NI
67 67 NI2604 20250828 ... 122070 123180 NI
68 68 NI2605 20250828 ... 122330 123490 NI
69 69 NI2606 20250828 ... 122710 123750 NI
70 70 NI2607 20250828 ... 122740 123810 NI
71 71 NI2608 20250828 ... 123130 123950 NI
72 72 SN2509 20250828 ... 271850 270810 SN
73 73 SN2510 20250828 ... 272350 271490 SN
74 74 SN2511 20250828 ... 272610 271880 SN
75 75 SN2512 20250828 ... 272570 271990 SN
76 76 SN2601 20250828 ... 272740 272130 SN
77 77 SN2602 20250828 ... 273250 272110 SN
78 78 SN2603 20250828 ... 272980 271400 SN
79 79 SN2604 20250828 ... 273030 272420 SN
80 80 SN2605 20250828 ... 272960 272750 SN
81 81 SN2606 20250828 ... 273980 273130 SN
82 82 SN2607 20250828 ... 273270 273260 SN
83 83 SN2608 20250828 ... 273360 271540 SN
84 84 AO2509 20250828 ... 3032 3053 AO
85 85 AO2510 20250828 ... 3036 3053 AO
86 86 AO2511 20250828 ... 3037 3054 AO
87 87 AO2512 20250828 ... 3044 3057 AO
88 88 AO2601 20250828 ... 3047 3066 AO
89 89 AO2602 20250828 ... 3044 3063 AO
90 90 AO2603 20250828 ... 3046 3070 AO
91 91 AO2604 20250828 ... 3048 3072 AO
92 92 AO2605 20250828 ... 3057 3076 AO
93 93 AO2606 20250828 ... 3057 3082 AO
94 94 AO2607 20250828 ... 3062 3083 AO
95 95 AO2608 20250828 ... 3072 3082 AO
96 96 AD2511 20250828 ... 20290 20440 AD
97 97 AD2512 20250828 ... 20300 20425 AD
98 98 AD2601 20250828 ... 20245 20425 AD
99 99 AD2602 20250828 ... 20210 20425 AD
100 100 AD2603 20250828 ... 20220 20220 AD
101 101 AD2604 20250828 ... 19975 19975 AD
102 102 AD2605 20250828 ... 20160 20160 AD
103 103 AD2606 20250828 ... 19795 19795 AD
104 104 AD2607 20250828 ... 19925 19925 AD
105 105 AD2608 20250828 ... 20315 20315 AD
106 106 AU2509 20250828 ... 781.74 780.46 AU
107 107 AU2510 20250828 ... 782.74 781.56 AU
108 108 AU2511 20250828 ... 784.6 783.48 AU
109 109 AU2512 20250828 ... 785.06 783.86 AU
110 110 AU2602 20250828 ... 787.04 785.86 AU
111 111 AU2604 20250828 ... 789.22 788.12 AU
112 112 AU2606 20250828 ... 791.4 790.16 AU
113 113 AU2608 20250828 ... 793.38 792.34 AU
114 114 AG2509 20250828 ... 9332 9313 AG
115 115 AG2510 20250828 ... 9321 9325 AG
116 116 AG2511 20250828 ... 9328 9336 AG
117 117 AG2512 20250828 ... 9352 9345 AG
118 118 AG2601 20250828 ... 9352 9356 AG
119 119 AG2602 20250828 ... 9368 9370 AG
120 120 AG2603 20250828 ... 9383 9380 AG
121 121 AG2604 20250828 ... 9397 9394 AG
122 122 AG2605 20250828 ... 9404 9406 AG
123 123 AG2606 20250828 ... 9428 9417 AG
124 124 AG2607 20250828 ... 9456 9432 AG
125 125 AG2608 20250828 ... 9488 9449 AG
126 126 RB2509 20250828 ... 3093 3082 RB
127 127 RB2510 20250828 ... 3116 3112 RB
128 128 RB2511 20250828 ... 3112 3114 RB
129 129 RB2512 20250828 ... 3162 3166 RB
130 130 RB2601 20250828 ... 3182 3180 RB
131 131 RB2602 20250828 ... 3166 3166 RB
132 132 RB2603 20250828 ... 3180 3183 RB
133 133 RB2604 20250828 ... 3199 3200 RB
134 134 RB2605 20250828 ... 3223 3221 RB
135 135 RB2606 20250828 ... 3241 3232 RB
136 136 RB2607 20250828 ... 3243 3243 RB
137 137 RB2608 20250828 ... 3245 3243 RB
138 138 WR2509 20250828 ... 3342 3342 WR
139 139 WR2510 20250828 ... 3335 3322 WR
140 140 WR2511 20250828 ... 3368 3368 WR
141 141 WR2512 20250828 ... 3474 3474 WR
142 142 WR2601 20250828 ... 3380 3380 WR
143 143 WR2602 20250828 ... 3440 3450 WR
144 144 WR2603 20250828 ... 3438 3438 WR
145 145 WR2604 20250828 ... 3455 3455 WR
146 146 WR2605 20250828 ... 3429 3429 WR
147 147 WR2606 20250828 ... 3396 3440 WR
148 148 WR2607 20250828 ... 3460 3460 WR
149 149 WR2608 20250828 ... 3430 3475 WR
150 150 HC2509 20250828 ... 3394 3389 HC
151 151 HC2510 20250828 ... 3362 3357 HC
152 152 HC2511 20250828 ... 3358 3355 HC
153 153 HC2512 20250828 ... 3358 3356 HC
154 154 HC2601 20250828 ... 3353 3346 HC
155 155 HC2602 20250828 ... 3347 3348 HC
156 156 HC2603 20250828 ... 3354 3351 HC
157 157 HC2604 20250828 ... 3355 3365 HC
158 158 HC2605 20250828 ... 3357 3353 HC
159 159 HC2606 20250828 ... 3357 3358 HC
160 160 HC2607 20250828 ... 3360 3357 HC
161 161 HC2608 20250828 ... 3371 3369 HC
162 162 SS2509 20250828 ... 12700 12785 SS
163 163 SS2510 20250828 ... 12795 12875 SS
164 164 SS2511 20250828 ... 12870 12945 SS
165 165 SS2512 20250828 ... 12930 12995 SS
166 166 SS2601 20250828 ... 12975 13045 SS
167 167 SS2602 20250828 ... 13010 13075 SS
168 168 SS2603 20250828 ... 13095 13160 SS
169 169 SS2604 20250828 ... 13140 13225 SS
170 170 SS2605 20250828 ... 13235 13275 SS
171 171 SS2606 20250828 ... 13255 13315 SS
172 172 SS2607 20250828 ... 13325 13395 SS
173 173 SS2608 20250828 ... 13405 13440 SS
174 174 SC2509 20250828 ... 473 479.4 SC
175 175 SC2510 20250828 ... 481.1 486.4 SC
176 176 SC2511 20250828 ... 482.7 485.7 SC
177 177 SC2512 20250828 ... 483.1 484.4 SC
178 178 SC2601 20250828 ... 483.1 483.2 SC
179 179 SC2602 20250828 ... 482.3 482.2 SC
180 180 SC2603 20250828 ... 481 480.7 SC
181 181 SC2604 20250828 ... 480.3 479.2 SC
182 182 SC2605 20250828 ... 479 478.7 SC
183 183 SC2606 20250828 ... 478 478.4 SC
184 184 SC2607 20250828 ... 477.5 477.5 SC
185 185 SC2608 20250828 ... 478.5 476.7 SC
186 186 SC2609 20250828 ... 476.1 476.9 SC
187 187 SC2612 20250828 ... 481.2 479 SC
188 188 SC2703 20250828 ... 477.3 477.3 SC
189 189 SC2706 20250828 ... 473 476.9 SC
190 190 SC2709 20250828 ... 472.8 472.1 SC
191 191 SC2712 20250828 ... 471.3 473 SC
192 192 SC2803 20250828 ... 471 471.9 SC
193 193 SC2806 20250828 ... 468.7 467.6 SC
194 194 LU2509 20250828 ... 3312 3478 LU
195 195 LU2510 20250828 ... 3495 3487 LU
196 196 LU2511 20250828 ... 3501 3489 LU
197 197 LU2512 20250828 ... 3484 3470 LU
198 198 LU2601 20250828 ... 3466 3449 LU
199 199 LU2602 20250828 ... 3445 3441 LU
200 200 LU2603 20250828 ... 3439 3421 LU
201 201 LU2604 20250828 ... 3415 3415 LU
202 202 LU2605 20250828 ... 3412 3401 LU
203 203 LU2606 20250828 ... 3424 3423 LU
204 204 LU2607 20250828 ... 3417 3406 LU
205 205 LU2608 20250828 ... 3407 3403 LU
206 206 FU2509 20250828 ... 2760 2789 FU
207 207 FU2510 20250828 ... 2826 2829 FU
208 208 FU2511 20250828 ... 2815 2817 FU
209 209 FU2512 20250828 ... 2801 2807 FU
210 210 FU2601 20250828 ... 2791 2798 FU
211 211 FU2602 20250828 ... 2775 2783 FU
212 212 FU2603 20250828 ... 2767 2778 FU
213 213 FU2604 20250828 ... 2761 2770 FU
214 214 FU2605 20250828 ... 2752 2762 FU
215 215 FU2606 20250828 ... 2745 2752 FU
216 216 FU2607 20250828 ... 2722 2732 FU
217 217 FU2608 20250828 ... 2707 2709 FU
218 218 BU2509 20250828 ... 3518 3500 BU
219 219 BU2510 20250828 ... 3501 3485 BU
220 220 BU2511 20250828 ... 3467 3454 BU
221 221 BU2512 20250828 ... 3416 3408 BU
222 222 BU2601 20250828 ... 3382 3375 BU
223 223 BU2602 20250828 ... 3384 3373 BU
224 224 BU2603 20250828 ... 3383 3373 BU
225 225 BU2604 20250828 ... 3378 3371 BU
226 226 BU2605 20250828 ... 3367 3361 BU
227 227 BU2606 20250828 ... 3368 3352 BU
228 228 BU2607 20250828 ... 3353 3354 BU
229 229 BU2608 20250828 ... 3367 3356 BU
230 230 BU2609 20250828 ... 3342 3346 BU
231 231 BU2612 20250828 ... 3295 3291 BU
232 232 BU2703 20250828 ... 3300 3300 BU
233 233 BU2706 20250828 ... 3309 3309 BU
234 234 BR2509 20250828 ... 11830 11850 BR
235 235 BR2510 20250828 ... 11890 11860 BR
236 236 BR2511 20250828 ... 11855 11840 BR
237 237 BR2512 20250828 ... 11825 11845 BR
238 238 BR2601 20250828 ... 11860 11825 BR
239 239 BR2602 20250828 ... 11935 11785 BR
240 240 BR2603 20250828 ... 11840 11775 BR
241 241 BR2604 20250828 ... 11900 11795 BR
242 242 BR2605 20250828 ... 11945 11915 BR
243 243 BR2606 20250828 ... 11985 12025 BR
244 244 BR2607 20250828 ... 12170 12100 BR
245 245 BR2608 20250828 ... 11980 11975 BR
246 246 RU2509 20250828 ... 14915 14915 RU
247 247 RU2510 20250828 ... 14915 14880 RU
248 248 RU2511 20250828 ... 14885 14900 RU
249 249 RU2601 20250828 ... 15880 15900 RU
250 250 RU2603 20250828 ... 15895 15900 RU
251 251 RU2604 20250828 ... 15915 15915 RU
252 252 RU2605 20250828 ... 15965 15975 RU
253 253 RU2606 20250828 ... 16025 16025 RU
254 254 RU2607 20250828 ... 16045 16000 RU
255 255 RU2608 20250828 ... 16095 15960 RU
256 256 NR2509 20250828 ... 12645 12695 NR
257 257 NR2510 20250828 ... 12725 12780 NR
258 258 NR2511 20250828 ... 12770 12800 NR
259 259 NR2512 20250828 ... 12790 12830 NR
260 260 NR2601 20250828 ... 12810 12835 NR
261 261 NR2602 20250828 ... 12830 12860 NR
262 262 NR2603 20250828 ... 12900 12860 NR
263 263 NR2604 20250828 ... 12980 12965 NR
264 264 NR2605 20250828 ... 12985 13015 NR
265 265 NR2606 20250828 ... 12980 12965 NR
266 266 NR2607 20250828 ... 12980 12975 NR
267 267 NR2608 20250828 ... 12960 13000 NR
268 268 SP2509 20250828 ... 4930 4984 SP
269 269 SP2510 20250828 ... 4966 5024 SP
270 270 SP2511 20250828 ... 4980 5034 SP
271 271 SP2512 20250828 ... 4998 5054 SP
272 272 SP2601 20250828 ... 5272 5316 SP
273 273 SP2602 20250828 ... 5256 5296 SP
274 274 SP2603 20250828 ... 5288 5316 SP
275 275 SP2604 20250828 ... 5302 5326 SP
276 276 SP2605 20250828 ... 5306 5330 SP
277 277 SP2606 20250828 ... 5310 5330 SP
278 278 SP2607 20250828 ... 5314 5344 SP
279 279 SP2608 20250828 ... 5334 5358 SP
280 280 EC2510 20250828 ... 1288.7 1329 EC
281 281 EC2512 20250828 ... 1580.5 1633.9 EC
282 282 EC2602 20250828 ... 1412.8 1455.2 EC
283 283 EC2604 20250828 ... 1226.1 1254.7 EC
284 284 EC2606 20250828 ... 1389.5 1418 EC
285 285 EC2608 20250828 ... 1578.5 1613.6 EC
286 286 SC_TAS2510 20250828 ... SC_TAS
287 287 SC_TAS2511 20250828 ... SC_TAS
288 288 SC_TAS2512 20250828 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 18:26:33,696 - future_1d - INFO - ak.get_shfe_daily('2025-08-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250828 4094.00 ... 4087.00 4086.00 A
1 a2511 20250828 3935.00 ... 3933.00 3956.00 A
2 a2601 20250828 3936.00 ... 3934.00 3959.00 A
3 a2603 20250828 3942.00 ... 3940.00 3966.00 A
4 a2605 20250828 3987.00 ... 3982.00 4005.00 A
5 a2607 20250828 3993.00 ... 3990.00 4013.00 A
6 b2509 20250828 3675.00 ... 3664.00 3674.00 B
7 b2510 20250828 3694.00 ... 3680.00 3693.00 B
8 b2511 20250828 3730.00 ... 3725.00 3748.00 B
9 b2512 20250828 3771.00 ... 3762.00 3786.00 B
10 b2601 20250828 3750.00 ... 3752.00 3776.00 B
11 b2602 20250828 3737.00 ... 3734.00 3758.00 B
12 b2603 20250828 3715.00 ... 3699.00 3711.00 B
13 b2604 20250828 3600.00 ... 3603.00 3601.00 B
14 b2605 20250828 3564.00 ... 3545.00 3553.00 B
15 b2606 20250828 3544.00 ... 3524.00 3533.00 B
16 b2607 20250828 3539.00 ... 3530.00 3533.00 B
17 b2608 20250828 3618.00 ... 3612.00 3615.00 B
18 bb2509 20250828 0.00 ... 143.15 143.15 BB
19 bb2511 20250828 143.80 ... 144.00 144.50 BB
20 bb2601 20250828 146.35 ... 147.50 147.40 BB
21 bb2603 20250828 0.00 ... 147.25 147.20 BB
22 bb2605 20250828 0.00 ... 141.05 141.00 BB
23 bb2607 20250828 0.00 ... 146.80 146.75 BB
24 bz2603 20250828 6118.00 ... 6096.00 6152.00 BZ
25 bz2604 20250828 6085.00 ... 6074.00 6138.00 BZ
26 bz2605 20250828 6095.00 ... 6093.00 6137.00 BZ
27 bz2606 20250828 6068.00 ... 6066.00 6170.00 BZ
28 bz2607 20250828 0.00 ... 6166.00 6175.00 BZ
29 bz2608 20250828 0.00 ... 6175.00 6175.00 BZ
30 c2509 20250828 2229.00 ... 2244.00 2213.00 C
31 c2511 20250828 2168.00 ... 2178.00 2159.00 C
32 c2601 20250828 2169.00 ... 2177.00 2165.00 C
33 c2603 20250828 2188.00 ... 2195.00 2184.00 C
34 c2605 20250828 2240.00 ... 2243.00 2234.00 C
35 c2607 20250828 2256.00 ... 2256.00 2251.00 C
36 cs2509 20250828 2510.00 ... 2528.00 2523.00 CS
37 cs2511 20250828 2471.00 ... 2484.00 2470.00 CS
38 cs2601 20250828 2518.00 ... 2521.00 2509.00 CS
39 cs2603 20250828 2526.00 ... 2531.00 2517.00 CS
40 cs2605 20250828 2597.00 ... 2601.00 2590.00 CS
41 cs2607 20250828 2606.00 ... 2605.00 2595.00 CS
42 eb2509 20250828 7132.00 ... 7109.00 7185.00 EB
43 eb2510 20250828 7180.00 ... 7148.00 7227.00 EB
44 eb2511 20250828 7193.00 ... 7165.00 7243.00 EB
45 eb2512 20250828 7237.00 ... 7190.00 7268.00 EB
46 eb2601 20250828 7260.00 ... 7218.00 7290.00 EB
47 eb2602 20250828 7306.00 ... 7255.00 7321.00 EB
48 eb2603 20250828 7329.00 ... 7299.00 7340.00 EB
49 eb2604 20250828 7310.00 ... 7318.00 7356.00 EB
50 eb2605 20250828 7345.00 ... 7310.00 7383.00 EB
51 eb2606 20250828 0.00 ... 7341.00 7341.00 EB
52 eb2607 20250828 0.00 ... 7376.00 7376.00 EB
53 eb2608 20250828 0.00 ... 7350.00 7410.00 EB
54 eg2509 20250828 4444.00 ... 4429.00 4440.00 EG
55 eg2510 20250828 4460.00 ... 4437.00 4460.00 EG
56 eg2511 20250828 4464.00 ... 4447.00 4473.00 EG
57 eg2512 20250828 4470.00 ... 4463.00 4488.00 EG
58 eg2601 20250828 4478.00 ... 4464.00 4492.00 EG
59 eg2602 20250828 4486.00 ... 4481.00 4502.00 EG
60 eg2603 20250828 4481.00 ... 4476.00 4505.00 EG
61 eg2604 20250828 4498.00 ... 4518.00 4533.00 EG
62 eg2605 20250828 4505.00 ... 4505.00 4523.00 EG
63 eg2606 20250828 0.00 ... 4522.00 4522.00 EG
64 eg2607 20250828 4509.00 ... 4507.00 4525.00 EG
65 eg2608 20250828 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250828 1319.00 ... 1319.00 1306.00 FB
67 fb2510 20250828 1278.00 ... 1274.50 1276.00 FB
68 fb2511 20250828 1277.50 ... 1274.50 1276.50 FB
69 fb2512 20250828 1274.50 ... 1271.50 1278.50 FB
70 fb2601 20250828 1272.50 ... 1272.00 1276.00 FB
71 fb2602 20250828 1269.00 ... 1265.50 1274.00 FB
72 fb2603 20250828 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250828 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250828 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250828 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250828 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250828 0.00 ... 1302.50 1302.50 FB
78 i2509 20250828 796.50 ... 801.50 797.00 I
79 i2510 20250828 792.50 ... 797.00 793.00 I
80 i2511 20250828 790.00 ... 794.50 790.50 I
81 i2512 20250828 785.00 ... 789.00 785.50 I
82 i2601 20250828 776.00 ... 781.50 777.00 I
83 i2602 20250828 771.00 ... 774.50 772.50 I
84 i2603 20250828 766.00 ... 770.50 767.00 I
85 i2604 20250828 761.50 ... 765.50 762.50 I
86 i2605 20250828 754.50 ... 758.50 754.50 I
87 i2606 20250828 749.50 ... 752.50 750.50 I
88 i2607 20250828 747.00 ... 750.00 747.00 I
89 i2608 20250828 742.00 ... 746.00 743.50 I
90 j2509 20250828 1608.00 ... 1584.50 1608.00 J
91 j2510 20250828 1604.50 ... 1612.00 1627.00 J
92 j2511 20250828 1641.50 ... 1633.50 1654.00 J
93 j2512 20250828 1646.00 ... 1642.50 1651.00 J
94 j2601 20250828 1678.50 ... 1657.50 1681.00 J
95 j2602 20250828 1696.50 ... 1674.50 1703.00 J
96 j2603 20250828 1700.00 ... 1689.00 1721.00 J
97 j2604 20250828 0.00 ... 1752.50 1752.50 J
98 j2605 20250828 1765.00 ... 1743.00 1768.00 J
99 j2606 20250828 0.00 ... 1779.00 1804.00 J
100 j2607 20250828 0.00 ... 1804.00 1805.50 J
101 j2608 20250828 0.00 ... 1802.50 1806.00 J
102 jd2509 20250828 2890.00 ... 2848.00 2909.00 JD
103 jd2510 20250828 2970.00 ... 2951.00 2997.00 JD
104 jd2511 20250828 3015.00 ... 2981.00 3047.00 JD
105 jd2512 20250828 3125.00 ... 3101.00 3174.00 JD
106 jd2601 20250828 3345.00 ... 3314.00 3366.00 JD
107 jd2602 20250828 3093.00 ... 3075.00 3100.00 JD
108 jd2603 20250828 3116.00 ... 3093.00 3121.00 JD
109 jd2604 20250828 3300.00 ... 3276.00 3320.00 JD
110 jd2605 20250828 3430.00 ... 3390.00 3452.00 JD
111 jd2606 20250828 3275.00 ... 3205.00 3301.00 JD
112 jd2607 20250828 3508.00 ... 3398.00 3531.00 JD
113 jd2608 20250828 3921.00 ... 3804.00 3980.00 JD
114 jm2509 20250828 1021.00 ... 1005.50 1025.00 JM
115 jm2510 20250828 1034.00 ... 1028.50 1052.50 JM
116 jm2511 20250828 1085.50 ... 1076.00 1097.50 JM
117 jm2512 20250828 1132.00 ... 1117.00 1133.50 JM
118 jm2601 20250828 1155.00 ... 1152.50 1164.50 JM
119 jm2602 20250828 1173.00 ... 1169.00 1179.00 JM
120 jm2603 20250828 1183.00 ... 1178.50 1189.50 JM
121 jm2604 20250828 1190.50 ... 1189.00 1195.50 JM
122 jm2605 20250828 1198.00 ... 1194.00 1204.00 JM
123 jm2606 20250828 1203.50 ... 1206.50 1209.00 JM
124 jm2607 20250828 1212.50 ... 1209.50 1221.00 JM
125 jm2608 20250828 1211.50 ... 1222.50 1224.50 JM
126 l2509 20250828 7335.00 ... 7303.00 7338.00 L
127 l2510 20250828 7340.00 ... 7322.00 7362.00 L
128 l2511 20250828 7363.00 ... 7338.00 7381.00 L
129 l2512 20250828 7372.00 ... 7350.00 7390.00 L
130 l2601 20250828 7370.00 ... 7352.00 7389.00 L
131 l2602 20250828 7360.00 ... 7345.00 7380.00 L
132 l2603 20250828 7358.00 ... 7351.00 7367.00 L
133 l2604 20250828 7385.00 ... 7379.00 7407.00 L
134 l2605 20250828 7376.00 ... 7354.00 7394.00 L
135 l2606 20250828 7360.00 ... 7354.00 7393.00 L
136 l2607 20250828 7360.00 ... 7365.00 7398.00 L
137 l2608 20250828 7378.00 ... 7408.00 7389.00 L
138 lg2509 20250828 794.00 ... 788.50 797.50 LG
139 lg2511 20250828 815.00 ... 815.50 819.00 LG
140 lg2601 20250828 827.00 ... 830.00 830.00 LG
141 lg2603 20250828 829.50 ... 834.00 835.00 LG
142 lg2605 20250828 829.50 ... 833.50 835.00 LG
143 lg2607 20250828 829.50 ... 834.00 833.00 LG
144 lh2509 20250828 13460.00 ... 13350.00 13525.00 LH
145 lh2511 20250828 13715.00 ... 13635.00 13780.00 LH
146 lh2601 20250828 14050.00 ... 13985.00 14130.00 LH
147 lh2603 20250828 13230.00 ... 13165.00 13240.00 LH
148 lh2605 20250828 13645.00 ... 13560.00 13640.00 LH
149 lh2607 20250828 14140.00 ... 14115.00 14165.00 LH
150 m2509 20250828 2992.00 ... 2992.00 3005.00 M
151 m2511 20250828 3005.00 ... 3012.00 3021.00 M
152 m2512 20250828 3048.00 ... 3054.00 3063.00 M
153 m2601 20250828 3044.00 ... 3046.00 3055.00 M
154 m2603 20250828 2996.00 ... 2992.00 2999.00 M
155 m2605 20250828 2829.00 ... 2821.00 2827.00 M
156 m2607 20250828 2823.00 ... 2815.00 2823.00 M
157 m2608 20250828 2950.00 ... 2945.00 2951.00 M
158 p2509 20250828 9436.00 ... 9388.00 9432.00 P
159 p2510 20250828 9476.00 ... 9466.00 9498.00 P
160 p2511 20250828 9490.00 ... 9454.00 9494.00 P
161 p2512 20250828 9508.00 ... 9466.00 9508.00 P
162 p2601 20250828 9518.00 ... 9476.00 9518.00 P
163 p2602 20250828 9470.00 ... 9410.00 9476.00 P
164 p2603 20250828 9408.00 ... 9370.00 9414.00 P
165 p2604 20250828 9328.00 ... 9304.00 9374.00 P
166 p2605 20250828 9250.00 ... 9214.00 9266.00 P
167 p2606 20250828 9096.00 ... 9116.00 9142.00 P
168 p2607 20250828 8978.00 ... 8980.00 9018.00 P
169 p2608 20250828 8900.00 ... 8900.00 8956.00 P
170 pg2509 20250828 3871.00 ... 3859.00 3884.00 PG
171 pg2510 20250828 4410.00 ... 4422.00 4430.00 PG
172 pg2511 20250828 4324.00 ... 4334.00 4335.00 PG
173 pg2512 20250828 4260.00 ... 4275.00 4274.00 PG
174 pg2601 20250828 4212.00 ... 4218.00 4217.00 PG
175 pg2602 20250828 4149.00 ... 4147.00 4144.00 PG
176 pg2603 20250828 4060.00 ... 4055.00 4052.00 PG
177 pg2604 20250828 4365.00 ... 4358.00 4352.00 PG
178 pg2605 20250828 4263.00 ... 4268.00 4276.00 PG
179 pg2606 20250828 0.00 ... 4209.00 4209.00 PG
180 pg2607 20250828 0.00 ... 4126.00 4126.00 PG
181 pg2608 20250828 0.00 ... 4141.00 4141.00 PG
182 pp2509 20250828 6980.00 ... 6952.00 6982.00 PP
183 pp2510 20250828 6985.00 ... 6959.00 6987.00 PP
184 pp2511 20250828 6992.00 ... 6981.00 7008.00 PP
185 pp2512 20250828 7014.00 ... 7001.00 7026.00 PP
186 pp2601 20250828 7026.00 ... 7013.00 7036.00 PP
187 pp2602 20250828 7000.00 ... 6993.00 7015.00 PP
188 pp2603 20250828 6994.00 ... 6982.00 7013.00 PP
189 pp2604 20250828 7001.00 ... 7001.00 7027.00 PP
190 pp2605 20250828 7028.00 ... 7028.00 7054.00 PP
191 pp2606 20250828 6998.00 ... 7010.00 7012.00 PP
192 pp2607 20250828 6982.00 ... 6983.00 6985.00 PP
193 pp2608 20250828 6988.00 ... 6985.00 7044.00 PP
194 rr2509 20250828 3560.00 ... 3554.00 3558.00 RR
195 rr2510 20250828 3611.00 ... 3610.00 3611.00 RR
196 rr2511 20250828 3611.00 ... 3611.00 3613.00 RR
197 rr2512 20250828 3606.00 ... 3602.00 3610.00 RR
198 rr2601 20250828 3624.00 ... 3619.00 3621.00 RR
199 rr2602 20250828 3604.00 ... 3604.00 3606.00 RR
200 rr2603 20250828 0.00 ... 3610.00 3610.00 RR
201 rr2604 20250828 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250828 0.00 ... 3615.00 3615.00 RR
203 rr2606 20250828 0.00 ... 3605.00 3605.00 RR
204 rr2607 20250828 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250828 0.00 ... 3625.00 3625.00 RR
206 v2509 20250828 4802.00 ... 4785.00 4840.00 V
207 v2510 20250828 4842.00 ... 4829.00 4878.00 V
208 v2511 20250828 4879.00 ... 4865.00 4913.00 V
209 v2512 20250828 4917.00 ... 4903.00 4956.00 V
210 v2601 20250828 4947.00 ... 4934.00 4990.00 V
211 v2602 20250828 4988.00 ... 4970.00 5023.00 V
212 v2603 20250828 4997.00 ... 5002.00 5058.00 V
213 v2604 20250828 5231.00 ... 5205.00 5274.00 V
214 v2605 20250828 5252.00 ... 5239.00 5301.00 V
215 v2606 20250828 5259.00 ... 5257.00 5324.00 V
216 v2607 20250828 5312.00 ... 5297.00 5356.00 V
217 v2608 20250828 5325.00 ... 5322.00 5369.00 V
218 y2509 20250828 8468.00 ... 8452.00 8492.00 Y
219 y2511 20250828 8434.00 ... 8418.00 8452.00 Y
220 y2512 20250828 8454.00 ... 8442.00 8470.00 Y
221 y2601 20250828 8408.00 ... 8390.00 8418.00 Y
222 y2603 20250828 8340.00 ... 8342.00 8352.00 Y
223 y2605 20250828 8114.00 ... 8114.00 8128.00 Y
224 y2607 20250828 8080.00 ... 8068.00 8068.00 Y
225 y2608 20250828 8070.00 ... 8038.00 8068.00 Y
[226 rows x 12 columns]
2025-09-01 18:26:34,289 - future_1d - INFO - ak.get_dce_daily('2025-08-28') done
2025-09-01 18:26:36,027 - future_1d - INFO - save future_daily 2025-08-28 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250829 8402.0 8409.0 ... 628977.30 8360.0 8377.0 AP
1 AP511 20250829 8165.0 8193.0 ... 5890.68 8144.0 8165.0 AP
2 AP512 20250829 8215.0 8222.0 ... 393.40 8196.0 8174.0 AP
3 AP601 20250829 8281.0 8300.0 ... 248831.67 8258.0 8250.0 AP
4 AP603 20250829 8161.0 8179.0 ... 154.70 8142.0 8118.0 AP
5 AP604 20250829 8142.0 8142.0 ... 48.73 8122.0 8126.0 AP
6 AP605 20250829 8215.0 8240.0 ... 1420.12 8209.0 8181.0 AP
7 CF509 20250829 13710.0 13875.0 ... 152624.45 13795.0 13730.0 CF
8 CF511 20250829 14020.0 14205.0 ... 646629.84 14105.0 13985.0 CF
9 CF601 20250829 14095.0 14340.0 ... 3868320.37 14260.0 14070.0 CF
10 CF603 20250829 14055.0 14290.0 ... 7545.32 14225.0 14040.0 CF
11 CF605 20250829 14045.0 14280.0 ... 182765.20 14205.0 14025.0 CF
12 CF607 20250829 14050.0 14265.0 ... 1775.95 14210.0 14030.0 CF
13 CJ509 20250829 10125.0 10465.0 ... 9187.10 10180.0 10105.0 CJ
14 CJ512 20250829 11375.0 11425.0 ... 9197.96 11340.0 11290.0 CJ
15 CJ601 20250829 11520.0 11545.0 ... 552570.17 11460.0 11405.0 CJ
16 CJ603 20250829 11515.0 11575.0 ... 5198.40 11500.0 11435.0 CJ
17 CJ605 20250829 11655.0 11690.0 ... 80786.21 11615.0 11560.0 CJ
18 CJ607 20250829 11800.0 11835.0 ... 1118.33 11770.0 11715.0 CJ
19 CY509 20250829 20220.0 20995.0 ... 477.84 20335.0 20225.0 CY
20 CY510 20250829 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250829 20110.0 20280.0 ... 120347.44 20180.0 20090.0 CY
22 CY512 20250829 20195.0 20275.0 ... 60.01 20005.0 19905.0 CY
23 CY601 20250829 20140.0 20320.0 ... 6111.53 20235.0 20080.0 CY
24 CY602 20250829 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250829 0.0 0.0 ... 0.00 20365.0 20285.0 CY
26 CY604 20250829 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250829 20455.0 20455.0 ... 10.23 20455.0 20325.0 CY
28 CY606 20250829 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250829 0.0 0.0 ... 0.00 20335.0 20205.0 CY
30 CY608 20250829 0.0 0.0 ... 0.00 20295.0 20295.0 CY
31 FG509 20250829 971.0 1020.0 ... 423716.10 970.0 973.0 FG
32 FG510 20250829 1073.0 1083.0 ... 135124.91 1066.0 1066.0 FG
33 FG511 20250829 1079.0 1083.0 ... 214118.06 1066.0 1064.0 FG
34 FG512 20250829 1185.0 1187.0 ... 100110.39 1173.0 1166.0 FG
35 FG601 20250829 1178.0 1188.0 ... 3543123.76 1173.0 1163.0 FG
36 FG602 20250829 1230.0 1237.0 ... 1935.82 1224.0 1216.0 FG
37 FG603 20250829 1233.0 1238.0 ... 1237.09 1225.0 1215.0 FG
38 FG604 20250829 1280.0 1284.0 ... 429.74 1271.0 1260.0 FG
39 FG605 20250829 1268.0 1280.0 ... 56979.60 1266.0 1256.0 FG
40 FG606 20250829 1298.0 1305.0 ... 676.94 1292.0 1286.0 FG
41 FG607 20250829 1290.0 1297.0 ... 983.09 1283.0 1277.0 FG
42 FG608 20250829 1316.0 1320.0 ... 608.81 1312.0 1305.0 FG
43 JR509 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250829 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250829 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250829 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250829 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250829 2230.0 2235.0 ... 58230.75 2214.0 2232.0 MA
53 MA510 20250829 2270.0 2287.0 ... 110064.41 2267.0 2275.0 MA
54 MA511 20250829 2305.0 2314.0 ... 148745.15 2295.0 2298.0 MA
55 MA512 20250829 2351.0 2360.0 ... 34742.83 2344.0 2345.0 MA
56 MA601 20250829 2373.0 2385.0 ... 994541.61 2370.0 2368.0 MA
57 MA602 20250829 2394.0 2403.0 ... 95.60 2390.0 2382.0 MA
58 MA603 20250829 2393.0 2395.0 ... 38.21 2388.0 2386.0 MA
59 MA604 20250829 2383.0 2383.0 ... 7.14 2381.0 2381.0 MA
60 MA605 20250829 2382.0 2390.0 ... 39211.54 2378.0 2371.0 MA
61 MA606 20250829 2383.0 2383.0 ... 11.92 2383.0 2377.0 MA
62 MA607 20250829 2381.0 2386.0 ... 52.39 2381.0 2369.0 MA
63 MA608 20250829 2387.0 2388.0 ... 40.43 2378.0 2371.0 MA
64 OI509 20250829 9961.0 10005.0 ... 73772.27 9968.0 9954.0 OI
65 OI511 20250829 9924.0 9931.0 ... 461761.15 9895.0 9907.0 OI
66 OI601 20250829 9820.0 9828.0 ... 2394592.43 9782.0 9811.0 OI
67 OI603 20250829 9758.0 9763.0 ... 3601.47 9707.0 9733.0 OI
68 OI605 20250829 9664.0 9673.0 ... 39019.94 9627.0 9637.0 OI
69 OI607 20250829 9599.0 9620.0 ... 105.46 9587.0 9629.0 OI
70 PF509 20250829 6418.0 6418.0 ... 1135.19 6378.0 6452.0 PF
71 PF510 20250829 6530.0 6538.0 ... 539567.62 6486.0 6530.0 PF
72 PF511 20250829 6512.0 6522.0 ... 385308.46 6468.0 6510.0 PF
73 PF512 20250829 6500.0 6504.0 ... 131884.52 6456.0 6498.0 PF
74 PF601 20250829 6510.0 6516.0 ... 36716.54 6474.0 6514.0 PF
75 PF602 20250829 6472.0 6502.0 ... 2487.21 6486.0 6518.0 PF
76 PF603 20250829 6486.0 6504.0 ... 35.69 6490.0 6532.0 PF
77 PF604 20250829 0.0 0.0 ... 0.00 6554.0 6554.0 PF
78 PF605 20250829 6556.0 6558.0 ... 81.71 6538.0 6578.0 PF
79 PF606 20250829 6564.0 6566.0 ... 9.83 6556.0 6594.0 PF
80 PF607 20250829 6540.0 6540.0 ... 3.27 6540.0 6590.0 PF
81 PF608 20250829 6548.0 6548.0 ... 3.27 6548.0 6598.0 PF
82 PK510 20250829 8004.0 8018.0 ... 47593.25 7990.0 8036.0 PK
83 PK511 20250829 7794.0 7820.0 ... 242000.33 7792.0 7804.0 PK
84 PK512 20250829 7782.0 7832.0 ... 47216.94 7808.0 7810.0 PK
85 PK601 20250829 7862.0 7876.0 ... 24016.56 7860.0 7866.0 PK
86 PK603 20250829 7870.0 7872.0 ... 117.94 7864.0 7872.0 PK
87 PK604 20250829 7878.0 7882.0 ... 86.65 7878.0 7872.0 PK
88 PK605 20250829 7880.0 7886.0 ... 5405.86 7870.0 7880.0 PK
89 PL601 20250829 6462.0 6466.0 ... 13697.84 6425.0 6440.0 PL
90 PL602 20250829 6457.0 6457.0 ... 64.45 6445.0 6464.0 PL
91 PL603 20250829 6419.0 6434.0 ... 89.90 6421.0 6458.0 PL
92 PL604 20250829 6443.0 6443.0 ... 12.89 6443.0 6473.0 PL
93 PL605 20250829 6373.0 6373.0 ... 25.45 6362.0 6364.0 PL
94 PL606 20250829 6422.0 6422.0 ... 12.84 6422.0 6421.0 PL
95 PL607 20250829 6428.0 6428.0 ... 12.86 6428.0 6466.0 PL
96 PL608 20250829 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250829 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250829 5814.0 5872.0 ... 3271.01 5832.0 5806.0 PR
104 PR510 20250829 5998.0 5998.0 ... 215327.41 5966.0 5962.0 PR
105 PR511 20250829 5996.0 6002.0 ... 540068.57 5954.0 5968.0 PR
106 PR512 20250829 6016.0 6016.0 ... 262159.27 5952.0 5972.0 PR
107 PR601 20250829 6010.0 6010.0 ... 5909.03 5970.0 5982.0 PR
108 PR602 20250829 0.0 0.0 ... 0.00 6002.0 6028.0 PR
109 PR603 20250829 0.0 0.0 ... 0.00 6006.0 6032.0 PR
110 PR604 20250829 0.0 0.0 ... 0.00 6014.0 6014.0 PR
111 PR605 20250829 0.0 0.0 ... 0.00 6022.0 6022.0 PR
112 PR606 20250829 0.0 0.0 ... 0.00 6050.0 6050.0 PR
113 PR607 20250829 6026.0 6026.0 ... 54.19 6022.0 6052.0 PR
114 PR608 20250829 6026.0 6026.0 ... 54.23 6026.0 6060.0 PR
115 PX509 20250829 6880.0 6932.0 ... 13337.99 6866.0 6886.0 PX
116 PX510 20250829 6896.0 6924.0 ... 296135.77 6866.0 6900.0 PX
117 PX511 20250829 6900.0 6914.0 ... 923813.88 6844.0 6890.0 PX
118 PX512 20250829 6862.0 6872.0 ... 75024.09 6812.0 6850.0 PX
119 PX601 20250829 6846.0 6850.0 ... 111434.50 6792.0 6832.0 PX
120 PX602 20250829 0.0 0.0 ... 0.00 6800.0 6800.0 PX
121 PX603 20250829 0.0 0.0 ... 0.00 6786.0 6786.0 PX
122 PX604 20250829 0.0 0.0 ... 0.00 6812.0 6836.0 PX
123 PX605 20250829 6816.0 6816.0 ... 428.49 6802.0 6816.0 PX
124 PX606 20250829 6786.0 6786.0 ... 3.39 6786.0 6808.0 PX
125 PX607 20250829 6790.0 6790.0 ... 3.40 6790.0 6802.0 PX
126 PX608 20250829 0.0 0.0 ... 0.00 6826.0 6826.0 PX
127 RI509 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250829 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250829 2547.0 2565.0 ... 21978.40 2554.0 2561.0 RM
134 RM511 20250829 2518.0 2560.0 ... 33480.18 2543.0 2510.0 RM
135 RM601 20250829 2481.0 2521.0 ... 803320.70 2496.0 2478.0 RM
136 RM603 20250829 2401.0 2424.0 ... 13142.58 2405.0 2409.0 RM
137 RM605 20250829 2410.0 2429.0 ... 87283.31 2411.0 2419.0 RM
138 RM607 20250829 2394.0 2414.0 ... 9030.16 2396.0 2404.0 RM
139 RM608 20250829 2456.0 2494.0 ... 2078.62 2457.0 2473.0 RM
140 RS509 20250829 4705.0 4760.0 ... 261.78 4675.0 4779.0 RS
141 RS511 20250829 5195.0 5195.0 ... 36.09 5156.0 5111.0 RS
142 RS607 20250829 5525.0 5574.0 ... 83.25 5550.0 5563.0 RS
143 RS608 20250829 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250829 1186.0 1192.0 ... 175776.45 1170.0 1184.0 SA
145 SA510 20250829 1235.0 1238.0 ... 105694.77 1222.0 1224.0 SA
146 SA511 20250829 1243.0 1244.0 ... 295443.99 1228.0 1231.0 SA
147 SA512 20250829 1306.0 1309.0 ... 175921.32 1290.0 1290.0 SA
148 SA601 20250829 1316.0 1318.0 ... 3270092.96 1298.0 1297.0 SA
149 SA602 20250829 1336.0 1343.0 ... 4942.56 1324.0 1322.0 SA
150 SA603 20250829 1343.0 1347.0 ... 5010.93 1327.0 1329.0 SA
151 SA604 20250829 1375.0 1380.0 ... 489.68 1368.0 1361.0 SA
152 SA605 20250829 1380.0 1385.0 ... 74471.91 1370.0 1367.0 SA
153 SA606 20250829 1390.0 1390.0 ... 471.04 1377.0 1373.0 SA
154 SA607 20250829 1388.0 1391.0 ... 758.14 1378.0 1377.0 SA
155 SA608 20250829 1412.0 1412.0 ... 451.96 1404.0 1398.0 SA
156 SF509 20250829 5356.0 5400.0 ... 24762.49 5364.0 5426.0 SF
157 SF510 20250829 5430.0 5430.0 ... 151201.85 5382.0 5436.0 SF
158 SF511 20250829 5594.0 5612.0 ... 726044.49 5566.0 5620.0 SF
159 SF512 20250829 5572.0 5580.0 ... 67433.93 5542.0 5592.0 SF
160 SF601 20250829 5586.0 5586.0 ... 172943.63 5538.0 5592.0 SF
161 SF602 20250829 5540.0 5548.0 ... 1810.22 5502.0 5560.0 SF
162 SF603 20250829 5694.0 5724.0 ... 85.41 5694.0 5738.0 SF
163 SF604 20250829 5670.0 5690.0 ... 45.40 5676.0 5726.0 SF
164 SF605 20250829 5700.0 5708.0 ... 3021.11 5674.0 5724.0 SF
165 SF606 20250829 5652.0 5670.0 ... 191.68 5638.0 5694.0 SF
166 SF607 20250829 5800.0 5824.0 ... 170.68 5786.0 5848.0 SF
167 SF608 20250829 5784.0 5800.0 ... 17.35 5784.0 5850.0 SF
168 SH509 20250829 2538.0 2540.0 ... 45119.03 2495.0 2540.0 SH
169 SH510 20250829 2650.0 2660.0 ... 433345.34 2622.0 2650.0 SH
170 SH511 20250829 2673.0 2677.0 ... 772802.86 2649.0 2670.0 SH
171 SH512 20250829 2698.0 2702.0 ... 192001.48 2673.0 2696.0 SH
172 SH601 20250829 2690.0 2694.0 ... 2981729.77 2660.0 2686.0 SH
173 SH602 20250829 2696.0 2701.0 ... 4164.29 2675.0 2699.0 SH
174 SH603 20250829 2715.0 2715.0 ... 2668.22 2687.0 2710.0 SH
175 SH604 20250829 2758.0 2758.0 ... 451.72 2738.0 2760.0 SH
176 SH605 20250829 2787.0 2787.0 ... 45655.31 2753.0 2776.0 SH
177 SH606 20250829 2772.0 2772.0 ... 430.80 2762.0 2781.0 SH
178 SH607 20250829 2752.0 2753.0 ... 140.08 2747.0 2767.0 SH
179 SH608 20250829 2755.0 2759.0 ... 82.57 2752.0 2768.0 SH
180 SM509 20250829 5722.0 5722.0 ... 56699.68 5678.0 5718.0 SM
181 SM510 20250829 5710.0 5730.0 ... 128024.26 5692.0 5732.0 SM
182 SM511 20250829 5820.0 5820.0 ... 214366.08 5770.0 5810.0 SM
183 SM512 20250829 5816.0 5816.0 ... 64494.90 5772.0 5818.0 SM
184 SM601 20250829 5822.0 5822.0 ... 600421.24 5786.0 5818.0 SM
185 SM602 20250829 5844.0 5844.0 ... 463.95 5800.0 5832.0 SM
186 SM603 20250829 5796.0 5836.0 ... 34.83 5806.0 5844.0 SM
187 SM604 20250829 5814.0 5814.0 ... 8.71 5810.0 5884.0 SM
188 SM605 20250829 5876.0 5876.0 ... 12649.22 5830.0 5866.0 SM
189 SM606 20250829 5838.0 5852.0 ... 29.11 5824.0 5866.0 SM
190 SM607 20250829 5852.0 5874.0 ... 96.42 5844.0 5874.0 SM
191 SM608 20250829 5874.0 5892.0 ... 46.99 5874.0 5890.0 SM
192 SR509 20250829 5620.0 5622.0 ... 22812.97 5598.0 5621.0 SR
193 SR511 20250829 5595.0 5603.0 ... 194152.09 5586.0 5585.0 SR
194 SR601 20250829 5610.0 5616.0 ... 842891.35 5600.0 5601.0 SR
195 SR603 20250829 5586.0 5591.0 ... 3001.63 5579.0 5580.0 SR
196 SR605 20250829 5570.0 5573.0 ... 33493.71 5560.0 5563.0 SR
197 SR607 20250829 5565.0 5566.0 ... 1544.55 5556.0 5557.0 SR
198 TA509 20250829 4734.0 4742.0 ... 129302.24 4718.0 4754.0 TA
199 TA510 20250829 4786.0 4790.0 ... 285704.45 4762.0 4790.0 TA
200 TA511 20250829 4792.0 4794.0 ... 270158.39 4766.0 4786.0 TA
201 TA512 20250829 4794.0 4798.0 ... 81235.76 4768.0 4794.0 TA
202 TA601 20250829 4802.0 4802.0 ... 1438165.65 4774.0 4798.0 TA
203 TA602 20250829 4802.0 4826.0 ... 266.36 4800.0 4804.0 TA
204 TA603 20250829 4820.0 4840.0 ... 79.41 4814.0 4818.0 TA
205 TA604 20250829 4818.0 4824.0 ... 7.22 4812.0 4820.0 TA
206 TA605 20250829 4834.0 4842.0 ... 46268.80 4812.0 4832.0 TA
207 TA606 20250829 4846.0 4846.0 ... 19.26 4816.0 4854.0 TA
208 TA607 20250829 4860.0 4862.0 ... 12.11 4846.0 4852.0 TA
209 TA608 20250829 4870.0 4870.0 ... 12.15 4858.0 4844.0 TA
210 UR509 20250829 1703.0 1710.0 ... 21243.53 1688.0 1710.0 UR
211 UR510 20250829 1718.0 1727.0 ... 40988.13 1708.0 1724.0 UR
212 UR511 20250829 1745.0 1754.0 ... 41400.40 1746.0 1749.0 UR
213 UR512 20250829 1749.0 1754.0 ... 975.21 1748.0 1751.0 UR
214 UR601 20250829 1754.0 1758.0 ... 414515.11 1750.0 1753.0 UR
215 UR602 20250829 1750.0 1754.0 ... 426.11 1746.0 1752.0 UR
216 UR603 20250829 1786.0 1792.0 ... 242.90 1786.0 1793.0 UR
217 UR604 20250829 1788.0 1788.0 ... 7.15 1787.0 1793.0 UR
218 UR605 20250829 1787.0 1796.0 ... 17194.06 1790.0 1790.0 UR
219 UR606 20250829 1786.0 1787.0 ... 99.91 1784.0 1784.0 UR
220 UR607 20250829 1796.0 1799.0 ... 64.66 1796.0 1797.0 UR
221 UR608 20250829 1791.0 1796.0 ... 50.16 1791.0 1796.0 UR
222 WH509 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250829 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250829 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:26:45,961 - future_1d - INFO - ak.get_czce_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 IC2509 20250829 6960.000 ... 6983.400 6920.400 IC
1 IC2510 20250829 6934.600 ... 6935.200 6883.200 IC
2 IC2512 20250829 6821.800 ... 6828.400 6778.800 IC
3 IC2603 20250829 6700.000 ... 6682.600 6644.400 IC
4 IF2509 20250829 4452.200 ... 4502.600 4436.600 IF
5 IF2510 20250829 4450.000 ... 4496.600 4428.800 IF
6 IF2512 20250829 4441.000 ... 4481.800 4417.600 IF
7 IF2603 20250829 4414.000 ... 4459.000 4398.000 IF
8 IH2509 20250829 2952.800 ... 2978.600 2945.000 IH
9 IH2510 20250829 2957.800 ... 2974.800 2943.800 IH
10 IH2512 20250829 2955.200 ... 2978.800 2946.800 IH
11 IH2603 20250829 2961.200 ... 2981.200 2950.600 IH
12 IM2509 20250829 7357.800 ... 7353.800 7322.400 IM
13 IM2510 20250829 7314.800 ... 7294.800 7268.800 IM
14 IM2512 20250829 7179.000 ... 7165.600 7149.400 IM
15 IM2603 20250829 7017.000 ... 6986.400 6982.000 IM
16 T2509 20250829 108.050 ... 108.055 108.035 T
17 T2512 20250829 107.795 ... 107.820 107.805 T
18 T2603 20250829 107.560 ... 107.585 107.570 T
19 TF2509 20250829 105.610 ... 105.655 105.610 TF
20 TF2512 20250829 105.460 ... 105.515 105.470 TF
21 TF2603 20250829 105.395 ... 105.410 105.380 TF
22 TL2509 20250829 116.960 ... 117.020 117.010 TL
23 TL2512 20250829 116.480 ... 116.560 116.540 TL
24 TL2603 20250829 116.110 ... 116.230 116.190 TL
25 TS2509 20250829 102.326 ... 102.348 102.314 TS
26 TS2512 20250829 102.374 ... 102.420 102.374 TS
27 TS2603 20250829 102.302 ... 102.354 102.328 TS
[28 rows x 12 columns]
2025-09-01 18:26:46,347 - future_1d - INFO - ak.get_cffex_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 PS2509 20250829 49300.0 ... 49520.0 49140.0 PS
1 PS2510 20250829 49770.0 ... 49540.0 49105.0 PS
2 PS2511 20250829 49400.0 ... 49310.0 48960.0 PS
3 PS2512 20250829 52100.0 ... 51880.0 51510.0 PS
4 PS2601 20250829 51875.0 ... 51940.0 51590.0 PS
5 PS2602 20250829 52020.0 ... 52110.0 51675.0 PS
6 PS2603 20250829 51790.0 ... 51900.0 51790.0 PS
7 PS2604 20250829 52405.0 ... 52415.0 52060.0 PS
8 PS2605 20250829 52300.0 ... 52400.0 52025.0 PS
9 PS2606 20250829 54715.0 ... 54890.0 54580.0 PS
10 PS2607 20250829 54760.0 ... 55050.0 54715.0 PS
11 PS2608 20250829 54945.0 ... 55120.0 54700.0 PS
13 SI2509 20250829 8445.0 ... 8365.0 8445.0 SI
14 SI2510 20250829 8490.0 ... 8425.0 8490.0 SI
15 SI2511 20250829 8515.0 ... 8420.0 8500.0 SI
16 SI2512 20250829 8885.0 ... 8790.0 8875.0 SI
17 SI2601 20250829 8855.0 ... 8785.0 8850.0 SI
18 SI2602 20250829 8865.0 ... 8775.0 8845.0 SI
19 SI2603 20250829 8905.0 ... 8790.0 8870.0 SI
20 SI2604 20250829 8835.0 ... 8795.0 8880.0 SI
21 SI2605 20250829 8885.0 ... 8810.0 8865.0 SI
22 SI2606 20250829 8900.0 ... 8815.0 8845.0 SI
23 SI2607 20250829 8910.0 ... 8845.0 8855.0 SI
24 SI2608 20250829 8835.0 ... 8810.0 8840.0 SI
27 LC2509 20250829 77420.0 ... 77620.0 77120.0 LC
28 LC2510 20250829 77940.0 ... 77740.0 77040.0 LC
29 LC2511 20250829 77800.0 ... 77680.0 76880.0 LC
30 LC2512 20250829 77160.0 ... 77320.0 76420.0 LC
31 LC2601 20250829 76860.0 ... 77080.0 76140.0 LC
32 LC2602 20250829 76680.0 ... 76700.0 75700.0 LC
33 LC2603 20250829 75940.0 ... 76260.0 75520.0 LC
34 LC2604 20250829 76580.0 ... 76180.0 75480.0 LC
35 LC2605 20250829 75900.0 ... 76060.0 75340.0 LC
36 LC2606 20250829 75680.0 ... 75820.0 75080.0 LC
37 LC2607 20250829 75680.0 ... 75740.0 75020.0 LC
38 LC2608 20250829 75880.0 ... 76280.0 75280.0 LC
[36 rows x 12 columns]
2025-09-01 18:26:46,476 - future_1d - INFO - ak.get_gfex_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 SC2509 20250829 476.7 ... 475.8 473 SC
1 SC2510 20250829 483.4 ... 482.9 481.1 SC
2 SC2511 20250829 484.4 ... 483.7 482.7 SC
3 SC2512 20250829 485.1 ... 483.6 483.1 SC
4 SC2601 20250829 483.6 ... 482.7 483.1 SC
5 SC2602 20250829 483 ... 482.2 482.3 SC
6 SC2603 20250829 480.3 ... 480.7 481 SC
7 SC2604 20250829 479.1 ... 478.4 480.3 SC
8 SC2605 20250829 478.1 ... 478.9 479 SC
9 SC2606 20250829 478.5 ... 476.9 478 SC
10 SC2607 20250829 476 ... 476 477.5 SC
11 SC2608 20250829 477.6 ... 476.5 478.5 SC
12 SC2609 20250829 ... 476.1 476.1 SC
13 SC2612 20250829 ... 480.9 481.2 SC
14 SC2703 20250829 477.6 ... 477 477.3 SC
15 SC2706 20250829 476.5 ... 476.4 473 SC
16 SC2709 20250829 478 ... 474.8 472.8 SC
17 SC2712 20250829 477.7 ... 474.4 471.3 SC
18 SC2803 20250829 471.4 ... 471.4 471 SC
19 SC2806 20250829 467.5 ... 469 468.7 SC
21 LU2509 20250829 ... 3312 3312 LU
22 LU2510 20250829 3500 ... 3483 3495 LU
23 LU2511 20250829 3505 ... 3491 3501 LU
24 LU2512 20250829 3490 ... 3473 3484 LU
25 LU2601 20250829 3471 ... 3454 3466 LU
26 LU2602 20250829 3449 ... 3419 3445 LU
27 LU2603 20250829 3415 ... 3434 3439 LU
28 LU2604 20250829 ... 3415 3415 LU
29 LU2605 20250829 3399 ... 3407 3412 LU
30 LU2606 20250829 ... 3424 3424 LU
31 LU2607 20250829 3406 ... 3412 3417 LU
32 LU2608 20250829 ... 3407 3407 LU
34 NR2509 20250829 12690 ... 12610 12645 NR
35 NR2510 20250829 12770 ... 12670 12725 NR
36 NR2511 20250829 12800 ... 12705 12770 NR
37 NR2512 20250829 12810 ... 12735 12790 NR
38 NR2601 20250829 12830 ... 12780 12810 NR
39 NR2602 20250829 12765 ... 12765 12830 NR
40 NR2603 20250829 12835 ... 12810 12900 NR
41 NR2604 20250829 12845 ... 12840 12980 NR
42 NR2605 20250829 12850 ... 12860 12985 NR
43 NR2606 20250829 ... 12980 12980 NR
44 NR2607 20250829 12835 ... 12835 12980 NR
45 NR2608 20250829 12890 ... 12890 12960 NR
47 BC2509 20250829 69800 ... 70040 69840 BC
48 BC2510 20250829 70160 ... 70260 69940 BC
49 BC2511 20250829 70090 ... 70270 69970 BC
50 BC2512 20250829 ... 70180 70180 BC
51 BC2601 20250829 69980 ... 69980 70100 BC
52 BC2602 20250829 ... 70100 70100 BC
53 BC2603 20250829 ... 70100 70100 BC
54 BC2604 20250829 69390 ... 69390 70100 BC
55 BC2605 20250829 69410 ... 69410 70170 BC
56 BC2606 20250829 ... 69790 69790 BC
57 BC2607 20250829 ... 69370 69370 BC
58 BC2608 20250829 ... 69370 69370 BC
60 EC2510 20250829 1290 ... 1272 1288.7 EC
61 EC2512 20250829 1580.2 ... 1562.6 1580.5 EC
62 EC2602 20250829 1411.5 ... 1406 1412.8 EC
63 EC2604 20250829 1215.1 ... 1210.6 1226.1 EC
64 EC2606 20250829 1372.9 ... 1375.1 1389.5 EC
65 EC2608 20250829 1577.1 ... 1562.7 1578.5 EC
68 SC_TAS2510 20250829 ... SC_TAS
69 SC_TAS2511 20250829 ... SC_TAS
70 SC_TAS2512 20250829 ... SC_TAS
[65 rows x 12 columns]
2025-09-01 18:26:46,539 - future_1d - INFO - ak.get_ine_daily('2025-08-29') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250829 ... 79200 78880 CU
1 1 CU2510 20250829 ... 79220 78820 CU
2 2 CU2511 20250829 ... 79220 78830 CU
3 3 CU2512 20250829 ... 79160 78800 CU
4 4 CU2601 20250829 ... 79160 78750 CU
5 5 CU2602 20250829 ... 79090 78760 CU
6 6 CU2603 20250829 ... 79070 78750 CU
7 7 CU2604 20250829 ... 79230 78800 CU
8 8 CU2605 20250829 ... 79140 78850 CU
9 9 CU2606 20250829 ... 79240 78870 CU
10 10 CU2607 20250829 ... 79180 78900 CU
11 11 CU2608 20250829 ... 79240 78890 CU
12 12 BC2509 20250829 ... 70040 69840 BC
13 13 BC2510 20250829 ... 70260 69940 BC
14 14 BC2511 20250829 ... 70270 69970 BC
15 15 BC2512 20250829 ... 70180 70180 BC
16 16 BC2601 20250829 ... 69980 70100 BC
17 17 BC2602 20250829 ... 70100 70100 BC
18 18 BC2603 20250829 ... 70100 70100 BC
19 19 BC2604 20250829 ... 69390 70100 BC
20 20 BC2605 20250829 ... 69410 70170 BC
21 21 BC2606 20250829 ... 69790 69790 BC
22 22 BC2607 20250829 ... 69370 69370 BC
23 23 BC2608 20250829 ... 69370 69370 BC
24 24 AL2509 20250829 ... 20740 20730 AL
25 25 AL2510 20250829 ... 20730 20710 AL
26 26 AL2511 20250829 ... 20715 20700 AL
27 27 AL2512 20250829 ... 20695 20670 AL
28 28 AL2601 20250829 ... 20680 20650 AL
29 29 AL2602 20250829 ... 20685 20660 AL
30 30 AL2603 20250829 ... 20710 20680 AL
31 31 AL2604 20250829 ... 20720 20695 AL
32 32 AL2605 20250829 ... 20750 20705 AL
33 33 AL2606 20250829 ... 20755 20725 AL
34 34 AL2607 20250829 ... 20755 20710 AL
35 35 AL2608 20250829 ... 20745 20705 AL
36 36 ZN2509 20250829 ... 22080 22140 ZN
37 37 ZN2510 20250829 ... 22095 22135 ZN
38 38 ZN2511 20250829 ... 22095 22130 ZN
39 39 ZN2512 20250829 ... 22105 22135 ZN
40 40 ZN2601 20250829 ... 22110 22135 ZN
41 41 ZN2602 20250829 ... 22120 22140 ZN
42 42 ZN2603 20250829 ... 22180 22165 ZN
43 43 ZN2604 20250829 ... 22180 22165 ZN
44 44 ZN2605 20250829 ... 22195 22185 ZN
45 45 ZN2606 20250829 ... 22170 22160 ZN
46 46 ZN2607 20250829 ... 22170 22175 ZN
47 47 ZN2608 20250829 ... 22190 22215 ZN
48 48 PB2509 20250829 ... 16810 16855 PB
49 49 PB2510 20250829 ... 16850 16880 PB
50 50 PB2511 20250829 ... 16860 16875 PB
51 51 PB2512 20250829 ... 16875 16880 PB
52 52 PB2601 20250829 ... 16885 16915 PB
53 53 PB2602 20250829 ... 16965 16965 PB
54 54 PB2603 20250829 ... 16950 16995 PB
55 55 PB2604 20250829 ... 16975 16985 PB
56 56 PB2605 20250829 ... 17015 17015 PB
57 57 PB2606 20250829 ... 17105 17055 PB
58 58 PB2607 20250829 ... 17125 17090 PB
59 59 PB2608 20250829 ... 17105 17090 PB
60 60 NI2509 20250829 ... 121010 120550 NI
61 61 NI2510 20250829 ... 121300 120760 NI
62 62 NI2511 20250829 ... 121410 120900 NI
63 63 NI2512 20250829 ... 121570 121100 NI
64 64 NI2601 20250829 ... 121830 121370 NI
65 65 NI2602 20250829 ... 122050 121600 NI
66 66 NI2603 20250829 ... 122310 121860 NI
67 67 NI2604 20250829 ... 122650 122070 NI
68 68 NI2605 20250829 ... 122920 122330 NI
69 69 NI2606 20250829 ... 123120 122710 NI
70 70 NI2607 20250829 ... 123280 122740 NI
71 71 NI2608 20250829 ... 123480 123130 NI
72 72 SN2509 20250829 ... 274520 271850 SN
73 73 SN2510 20250829 ... 275810 272350 SN
74 74 SN2511 20250829 ... 276040 272610 SN
75 75 SN2512 20250829 ... 276090 272570 SN
76 76 SN2601 20250829 ... 275800 272740 SN
77 77 SN2602 20250829 ... 274410 273250 SN
78 78 SN2603 20250829 ... 275990 272980 SN
79 79 SN2604 20250829 ... 274310 273030 SN
80 80 SN2605 20250829 ... 276340 272960 SN
81 81 SN2606 20250829 ... 278230 273980 SN
82 82 SN2607 20250829 ... 276450 273270 SN
83 83 SN2608 20250829 ... 275770 273360 SN
84 84 AO2509 20250829 ... 3006 3032 AO
85 85 AO2510 20250829 ... 3019 3036 AO
86 86 AO2511 20250829 ... 3022 3037 AO
87 87 AO2512 20250829 ... 3025 3044 AO
88 88 AO2601 20250829 ... 3030 3047 AO
89 89 AO2602 20250829 ... 3025 3044 AO
90 90 AO2603 20250829 ... 3025 3046 AO
91 91 AO2604 20250829 ... 3041 3048 AO
92 92 AO2605 20250829 ... 3044 3057 AO
93 93 AO2606 20250829 ... 3048 3057 AO
94 94 AO2607 20250829 ... 3052 3062 AO
95 95 AO2608 20250829 ... 3049 3072 AO
96 96 AD2511 20250829 ... 20320 20290 AD
97 97 AD2512 20250829 ... 20335 20300 AD
98 98 AD2601 20250829 ... 20245 20245 AD
99 99 AD2602 20250829 ... 20210 20210 AD
100 100 AD2603 20250829 ... 20220 20220 AD
101 101 AD2604 20250829 ... 19975 19975 AD
102 102 AD2605 20250829 ... 20095 20160 AD
103 103 AD2606 20250829 ... 19935 19795 AD
104 104 AD2607 20250829 ... 19925 19925 AD
105 105 AD2608 20250829 ... 20315 20315 AD
106 106 AU2509 20250829 ... 783.22 781.74 AU
107 107 AU2510 20250829 ... 784.26 782.74 AU
108 108 AU2511 20250829 ... 785.6 784.6 AU
109 109 AU2512 20250829 ... 786.56 785.06 AU
110 110 AU2602 20250829 ... 788.54 787.04 AU
111 111 AU2604 20250829 ... 790.86 789.22 AU
112 112 AU2606 20250829 ... 793 791.4 AU
113 113 AU2608 20250829 ... 795.26 793.38 AU
114 114 AG2509 20250829 ... 9374 9332 AG
115 115 AG2510 20250829 ... 9385 9321 AG
116 116 AG2511 20250829 ... 9397 9328 AG
117 117 AG2512 20250829 ... 9409 9352 AG
118 118 AG2601 20250829 ... 9417 9352 AG
119 119 AG2602 20250829 ... 9428 9368 AG
120 120 AG2603 20250829 ... 9442 9383 AG
121 121 AG2604 20250829 ... 9460 9397 AG
122 122 AG2605 20250829 ... 9469 9404 AG
123 123 AG2606 20250829 ... 9486 9428 AG
124 124 AG2607 20250829 ... 9497 9456 AG
125 125 AG2608 20250829 ... 9516 9488 AG
126 126 RB2509 20250829 ... 3057 3093 RB
127 127 RB2510 20250829 ... 3107 3116 RB
128 128 RB2511 20250829 ... 3106 3112 RB
129 129 RB2512 20250829 ... 3157 3162 RB
130 130 RB2601 20250829 ... 3175 3182 RB
131 131 RB2602 20250829 ... 3161 3166 RB
132 132 RB2603 20250829 ... 3173 3180 RB
133 133 RB2604 20250829 ... 3199 3199 RB
134 134 RB2605 20250829 ... 3217 3223 RB
135 135 RB2606 20250829 ... 3236 3241 RB
136 136 RB2607 20250829 ... 3246 3243 RB
137 137 RB2608 20250829 ... 3242 3245 RB
138 138 WR2509 20250829 ... 3342 3342 WR
139 139 WR2510 20250829 ... 3316 3335 WR
140 140 WR2511 20250829 ... 3284 3368 WR
141 141 WR2512 20250829 ... 3439 3474 WR
142 142 WR2601 20250829 ... 3380 3380 WR
143 143 WR2602 20250829 ... 3365 3440 WR
144 144 WR2603 20250829 ... 3438 3438 WR
145 145 WR2604 20250829 ... 3455 3455 WR
146 146 WR2605 20250829 ... 3429 3429 WR
147 147 WR2606 20250829 ... 3396 3396 WR
148 148 WR2607 20250829 ... 3449 3460 WR
149 149 WR2608 20250829 ... 3344 3430 WR
150 150 HC2509 20250829 ... 3397 3394 HC
151 151 HC2510 20250829 ... 3366 3362 HC
152 152 HC2511 20250829 ... 3360 3358 HC
153 153 HC2512 20250829 ... 3362 3358 HC
154 154 HC2601 20250829 ... 3356 3353 HC
155 155 HC2602 20250829 ... 3367 3347 HC
156 156 HC2603 20250829 ... 3354 3354 HC
157 157 HC2604 20250829 ... 3369 3355 HC
158 158 HC2605 20250829 ... 3359 3357 HC
159 159 HC2606 20250829 ... 3362 3357 HC
160 160 HC2607 20250829 ... 3363 3360 HC
161 161 HC2608 20250829 ... 3361 3371 HC
162 162 SS2509 20250829 ... 12725 12700 SS
163 163 SS2510 20250829 ... 12805 12795 SS
164 164 SS2511 20250829 ... 12870 12870 SS
165 165 SS2512 20250829 ... 12930 12930 SS
166 166 SS2601 20250829 ... 12990 12975 SS
167 167 SS2602 20250829 ... 13035 13010 SS
168 168 SS2603 20250829 ... 13110 13095 SS
169 169 SS2604 20250829 ... 13175 13140 SS
170 170 SS2605 20250829 ... 13255 13235 SS
171 171 SS2606 20250829 ... 13310 13255 SS
172 172 SS2607 20250829 ... 13330 13325 SS
173 173 SS2608 20250829 ... 13405 13405 SS
174 174 SC2509 20250829 ... 475.8 473 SC
175 175 SC2510 20250829 ... 482.9 481.1 SC
176 176 SC2511 20250829 ... 483.7 482.7 SC
177 177 SC2512 20250829 ... 483.6 483.1 SC
178 178 SC2601 20250829 ... 482.7 483.1 SC
179 179 SC2602 20250829 ... 482.2 482.3 SC
180 180 SC2603 20250829 ... 480.7 481 SC
181 181 SC2604 20250829 ... 478.4 480.3 SC
182 182 SC2605 20250829 ... 478.9 479 SC
183 183 SC2606 20250829 ... 476.9 478 SC
184 184 SC2607 20250829 ... 476 477.5 SC
185 185 SC2608 20250829 ... 476.5 478.5 SC
186 186 SC2609 20250829 ... 476.1 476.1 SC
187 187 SC2612 20250829 ... 480.9 481.2 SC
188 188 SC2703 20250829 ... 477 477.3 SC
189 189 SC2706 20250829 ... 476.4 473 SC
190 190 SC2709 20250829 ... 474.8 472.8 SC
191 191 SC2712 20250829 ... 474.4 471.3 SC
192 192 SC2803 20250829 ... 471.4 471 SC
193 193 SC2806 20250829 ... 469 468.7 SC
194 194 LU2509 20250829 ... 3312 3312 LU
195 195 LU2510 20250829 ... 3483 3495 LU
196 196 LU2511 20250829 ... 3491 3501 LU
197 197 LU2512 20250829 ... 3473 3484 LU
198 198 LU2601 20250829 ... 3454 3466 LU
199 199 LU2602 20250829 ... 3419 3445 LU
200 200 LU2603 20250829 ... 3434 3439 LU
201 201 LU2604 20250829 ... 3415 3415 LU
202 202 LU2605 20250829 ... 3407 3412 LU
203 203 LU2606 20250829 ... 3424 3424 LU
204 204 LU2607 20250829 ... 3412 3417 LU
205 205 LU2608 20250829 ... 3407 3407 LU
206 206 FU2509 20250829 ... 2754 2760 FU
207 207 FU2510 20250829 ... 2825 2826 FU
208 208 FU2511 20250829 ... 2817 2815 FU
209 209 FU2512 20250829 ... 2804 2801 FU
210 210 FU2601 20250829 ... 2797 2791 FU
211 211 FU2602 20250829 ... 2784 2775 FU
212 212 FU2603 20250829 ... 2768 2767 FU
213 213 FU2604 20250829 ... 2768 2761 FU
214 214 FU2605 20250829 ... 2753 2752 FU
215 215 FU2606 20250829 ... 2743 2745 FU
216 216 FU2607 20250829 ... 2728 2722 FU
217 217 FU2608 20250829 ... 2717 2707 FU
218 218 BU2509 20250829 ... 3526 3518 BU
219 219 BU2510 20250829 ... 3505 3501 BU
220 220 BU2511 20250829 ... 3482 3467 BU
221 221 BU2512 20250829 ... 3428 3416 BU
222 222 BU2601 20250829 ... 3392 3382 BU
223 223 BU2602 20250829 ... 3398 3384 BU
224 224 BU2603 20250829 ... 3381 3383 BU
225 225 BU2604 20250829 ... 3400 3378 BU
226 226 BU2605 20250829 ... 3394 3367 BU
227 227 BU2606 20250829 ... 3387 3368 BU
228 228 BU2607 20250829 ... 3379 3353 BU
229 229 BU2608 20250829 ... 3367 3367 BU
230 230 BU2609 20250829 ... 3363 3342 BU
231 231 BU2612 20250829 ... 3322 3295 BU
232 232 BU2703 20250829 ... 3322 3300 BU
233 233 BU2706 20250829 ... 3310 3309 BU
234 234 BR2509 20250829 ... 11845 11830 BR
235 235 BR2510 20250829 ... 11855 11890 BR
236 236 BR2511 20250829 ... 11825 11855 BR
237 237 BR2512 20250829 ... 11810 11825 BR
238 238 BR2601 20250829 ... 11805 11860 BR
239 239 BR2602 20250829 ... 11865 11935 BR
240 240 BR2603 20250829 ... 11855 11840 BR
241 241 BR2604 20250829 ... 11890 11900 BR
242 242 BR2605 20250829 ... 11900 11945 BR
243 243 BR2606 20250829 ... 11870 11985 BR
244 244 BR2607 20250829 ... 12015 12170 BR
245 245 BR2608 20250829 ... 12000 11980 BR
246 246 RU2509 20250829 ... 14870 14915 RU
247 247 RU2510 20250829 ... 14870 14915 RU
248 248 RU2511 20250829 ... 14855 14885 RU
249 249 RU2601 20250829 ... 15830 15880 RU
250 250 RU2603 20250829 ... 15855 15895 RU
251 251 RU2604 20250829 ... 15895 15915 RU
252 252 RU2605 20250829 ... 15915 15965 RU
253 253 RU2606 20250829 ... 16000 16025 RU
254 254 RU2607 20250829 ... 15930 16045 RU
255 255 RU2608 20250829 ... 16095 16095 RU
256 256 NR2509 20250829 ... 12610 12645 NR
257 257 NR2510 20250829 ... 12670 12725 NR
258 258 NR2511 20250829 ... 12705 12770 NR
259 259 NR2512 20250829 ... 12735 12790 NR
260 260 NR2601 20250829 ... 12780 12810 NR
261 261 NR2602 20250829 ... 12765 12830 NR
262 262 NR2603 20250829 ... 12810 12900 NR
263 263 NR2604 20250829 ... 12840 12980 NR
264 264 NR2605 20250829 ... 12860 12985 NR
265 265 NR2606 20250829 ... 12980 12980 NR
266 266 NR2607 20250829 ... 12835 12980 NR
267 267 NR2608 20250829 ... 12890 12960 NR
268 268 SP2509 20250829 ... 4944 4930 SP
269 269 SP2510 20250829 ... 4972 4966 SP
270 270 SP2511 20250829 ... 4994 4980 SP
271 271 SP2512 20250829 ... 5012 4998 SP
272 272 SP2601 20250829 ... 5322 5272 SP
273 273 SP2602 20250829 ... 5312 5256 SP
274 274 SP2603 20250829 ... 5326 5288 SP
275 275 SP2604 20250829 ... 5328 5302 SP
276 276 SP2605 20250829 ... 5346 5306 SP
277 277 SP2606 20250829 ... 5374 5310 SP
278 278 SP2607 20250829 ... 5352 5314 SP
279 279 SP2608 20250829 ... 5358 5334 SP
280 280 EC2510 20250829 ... 1272 1288.7 EC
281 281 EC2512 20250829 ... 1562.6 1580.5 EC
282 282 EC2602 20250829 ... 1406 1412.8 EC
283 283 EC2604 20250829 ... 1210.6 1226.1 EC
284 284 EC2606 20250829 ... 1375.1 1389.5 EC
285 285 EC2608 20250829 ... 1562.7 1578.5 EC
286 287 SC_TAS2510 20250829 ... SC_TAS
287 288 SC_TAS2511 20250829 ... SC_TAS
288 289 SC_TAS2512 20250829 ... SC_TAS
[289 rows x 13 columns]
2025-09-01 18:26:46,647 - future_1d - INFO - ak.get_shfe_daily('2025-08-29') done
symbol date open ... settle pre_settle variety
0 a2509 20250829 4106.00 ... 4069.00 4087.00 A
1 a2511 20250829 3927.00 ... 3933.00 3933.00 A
2 a2601 20250829 3914.00 ... 3936.00 3934.00 A
3 a2603 20250829 3936.00 ... 3939.00 3940.00 A
4 a2605 20250829 3975.00 ... 3984.00 3982.00 A
5 a2607 20250829 3984.00 ... 3992.00 3990.00 A
6 b2509 20250829 3664.00 ... 3718.00 3664.00 B
7 b2510 20250829 3680.00 ... 3685.00 3680.00 B
8 b2511 20250829 3722.00 ... 3721.00 3725.00 B
9 b2512 20250829 3754.00 ... 3755.00 3762.00 B
10 b2601 20250829 3746.00 ... 3748.00 3752.00 B
11 b2602 20250829 3727.00 ... 3730.00 3734.00 B
12 b2603 20250829 3692.00 ... 3687.00 3699.00 B
13 b2604 20250829 3595.00 ... 3589.00 3603.00 B
14 b2605 20250829 3538.00 ... 3529.00 3545.00 B
15 b2606 20250829 3511.00 ... 3508.00 3524.00 B
16 b2607 20250829 3514.00 ... 3513.00 3530.00 B
17 b2608 20250829 3601.00 ... 3596.00 3612.00 B
18 bb2509 20250829 136.00 ... 136.00 143.15 BB
19 bb2511 20250829 144.70 ... 144.70 144.00 BB
20 bb2601 20250829 146.65 ... 147.20 147.50 BB
21 bb2603 20250829 0.00 ... 147.00 147.25 BB
22 bb2605 20250829 0.00 ... 140.80 141.05 BB
23 bb2607 20250829 0.00 ... 146.55 146.80 BB
24 bz2603 20250829 6120.00 ... 6065.00 6096.00 BZ
25 bz2604 20250829 6035.00 ... 6037.00 6074.00 BZ
26 bz2605 20250829 6077.00 ... 6067.00 6093.00 BZ
27 bz2606 20250829 6039.00 ... 6039.00 6066.00 BZ
28 bz2607 20250829 0.00 ... 6108.00 6166.00 BZ
29 bz2608 20250829 5901.00 ... 5951.00 6175.00 BZ
30 c2509 20250829 2250.00 ... 2233.00 2244.00 C
31 c2511 20250829 2189.00 ... 2187.00 2178.00 C
32 c2601 20250829 2184.00 ... 2181.00 2177.00 C
33 c2603 20250829 2202.00 ... 2198.00 2195.00 C
34 c2605 20250829 2248.00 ... 2247.00 2243.00 C
35 c2607 20250829 2262.00 ... 2260.00 2256.00 C
36 cs2509 20250829 2524.00 ... 2504.00 2528.00 CS
37 cs2511 20250829 2494.00 ... 2492.00 2484.00 CS
38 cs2601 20250829 2526.00 ... 2527.00 2521.00 CS
39 cs2603 20250829 2537.00 ... 2535.00 2531.00 CS
40 cs2605 20250829 2607.00 ... 2605.00 2601.00 CS
41 cs2607 20250829 2607.00 ... 2609.00 2605.00 CS
42 eb2509 20250829 7136.00 ... 7059.00 7109.00 EB
43 eb2510 20250829 7181.00 ... 7117.00 7148.00 EB
44 eb2511 20250829 7193.00 ... 7133.00 7165.00 EB
45 eb2512 20250829 7218.00 ... 7154.00 7190.00 EB
46 eb2601 20250829 7242.00 ... 7187.00 7218.00 EB
47 eb2602 20250829 7266.00 ... 7210.00 7255.00 EB
48 eb2603 20250829 7294.00 ... 7255.00 7299.00 EB
49 eb2604 20250829 7289.00 ... 7276.00 7318.00 EB
50 eb2605 20250829 7307.00 ... 7290.00 7310.00 EB
51 eb2606 20250829 0.00 ... 7341.00 7341.00 EB
52 eb2607 20250829 0.00 ... 7376.00 7376.00 EB
53 eb2608 20250829 0.00 ... 7350.00 7350.00 EB
54 eg2509 20250829 4424.00 ... 4429.00 4429.00 EG
55 eg2510 20250829 4427.00 ... 4439.00 4437.00 EG
56 eg2511 20250829 4458.00 ... 4453.00 4447.00 EG
57 eg2512 20250829 4469.00 ... 4465.00 4463.00 EG
58 eg2601 20250829 4467.00 ... 4470.00 4464.00 EG
59 eg2602 20250829 4476.00 ... 4476.00 4481.00 EG
60 eg2603 20250829 0.00 ... 4476.00 4476.00 EG
61 eg2604 20250829 0.00 ... 4518.00 4518.00 EG
62 eg2605 20250829 4518.00 ... 4507.00 4505.00 EG
63 eg2606 20250829 0.00 ... 4522.00 4522.00 EG
64 eg2607 20250829 0.00 ... 4507.00 4507.00 EG
65 eg2608 20250829 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250829 1319.00 ... 1342.50 1319.00 FB
67 fb2510 20250829 1279.00 ... 1274.50 1274.50 FB
68 fb2511 20250829 1276.50 ... 1275.50 1274.50 FB
69 fb2512 20250829 1274.00 ... 1270.00 1271.50 FB
70 fb2601 20250829 1270.00 ... 1263.00 1272.00 FB
71 fb2602 20250829 1264.00 ... 1253.00 1265.50 FB
72 fb2603 20250829 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250829 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250829 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250829 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250829 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250829 0.00 ... 1302.50 1302.50 FB
78 i2509 20250829 813.00 ... 808.00 801.50 I
79 i2510 20250829 806.00 ... 804.00 797.00 I
80 i2511 20250829 799.50 ... 799.50 794.50 I
81 i2512 20250829 798.50 ... 795.00 789.00 I
82 i2601 20250829 790.00 ... 787.00 781.50 I
83 i2602 20250829 784.50 ... 781.50 774.50 I
84 i2603 20250829 779.00 ... 775.00 770.50 I
85 i2604 20250829 774.00 ... 770.00 765.50 I
86 i2605 20250829 765.00 ... 763.50 758.50 I
87 i2606 20250829 760.50 ... 757.50 752.50 I
88 i2607 20250829 758.00 ... 754.00 750.00 I
89 i2608 20250829 753.50 ... 750.00 746.00 I
90 j2509 20250829 1584.50 ... 1532.00 1584.50 J
91 j2510 20250829 1620.50 ... 1571.00 1612.00 J
92 j2511 20250829 1646.00 ... 1602.00 1633.50 J
93 j2512 20250829 1648.50 ... 1622.50 1642.50 J
94 j2601 20250829 1672.50 ... 1653.00 1657.50 J
95 j2602 20250829 1683.50 ... 1671.00 1674.50 J
96 j2603 20250829 1680.50 ... 1683.00 1689.00 J
97 j2604 20250829 1734.00 ... 1729.50 1752.50 J
98 j2605 20250829 1766.00 ... 1745.00 1743.00 J
99 j2606 20250829 1760.50 ... 1760.00 1779.00 J
100 j2607 20250829 0.00 ... 1770.00 1804.00 J
101 j2608 20250829 0.00 ... 1771.00 1802.50 J
102 jd2509 20250829 2840.00 ... 2850.00 2848.00 JD
103 jd2510 20250829 2929.00 ... 2935.00 2951.00 JD
104 jd2511 20250829 2947.00 ... 2962.00 2981.00 JD
105 jd2512 20250829 3087.00 ... 3122.00 3101.00 JD
106 jd2601 20250829 3300.00 ... 3320.00 3314.00 JD
107 jd2602 20250829 3065.00 ... 3079.00 3075.00 JD
108 jd2603 20250829 3080.00 ... 3092.00 3093.00 JD
109 jd2604 20250829 3245.00 ... 3256.00 3276.00 JD
110 jd2605 20250829 3368.00 ... 3366.00 3390.00 JD
111 jd2606 20250829 3170.00 ... 3178.00 3205.00 JD
112 jd2607 20250829 3345.00 ... 3373.00 3398.00 JD
113 jd2608 20250829 3702.00 ... 3735.00 3804.00 JD
114 jm2509 20250829 1025.00 ... 990.00 1005.50 JM
115 jm2510 20250829 1040.00 ... 1019.50 1028.50 JM
116 jm2511 20250829 1087.50 ... 1070.50 1076.00 JM
117 jm2512 20250829 1140.50 ... 1116.50 1117.00 JM
118 jm2601 20250829 1178.00 ... 1156.50 1152.50 JM
119 jm2602 20250829 1192.50 ... 1172.00 1169.00 JM
120 jm2603 20250829 1206.50 ... 1184.00 1178.50 JM
121 jm2604 20250829 1211.00 ... 1189.50 1189.00 JM
122 jm2605 20250829 1223.50 ... 1199.50 1194.00 JM
123 jm2606 20250829 1228.00 ... 1206.50 1206.50 JM
124 jm2607 20250829 1240.00 ... 1219.00 1209.50 JM
125 jm2608 20250829 1237.00 ... 1225.00 1222.50 JM
126 l2509 20250829 7317.00 ... 7276.00 7303.00 L
127 l2510 20250829 7327.00 ... 7291.00 7322.00 L
128 l2511 20250829 7350.00 ... 7307.00 7338.00 L
129 l2512 20250829 7361.00 ... 7321.00 7350.00 L
130 l2601 20250829 7358.00 ... 7317.00 7352.00 L
131 l2602 20250829 7349.00 ... 7306.00 7345.00 L
132 l2603 20250829 7336.00 ... 7316.00 7351.00 L
133 l2604 20250829 7357.00 ... 7326.00 7379.00 L
134 l2605 20250829 7371.00 ... 7317.00 7354.00 L
135 l2606 20250829 7500.00 ... 7363.00 7354.00 L
136 l2607 20250829 7313.00 ... 7308.00 7365.00 L
137 l2608 20250829 7243.00 ... 7321.00 7408.00 L
138 lg2509 20250829 795.00 ... 783.50 788.50 LG
139 lg2511 20250829 819.00 ... 820.50 815.50 LG
140 lg2601 20250829 836.00 ... 835.50 830.00 LG
141 lg2603 20250829 840.50 ... 839.50 834.00 LG
142 lg2605 20250829 839.50 ... 840.00 833.50 LG
143 lg2607 20250829 839.00 ... 840.00 834.00 LG
144 lh2509 20250829 13310.00 ... 13095.00 13350.00 LH
145 lh2511 20250829 13630.00 ... 13580.00 13635.00 LH
146 lh2601 20250829 13970.00 ... 13910.00 13985.00 LH
147 lh2603 20250829 13160.00 ... 13125.00 13165.00 LH
148 lh2605 20250829 13535.00 ... 13530.00 13560.00 LH
149 lh2607 20250829 14120.00 ... 14115.00 14115.00 LH
150 m2509 20250829 2983.00 ... 3002.00 2992.00 M
151 m2511 20250829 3006.00 ... 3020.00 3012.00 M
152 m2512 20250829 3048.00 ... 3056.00 3054.00 M
153 m2601 20250829 3040.00 ... 3047.00 3046.00 M
154 m2603 20250829 2986.00 ... 2984.00 2992.00 M
155 m2605 20250829 2815.00 ... 2811.00 2821.00 M
156 m2607 20250829 2808.00 ... 2800.00 2815.00 M
157 m2608 20250829 2933.00 ... 2927.00 2945.00 M
158 p2509 20250829 9350.00 ... 9310.00 9388.00 P
159 p2510 20250829 9388.00 ... 9320.00 9466.00 P
160 p2511 20250829 9398.00 ... 9316.00 9454.00 P
161 p2512 20250829 9418.00 ... 9330.00 9466.00 P
162 p2601 20250829 9438.00 ... 9348.00 9476.00 P
163 p2602 20250829 9402.00 ... 9310.00 9410.00 P
164 p2603 20250829 9350.00 ... 9248.00 9370.00 P
165 p2604 20250829 9266.00 ... 9208.00 9304.00 P
166 p2605 20250829 9160.00 ... 9106.00 9214.00 P
167 p2606 20250829 9026.00 ... 9004.00 9116.00 P
168 p2607 20250829 8930.00 ... 8890.00 8980.00 P
169 p2608 20250829 8870.00 ... 8870.00 8900.00 P
170 pg2509 20250829 3813.00 ... 3727.00 3859.00 PG
171 pg2510 20250829 4414.00 ... 4366.00 4422.00 PG
172 pg2511 20250829 4344.00 ... 4289.00 4334.00 PG
173 pg2512 20250829 4284.00 ... 4233.00 4275.00 PG
174 pg2601 20250829 4219.00 ... 4174.00 4218.00 PG
175 pg2602 20250829 4137.00 ... 4110.00 4147.00 PG
176 pg2603 20250829 4044.00 ... 4028.00 4055.00 PG
177 pg2604 20250829 4353.00 ... 4336.00 4358.00 PG
178 pg2605 20250829 4277.00 ... 4242.00 4268.00 PG
179 pg2606 20250829 4209.00 ... 4194.00 4209.00 PG
180 pg2607 20250829 4113.00 ... 4136.00 4126.00 PG
181 pg2608 20250829 4100.00 ... 4090.00 4141.00 PG
182 pp2509 20250829 6957.00 ... 6911.00 6952.00 PP
183 pp2510 20250829 6961.00 ... 6941.00 6959.00 PP
184 pp2511 20250829 6992.00 ... 6962.00 6981.00 PP
185 pp2512 20250829 7011.00 ... 6983.00 7001.00 PP
186 pp2601 20250829 7020.00 ... 6992.00 7013.00 PP
187 pp2602 20250829 7002.00 ... 6969.00 6993.00 PP
188 pp2603 20250829 6980.00 ... 6963.00 6982.00 PP
189 pp2604 20250829 7014.00 ... 6998.00 7001.00 PP
190 pp2605 20250829 7038.00 ... 7011.00 7028.00 PP
191 pp2606 20250829 6999.00 ... 6987.00 7010.00 PP
192 pp2607 20250829 6974.00 ... 6949.00 6983.00 PP
193 pp2608 20250829 6983.00 ... 6969.00 6985.00 PP
194 rr2509 20250829 3560.00 ... 3558.00 3554.00 RR
195 rr2510 20250829 3613.00 ... 3611.00 3610.00 RR
196 rr2511 20250829 3612.00 ... 3612.00 3611.00 RR
197 rr2512 20250829 3606.00 ... 3607.00 3602.00 RR
198 rr2601 20250829 3623.00 ... 3619.00 3619.00 RR
199 rr2602 20250829 3603.00 ... 3609.00 3604.00 RR
200 rr2603 20250829 3596.00 ... 3602.00 3610.00 RR
201 rr2604 20250829 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250829 3595.00 ... 3595.00 3615.00 RR
203 rr2606 20250829 0.00 ... 3605.00 3605.00 RR
204 rr2607 20250829 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250829 0.00 ... 3625.00 3625.00 RR
206 v2509 20250829 4802.00 ... 4748.00 4785.00 V
207 v2510 20250829 4830.00 ... 4796.00 4829.00 V
208 v2511 20250829 4878.00 ... 4831.00 4865.00 V
209 v2512 20250829 4904.00 ... 4872.00 4903.00 V
210 v2601 20250829 4949.00 ... 4909.00 4934.00 V
211 v2602 20250829 4984.00 ... 4949.00 4970.00 V
212 v2603 20250829 5010.00 ... 4973.00 5002.00 V
213 v2604 20250829 5193.00 ... 5175.00 5205.00 V
214 v2605 20250829 5249.00 ... 5206.00 5239.00 V
215 v2606 20250829 5260.00 ... 5239.00 5257.00 V
216 v2607 20250829 5321.00 ... 5271.00 5297.00 V
217 v2608 20250829 5302.00 ... 5292.00 5322.00 V
218 y2509 20250829 8460.00 ... 8414.00 8452.00 Y
219 y2511 20250829 8416.00 ... 8388.00 8418.00 Y
220 y2512 20250829 8438.00 ... 8410.00 8442.00 Y
221 y2601 20250829 8392.00 ... 8358.00 8390.00 Y
222 y2603 20250829 8338.00 ... 8304.00 8342.00 Y
223 y2605 20250829 8116.00 ... 8076.00 8114.00 Y
224 y2607 20250829 8072.00 ... 8036.00 8068.00 Y
225 y2608 20250829 7980.00 ... 7992.00 8038.00 Y
[226 rows x 12 columns]
2025-09-01 18:26:47,379 - future_1d - INFO - ak.get_dce_daily('2025-08-29') done
2025-09-01 18:26:49,166 - future_1d - INFO - save future_daily 2025-08-29 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250901 8358.0 8387.0 ... 318117.23 8357.0 8360.0 AP
1 AP511 20250901 8168.0 8192.0 ... 3298.83 8155.0 8144.0 AP
2 AP512 20250901 8209.0 8216.0 ... 188.40 8191.0 8196.0 AP
3 AP601 20250901 8320.0 8320.0 ... 124304.06 8263.0 8258.0 AP
4 AP603 20250901 8130.0 8175.0 ... 154.63 8139.0 8142.0 AP
5 AP604 20250901 8189.0 8189.0 ... 24.51 8170.0 8122.0 AP
6 AP605 20250901 8209.0 8238.0 ... 1223.76 8213.0 8209.0 AP
7 CF509 20250901 13740.0 13770.0 ... 31148.61 13620.0 13795.0 CF
8 CF511 20250901 14040.0 14045.0 ... 444482.21 13850.0 14105.0 CF
9 CF601 20250901 14240.0 14240.0 ... 4050478.47 14020.0 14260.0 CF
10 CF603 20250901 14205.0 14205.0 ... 8473.39 13980.0 14225.0 CF
11 CF605 20250901 14200.0 14200.0 ... 258875.66 13995.0 14205.0 CF
12 CF607 20250901 14155.0 14185.0 ... 3453.32 13955.0 14210.0 CF
13 CJ509 20250901 10355.0 10405.0 ... 442.76 10295.0 10180.0 CJ
14 CJ512 20250901 11385.0 11450.0 ... 12308.60 11310.0 11340.0 CJ
15 CJ601 20250901 11500.0 11570.0 ... 798961.76 11425.0 11460.0 CJ
16 CJ603 20250901 11540.0 11600.0 ... 10542.59 11470.0 11500.0 CJ
17 CJ605 20250901 11685.0 11720.0 ... 123677.86 11585.0 11615.0 CJ
18 CJ607 20250901 11805.0 11870.0 ... 1696.21 11740.0 11770.0 CJ
19 CY509 20250901 20205.0 20550.0 ... 252.53 20200.0 20335.0 CY
20 CY510 20250901 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250901 20165.0 20165.0 ... 113780.65 19955.0 20180.0 CY
22 CY512 20250901 0.0 0.0 ... 0.00 19870.0 20005.0 CY
23 CY601 20250901 20225.0 20225.0 ... 6081.41 19970.0 20235.0 CY
24 CY602 20250901 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250901 0.0 0.0 ... 0.00 20365.0 20365.0 CY
26 CY604 20250901 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250901 20285.0 20285.0 ... 20.26 20255.0 20455.0 CY
28 CY606 20250901 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250901 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250901 0.0 0.0 ... 0.00 20280.0 20295.0 CY
31 FG509 20250901 994.0 994.0 ... 11302.46 966.0 970.0 FG
32 FG510 20250901 1079.0 1079.0 ... 75779.37 1063.0 1066.0 FG
33 FG511 20250901 1073.0 1073.0 ... 170235.11 1054.0 1066.0 FG
34 FG512 20250901 1180.0 1180.0 ... 94216.34 1153.0 1173.0 FG
35 FG601 20250901 1181.0 1181.0 ... 4743107.13 1147.0 1173.0 FG
36 FG602 20250901 1224.0 1226.0 ... 12944.80 1195.0 1224.0 FG
37 FG603 20250901 1235.0 1235.0 ... 3072.60 1200.0 1225.0 FG
38 FG604 20250901 1276.0 1276.0 ... 1259.95 1250.0 1271.0 FG
39 FG605 20250901 1275.0 1276.0 ... 114806.45 1243.0 1266.0 FG
40 FG606 20250901 1295.0 1297.0 ... 993.44 1274.0 1292.0 FG
41 FG607 20250901 1293.0 1293.0 ... 1559.25 1268.0 1283.0 FG
42 FG608 20250901 1305.0 1313.0 ... 732.67 1299.0 1312.0 FG
43 JR509 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250901 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250901 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250901 2210.0 2226.0 ... 6824.51 2201.0 2214.0 MA
53 MA510 20250901 2260.0 2291.0 ... 41040.84 2260.0 2267.0 MA
54 MA511 20250901 2287.0 2315.0 ... 107240.23 2282.0 2295.0 MA
55 MA512 20250901 2341.0 2359.0 ... 40120.93 2330.0 2344.0 MA
56 MA601 20250901 2366.0 2387.0 ... 1429798.88 2359.0 2370.0 MA
57 MA602 20250901 2385.0 2400.0 ... 4893.22 2373.0 2390.0 MA
58 MA603 20250901 2384.0 2401.0 ... 228.59 2381.0 2388.0 MA
59 MA604 20250901 2381.0 2401.0 ... 42.69 2372.0 2381.0 MA
60 MA605 20250901 2374.0 2392.0 ... 61944.54 2370.0 2378.0 MA
61 MA606 20250901 2374.0 2401.0 ... 11.90 2379.0 2383.0 MA
62 MA607 20250901 2377.0 2390.0 ... 42.74 2374.0 2381.0 MA
63 MA608 20250901 2379.0 2387.0 ... 26.08 2371.0 2378.0 MA
64 OI509 20250901 9968.0 10030.0 ... 6410.33 9954.0 9968.0 OI
65 OI511 20250901 9894.0 9962.0 ... 534901.85 9887.0 9895.0 OI
66 OI601 20250901 9779.0 9848.0 ... 2787676.91 9780.0 9782.0 OI
67 OI603 20250901 9704.0 9769.0 ... 5348.30 9707.0 9707.0 OI
68 OI605 20250901 9625.0 9682.0 ... 48080.79 9622.0 9627.0 OI
69 OI607 20250901 9543.0 9642.0 ... 230.76 9615.0 9587.0 OI
70 PF509 20250901 6396.0 6416.0 ... 1451.56 6382.0 6378.0 PF
71 PF510 20250901 6504.0 6528.0 ... 340052.39 6488.0 6486.0 PF
72 PF511 20250901 6482.0 6500.0 ... 359367.76 6466.0 6468.0 PF
73 PF512 20250901 6468.0 6482.0 ... 218205.14 6448.0 6456.0 PF
74 PF601 20250901 6488.0 6504.0 ... 63957.56 6482.0 6474.0 PF
75 PF602 20250901 6498.0 6516.0 ... 18023.18 6492.0 6486.0 PF
76 PF603 20250901 6512.0 6520.0 ... 81.27 6502.0 6490.0 PF
77 PF604 20250901 6524.0 6542.0 ... 32.62 6524.0 6554.0 PF
78 PF605 20250901 6558.0 6564.0 ... 32.72 6546.0 6538.0 PF
79 PF606 20250901 6564.0 6564.0 ... 13.09 6546.0 6556.0 PF
80 PF607 20250901 6560.0 6560.0 ... 9.81 6544.0 6540.0 PF
81 PF608 20250901 0.0 0.0 ... 0.00 6548.0 6548.0 PF
82 PK510 20250901 7972.0 8026.0 ... 41846.97 8002.0 7990.0 PK
83 PK511 20250901 7770.0 7836.0 ... 283223.14 7808.0 7792.0 PK
84 PK512 20250901 7800.0 7828.0 ... 93264.50 7808.0 7808.0 PK
85 PK601 20250901 7864.0 7874.0 ... 25634.11 7864.0 7860.0 PK
86 PK603 20250901 7858.0 7880.0 ... 39.37 7874.0 7864.0 PK
87 PK604 20250901 7862.0 7888.0 ... 165.50 7882.0 7878.0 PK
88 PK605 20250901 7868.0 7884.0 ... 2291.67 7876.0 7870.0 PK
89 PL601 20250901 6420.0 6427.0 ... 65642.86 6394.0 6425.0 PL
90 PL602 20250901 6433.0 6451.0 ... 976.92 6427.0 6445.0 PL
91 PL603 20250901 6432.0 6432.0 ... 538.68 6413.0 6421.0 PL
92 PL604 20250901 6440.0 6440.0 ... 12.88 6440.0 6443.0 PL
93 PL605 20250901 6358.0 6408.0 ... 178.40 6371.0 6362.0 PL
94 PL606 20250901 0.0 0.0 ... 0.00 6430.0 6422.0 PL
95 PL607 20250901 0.0 0.0 ... 0.00 6428.0 6428.0 PL
96 PL608 20250901 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250901 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250901 5800.0 5832.0 ... 2311.49 5816.0 5832.0 PR
104 PR510 20250901 5976.0 5988.0 ... 68483.16 5952.0 5966.0 PR
105 PR511 20250901 5980.0 5980.0 ... 448712.15 5940.0 5954.0 PR
106 PR512 20250901 5966.0 5974.0 ... 259553.09 5946.0 5952.0 PR
107 PR601 20250901 5972.0 5980.0 ... 38453.43 5952.0 5970.0 PR
108 PR602 20250901 0.0 0.0 ... 0.00 5998.0 6002.0 PR
109 PR603 20250901 0.0 0.0 ... 0.00 6002.0 6006.0 PR
110 PR604 20250901 0.0 0.0 ... 0.00 6014.0 6014.0 PR
111 PR605 20250901 6002.0 6002.0 ... 9.00 6002.0 6022.0 PR
112 PR606 20250901 6006.0 6006.0 ... 9.01 6006.0 6050.0 PR
113 PR607 20250901 0.0 0.0 ... 0.00 6018.0 6022.0 PR
114 PR608 20250901 5960.0 5996.0 ... 17.93 5978.0 6026.0 PR
115 PX509 20250901 6712.0 6858.0 ... 1628.14 6714.0 6866.0 PX
116 PX510 20250901 6918.0 6918.0 ... 39766.41 6882.0 6866.0 PX
117 PX511 20250901 6886.0 6890.0 ... 553113.93 6854.0 6844.0 PX
118 PX512 20250901 6856.0 6856.0 ... 98159.01 6816.0 6812.0 PX
119 PX601 20250901 6822.0 6826.0 ... 113607.60 6788.0 6792.0 PX
120 PX602 20250901 6798.0 6818.0 ... 24557.59 6792.0 6800.0 PX
121 PX603 20250901 0.0 0.0 ... 0.00 6786.0 6786.0 PX
122 PX604 20250901 0.0 0.0 ... 0.00 6808.0 6812.0 PX
123 PX605 20250901 6780.0 6812.0 ... 261.25 6786.0 6802.0 PX
124 PX606 20250901 6784.0 6784.0 ... 3.39 6784.0 6786.0 PX
125 PX607 20250901 6788.0 6816.0 ... 23.82 6806.0 6790.0 PX
126 PX608 20250901 6908.0 6908.0 ... 3.45 6908.0 6826.0 PX
127 RI509 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250901 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250901 2554.0 2575.0 ... 1268.11 2562.0 2554.0 RM
134 RM511 20250901 2546.0 2571.0 ... 20442.11 2558.0 2543.0 RM
135 RM601 20250901 2509.0 2530.0 ... 833339.36 2511.0 2496.0 RM
136 RM603 20250901 2415.0 2425.0 ... 14106.80 2412.0 2405.0 RM
137 RM605 20250901 2418.0 2426.0 ... 116202.97 2414.0 2411.0 RM
138 RM607 20250901 2407.0 2414.0 ... 5554.31 2401.0 2396.0 RM
139 RM608 20250901 2484.0 2492.0 ... 473.75 2480.0 2457.0 RM
140 RS509 20250901 4750.0 4750.0 ... 66.50 4750.0 4675.0 RS
141 RS511 20250901 5106.0 5106.0 ... 10.21 5106.0 5156.0 RS
142 RS607 20250901 0.0 0.0 ... 0.00 5550.0 5550.0 RS
143 RS608 20250901 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250901 1198.0 1198.0 ... 10688.91 1152.0 1170.0 SA
145 SA510 20250901 1230.0 1230.0 ... 66233.37 1202.0 1222.0 SA
146 SA511 20250901 1225.0 1228.0 ... 267213.34 1207.0 1228.0 SA
147 SA512 20250901 1282.0 1285.0 ... 132632.63 1260.0 1290.0 SA
148 SA601 20250901 1296.0 1296.0 ... 3883759.21 1270.0 1298.0 SA
149 SA602 20250901 1323.0 1324.0 ... 33343.12 1296.0 1324.0 SA
150 SA603 20250901 1330.0 1330.0 ... 8113.11 1305.0 1327.0 SA
151 SA604 20250901 1365.0 1366.0 ... 1914.88 1347.0 1368.0 SA
152 SA605 20250901 1373.0 1373.0 ... 119487.33 1348.0 1370.0 SA
153 SA606 20250901 1375.0 1375.0 ... 1748.07 1357.0 1377.0 SA
154 SA607 20250901 1381.0 1381.0 ... 1842.91 1361.0 1378.0 SA
155 SA608 20250901 1402.0 1402.0 ... 714.33 1390.0 1404.0 SA
156 SF509 20250901 5450.0 5450.0 ... 3511.62 5398.0 5364.0 SF
157 SF510 20250901 5336.0 5364.0 ... 50322.28 5308.0 5382.0 SF
158 SF511 20250901 5526.0 5544.0 ... 580676.15 5486.0 5566.0 SF
159 SF512 20250901 5494.0 5498.0 ... 65521.15 5444.0 5542.0 SF
160 SF601 20250901 5498.0 5500.0 ... 182908.31 5452.0 5538.0 SF
161 SF602 20250901 5452.0 5466.0 ... 22770.98 5418.0 5502.0 SF
162 SF603 20250901 5622.0 5648.0 ... 215.67 5602.0 5694.0 SF
163 SF604 20250901 5584.0 5628.0 ... 11.18 5592.0 5676.0 SF
164 SF605 20250901 5634.0 5634.0 ... 2429.86 5592.0 5674.0 SF
165 SF606 20250901 5602.0 5602.0 ... 172.37 5560.0 5638.0 SF
166 SF607 20250901 5784.0 5784.0 ... 108.79 5726.0 5786.0 SF
167 SF608 20250901 5784.0 5784.0 ... 37.14 5714.0 5784.0 SF
168 SH509 20250901 2482.0 2568.0 ... 1236.00 2512.0 2495.0 SH
169 SH510 20250901 2635.0 2717.0 ... 354916.60 2669.0 2622.0 SH
170 SH511 20250901 2669.0 2764.0 ... 1102451.44 2705.0 2649.0 SH
171 SH512 20250901 2687.0 2769.0 ... 298006.25 2714.0 2673.0 SH
172 SH601 20250901 2670.0 2736.0 ... 5424223.30 2690.0 2660.0 SH
173 SH602 20250901 2684.0 2741.0 ... 77792.76 2694.0 2675.0 SH
174 SH603 20250901 2690.0 2748.0 ... 8104.42 2715.0 2687.0 SH
175 SH604 20250901 2728.0 2785.0 ... 1645.94 2757.0 2738.0 SH
176 SH605 20250901 2752.0 2797.0 ... 72415.78 2765.0 2753.0 SH
177 SH606 20250901 2758.0 2794.0 ... 556.56 2769.0 2762.0 SH
178 SH607 20250901 2751.0 2775.0 ... 181.83 2755.0 2747.0 SH
179 SH608 20250901 2755.0 2789.0 ... 447.82 2764.0 2752.0 SH
180 SM509 20250901 5672.0 5672.0 ... 9524.38 5624.0 5678.0 SM
181 SM510 20250901 5658.0 5658.0 ... 33322.25 5622.0 5692.0 SM
182 SM511 20250901 5700.0 5770.0 ... 134900.58 5704.0 5770.0 SM
183 SM512 20250901 5750.0 5750.0 ... 45444.14 5714.0 5772.0 SM
184 SM601 20250901 5750.0 5754.0 ... 541526.24 5716.0 5786.0 SM
185 SM602 20250901 5736.0 5752.0 ... 26467.44 5732.0 5800.0 SM
186 SM603 20250901 5744.0 5758.0 ... 112.00 5744.0 5806.0 SM
187 SM604 20250901 0.0 0.0 ... 0.00 5778.0 5810.0 SM
188 SM605 20250901 5798.0 5798.0 ... 8068.68 5760.0 5830.0 SM
189 SM606 20250901 5768.0 5770.0 ... 28.78 5756.0 5824.0 SM
190 SM607 20250901 5812.0 5812.0 ... 112.78 5784.0 5844.0 SM
191 SM608 20250901 5828.0 5830.0 ... 43.52 5804.0 5874.0 SM
192 SR509 20250901 5581.0 5630.0 ... 1773.13 5611.0 5598.0 SR
193 SR511 20250901 5582.0 5601.0 ... 153323.50 5588.0 5586.0 SR
194 SR601 20250901 5600.0 5612.0 ... 784954.64 5602.0 5600.0 SR
195 SR603 20250901 5580.0 5590.0 ... 1908.89 5582.0 5579.0 SR
196 SR605 20250901 5565.0 5574.0 ... 26958.98 5567.0 5560.0 SR
197 SR607 20250901 5563.0 5570.0 ... 862.35 5564.0 5556.0 SR
198 TA509 20250901 4762.0 4762.0 ... 32404.11 4720.0 4718.0 TA
199 TA510 20250901 4772.0 4784.0 ... 154615.01 4756.0 4762.0 TA
200 TA511 20250901 4764.0 4784.0 ... 139832.74 4758.0 4766.0 TA
201 TA512 20250901 4782.0 4790.0 ... 58866.19 4766.0 4768.0 TA
202 TA601 20250901 4790.0 4794.0 ... 1258698.51 4770.0 4774.0 TA
203 TA602 20250901 4794.0 4800.0 ... 15056.82 4778.0 4800.0 TA
204 TA603 20250901 4810.0 4812.0 ... 198.79 4790.0 4814.0 TA
205 TA604 20250901 0.0 0.0 ... 0.00 4806.0 4812.0 TA
206 TA605 20250901 4826.0 4832.0 ... 33991.04 4804.0 4812.0 TA
207 TA606 20250901 0.0 0.0 ... 0.00 4816.0 4816.0 TA
208 TA607 20250901 4834.0 4834.0 ... 4.82 4822.0 4846.0 TA
209 TA608 20250901 0.0 0.0 ... 0.00 4842.0 4858.0 TA
210 UR509 20250901 1707.0 1707.0 ... 1233.43 1671.0 1688.0 UR
211 UR510 20250901 1696.0 1699.0 ... 13660.85 1688.0 1708.0 UR
212 UR511 20250901 1736.0 1744.0 ... 33786.51 1732.0 1746.0 UR
213 UR512 20250901 1729.0 1744.0 ... 15810.96 1734.0 1748.0 UR
214 UR601 20250901 1742.0 1750.0 ... 636251.78 1737.0 1750.0 UR
215 UR602 20250901 1737.0 1745.0 ... 582.79 1734.0 1746.0 UR
216 UR603 20250901 1778.0 1789.0 ... 188.50 1778.0 1786.0 UR
217 UR604 20250901 1779.0 1779.0 ... 10.66 1777.0 1787.0 UR
218 UR605 20250901 1783.0 1791.0 ... 19103.11 1780.0 1790.0 UR
219 UR606 20250901 1779.0 1779.0 ... 120.60 1774.0 1784.0 UR
220 UR607 20250901 1787.0 1795.0 ... 125.26 1789.0 1796.0 UR
221 UR608 20250901 1784.0 1792.0 ... 35.71 1785.0 1791.0 UR
222 WH509 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250901 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC509 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC608 20250901 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-01 18:26:55,872 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 IC2509 20250901 7021.000 ... 7022.800 6983.400 IC
1 IC2510 20250901 6996.800 ... 6973.000 6935.200 IC
2 IC2512 20250901 6886.200 ... 6867.200 6828.400 IC
3 IC2603 20250901 6747.000 ... 6716.800 6682.600 IC
4 IF2509 20250901 4517.000 ... 4513.800 4502.600 IF
5 IF2510 20250901 4518.600 ... 4507.000 4496.600 IF
6 IF2512 20250901 4500.000 ... 4492.000 4481.800 IF
7 IF2603 20250901 4480.000 ... 4469.000 4459.000 IF
8 IH2509 20250901 2988.800 ... 2982.400 2978.600 IH
9 IH2510 20250901 2983.800 ... 2980.600 2974.800 IH
10 IH2512 20250901 2988.200 ... 2982.400 2978.800 IH
11 IH2603 20250901 2998.800 ... 2984.600 2981.200 IH
12 IM2509 20250901 7400.000 ... 7387.800 7353.800 IM
13 IM2510 20250901 7322.600 ... 7321.000 7294.800 IM
14 IM2512 20250901 7220.000 ... 7187.200 7165.600 IM
15 IM2603 20250901 7030.000 ... 7003.800 6986.400 IM
16 T2509 20250901 108.000 ... 108.200 108.055 T
17 T2512 20250901 107.785 ... 107.985 107.820 T
18 T2603 20250901 107.540 ... 107.715 107.585 T
19 TF2509 20250901 105.630 ... 105.700 105.655 TF
20 TF2512 20250901 105.480 ... 105.590 105.515 TF
21 TF2603 20250901 105.375 ... 105.485 105.410 TF
22 TL2509 20250901 116.920 ... 117.280 117.020 TL
23 TL2512 20250901 116.430 ... 116.890 116.560 TL
24 TL2603 20250901 115.950 ... 116.550 116.230 TL
25 TS2509 20250901 102.330 ... 102.356 102.348 TS
26 TS2512 20250901 102.408 ... 102.428 102.420 TS
27 TS2603 20250901 102.334 ... 102.358 102.354 TS
[28 rows x 12 columns]
2025-09-01 18:26:55,929 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 PS2509 20250901 50060.0 ... 49445.0 49520.0 PS
1 PS2510 20250901 49845.0 ... 50110.0 49540.0 PS
2 PS2511 20250901 49265.0 ... 49895.0 49310.0 PS
3 PS2512 20250901 51940.0 ... 52290.0 51880.0 PS
4 PS2601 20250901 51680.0 ... 52450.0 51940.0 PS
5 PS2602 20250901 52120.0 ... 52440.0 52110.0 PS
6 PS2603 20250901 52070.0 ... 52905.0 51900.0 PS
7 PS2604 20250901 52320.0 ... 52735.0 52415.0 PS
8 PS2605 20250901 52480.0 ... 53005.0 52400.0 PS
9 PS2606 20250901 55100.0 ... 55420.0 54890.0 PS
10 PS2607 20250901 55095.0 ... 55465.0 55050.0 PS
11 PS2608 20250901 55045.0 ... 55185.0 55120.0 PS
13 SI2509 20250901 8355.0 ... 8310.0 8365.0 SI
14 SI2510 20250901 8300.0 ... 8335.0 8425.0 SI
15 SI2511 20250901 8370.0 ... 8375.0 8420.0 SI
16 SI2512 20250901 8630.0 ... 8775.0 8790.0 SI
17 SI2601 20250901 8740.0 ... 8760.0 8785.0 SI
18 SI2602 20250901 8740.0 ... 8750.0 8775.0 SI
19 SI2603 20250901 8740.0 ... 8780.0 8790.0 SI
20 SI2604 20250901 8740.0 ... 8845.0 8795.0 SI
21 SI2605 20250901 8780.0 ... 8795.0 8810.0 SI
22 SI2606 20250901 8780.0 ... 8825.0 8815.0 SI
23 SI2607 20250901 8815.0 ... 8855.0 8845.0 SI
24 SI2608 20250901 8755.0 ... 8790.0 8810.0 SI
27 LC2509 20250901 76500.0 ... 76320.0 77620.0 LC
28 LC2510 20250901 76440.0 ... 75980.0 77740.0 LC
29 LC2511 20250901 77000.0 ... 75880.0 77680.0 LC
30 LC2512 20250901 75740.0 ... 75640.0 77320.0 LC
31 LC2601 20250901 76160.0 ... 75480.0 77080.0 LC
32 LC2602 20250901 75660.0 ... 75060.0 76700.0 LC
33 LC2603 20250901 75500.0 ... 74940.0 76260.0 LC
34 LC2604 20250901 75460.0 ... 75180.0 76180.0 LC
35 LC2605 20250901 75600.0 ... 75140.0 76060.0 LC
36 LC2606 20250901 75180.0 ... 74540.0 75820.0 LC
37 LC2607 20250901 74520.0 ... 74600.0 75740.0 LC
38 LC2608 20250901 75360.0 ... 74780.0 76280.0 LC
[36 rows x 12 columns]
2025-09-01 18:26:56,135 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 SC2510 20250901 487 ... 483.6 482.9 SC
1 SC2511 20250901 486.4 ... 484 483.7 SC
2 SC2512 20250901 486.3 ... 483.8 483.6 SC
3 SC2601 20250901 485.2 ... 482.9 482.7 SC
4 SC2602 20250901 483.7 ... 482 482.2 SC
5 SC2603 20250901 480.1 ... 479.8 480.7 SC
6 SC2604 20250901 478.5 ... 478.7 478.4 SC
7 SC2605 20250901 478.9 ... 477.5 478.9 SC
8 SC2606 20250901 478 ... 476.9 476.9 SC
9 SC2607 20250901 473.4 ... 473.4 476 SC
10 SC2608 20250901 476.8 ... 475.3 476.5 SC
11 SC2609 20250901 470.6 ... 470.6 476.1 SC
12 SC2612 20250901 480.9 ... 476.6 480.9 SC
13 SC2703 20250901 ... 475.9 477 SC
14 SC2706 20250901 ... 475 476.4 SC
15 SC2709 20250901 471.3 ... 471.3 474.8 SC
16 SC2712 20250901 471.5 ... 471.3 474.4 SC
17 SC2803 20250901 ... 471.4 471.4 SC
18 SC2806 20250901 ... 469 469 SC
19 SC2809 20250901 ... 469 469 SC
21 LU2510 20250901 3510 ... 3458 3483 LU
22 LU2511 20250901 3518 ... 3471 3491 LU
23 LU2512 20250901 3503 ... 3457 3473 LU
24 LU2601 20250901 3499 ... 3443 3454 LU
25 LU2602 20250901 3449 ... 3413 3419 LU
26 LU2603 20250901 3401 ... 3396 3434 LU
27 LU2604 20250901 3382 ... 3391 3415 LU
28 LU2605 20250901 3388 ... 3374 3407 LU
29 LU2606 20250901 3378 ... 3373 3424 LU
30 LU2607 20250901 3402 ... 3392 3412 LU
31 LU2608 20250901 3387 ... 3386 3407 LU
32 LU2609 20250901 3374 ... 3374 3407 LU
34 NR2509 20250901 12680 ... 12640 12610 NR
35 NR2510 20250901 12725 ... 12675 12670 NR
36 NR2511 20250901 12755 ... 12715 12705 NR
37 NR2512 20250901 12795 ... 12745 12735 NR
38 NR2601 20250901 12825 ... 12780 12780 NR
39 NR2602 20250901 12895 ... 12765 12765 NR
40 NR2603 20250901 12915 ... 12760 12810 NR
41 NR2604 20250901 12950 ... 12780 12840 NR
42 NR2605 20250901 12910 ... 12815 12860 NR
43 NR2606 20250901 12855 ... 12855 12980 NR
44 NR2607 20250901 12895 ... 12865 12835 NR
45 NR2608 20250901 12905 ... 12905 12890 NR
47 BC2509 20250901 70460 ... 70580 70040 BC
48 BC2510 20250901 70650 ... 70760 70260 BC
49 BC2511 20250901 70700 ... 70750 70270 BC
50 BC2512 20250901 70740 ... 70740 70180 BC
51 BC2601 20250901 ... 70590 69980 BC
52 BC2602 20250901 ... 70400 70100 BC
53 BC2603 20250901 71470 ... 71470 70100 BC
54 BC2604 20250901 ... 70370 69390 BC
55 BC2605 20250901 ... 70370 69410 BC
56 BC2606 20250901 ... 70210 69790 BC
57 BC2607 20250901 ... 70130 69370 BC
58 BC2608 20250901 ... 70100 69370 BC
60 EC2510 20250901 1267.8 ... 1293.8 1272 EC
61 EC2512 20250901 1570 ... 1621.9 1562.6 EC
62 EC2602 20250901 1420.4 ... 1439.5 1406 EC
63 EC2604 20250901 1206.5 ... 1230.5 1210.6 EC
64 EC2606 20250901 1392.8 ... 1407.4 1375.1 EC
65 EC2608 20250901 1595.8 ... 1599.5 1562.7 EC
68 SC_TAS2510 20250901 ... SC_TAS
69 SC_TAS2511 20250901 ... SC_TAS
70 SC_TAS2512 20250901 ... SC_TAS
71 SC_TAS2601 20250901 ... SC_TAS
[66 rows x 12 columns]
2025-09-01 18:26:56,212 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250901 ... 79750 79200 CU
1 1 CU2510 20250901 ... 79710 79220 CU
2 2 CU2511 20250901 ... 79690 79220 CU
3 3 CU2512 20250901 ... 79620 79160 CU
4 4 CU2601 20250901 ... 79580 79160 CU
5 5 CU2602 20250901 ... 79580 79090 CU
6 6 CU2603 20250901 ... 79620 79070 CU
7 7 CU2604 20250901 ... 79640 79230 CU
8 8 CU2605 20250901 ... 79620 79140 CU
9 9 CU2606 20250901 ... 79610 79240 CU
10 10 CU2607 20250901 ... 79660 79180 CU
11 11 CU2608 20250901 ... 79660 79240 CU
12 12 BC2509 20250901 ... 70580 70040 BC
13 13 BC2510 20250901 ... 70760 70260 BC
14 14 BC2511 20250901 ... 70750 70270 BC
15 15 BC2512 20250901 ... 70740 70180 BC
16 16 BC2601 20250901 ... 70590 69980 BC
17 17 BC2602 20250901 ... 70400 70100 BC
18 18 BC2603 20250901 ... 71470 70100 BC
19 19 BC2604 20250901 ... 70370 69390 BC
20 20 BC2605 20250901 ... 70370 69410 BC
21 21 BC2606 20250901 ... 70210 69790 BC
22 22 BC2607 20250901 ... 70130 69370 BC
23 23 BC2608 20250901 ... 70100 69370 BC
24 24 AL2509 20250901 ... 20675 20740 AL
25 25 AL2510 20250901 ... 20670 20730 AL
26 26 AL2511 20250901 ... 20650 20715 AL
27 27 AL2512 20250901 ... 20625 20695 AL
28 28 AL2601 20250901 ... 20605 20680 AL
29 29 AL2602 20250901 ... 20610 20685 AL
30 30 AL2603 20250901 ... 20655 20710 AL
31 31 AL2604 20250901 ... 20680 20720 AL
32 32 AL2605 20250901 ... 20690 20750 AL
33 33 AL2606 20250901 ... 20695 20755 AL
34 34 AL2607 20250901 ... 20700 20755 AL
35 35 AL2608 20250901 ... 20715 20745 AL
36 36 ZN2509 20250901 ... 22155 22080 ZN
37 37 ZN2510 20250901 ... 22195 22095 ZN
38 38 ZN2511 20250901 ... 22180 22095 ZN
39 39 ZN2512 20250901 ... 22190 22105 ZN
40 40 ZN2601 20250901 ... 22200 22110 ZN
41 41 ZN2602 20250901 ... 22195 22120 ZN
42 42 ZN2603 20250901 ... 22225 22180 ZN
43 43 ZN2604 20250901 ... 22250 22180 ZN
44 44 ZN2605 20250901 ... 22285 22195 ZN
45 45 ZN2606 20250901 ... 22265 22170 ZN
46 46 ZN2607 20250901 ... 22275 22170 ZN
47 47 ZN2608 20250901 ... 22295 22190 ZN
48 48 PB2509 20250901 ... 16795 16810 PB
49 49 PB2510 20250901 ... 16840 16850 PB
50 50 PB2511 20250901 ... 16855 16860 PB
51 51 PB2512 20250901 ... 16880 16875 PB
52 52 PB2601 20250901 ... 16890 16885 PB
53 53 PB2602 20250901 ... 16955 16965 PB
54 54 PB2603 20250901 ... 16995 16950 PB
55 55 PB2604 20250901 ... 16990 16975 PB
56 56 PB2605 20250901 ... 17035 17015 PB
57 57 PB2606 20250901 ... 17070 17105 PB
58 58 PB2607 20250901 ... 17120 17125 PB
59 59 PB2608 20250901 ... 17150 17105 PB
60 60 NI2509 20250901 ... 122460 121010 NI
61 61 NI2510 20250901 ... 122770 121300 NI
62 62 NI2511 20250901 ... 122990 121410 NI
63 63 NI2512 20250901 ... 123180 121570 NI
64 64 NI2601 20250901 ... 123370 121830 NI
65 65 NI2602 20250901 ... 123570 122050 NI
66 66 NI2603 20250901 ... 123680 122310 NI
67 67 NI2604 20250901 ... 123980 122650 NI
68 68 NI2605 20250901 ... 124310 122920 NI
69 69 NI2606 20250901 ... 124440 123120 NI
70 70 NI2607 20250901 ... 124500 123280 NI
71 71 NI2608 20250901 ... 125420 123480 NI
72 72 SN2509 20250901 ... 273340 274520 SN
73 73 SN2510 20250901 ... 273770 275810 SN
74 74 SN2511 20250901 ... 274070 276040 SN
75 75 SN2512 20250901 ... 274230 276090 SN
76 76 SN2601 20250901 ... 273920 275800 SN
77 77 SN2602 20250901 ... 273260 274410 SN
78 78 SN2603 20250901 ... 273800 275990 SN
79 79 SN2604 20250901 ... 275560 274310 SN
80 80 SN2605 20250901 ... 273970 276340 SN
81 81 SN2606 20250901 ... 273820 278230 SN
82 82 SN2607 20250901 ... 273970 276450 SN
83 83 SN2608 20250901 ... 274470 275770 SN
84 84 AO2509 20250901 ... 2982 3006 AO
85 85 AO2510 20250901 ... 2992 3019 AO
86 86 AO2511 20250901 ... 2999 3022 AO
87 87 AO2512 20250901 ... 3007 3025 AO
88 88 AO2601 20250901 ... 3009 3030 AO
89 89 AO2602 20250901 ... 3006 3025 AO
90 90 AO2603 20250901 ... 3009 3025 AO
91 91 AO2604 20250901 ... 3022 3041 AO
92 92 AO2605 20250901 ... 3023 3044 AO
93 93 AO2606 20250901 ... 3025 3048 AO
94 94 AO2607 20250901 ... 3034 3052 AO
95 95 AO2608 20250901 ... 3041 3049 AO
96 96 AD2511 20250901 ... 20275 20320 AD
97 97 AD2512 20250901 ... 20275 20335 AD
98 98 AD2601 20250901 ... 20325 20245 AD
99 99 AD2602 20250901 ... 20210 20210 AD
100 100 AD2603 20250901 ... 20220 20220 AD
101 101 AD2604 20250901 ... 19975 19975 AD
102 102 AD2605 20250901 ... 20040 20095 AD
103 103 AD2606 20250901 ... 19935 19935 AD
104 104 AD2607 20250901 ... 19925 19925 AD
105 105 AD2608 20250901 ... 20170 20315 AD
106 106 AU2509 20250901 ... 796.82 783.22 AU
107 107 AU2510 20250901 ... 794.72 784.26 AU
108 108 AU2511 20250901 ... 798.14 785.6 AU
109 109 AU2512 20250901 ... 797.72 786.56 AU
110 110 AU2602 20250901 ... 800.18 788.54 AU
111 111 AU2604 20250901 ... 802.12 790.86 AU
112 112 AU2606 20250901 ... 804.5 793 AU
113 113 AU2608 20250901 ... 805.4 795.26 AU
114 114 AG2509 20250901 ... 9626 9374 AG
115 115 AG2510 20250901 ... 9600 9385 AG
116 116 AG2511 20250901 ... 9594 9397 AG
117 117 AG2512 20250901 ... 9632 9409 AG
118 118 AG2601 20250901 ... 9648 9417 AG
119 119 AG2602 20250901 ... 9632 9428 AG
120 120 AG2603 20250901 ... 9662 9442 AG
121 121 AG2604 20250901 ... 9672 9460 AG
122 122 AG2605 20250901 ... 9696 9469 AG
123 123 AG2606 20250901 ... 9703 9486 AG
124 124 AG2607 20250901 ... 9699 9497 AG
125 125 AG2608 20250901 ... 9732 9516 AG
126 126 RB2509 20250901 ... 2978 3057 RB
127 127 RB2510 20250901 ... 3062 3107 RB
128 128 RB2511 20250901 ... 3065 3106 RB
129 129 RB2512 20250901 ... 3109 3157 RB
130 130 RB2601 20250901 ... 3122 3175 RB
131 131 RB2602 20250901 ... 3108 3161 RB
132 132 RB2603 20250901 ... 3121 3173 RB
133 133 RB2604 20250901 ... 3149 3199 RB
134 134 RB2605 20250901 ... 3165 3217 RB
135 135 RB2606 20250901 ... 3182 3236 RB
136 136 RB2607 20250901 ... 3195 3246 RB
137 137 RB2608 20250901 ... 3197 3242 RB
138 138 WR2509 20250901 ... 3342 3342 WR
139 139 WR2510 20250901 ... 3264 3316 WR
140 140 WR2511 20250901 ... 3282 3284 WR
141 141 WR2512 20250901 ... 3409 3439 WR
142 142 WR2601 20250901 ... 3380 3380 WR
143 143 WR2602 20250901 ... 3355 3365 WR
144 144 WR2603 20250901 ... 3438 3438 WR
145 145 WR2604 20250901 ... 3455 3455 WR
146 146 WR2605 20250901 ... 3429 3429 WR
147 147 WR2606 20250901 ... 3396 3396 WR
148 148 WR2607 20250901 ... 3417 3449 WR
149 149 WR2608 20250901 ... 3344 3344 WR
150 150 HC2509 20250901 ... 3341 3397 HC
151 151 HC2510 20250901 ... 3326 3366 HC
152 152 HC2511 20250901 ... 3324 3360 HC
153 153 HC2512 20250901 ... 3323 3362 HC
154 154 HC2601 20250901 ... 3310 3356 HC
155 155 HC2602 20250901 ... 3297 3367 HC
156 156 HC2603 20250901 ... 3308 3354 HC
157 157 HC2604 20250901 ... 3311 3369 HC
158 158 HC2605 20250901 ... 3314 3359 HC
159 159 HC2606 20250901 ... 3322 3362 HC
160 160 HC2607 20250901 ... 3316 3363 HC
161 161 HC2608 20250901 ... 3304 3361 HC
162 162 SS2509 20250901 ... 12805 12725 SS
163 163 SS2510 20250901 ... 12875 12805 SS
164 164 SS2511 20250901 ... 12945 12870 SS
165 165 SS2512 20250901 ... 13000 12930 SS
166 166 SS2601 20250901 ... 13055 12990 SS
167 167 SS2602 20250901 ... 13080 13035 SS
168 168 SS2603 20250901 ... 13175 13110 SS
169 169 SS2604 20250901 ... 13240 13175 SS
170 170 SS2605 20250901 ... 13305 13255 SS
171 171 SS2606 20250901 ... 13320 13310 SS
172 172 SS2607 20250901 ... 13410 13330 SS
173 173 SS2608 20250901 ... 13410 13405 SS
174 174 SC2510 20250901 ... 483.6 482.9 SC
175 175 SC2511 20250901 ... 484 483.7 SC
176 176 SC2512 20250901 ... 483.8 483.6 SC
177 177 SC2601 20250901 ... 482.9 482.7 SC
178 178 SC2602 20250901 ... 482 482.2 SC
179 179 SC2603 20250901 ... 479.8 480.7 SC
180 180 SC2604 20250901 ... 478.7 478.4 SC
181 181 SC2605 20250901 ... 477.5 478.9 SC
182 182 SC2606 20250901 ... 476.9 476.9 SC
183 183 SC2607 20250901 ... 473.4 476 SC
184 184 SC2608 20250901 ... 475.3 476.5 SC
185 185 SC2609 20250901 ... 470.6 476.1 SC
186 186 SC2612 20250901 ... 476.6 480.9 SC
187 187 SC2703 20250901 ... 475.9 477 SC
188 188 SC2706 20250901 ... 475 476.4 SC
189 189 SC2709 20250901 ... 471.3 474.8 SC
190 190 SC2712 20250901 ... 471.3 474.4 SC
191 191 SC2803 20250901 ... 471.4 471.4 SC
192 192 SC2806 20250901 ... 469 469 SC
193 193 SC2809 20250901 ... 469 469 SC
194 194 LU2510 20250901 ... 3458 3483 LU
195 195 LU2511 20250901 ... 3471 3491 LU
196 196 LU2512 20250901 ... 3457 3473 LU
197 197 LU2601 20250901 ... 3443 3454 LU
198 198 LU2602 20250901 ... 3413 3419 LU
199 199 LU2603 20250901 ... 3396 3434 LU
200 200 LU2604 20250901 ... 3391 3415 LU
201 201 LU2605 20250901 ... 3374 3407 LU
202 202 LU2606 20250901 ... 3373 3424 LU
203 203 LU2607 20250901 ... 3392 3412 LU
204 204 LU2608 20250901 ... 3386 3407 LU
205 205 LU2609 20250901 ... 3374 3407 LU
206 206 FU2510 20250901 ... 2820 2825 FU
207 207 FU2511 20250901 ... 2822 2817 FU
208 208 FU2512 20250901 ... 2814 2804 FU
209 209 FU2601 20250901 ... 2804 2797 FU
210 210 FU2602 20250901 ... 2790 2784 FU
211 211 FU2603 20250901 ... 2773 2768 FU
212 212 FU2604 20250901 ... 2770 2768 FU
213 213 FU2605 20250901 ... 2761 2753 FU
214 214 FU2606 20250901 ... 2760 2743 FU
215 215 FU2607 20250901 ... 2737 2728 FU
216 216 FU2608 20250901 ... 2730 2717 FU
217 217 FU2609 20250901 ... 2722 2717 FU
218 218 BU2509 20250901 ... 3527 3526 BU
219 219 BU2510 20250901 ... 3510 3505 BU
220 220 BU2511 20250901 ... 3491 3482 BU
221 221 BU2512 20250901 ... 3436 3428 BU
222 222 BU2601 20250901 ... 3403 3392 BU
223 223 BU2602 20250901 ... 3406 3398 BU
224 224 BU2603 20250901 ... 3412 3381 BU
225 225 BU2604 20250901 ... 3406 3400 BU
226 226 BU2605 20250901 ... 3403 3394 BU
227 227 BU2606 20250901 ... 3411 3387 BU
228 228 BU2607 20250901 ... 3386 3379 BU
229 229 BU2608 20250901 ... 3367 3367 BU
230 230 BU2609 20250901 ... 3382 3363 BU
231 231 BU2612 20250901 ... 3329 3322 BU
232 232 BU2703 20250901 ... 3334 3322 BU
233 233 BU2706 20250901 ... 3324 3310 BU
234 234 BR2509 20250901 ... 11870 11845 BR
235 235 BR2510 20250901 ... 11865 11855 BR
236 236 BR2511 20250901 ... 11845 11825 BR
237 237 BR2512 20250901 ... 11835 11810 BR
238 238 BR2601 20250901 ... 11840 11805 BR
239 239 BR2602 20250901 ... 11940 11865 BR
240 240 BR2603 20250901 ... 11865 11855 BR
241 241 BR2604 20250901 ... 11885 11890 BR
242 242 BR2605 20250901 ... 11930 11900 BR
243 243 BR2606 20250901 ... 11980 11870 BR
244 244 BR2607 20250901 ... 12015 12015 BR
245 245 BR2608 20250901 ... 12000 12000 BR
246 246 RU2509 20250901 ... 14875 14870 RU
247 247 RU2510 20250901 ... 14890 14870 RU
248 248 RU2511 20250901 ... 14865 14855 RU
249 249 RU2601 20250901 ... 15840 15830 RU
250 250 RU2603 20250901 ... 15870 15855 RU
251 251 RU2604 20250901 ... 15870 15895 RU
252 252 RU2605 20250901 ... 15930 15915 RU
253 253 RU2606 20250901 ... 15990 16000 RU
254 254 RU2607 20250901 ... 15970 15930 RU
255 255 RU2608 20250901 ... 16030 16095 RU
256 256 NR2509 20250901 ... 12640 12610 NR
257 257 NR2510 20250901 ... 12675 12670 NR
258 258 NR2511 20250901 ... 12715 12705 NR
259 259 NR2512 20250901 ... 12745 12735 NR
260 260 NR2601 20250901 ... 12780 12780 NR
261 261 NR2602 20250901 ... 12765 12765 NR
262 262 NR2603 20250901 ... 12760 12810 NR
263 263 NR2604 20250901 ... 12780 12840 NR
264 264 NR2605 20250901 ... 12815 12860 NR
265 265 NR2606 20250901 ... 12855 12980 NR
266 266 NR2607 20250901 ... 12865 12835 NR
267 267 NR2608 20250901 ... 12905 12890 NR
268 268 SP2509 20250901 ... 4980 4944 SP
269 269 SP2510 20250901 ... 5004 4972 SP
270 270 SP2511 20250901 ... 5032 4994 SP
271 271 SP2512 20250901 ... 5046 5012 SP
272 272 SP2601 20250901 ... 5340 5322 SP
273 273 SP2602 20250901 ... 5336 5312 SP
274 274 SP2603 20250901 ... 5352 5326 SP
275 275 SP2604 20250901 ... 5362 5328 SP
276 276 SP2605 20250901 ... 5366 5346 SP
277 277 SP2606 20250901 ... 5366 5374 SP
278 278 SP2607 20250901 ... 5378 5352 SP
279 279 SP2608 20250901 ... 5372 5358 SP
280 280 EC2510 20250901 ... 1293.8 1272 EC
281 281 EC2512 20250901 ... 1621.9 1562.6 EC
282 282 EC2602 20250901 ... 1439.5 1406 EC
283 283 EC2604 20250901 ... 1230.5 1210.6 EC
284 284 EC2606 20250901 ... 1407.4 1375.1 EC
285 285 EC2608 20250901 ... 1599.5 1562.7 EC
286 287 SC_TAS2510 20250901 ... SC_TAS
287 288 SC_TAS2511 20250901 ... SC_TAS
288 289 SC_TAS2512 20250901 ... SC_TAS
289 290 SC_TAS2601 20250901 ... SC_TAS
[290 rows x 13 columns]
2025-09-01 18:26:56,325 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
symbol date open ... settle pre_settle variety
0 a2509 20250901 4072.00 ... 4092.00 4069.00 A
1 a2511 20250901 3945.00 ... 3961.00 3933.00 A
2 a2601 20250901 3948.00 ... 3962.00 3936.00 A
3 a2603 20250901 3950.00 ... 3961.00 3939.00 A
4 a2605 20250901 3995.00 ... 4005.00 3984.00 A
5 a2607 20250901 4000.00 ... 4008.00 3992.00 A
6 b2509 20250901 3718.00 ... 3695.00 3718.00 B
7 b2510 20250901 3699.00 ... 3702.00 3685.00 B
8 b2511 20250901 3732.00 ... 3736.00 3721.00 B
9 b2512 20250901 3763.00 ... 3768.00 3755.00 B
10 b2601 20250901 3756.00 ... 3763.00 3748.00 B
11 b2602 20250901 3742.00 ... 3746.00 3730.00 B
12 b2603 20250901 3689.00 ... 3694.00 3687.00 B
13 b2604 20250901 3596.00 ... 3599.00 3589.00 B
14 b2605 20250901 3533.00 ... 3531.00 3529.00 B
15 b2606 20250901 3512.00 ... 3518.00 3508.00 B
16 b2607 20250901 3526.00 ... 3524.00 3513.00 B
17 b2608 20250901 0.00 ... 3596.00 3596.00 B
18 bb2509 20250901 0.00 ... 136.00 136.00 BB
19 bb2511 20250901 144.00 ... 143.60 144.70 BB
20 bb2601 20250901 147.95 ... 146.65 147.20 BB
21 bb2603 20250901 146.40 ... 146.40 147.00 BB
22 bb2605 20250901 0.00 ... 140.25 140.80 BB
23 bb2607 20250901 0.00 ... 146.00 146.55 BB
24 bz2603 20250901 6053.00 ... 6002.00 6065.00 BZ
25 bz2604 20250901 6035.00 ... 5991.00 6037.00 BZ
26 bz2605 20250901 6016.00 ... 5985.00 6067.00 BZ
27 bz2606 20250901 5991.00 ... 5949.00 6039.00 BZ
28 bz2607 20250901 5971.00 ... 5971.00 6108.00 BZ
29 bz2608 20250901 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250901 2233.00 ... 2240.00 2233.00 C
31 c2511 20250901 2192.00 ... 2190.00 2187.00 C
32 c2601 20250901 2180.00 ... 2180.00 2181.00 C
33 c2603 20250901 2196.00 ... 2197.00 2198.00 C
34 c2605 20250901 2248.00 ... 2247.00 2247.00 C
35 c2607 20250901 2261.00 ... 2259.00 2260.00 C
36 cs2509 20250901 2482.00 ... 2489.00 2504.00 CS
37 cs2511 20250901 2501.00 ... 2499.00 2492.00 CS
38 cs2601 20250901 2531.00 ... 2532.00 2527.00 CS
39 cs2603 20250901 2539.00 ... 2537.00 2535.00 CS
40 cs2605 20250901 2611.00 ... 2606.00 2605.00 CS
41 cs2607 20250901 2615.00 ... 2613.00 2609.00 CS
42 eb2509 20250901 6978.00 ... 6924.00 7059.00 EB
43 eb2510 20250901 7091.00 ... 7018.00 7117.00 EB
44 eb2511 20250901 7122.00 ... 7036.00 7133.00 EB
45 eb2512 20250901 7139.00 ... 7061.00 7154.00 EB
46 eb2601 20250901 7168.00 ... 7106.00 7187.00 EB
47 eb2602 20250901 7189.00 ... 7123.00 7210.00 EB
48 eb2603 20250901 7215.00 ... 7162.00 7255.00 EB
49 eb2604 20250901 7248.00 ... 7197.00 7276.00 EB
50 eb2605 20250901 7264.00 ... 7209.00 7290.00 EB
51 eb2606 20250901 7228.00 ... 7194.00 7341.00 EB
52 eb2607 20250901 7185.00 ... 7185.00 7376.00 EB
53 eb2608 20250901 7246.00 ... 7246.00 7350.00 EB
54 eg2509 20250901 4430.00 ... 4414.00 4429.00 EG
55 eg2510 20250901 4443.00 ... 4414.00 4439.00 EG
56 eg2511 20250901 4460.00 ... 4435.00 4453.00 EG
57 eg2512 20250901 4460.00 ... 4448.00 4465.00 EG
58 eg2601 20250901 4461.00 ... 4438.00 4470.00 EG
59 eg2602 20250901 4460.00 ... 4463.00 4476.00 EG
60 eg2603 20250901 0.00 ... 4476.00 4476.00 EG
61 eg2604 20250901 0.00 ... 4518.00 4518.00 EG
62 eg2605 20250901 4503.00 ... 4474.00 4507.00 EG
63 eg2606 20250901 4473.00 ... 4465.00 4522.00 EG
64 eg2607 20250901 4511.00 ... 4511.00 4507.00 EG
65 eg2608 20250901 0.00 ... 4513.00 4513.00 EG
66 fb2509 20250901 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250901 1274.00 ... 1271.00 1274.50 FB
68 fb2511 20250901 1273.00 ... 1268.00 1275.50 FB
69 fb2512 20250901 1268.50 ... 1264.00 1270.00 FB
70 fb2601 20250901 1269.00 ... 1255.00 1263.00 FB
71 fb2602 20250901 1251.00 ... 1247.00 1253.00 FB
72 fb2603 20250901 1248.50 ... 1247.50 1313.50 FB
73 fb2604 20250901 1284.00 ... 1283.50 1310.50 FB
74 fb2605 20250901 0.00 ... 1311.00 1311.00 FB
75 fb2606 20250901 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250901 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250901 0.00 ... 1302.50 1302.50 FB
78 i2509 20250901 805.00 ... 804.50 808.00 I
79 i2510 20250901 804.00 ... 791.00 804.00 I
80 i2511 20250901 800.00 ... 785.00 799.50 I
81 i2512 20250901 792.00 ... 781.50 795.00 I
82 i2601 20250901 787.00 ... 771.00 787.00 I
83 i2602 20250901 779.00 ... 767.00 781.50 I
84 i2603 20250901 771.00 ... 760.00 775.00 I
85 i2604 20250901 769.00 ... 757.00 770.00 I
86 i2605 20250901 764.00 ... 746.50 763.50 I
87 i2606 20250901 755.00 ... 745.50 757.50 I
88 i2607 20250901 751.00 ... 740.50 754.00 I
89 i2608 20250901 747.50 ... 736.00 750.00 I
90 j2509 20250901 1509.00 ... 1507.50 1532.00 J
91 j2510 20250901 1518.50 ... 1514.50 1571.00 J
92 j2511 20250901 1563.00 ... 1544.00 1602.00 J
93 j2512 20250901 1610.00 ... 1592.50 1622.50 J
94 j2601 20250901 1638.00 ... 1603.50 1653.00 J
95 j2602 20250901 1660.00 ... 1631.50 1671.00 J
96 j2603 20250901 1665.00 ... 1639.00 1683.00 J
97 j2604 20250901 0.00 ... 1696.00 1729.50 J
98 j2605 20250901 1730.50 ... 1692.00 1745.00 J
99 j2606 20250901 0.00 ... 1723.00 1760.00 J
100 j2607 20250901 1739.00 ... 1725.00 1770.00 J
101 j2608 20250901 1679.00 ... 1679.50 1771.00 J
102 jd2509 20250901 2863.00 ... 2824.00 2850.00 JD
103 jd2510 20250901 2958.00 ... 2948.00 2935.00 JD
104 jd2511 20250901 2980.00 ... 3000.00 2962.00 JD
105 jd2512 20250901 3141.00 ... 3157.00 3122.00 JD
106 jd2601 20250901 3330.00 ... 3337.00 3320.00 JD
107 jd2602 20250901 3085.00 ... 3094.00 3079.00 JD
108 jd2603 20250901 3086.00 ... 3100.00 3092.00 JD
109 jd2604 20250901 3247.00 ... 3264.00 3256.00 JD
110 jd2605 20250901 3350.00 ... 3359.00 3366.00 JD
111 jd2606 20250901 3200.00 ... 3192.00 3178.00 JD
112 jd2607 20250901 3400.00 ... 3401.00 3373.00 JD
113 jd2608 20250901 3800.00 ... 3799.00 3735.00 JD
114 jm2509 20250901 986.50 ... 963.00 990.00 JM
115 jm2510 20250901 1013.50 ... 985.00 1019.50 JM
116 jm2511 20250901 1069.00 ... 1034.50 1070.50 JM
117 jm2512 20250901 1118.00 ... 1083.50 1116.50 JM
118 jm2601 20250901 1152.00 ... 1121.50 1156.50 JM
119 jm2602 20250901 1169.00 ... 1136.00 1172.00 JM
120 jm2603 20250901 1177.00 ... 1148.00 1184.00 JM
121 jm2604 20250901 1187.00 ... 1159.50 1189.50 JM
122 jm2605 20250901 1193.00 ... 1165.50 1199.50 JM
123 jm2606 20250901 1200.00 ... 1176.50 1206.50 JM
124 jm2607 20250901 1211.00 ... 1187.50 1219.00 JM
125 jm2608 20250901 1220.00 ... 1202.00 1225.00 JM
126 l2509 20250901 7276.00 ... 7209.00 7276.00 L
127 l2510 20250901 7279.00 ... 7243.00 7291.00 L
128 l2511 20250901 7287.00 ... 7249.00 7307.00 L
129 l2512 20250901 7289.00 ... 7255.00 7321.00 L
130 l2601 20250901 7280.00 ... 7256.00 7317.00 L
131 l2602 20250901 7278.00 ... 7247.00 7306.00 L
132 l2603 20250901 7286.00 ... 7248.00 7316.00 L
133 l2604 20250901 7249.00 ... 7273.00 7326.00 L
134 l2605 20250901 7294.00 ... 7260.00 7317.00 L
135 l2606 20250901 7260.00 ... 7258.00 7363.00 L
136 l2607 20250901 7323.00 ... 7285.00 7308.00 L
137 l2608 20250901 7340.00 ... 7301.00 7321.00 L
138 lg2509 20250901 781.00 ... 779.00 783.50 LG
139 lg2511 20250901 820.00 ... 818.50 820.50 LG
140 lg2601 20250901 838.50 ... 830.50 835.50 LG
141 lg2603 20250901 833.50 ... 834.00 839.50 LG
142 lg2605 20250901 834.00 ... 834.00 840.00 LG
143 lg2607 20250901 835.00 ... 835.50 840.00 LG
144 lh2509 20250901 13165.00 ... 13160.00 13095.00 LH
145 lh2511 20250901 13700.00 ... 13625.00 13580.00 LH
146 lh2601 20250901 13935.00 ... 13885.00 13910.00 LH
147 lh2603 20250901 13150.00 ... 13120.00 13125.00 LH
148 lh2605 20250901 13550.00 ... 13560.00 13530.00 LH
149 lh2607 20250901 14100.00 ... 14120.00 14115.00 LH
150 m2509 20250901 3002.00 ... 3013.00 3002.00 M
151 m2511 20250901 3035.00 ... 3033.00 3020.00 M
152 m2512 20250901 3065.00 ... 3070.00 3056.00 M
153 m2601 20250901 3052.00 ... 3060.00 3047.00 M
154 m2603 20250901 2986.00 ... 2988.00 2984.00 M
155 m2605 20250901 2819.00 ... 2819.00 2811.00 M
156 m2607 20250901 2808.00 ... 2807.00 2800.00 M
157 m2608 20250901 2935.00 ... 2933.00 2927.00 M
158 p2509 20250901 9300.00 ... 9314.00 9310.00 P
159 p2510 20250901 9254.00 ... 9292.00 9320.00 P
160 p2511 20250901 9266.00 ... 9286.00 9316.00 P
161 p2512 20250901 9276.00 ... 9306.00 9330.00 P
162 p2601 20250901 9300.00 ... 9326.00 9348.00 P
163 p2602 20250901 9266.00 ... 9290.00 9310.00 P
164 p2603 20250901 9224.00 ... 9240.00 9248.00 P
165 p2604 20250901 9096.00 ... 9164.00 9208.00 P
166 p2605 20250901 9070.00 ... 9086.00 9106.00 P
167 p2606 20250901 8924.00 ... 8992.00 9004.00 P
168 p2607 20250901 8842.00 ... 8874.00 8890.00 P
169 p2608 20250901 8772.00 ... 8812.00 8870.00 P
170 pg2509 20250901 3700.00 ... 3693.00 3727.00 PG
171 pg2510 20250901 4403.00 ... 4364.00 4366.00 PG
172 pg2511 20250901 4332.00 ... 4282.00 4289.00 PG
173 pg2512 20250901 4262.00 ... 4219.00 4233.00 PG
174 pg2601 20250901 4202.00 ... 4160.00 4174.00 PG
175 pg2602 20250901 4137.00 ... 4100.00 4110.00 PG
176 pg2603 20250901 4045.00 ... 4021.00 4028.00 PG
177 pg2604 20250901 4348.00 ... 4326.00 4336.00 PG
178 pg2605 20250901 4272.00 ... 4251.00 4242.00 PG
179 pg2606 20250901 4202.00 ... 4206.00 4194.00 PG
180 pg2607 20250901 4104.00 ... 4111.00 4136.00 PG
181 pg2608 20250901 4120.00 ... 4120.00 4090.00 PG
182 pp2509 20250901 6882.00 ... 6862.00 6911.00 PP
183 pp2510 20250901 6939.00 ... 6904.00 6941.00 PP
184 pp2511 20250901 6957.00 ... 6926.00 6962.00 PP
185 pp2512 20250901 6975.00 ... 6942.00 6983.00 PP
186 pp2601 20250901 6990.00 ... 6949.00 6992.00 PP
187 pp2602 20250901 6959.00 ... 6927.00 6969.00 PP
188 pp2603 20250901 6915.00 ... 6932.00 6963.00 PP
189 pp2604 20250901 6994.00 ... 6960.00 6998.00 PP
190 pp2605 20250901 7001.00 ... 6973.00 7011.00 PP
191 pp2606 20250901 6971.00 ... 6946.00 6987.00 PP
192 pp2607 20250901 6957.00 ... 6941.00 6949.00 PP
193 pp2608 20250901 6920.00 ... 6937.00 6969.00 PP
194 rr2509 20250901 0.00 ... 3558.00 3558.00 RR
195 rr2510 20250901 3613.00 ... 3611.00 3611.00 RR
196 rr2511 20250901 3614.00 ... 3612.00 3612.00 RR
197 rr2512 20250901 3608.00 ... 3608.00 3607.00 RR
198 rr2601 20250901 3623.00 ... 3621.00 3619.00 RR
199 rr2602 20250901 3606.00 ... 3604.00 3609.00 RR
200 rr2603 20250901 0.00 ... 3602.00 3602.00 RR
201 rr2604 20250901 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250901 3610.00 ... 3610.00 3595.00 RR
203 rr2606 20250901 3607.00 ... 3607.00 3605.00 RR
204 rr2607 20250901 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250901 0.00 ... 3625.00 3625.00 RR
206 v2509 20250901 4743.00 ... 4721.00 4748.00 V
207 v2510 20250901 4787.00 ... 4769.00 4796.00 V
208 v2511 20250901 4843.00 ... 4805.00 4831.00 V
209 v2512 20250901 4871.00 ... 4842.00 4872.00 V
210 v2601 20250901 4907.00 ... 4881.00 4909.00 V
211 v2602 20250901 4942.00 ... 4917.00 4949.00 V
212 v2603 20250901 4968.00 ... 4955.00 4973.00 V
213 v2604 20250901 5169.00 ... 5156.00 5175.00 V
214 v2605 20250901 5209.00 ... 5183.00 5206.00 V
215 v2606 20250901 5213.00 ... 5208.00 5239.00 V
216 v2607 20250901 5258.00 ... 5244.00 5271.00 V
217 v2608 20250901 5299.00 ... 5277.00 5292.00 V
218 y2509 20250901 8414.00 ... 8400.00 8414.00 Y
219 y2511 20250901 8384.00 ... 8358.00 8388.00 Y
220 y2512 20250901 8396.00 ... 8380.00 8410.00 Y
221 y2601 20250901 8360.00 ... 8330.00 8358.00 Y
222 y2603 20250901 8282.00 ... 8262.00 8304.00 Y
223 y2605 20250901 8056.00 ... 8040.00 8076.00 Y
224 y2607 20250901 8032.00 ... 8006.00 8036.00 Y
225 y2608 20250901 8000.00 ... 7994.00 7992.00 Y
[226 rows x 12 columns]
2025-09-01 18:26:57,008 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
2025-09-01 18:26:58,748 - future_1d - INFO - save future_daily 2025-09-01 completed