36 FG601 20250716 1168.0 1173.0 ... 352975.00 1163.0 1176.0 FG
37 FG602 20250716 1211.0 1216.0 ... 829.89 1206.0 1215.0 FG
38 FG603 20250716 1211.0 1212.0 ... 707.06 1202.0 1212.0 FG
39 FG604 20250716 1243.0 1245.0 ... 565.94 1236.0 1250.0 FG
40 FG605 20250716 1242.0 1242.0 ... 7488.79 1232.0 1246.0 FG
41 FG606 20250716 1255.0 1258.0 ... 352.79 1251.0 1264.0 FG
42 FG607 20250716 1254.0 1254.0 ... 127.25 1248.0 1264.0 FG
43 JR509 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250716 2372.0 2377.0 ... 6745.20 2358.0 2383.0 MA
53 MA509 20250716 2386.0 2391.0 ... 1066826.29 2376.0 2392.0 MA
54 MA510 20250716 2412.0 2414.0 ... 29651.57 2400.0 2413.0 MA
55 MA511 20250716 2430.0 2431.0 ... 50754.33 2417.0 2427.0 MA
56 MA512 20250716 2448.0 2452.0 ... 31177.33 2438.0 2449.0 MA
57 MA601 20250716 2453.0 2457.0 ... 113721.09 2444.0 2457.0 MA
58 MA602 20250716 2423.0 2425.0 ... 16.97 2425.0 2440.0 MA
59 MA603 20250716 2432.0 2432.0 ... 58.18 2424.0 2434.0 MA
60 MA604 20250716 2403.0 2403.0 ... 4.80 2399.0 2417.0 MA
61 MA605 20250716 2379.0 2381.0 ... 1641.54 2369.0 2380.0 MA
62 MA606 20250716 2384.0 2384.0 ... 35.63 2376.0 2388.0 MA
63 MA607 20250716 2386.0 2386.0 ... 9.52 2379.0 2383.0 MA
64 OI509 20250716 9410.0 9499.0 ... 2269007.61 9453.0 9441.0 OI
65 OI511 20250716 9398.0 9480.0 ... 134084.43 9440.0 9421.0 OI
66 OI601 20250716 9349.0 9428.0 ... 337198.91 9383.0 9363.0 OI
67 OI603 20250716 9288.0 9362.0 ... 1603.91 9325.0 9304.0 OI
68 OI605 20250716 9224.0 9279.0 ... 4041.70 9249.0 9230.0 OI
69 OI607 20250716 9192.0 9228.0 ... 27.63 9211.0 9204.0 OI
70 PF508 20250716 6486.0 6510.0 ... 50528.06 6494.0 6524.0 PF
71 PF509 20250716 6372.0 6376.0 ... 301456.44 6360.0 6390.0 PF
72 PF510 20250716 6406.0 6406.0 ... 67250.61 6384.0 6418.0 PF
73 PF511 20250716 6358.0 6370.0 ... 32492.66 6354.0 6382.0 PF
74 PF512 20250716 6350.0 6352.0 ... 9306.65 6340.0 6358.0 PF
75 PF601 20250716 6334.0 6360.0 ... 2675.07 6348.0 6370.0 PF
76 PF602 20250716 6354.0 6354.0 ... 3.18 6354.0 6380.0 PF
77 PF603 20250716 6358.0 6358.0 ... 3.18 6358.0 6422.0 PF
78 PF604 20250716 6368.0 6388.0 ... 9.57 6378.0 6384.0 PF
79 PF605 20250716 6376.0 6384.0 ... 6.38 6380.0 6382.0 PF
80 PF606 20250716 0.0 0.0 ... 0.00 6382.0 6390.0 PF
81 PF607 20250716 0.0 0.0 ... 0.00 6412.0 6440.0 PF
82 PK510 20250716 8200.0 8244.0 ... 137493.52 8218.0 8182.0 PK
83 PK511 20250716 8084.0 8110.0 ... 74622.15 8084.0 8030.0 PK
84 PK512 20250716 8006.0 8060.0 ... 329.55 8038.0 7990.0 PK
85 PK601 20250716 8012.0 8060.0 ... 4745.29 8036.0 7996.0 PK
86 PK603 20250716 8018.0 8032.0 ... 96.23 8020.0 7984.0 PK
87 PK604 20250716 8008.0 8020.0 ... 44.07 8014.0 7996.0 PK
88 PK605 20250716 8000.0 8018.0 ... 284.34 8010.0 7980.0 PK
89 PM509 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250716 5900.0 5918.0 ... 3745.76 5904.0 5904.0 PR
96 PR509 20250716 5878.0 5900.0 ... 270213.66 5882.0 5890.0 PR
97 PR510 20250716 5896.0 5914.0 ... 113786.38 5898.0 5898.0 PR
98 PR511 20250716 5884.0 5902.0 ... 15256.89 5886.0 5888.0 PR
99 PR512 20250716 5870.0 5882.0 ... 17.63 5876.0 5886.0 PR
100 PR601 20250716 5876.0 5896.0 ... 264.62 5880.0 5896.0 PR
101 PR602 20250716 5904.0 5910.0 ... 17.72 5908.0 5956.0 PR
102 PR603 20250716 5906.0 5906.0 ... 70.87 5906.0 5964.0 PR
103 PR604 20250716 5912.0 5912.0 ... 8.87 5912.0 5968.0 PR
104 PR605 20250716 5904.0 5912.0 ... 35.42 5904.0 5942.0 PR
105 PR606 20250716 0.0 0.0 ... 0.00 5922.0 5922.0 PR
106 PR607 20250716 5944.0 5944.0 ... 17.80 5934.0 5926.0 PR
107 PX508 20250716 6810.0 6848.0 ... 313.93 6826.0 6804.0 PX
108 PX509 20250716 6702.0 6748.0 ... 484258.91 6722.0 6716.0 PX
109 PX510 20250716 6688.0 6724.0 ... 71469.35 6694.0 6688.0 PX
110 PX511 20250716 6652.0 6684.0 ... 129767.45 6658.0 6652.0 PX
111 PX512 20250716 6654.0 6666.0 ... 28200.70 6642.0 6640.0 PX
112 PX601 20250716 6620.0 6636.0 ... 31845.21 6620.0 6618.0 PX
113 PX602 20250716 0.0 0.0 ... 0.00 6612.0 6640.0 PX
114 PX603 20250716 6594.0 6594.0 ... 6.59 6594.0 6600.0 PX
115 PX604 20250716 0.0 0.0 ... 0.00 6572.0 6560.0 PX
116 PX605 20250716 6586.0 6598.0 ... 46.04 6578.0 6572.0 PX
117 PX606 20250716 6590.0 6590.0 ... 3.30 6590.0 6568.0 PX
118 PX607 20250716 0.0 0.0 ... 0.00 6582.0 6614.0 PX
119 RI509 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250716 2656.0 2658.0 ... 15034.56 2646.0 2656.0 RM
126 RM509 20250716 2662.0 2664.0 ... 797352.70 2655.0 2657.0 RM
127 RM511 20250716 2434.0 2452.0 ... 6613.17 2442.0 2430.0 RM
128 RM601 20250716 2314.0 2323.0 ... 157091.91 2314.0 2308.0 RM
129 RM603 20250716 2291.0 2300.0 ... 8205.79 2293.0 2287.0 RM
130 RM605 20250716 2305.0 2308.0 ... 20674.95 2302.0 2303.0 RM
131 RM607 20250716 2300.0 2306.0 ... 1057.16 2298.0 2301.0 RM
132 RS508 20250716 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250716 5112.0 5123.0 ... 116.85 5080.0 5085.0 RS
134 RS511 20250716 5150.0 5150.0 ... 163.73 5116.0 5113.0 RS
135 RS607 20250716 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250716 1208.0 1210.0 ... 8051.83 1201.0 1215.0 SA
137 SA509 20250716 1213.0 1221.0 ... 2847696.91 1211.0 1226.0 SA
138 SA510 20250716 1234.0 1238.0 ... 139219.10 1227.0 1244.0 SA
139 SA511 20250716 1236.0 1241.0 ... 168309.10 1230.0 1248.0 SA
140 SA512 20250716 1262.0 1266.0 ... 48225.29 1256.0 1275.0 SA
141 SA601 20250716 1263.0 1268.0 ... 842427.52 1258.0 1276.0 SA
142 SA602 20250716 1278.0 1280.0 ... 4465.79 1267.0 1287.0 SA
143 SA603 20250716 1276.0 1279.0 ... 3880.09 1270.0 1293.0 SA
144 SA604 20250716 1303.0 1303.0 ... 986.69 1295.0 1313.0 SA
145 SA605 20250716 1304.0 1306.0 ... 22338.80 1296.0 1311.0 SA
146 SA606 20250716 1310.0 1318.0 ... 1137.79 1308.0 1323.0 SA
147 SA607 20250716 1317.0 1317.0 ... 366.42 1309.0 1321.0 SA
148 SF508 20250716 5472.0 5480.0 ... 8805.77 5440.0 5492.0 SF
149 SF509 20250716 5500.0 5500.0 ... 344595.71 5452.0 5502.0 SF
150 SF510 20250716 5456.0 5464.0 ... 40466.36 5432.0 5470.0 SF
151 SF511 20250716 5610.0 5610.0 ... 83127.65 5578.0 5618.0 SF
152 SF512 20250716 5578.0 5584.0 ... 14720.32 5552.0 5594.0 SF
153 SF601 20250716 5558.0 5562.0 ... 9937.21 5524.0 5570.0 SF
154 SF602 20250716 5502.0 5502.0 ... 496.11 5452.0 5504.0 SF
155 SF603 20250716 5614.0 5636.0 ... 123.16 5598.0 5628.0 SF
156 SF604 20250716 0.0 0.0 ... 0.00 5556.0 5612.0 SF
157 SF605 20250716 5596.0 5624.0 ... 233.94 5570.0 5638.0 SF
158 SF606 20250716 5538.0 5554.0 ... 35.90 5522.0 5584.0 SF
159 SF607 20250716 5656.0 5656.0 ... 14.02 5608.0 5540.0 SF
160 SH508 20250716 2488.0 2504.0 ... 80550.56 2468.0 2492.0 SH
161 SH509 20250716 2515.0 2534.0 ... 4676100.73 2496.0 2519.0 SH
162 SH510 20250716 2529.0 2553.0 ... 371506.90 2509.0 2543.0 SH
163 SH511 20250716 2508.0 2535.0 ... 308566.61 2485.0 2523.0 SH
164 SH512 20250716 2524.0 2539.0 ... 107918.05 2500.0 2526.0 SH
165 SH601 20250716 2502.0 2515.0 ... 155103.47 2473.0 2501.0 SH
166 SH602 20250716 2507.0 2513.0 ... 768.68 2488.0 2518.0 SH
167 SH603 20250716 2524.0 2526.0 ... 763.29 2494.0 2522.0 SH
168 SH604 20250716 2563.0 2564.0 ... 303.08 2526.0 2559.0 SH
169 SH605 20250716 2558.0 2570.0 ... 3445.11 2535.0 2556.0 SH
170 SH606 20250716 2570.0 2570.0 ... 61.20 2550.0 2579.0 SH
171 SH607 20250716 2536.0 2536.0 ... 15.22 2536.0 2574.0 SH
172 SM508 20250716 5756.0 5790.0 ... 9974.06 5754.0 5778.0 SM
173 SM509 20250716 5776.0 5794.0 ... 414323.19 5764.0 5798.0 SM
174 SM510 20250716 5746.0 5776.0 ... 37044.08 5752.0 5780.0 SM
175 SM511 20250716 5826.0 5838.0 ... 57396.03 5816.0 5844.0 SM
176 SM512 20250716 5812.0 5836.0 ... 10776.60 5814.0 5840.0 SM
177 SM601 20250716 5816.0 5826.0 ... 24881.10 5802.0 5832.0 SM
178 SM602 20250716 5802.0 5802.0 ... 5.80 5802.0 5838.0 SM
179 SM603 20250716 5812.0 5812.0 ... 17.41 5804.0 5846.0 SM
180 SM604 20250716 0.0 0.0 ... 0.00 5818.0 5848.0 SM
181 SM605 20250716 5824.0 5840.0 ... 343.23 5818.0 5850.0 SM
182 SM606 20250716 5854.0 5856.0 ... 26.25 5834.0 5864.0 SM
183 SM607 20250716 5852.0 5852.0 ... 8.77 5844.0 5846.0 SM
184 SR509 20250716 5813.0 5825.0 ... 818053.29 5804.0 5802.0 SR
185 SR511 20250716 5700.0 5718.0 ... 133887.94 5698.0 5688.0 SR
186 SR601 20250716 5650.0 5655.0 ... 112569.14 5638.0 5629.0 SR
187 SR603 20250716 5615.0 5621.0 ... 2905.57 5609.0 5600.0 SR
188 SR605 20250716 5588.0 5598.0 ... 5886.42 5585.0 5578.0 SR
189 SR607 20250716 5590.0 5590.0 ... 351.51 5579.0 5576.0 SR
190 TA508 20250716 4706.0 4722.0 ... 21391.11 4708.0 4722.0 TA
191 TA509 20250716 4702.0 4720.0 ... 1315836.44 4708.0 4708.0 TA
192 TA510 20250716 4680.0 4696.0 ... 46052.84 4682.0 4684.0 TA
193 TA511 20250716 4674.0 4688.0 ... 43985.67 4676.0 4672.0 TA
194 TA512 20250716 4674.0 4682.0 ... 10483.54 4670.0 4668.0 TA
195 TA601 20250716 4664.0 4672.0 ... 276603.57 4662.0 4668.0 TA
196 TA602 20250716 0.0 0.0 ... 0.00 4660.0 4654.0 TA
197 TA603 20250716 0.0 0.0 ... 0.00 4664.0 4680.0 TA
198 TA604 20250716 4672.0 4676.0 ... 18.69 4672.0 4674.0 TA
199 TA605 20250716 4682.0 4688.0 ... 4115.60 4680.0 4684.0 TA
200 TA606 20250716 4678.0 4678.0 ... 4.68 4678.0 4694.0 TA
201 TA607 20250716 0.0 0.0 ... 0.00 4690.0 4696.0 TA
202 UR508 20250716 1731.0 1732.0 ... 784.96 1729.0 1733.0 UR
203 UR509 20250716 1731.0 1739.0 ... 439871.18 1734.0 1738.0 UR
204 UR510 20250716 1721.0 1730.0 ... 14086.97 1724.0 1729.0 UR
205 UR511 20250716 1727.0 1736.0 ... 12941.44 1729.0 1733.0 UR
206 UR512 20250716 1718.0 1724.0 ... 24.11 1722.0 1729.0 UR
207 UR601 20250716 1712.0 1715.0 ... 49013.89 1710.0 1714.0 UR
208 UR602 20250716 1706.0 1710.0 ... 341.35 1707.0 1711.0 UR
209 UR603 20250716 1732.0 1735.0 ... 41.59 1733.0 1731.0 UR
210 UR604 20250716 1730.0 1732.0 ... 10.39 1731.0 1728.0 UR
211 UR605 20250716 1726.0 1732.0 ... 2113.92 1727.0 1725.0 UR
212 UR606 20250716 1723.0 1726.0 ... 86.17 1723.0 1723.0 UR
213 UR607 20250716 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-18 18:26:35,333 - future_1d - INFO - ak.get_czce_daily('2025-07-16') done
2025-07-18 18:26:37,059 - future_1d - INFO - save future_daily 2025-07-16 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250717 ... 77900 77960 CU
1 1 CU2509 20250717 ... 77920 77950 CU
2 2 CU2510 20250717 ... 77870 77890 CU
3 3 CU2511 20250717 ... 77840 77880 CU
4 4 CU2512 20250717 ... 77770 77840 CU
5 5 CU2601 20250717 ... 77720 77800 CU
6 6 CU2602 20250717 ... 77680 77780 CU
7 7 CU2603 20250717 ... 77690 77780 CU
8 8 CU2604 20250717 ... 77710 77800 CU
9 9 CU2605 20250717 ... 77710 77790 CU
10 10 CU2606 20250717 ... 77680 77760 CU
11 11 CU2607 20250717 ... 77670 77820 CU
12 12 BC2508 20250717 ... 69080 69170 BC
13 13 BC2509 20250717 ... 69190 69260 BC
14 14 BC2510 20250717 ... 69250 69400 BC
15 15 BC2511 20250717 ... 69190 69190 BC
16 16 BC2512 20250717 ... 69320 69320 BC
17 17 BC2601 20250717 ... 69480 69480 BC
18 18 BC2602 20250717 ... 69410 69410 BC
19 19 BC2603 20250717 ... 69290 69290 BC
20 20 BC2604 20250717 ... 69430 69430 BC
21 21 BC2605 20250717 ... 69460 69460 BC
22 22 BC2606 20250717 ... 67820 67820 BC
23 23 BC2607 20250717 ... 67820 67820 BC
24 24 AL2508 20250717 ... 20455 20430 AL
25 25 AL2509 20250717 ... 20425 20400 AL
26 26 AL2510 20250717 ... 20365 20345 AL
27 27 AL2511 20250717 ... 20300 20275 AL
28 28 AL2512 20250717 ... 20245 20225 AL
29 29 AL2601 20250717 ... 20220 20200 AL
30 30 AL2602 20250717 ... 20215 20200 AL
31 31 AL2603 20250717 ... 20230 20220 AL
32 32 AL2604 20250717 ... 20230 20210 AL
33 33 AL2605 20250717 ... 20255 20240 AL
34 34 AL2606 20250717 ... 20250 20235 AL
35 35 AL2607 20250717 ... 20245 20245 AL
36 36 ZN2508 20250717 ... 22080 22015 ZN
37 37 ZN2509 20250717 ... 22060 22000 ZN
38 38 ZN2510 20250717 ... 22035 21985 ZN
39 39 ZN2511 20250717 ... 22005 21955 ZN
40 40 ZN2512 20250717 ... 21970 21925 ZN
41 41 ZN2601 20250717 ... 21935 21895 ZN
42 42 ZN2602 20250717 ... 21935 21885 ZN
43 43 ZN2603 20250717 ... 21945 21895 ZN
44 44 ZN2604 20250717 ... 22010 21885 ZN
45 45 ZN2605 20250717 ... 21965 21910 ZN
46 46 ZN2606 20250717 ... 21925 21905 ZN
47 47 ZN2607 20250717 ... 22000 21880 ZN
48 48 PB2508 20250717 ... 16870 16895 PB
49 49 PB2509 20250717 ... 16905 16925 PB
50 50 PB2510 20250717 ... 16945 16950 PB
51 51 PB2511 20250717 ... 16975 16980 PB
52 52 PB2512 20250717 ... 16980 16975 PB
53 53 PB2601 20250717 ... 17025 17005 PB
54 54 PB2602 20250717 ... 16965 17030 PB
55 55 PB2603 20250717 ... 16990 17075 PB
56 56 PB2604 20250717 ... 16990 17050 PB
57 57 PB2605 20250717 ... 16985 17040 PB
58 58 PB2606 20250717 ... 17005 17030 PB
59 59 PB2607 20250717 ... 16990 17020 PB
60 60 NI2508 20250717 ... 119630 120600 NI
61 61 NI2509 20250717 ... 119760 120710 NI
62 62 NI2510 20250717 ... 119900 120870 NI
63 63 NI2511 20250717 ... 119950 120870 NI
64 64 NI2512 20250717 ... 120200 121340 NI
65 65 NI2601 20250717 ... 120460 121390 NI
66 66 NI2602 20250717 ... 120700 121790 NI
67 67 NI2603 20250717 ... 120840 121890 NI
68 68 NI2604 20250717 ... 121130 122460 NI
69 69 NI2605 20250717 ... 121400 122350 NI
70 70 NI2606 20250717 ... 121380 122530 NI
71 71 NI2607 20250717 ... 121360 123040 NI
72 72 SN2508 20250717 ... 261740 263470 SN
73 73 SN2509 20250717 ... 261930 263650 SN
74 74 SN2510 20250717 ... 261940 263640 SN
75 75 SN2511 20250717 ... 262010 263520 SN
76 76 SN2512 20250717 ... 262120 263440 SN
77 77 SN2601 20250717 ... 262400 263120 SN
78 78 SN2602 20250717 ... 262080 263410 SN
79 79 SN2603 20250717 ... 262640 262690 SN
80 80 SN2604 20250717 ... 262930 263820 SN
81 81 SN2605 20250717 ... 262620 263830 SN
82 82 SN2606 20250717 ... 262240 263980 SN
83 83 SN2607 20250717 ... 262000 262970 SN
84 84 AO2508 20250717 ... 3093 3161 AO
85 85 AO2509 20250717 ... 3082 3139 AO
86 86 AO2510 20250717 ... 3066 3106 AO
87 87 AO2511 20250717 ... 3053 3084 AO
88 88 AO2512 20250717 ... 3044 3071 AO
89 89 AO2601 20250717 ... 3040 3069 AO
90 90 AO2602 20250717 ... 3033 3052 AO
91 91 AO2603 20250717 ... 3030 3063 AO
92 92 AO2604 20250717 ... 3022 3046 AO
93 93 AO2605 20250717 ... 3017 3041 AO
94 94 AO2606 20250717 ... 3010 3038 AO
95 95 AO2607 20250717 ... 3009 3058 AO
96 96 AD2511 20250717 ... 19835 19810 AD
97 97 AD2512 20250717 ... 19760 19740 AD
98 98 AD2601 20250717 ... 19705 19725 AD
99 99 AD2602 20250717 ... 19680 19700 AD
100 100 AD2603 20250717 ... 19760 19760 AD
101 101 AD2604 20250717 ... 19675 19645 AD
102 102 AD2605 20250717 ... 19595 19585 AD
103 103 AD2606 20250717 ... 19600 19550 AD
104 104 AD2607 20250717 ... 19550 19550 AD
105 105 AU2508 20250717 ... 775.56 774.1 AU
106 106 AU2509 20250717 ... 776.22 775.26 AU
107 107 AU2510 20250717 ... 777.66 776.5 AU
108 108 AU2512 20250717 ... 779.78 778.54 AU
109 109 AU2602 20250717 ... 782.38 780.42 AU
110 110 AU2604 20250717 ... 784.48 782.72 AU
111 111 AU2606 20250717 ... 786.5 784.68 AU
112 112 AU2608 20250717 ... 787.68 786 AU
113 113 AG2508 20250717 ... 9123 9134 AG
114 114 AG2509 20250717 ... 9133 9150 AG
115 115 AG2510 20250717 ... 9149 9160 AG
116 116 AG2511 20250717 ... 9158 9172 AG
117 117 AG2512 20250717 ... 9167 9178 AG
118 118 AG2601 20250717 ... 9166 9189 AG
119 119 AG2602 20250717 ... 9189 9203 AG
120 120 AG2603 20250717 ... 9203 9211 AG
121 121 AG2604 20250717 ... 9210 9224 AG
122 122 AG2605 20250717 ... 9224 9238 AG
123 123 AG2606 20250717 ... 9240 9249 AG
124 124 AG2607 20250717 ... 9249 9256 AG
125 125 RB2508 20250717 ... 3066 3051 RB
126 126 RB2509 20250717 ... 3080 3066 RB
127 127 RB2510 20250717 ... 3124 3108 RB
128 128 RB2511 20250717 ... 3148 3134 RB
129 129 RB2512 20250717 ... 3170 3151 RB
130 130 RB2601 20250717 ... 3171 3151 RB
131 131 RB2602 20250717 ... 3159 3140 RB
132 132 RB2603 20250717 ... 3166 3146 RB
133 133 RB2604 20250717 ... 3170 3148 RB
134 134 RB2605 20250717 ... 3186 3162 RB
135 135 RB2606 20250717 ... 3193 3172 RB
136 136 RB2607 20250717 ... 3199 3178 RB
137 137 WR2508 20250717 ... 3212 3212 WR
138 138 WR2509 20250717 ... 3335 3335 WR
139 139 WR2510 20250717 ... 3377 3357 WR
140 140 WR2511 20250717 ... 3408 3408 WR
141 141 WR2512 20250717 ... 3392 3392 WR
142 142 WR2601 20250717 ... 3355 3345 WR
143 143 WR2602 20250717 ... 3396 3396 WR
144 144 WR2603 20250717 ... 3387 3387 WR
145 145 WR2604 20250717 ... 3392 3392 WR
146 146 WR2605 20250717 ... 3370 3370 WR
147 147 WR2606 20250717 ... 3400 3400 WR
148 148 WR2607 20250717 ... 3400 3400 WR
149 149 HC2508 20250717 ... 3274 3247 HC
150 150 HC2509 20250717 ... 3281 3255 HC
151 151 HC2510 20250717 ... 3280 3252 HC
152 152 HC2511 20250717 ... 3284 3257 HC
153 153 HC2512 20250717 ... 3286 3264 HC
154 154 HC2601 20250717 ... 3295 3270 HC
155 155 HC2602 20250717 ... 3295 3269 HC
156 156 HC2603 20250717 ... 3298 3271 HC
157 157 HC2604 20250717 ... 3304 3285 HC
158 158 HC2605 20250717 ... 3298 3275 HC
159 159 HC2606 20250717 ... 3305 3279 HC
160 160 HC2607 20250717 ... 3315 3294 HC
161 161 SS2508 20250717 ... 12695 12715 SS
162 162 SS2509 20250717 ... 12675 12690 SS
163 163 SS2510 20250717 ... 12725 12745 SS
164 164 SS2511 20250717 ... 12755 12780 SS
165 165 SS2512 20250717 ... 12795 12820 SS
166 166 SS2601 20250717 ... 12845 12865 SS
167 167 SS2602 20250717 ... 12855 12890 SS
168 168 SS2603 20250717 ... 12900 12930 SS
169 169 SS2604 20250717 ... 12940 12945 SS
170 170 SS2605 20250717 ... 13000 13025 SS
171 171 SS2606 20250717 ... 13045 13060 SS
172 172 SS2607 20250717 ... 13055 13090 SS
173 173 SC2508 20250717 ... 513.6 517.2 SC
174 174 SC2509 20250717 ... 502.9 507 SC
175 175 SC2510 20250717 ... 496.6 500.5 SC
176 176 SC2511 20250717 ... 491.3 494.7 SC
177 177 SC2512 20250717 ... 488 491.1 SC
178 178 SC2601 20250717 ... 485 487.8 SC
179 179 SC2602 20250717 ... 481 484.7 SC
180 180 SC2603 20250717 ... 480.1 482.1 SC
181 181 SC2604 20250717 ... 476.1 479.1 SC
182 182 SC2605 20250717 ... 474.5 479 SC
183 183 SC2606 20250717 ... 473.4 475.7 SC
184 184 SC2607 20250717 ... 475.5 478.4 SC
185 185 SC2609 20250717 ... 473.5 473.5 SC
186 186 SC2612 20250717 ... 466.7 465.4 SC
187 187 SC2703 20250717 ... 463.8 467 SC
188 188 SC2706 20250717 ... 461.7 462 SC
189 189 SC2709 20250717 ... 461.7 461.7 SC
190 190 SC2712 20250717 ... 460 461.1 SC
191 191 SC2803 20250717 ... 461.9 462 SC
192 192 SC2806 20250717 ... 457.6 458.5 SC
193 193 LU2508 20250717 ... 3568 3633 LU
194 194 LU2509 20250717 ... 3585 3649 LU
195 195 LU2510 20250717 ... 3579 3621 LU
196 196 LU2511 20250717 ... 3558 3591 LU
197 197 LU2512 20250717 ... 3536 3558 LU
198 198 LU2601 20250717 ... 3518 3542 LU
199 199 LU2602 20250717 ... 3496 3508 LU
200 200 LU2603 20250717 ... 3479 3509 LU
201 201 LU2604 20250717 ... 3452 3471 LU
202 202 LU2605 20250717 ... 3441 3463 LU
203 203 LU2606 20250717 ... 3411 3454 LU
204 204 LU2607 20250717 ... 3419 3444 LU
205 205 FU2508 20250717 ... 2820 2838 FU
206 206 FU2509 20250717 ... 2861 2871 FU
207 207 FU2510 20250717 ... 2873 2879 FU
208 208 FU2511 20250717 ... 2866 2867 FU
209 209 FU2512 20250717 ... 2854 2860 FU
210 210 FU2601 20250717 ... 2844 2850 FU
211 211 FU2602 20250717 ... 2835 2843 FU
212 212 FU2603 20250717 ... 2823 2829 FU
213 213 FU2604 20250717 ... 2812 2817 FU
214 214 FU2605 20250717 ... 2790 2801 FU
215 215 FU2606 20250717 ... 2780 2789 FU
216 216 FU2607 20250717 ... 2771 2778 FU
217 217 BU2508 20250717 ... 3651 3648 BU
218 218 BU2509 20250717 ... 3628 3617 BU
219 219 BU2510 20250717 ... 3574 3563 BU
220 220 BU2511 20250717 ... 3521 3511 BU
221 221 BU2512 20250717 ... 3455 3442 BU
222 222 BU2601 20250717 ... 3413 3406 BU
223 223 BU2602 20250717 ... 3420 3400 BU
224 224 BU2603 20250717 ... 3401 3395 BU
225 225 BU2604 20250717 ... 3402 3385 BU
226 226 BU2605 20250717 ... 3397 3378 BU
227 227 BU2606 20250717 ... 3394 3378 BU
228 228 BU2607 20250717 ... 3371 3371 BU
229 229 BU2609 20250717 ... 3363 3363 BU
230 230 BU2612 20250717 ... 3327 3325 BU
231 231 BU2703 20250717 ... 3338 3312 BU
232 232 BU2706 20250717 ... 3337 3325 BU
233 233 BR2508 20250717 ... 11520 11470 BR
234 234 BR2509 20250717 ... 11480 11420 BR
235 235 BR2510 20250717 ... 11470 11395 BR
236 236 BR2511 20250717 ... 11475 11400 BR
237 237 BR2512 20250717 ... 11490 11410 BR
238 238 BR2601 20250717 ... 11500 11425 BR
239 239 BR2602 20250717 ... 11510 11420 BR
240 240 BR2603 20250717 ... 11460 11430 BR
241 241 BR2604 20250717 ... 11510 11425 BR
242 242 BR2605 20250717 ... 11500 11415 BR
243 243 BR2606 20250717 ... 11490 11445 BR
244 244 BR2607 20250717 ... 11530 11395 BR
245 245 RU2508 20250717 ... 14575 14360 RU
246 246 RU2509 20250717 ... 14570 14405 RU
247 247 RU2510 20250717 ... 14550 14420 RU
248 248 RU2511 20250717 ... 14570 14435 RU
249 249 RU2601 20250717 ... 15440 15275 RU
250 250 RU2603 20250717 ... 15385 15290 RU
251 251 RU2604 20250717 ... 15450 15305 RU
252 252 RU2605 20250717 ... 15495 15370 RU
253 253 RU2606 20250717 ... 15525 15315 RU
254 254 RU2607 20250717 ... 15570 15315 RU
255 255 NR2508 20250717 ... 12520 12365 NR
256 256 NR2509 20250717 ... 12540 12390 NR
257 257 NR2510 20250717 ... 12560 12400 NR
258 258 NR2511 20250717 ... 12575 12415 NR
259 259 NR2512 20250717 ... 12610 12445 NR
260 260 NR2601 20250717 ... 12585 12450 NR
261 261 NR2602 20250717 ... 12630 12465 NR
262 262 NR2603 20250717 ... 12495 12495 NR
263 263 NR2604 20250717 ... 12690 12535 NR
264 264 NR2605 20250717 ... 12695 12565 NR
265 265 NR2606 20250717 ... 12635 12565 NR
266 266 NR2607 20250717 ... 12510 12510 NR
267 267 SP2508 20250717 ... 5212 5214 SP
268 268 SP2509 20250717 ... 5246 5240 SP
269 269 SP2510 20250717 ... 5242 5232 SP
270 270 SP2511 20250717 ... 5220 5210 SP
271 271 SP2512 20250717 ... 5186 5188 SP
272 272 SP2601 20250717 ... 5408 5398 SP
273 273 SP2602 20250717 ... 5344 5336 SP
274 274 SP2603 20250717 ... 5346 5340 SP
275 275 SP2604 20250717 ... 5340 5328 SP
276 276 SP2605 20250717 ... 5346 5336 SP
277 277 SP2606 20250717 ... 5350 5342 SP
278 278 SP2607 20250717 ... 5350 5350 SP
279 279 EC2508 20250717 ... 2141.6 2148.5 EC
280 280 EC2510 20250717 ... 1588.4 1652 EC
281 281 EC2512 20250717 ... 1752.1 1807.5 EC
282 282 EC2602 20250717 ... 1470.3 1505.9 EC
283 283 EC2604 20250717 ... 1289.8 1316.5 EC
284 284 EC2606 20250717 ... 1443.4 1461.8 EC
285 285 SC_TAS2508 20250717 ... SC_TAS
286 286 SC_TAS2509 20250717 ... SC_TAS
287 287 SC_TAS2510 20250717 ... SC_TAS
288 288 SC_TAS2511 20250717 ... SC_TAS
[289 rows x 13 columns]
2025-07-18 18:26:42,796 - future_1d - INFO - ak.get_shfe_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 IC2507 20250717 6010.000 ... 6077.600 6012.200 IC
1 IC2508 20250717 5960.000 ... 6025.200 5954.800 IC
2 IC2509 20250717 5900.000 ... 5972.400 5899.600 IC
3 IC2512 20250717 5766.000 ... 5845.000 5773.600 IC
4 IF2507 20250717 4003.600 ... 4028.400 4001.200 IF
5 IF2508 20250717 3979.600 ... 4018.200 3987.200 IF
6 IF2509 20250717 3976.000 ... 4005.400 3974.800 IF
7 IF2512 20250717 3928.800 ... 3970.000 3940.200 IF
8 IH2507 20250717 2732.800 ... 2741.000 2734.200 IH
9 IH2508 20250717 2728.600 ... 2738.600 2732.200 IH
10 IH2509 20250717 2728.200 ... 2738.200 2730.800 IH
11 IH2512 20250717 2731.200 ... 2740.400 2732.200 IH
12 IM2507 20250717 6441.000 ... 6525.000 6446.000 IM
13 IM2508 20250717 6375.800 ... 6458.000 6375.200 IM
14 IM2509 20250717 6295.000 ... 6383.600 6300.800 IM
15 IM2512 20250717 6114.200 ... 6197.000 6118.600 IM
16 T2509 20250717 108.865 ... 108.875 108.860 T
17 T2512 20250717 108.915 ... 108.930 108.920 T
18 T2603 20250717 108.885 ... 108.910 108.885 T
19 TF2509 20250717 106.020 ... 106.040 106.020 TF
20 TF2512 20250717 106.095 ... 106.105 106.090 TF
21 TF2603 20250717 106.145 ... 106.160 106.130 TF
22 TL2509 20250717 120.750 ... 120.730 120.750 TL
23 TL2512 20250717 120.610 ... 120.550 120.590 TL
24 TL2603 20250717 120.400 ... 120.320 120.370 TL
25 TS2509 20250717 102.428 ... 102.436 102.430 TS
26 TS2512 20250717 102.472 ... 102.504 102.506 TS
27 TS2603 20250717 102.598 ... 102.594 102.598 TS
[28 rows x 12 columns]
2025-07-18 18:26:43,048 - future_1d - INFO - ak.get_cffex_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 a2509 20250717 4179.00 ... 4194.00 4166.00 A
1 a2511 20250717 4093.00 ... 4106.00 4081.00 A
2 a2601 20250717 4081.00 ... 4095.00 4070.00 A
3 a2603 20250717 4064.00 ... 4084.00 4055.00 A
4 a2605 20250717 4108.00 ... 4117.00 4087.00 A
5 a2607 20250717 4109.00 ... 4113.00 4086.00 A
6 b2508 20250717 3558.00 ... 3582.00 3559.00 B
7 b2509 20250717 3632.00 ... 3667.00 3633.00 B
8 b2510 20250717 3666.00 ... 3716.00 3679.00 B
9 b2511 20250717 3690.00 ... 3718.00 3685.00 B
10 b2512 20250717 3699.00 ... 3729.00 3697.00 B
11 b2601 20250717 3686.00 ... 3711.00 3686.00 B
12 b2602 20250717 3665.00 ... 3673.00 3652.00 B
13 b2603 20250717 3560.00 ... 3576.00 3555.00 B
14 b2604 20250717 3460.00 ... 3470.00 3456.00 B
15 b2605 20250717 3383.00 ... 3395.00 3379.00 B
16 b2606 20250717 3380.00 ... 3385.00 3376.00 B
17 b2607 20250717 3385.00 ... 3388.00 3378.00 B
18 bb2509 20250717 143.55 ... 146.75 144.20 BB
19 bb2511 20250717 143.55 ... 148.35 146.55 BB
20 bb2601 20250717 144.00 ... 145.40 146.60 BB
21 bb2603 20250717 0.00 ... 151.90 153.15 BB
22 bb2605 20250717 0.00 ... 151.90 153.15 BB
23 bb2607 20250717 0.00 ... 151.90 153.15 BB
24 bz2603 20250717 6155.00 ... 6139.00 6153.00 BZ
25 bz2604 20250717 6151.00 ... 6132.00 6149.00 BZ
26 bz2605 20250717 6152.00 ... 6120.00 6128.00 BZ
27 bz2606 20250717 6116.00 ... 6122.00 6135.00 BZ
28 c2509 20250717 2290.00 ... 2286.00 2294.00 C
29 c2511 20250717 2260.00 ... 2259.00 2266.00 C
30 c2601 20250717 2234.00 ... 2234.00 2235.00 C
31 c2603 20250717 2238.00 ... 2240.00 2240.00 C
32 c2605 20250717 2271.00 ... 2273.00 2272.00 C
33 c2607 20250717 2281.00 ... 2285.00 2283.00 C
34 cs2509 20250717 2635.00 ... 2632.00 2638.00 CS
35 cs2511 20250717 2590.00 ... 2588.00 2597.00 CS
36 cs2601 20250717 2602.00 ... 2603.00 2606.00 CS
37 cs2603 20250717 2589.00 ... 2591.00 2595.00 CS
38 cs2605 20250717 2640.00 ... 2639.00 2641.00 CS
39 cs2607 20250717 2636.00 ... 2638.00 2639.00 CS
40 eb2507 20250717 0.00 ... 7260.00 7260.00 EB
41 eb2508 20250717 7310.00 ... 7290.00 7340.00 EB
42 eb2509 20250717 7220.00 ... 7221.00 7253.00 EB
43 eb2510 20250717 7158.00 ... 7160.00 7180.00 EB
44 eb2511 20250717 7093.00 ... 7102.00 7119.00 EB
45 eb2512 20250717 7070.00 ... 7073.00 7088.00 EB
46 eb2601 20250717 7079.00 ... 7074.00 7094.00 EB
47 eb2602 20250717 7108.00 ... 7092.00 7114.00 EB
48 eb2603 20250717 7112.00 ... 7109.00 7126.00 EB
49 eb2604 20250717 7115.00 ... 7113.00 7131.00 EB
50 eb2605 20250717 7117.00 ... 7114.00 7109.00 EB
51 eb2606 20250717 7102.00 ... 7102.00 7120.00 EB
52 eg2507 20250717 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250717 4306.00 ... 4326.00 4309.00 EG
54 eg2509 20250717 4351.00 ... 4367.00 4333.00 EG
55 eg2510 20250717 4353.00 ... 4368.00 4334.00 EG
56 eg2511 20250717 4354.00 ... 4355.00 4334.00 EG
57 eg2512 20250717 4350.00 ... 4355.00 4339.00 EG
58 eg2601 20250717 4322.00 ... 4350.00 4342.00 EG
59 eg2602 20250717 4353.00 ... 4353.00 4350.00 EG
60 eg2603 20250717 4357.00 ... 4355.00 4362.00 EG
61 eg2604 20250717 4380.00 ... 4380.00 4379.00 EG
62 eg2605 20250717 4375.00 ... 4383.00 4369.00 EG
63 eg2606 20250717 4383.00 ... 4380.00 4364.00 EG
64 fb2508 20250717 1355.50 ... 1356.50 1355.50 FB
65 fb2509 20250717 1312.00 ... 1294.00 1309.00 FB
66 fb2510 20250717 1325.00 ... 1309.00 1323.00 FB
67 fb2511 20250717 1325.50 ... 1306.50 1321.50 FB
68 fb2512 20250717 1328.00 ... 1309.50 1324.00 FB
69 fb2601 20250717 1330.50 ... 1307.50 1315.50 FB
70 fb2602 20250717 0.00 ... 1305.50 1294.00 FB
71 fb2603 20250717 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250717 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250717 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250717 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250717 0.00 ... 1297.00 1297.00 FB
76 i2508 20250717 772.00 ... 781.00 772.50 I
77 i2509 20250717 773.00 ... 782.00 771.50 I
78 i2510 20250717 767.50 ... 776.50 765.50 I
79 i2511 20250717 759.00 ... 768.00 757.50 I
80 i2512 20250717 752.50 ... 760.00 751.00 I
81 i2601 20250717 742.00 ... 750.00 741.50 I
82 i2602 20250717 739.00 ... 747.00 738.50 I
83 i2603 20250717 736.50 ... 742.00 734.50 I
84 i2604 20250717 731.00 ... 737.00 730.00 I
85 i2605 20250717 720.50 ... 728.00 721.00 I
86 i2606 20250717 717.00 ... 722.50 715.00 I
87 i2607 20250717 712.00 ... 717.50 710.50 I
88 j2508 20250717 1470.00 ... 1467.00 1474.50 J
89 j2509 20250717 1486.50 ... 1499.50 1504.00 J
90 j2510 20250717 1501.00 ... 1509.00 1518.00 J
91 j2511 20250717 1531.50 ... 1533.50 1514.00 J
92 j2512 20250717 1537.00 ... 1537.00 1552.50 J
93 j2601 20250717 1532.50 ... 1542.50 1545.00 J
94 j2602 20250717 0.00 ... 1545.50 1548.00 J
95 j2603 20250717 0.00 ... 1589.00 1589.00 J
96 j2604 20250717 0.00 ... 1575.50 1575.50 J
97 j2605 20250717 1583.50 ... 1584.50 1578.00 J
98 j2606 20250717 1587.50 ... 1587.50 1591.50 J
99 j2607 20250717 0.00 ... 1591.50 1591.50 J
100 jd2507 20250717 2729.00 ... 2814.00 2900.00 JD
101 jd2508 20250717 3470.00 ... 3462.00 3457.00 JD
102 jd2509 20250717 3600.00 ... 3594.00 3605.00 JD
103 jd2510 20250717 3420.00 ... 3388.00 3419.00 JD
104 jd2511 20250717 3421.00 ... 3393.00 3430.00 JD
105 jd2512 20250717 3563.00 ... 3541.00 3566.00 JD
106 jd2601 20250717 3615.00 ... 3601.00 3619.00 JD
107 jd2602 20250717 3191.00 ... 3176.00 3190.00 JD
108 jd2603 20250717 3192.00 ... 3179.00 3191.00 JD
109 jd2604 20250717 3331.00 ... 3313.00 3333.00 JD
110 jd2605 20250717 3403.00 ... 3390.00 3404.00 JD
111 jd2606 20250717 3264.00 ... 3258.00 3262.00 JD
112 jm2508 20250717 840.00 ... 850.50 852.50 JM
113 jm2509 20250717 895.00 ... 903.00 904.50 JM
114 jm2510 20250717 907.50 ... 915.00 917.50 JM
115 jm2511 20250717 922.50 ... 929.50 929.50 JM
116 jm2512 20250717 934.50 ... 944.00 940.00 JM
117 jm2601 20250717 942.50 ... 951.50 948.00 JM
118 jm2602 20250717 954.50 ... 960.00 951.50 JM
119 jm2603 20250717 959.00 ... 965.50 959.00 JM
120 jm2604 20250717 963.00 ... 968.00 964.00 JM
121 jm2605 20250717 968.50 ... 976.50 972.00 JM
122 jm2606 20250717 977.00 ... 984.50 985.50 JM
123 jm2607 20250717 988.50 ... 994.50 985.50 JM
124 l2508 20250717 7189.00 ... 7197.00 7189.00 L
125 l2509 20250717 7204.00 ... 7209.00 7215.00 L
126 l2510 20250717 7207.00 ... 7216.00 7217.00 L
127 l2511 20250717 7214.00 ... 7219.00 7223.00 L
128 l2512 20250717 7218.00 ... 7222.00 7228.00 L
129 l2601 20250717 7208.00 ... 7224.00 7228.00 L
130 l2602 20250717 7206.00 ... 7206.00 7229.00 L
131 l2603 20250717 0.00 ... 7209.00 7209.00 L
132 l2604 20250717 0.00 ... 7230.00 7230.00 L
133 l2605 20250717 7200.00 ... 7196.00 7201.00 L
134 l2606 20250717 7185.00 ... 7191.00 7215.00 L
135 l2607 20250717 7210.00 ... 7209.00 7212.00 L
136 lg2507 20250717 809.00 ... 801.00 802.50 LG
137 lg2509 20250717 799.50 ... 817.50 792.50 LG
138 lg2511 20250717 796.00 ... 813.50 791.50 LG
139 lg2601 20250717 806.50 ... 820.50 798.00 LG
140 lg2603 20250717 810.50 ... 817.00 799.50 LG
141 lg2605 20250717 815.00 ... 827.50 805.00 LG
142 lh2507 20250717 14000.00 ... 14010.00 13895.00 LH
143 lh2509 20250717 14000.00 ... 13985.00 14100.00 LH
144 lh2511 20250717 13505.00 ... 13505.00 13545.00 LH
145 lh2601 20250717 13690.00 ... 13720.00 13725.00 LH
146 lh2603 20250717 12910.00 ... 12940.00 12930.00 LH
147 lh2605 20250717 13130.00 ... 13130.00 13125.00 LH
148 m2508 20250717 2955.00 ... 2985.00 2956.00 M
149 m2509 20250717 2977.00 ... 3011.00 2978.00 M
150 m2511 20250717 3015.00 ... 3051.00 3017.00 M
151 m2512 20250717 3037.00 ... 3069.00 3041.00 M
152 m2601 20250717 3010.00 ... 3038.00 3013.00 M
153 m2603 20250717 2869.00 ... 2887.00 2865.00 M
154 m2605 20250717 2701.00 ... 2715.00 2700.00 M
155 m2607 20250717 2704.00 ... 2711.00 2699.00 M
156 p2508 20250717 8728.00 ... 8758.00 8740.00 P
157 p2509 20250717 8730.00 ... 8764.00 8720.00 P
158 p2510 20250717 8714.00 ... 8770.00 8714.00 P
159 p2511 20250717 8704.00 ... 8766.00 8716.00 P
160 p2512 20250717 8734.00 ... 8742.00 8712.00 P
161 p2601 20250717 8702.00 ... 8752.00 8700.00 P
162 p2602 20250717 8696.00 ... 8710.00 8680.00 P
163 p2603 20250717 8652.00 ... 8668.00 8640.00 P
164 p2604 20250717 0.00 ... 8586.00 8586.00 P
165 p2605 20250717 8484.00 ... 8526.00 8490.00 P
166 p2606 20250717 8468.00 ... 8464.00 8452.00 P
167 p2607 20250717 0.00 ... 8420.00 8420.00 P
168 pg2507 20250717 0.00 ... 4056.00 4056.00 PG
169 pg2508 20250717 4092.00 ... 4079.00 4108.00 PG
170 pg2509 20250717 3994.00 ... 3992.00 4019.00 PG
171 pg2510 20250717 4425.00 ... 4412.00 4442.00 PG
172 pg2511 20250717 4344.00 ... 4334.00 4360.00 PG
173 pg2512 20250717 4277.00 ... 4259.00 4285.00 PG
174 pg2601 20250717 4190.00 ... 4187.00 4210.00 PG
175 pg2602 20250717 4101.00 ... 4106.00 4124.00 PG
176 pg2603 20250717 4036.00 ... 4027.00 4046.00 PG
177 pg2604 20250717 4325.00 ... 4323.00 4347.00 PG
178 pg2605 20250717 4226.00 ... 4223.00 4241.00 PG
179 pg2606 20250717 4139.00 ... 4148.00 4179.00 PG
180 pp2508 20250717 6986.00 ... 6990.00 6996.00 PP
181 pp2509 20250717 7001.00 ... 7010.00 7014.00 PP
182 pp2510 20250717 6985.00 ... 6994.00 6993.00 PP
183 pp2511 20250717 6989.00 ... 6998.00 6999.00 PP
184 pp2512 20250717 6997.00 ... 7002.00 7008.00 PP
185 pp2601 20250717 6999.00 ... 7006.00 7012.00 PP
186 pp2602 20250717 0.00 ... 7005.00 7005.00 PP
187 pp2603 20250717 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250717 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250717 6996.00 ... 6999.00 7009.00 PP
190 pp2606 20250717 6990.00 ... 6990.00 6993.00 PP
191 pp2607 20250717 0.00 ... 7032.00 7033.00 PP
192 rr2508 20250717 3576.00 ... 3574.00 3580.00 RR
193 rr2509 20250717 3619.00 ... 3617.00 3613.00 RR
194 rr2510 20250717 3627.00 ... 3625.00 3617.00 RR
195 rr2511 20250717 3620.00 ... 3616.00 3619.00 RR
196 rr2512 20250717 3615.00 ... 3613.00 3608.00 RR
197 rr2601 20250717 3618.00 ... 3617.00 3611.00 RR
198 rr2602 20250717 3620.00 ... 3620.00 3614.00 RR
199 rr2603 20250717 0.00 ... 3615.00 3615.00 RR
200 rr2604 20250717 3626.00 ... 3626.00 3623.00 RR
201 rr2605 20250717 3622.00 ... 3622.00 3620.00 RR
202 rr2606 20250717 3614.00 ... 3614.00 3614.00 RR
203 rr2607 20250717 0.00 ... 3618.00 3618.00 RR
204 v2508 20250717 4895.00 ... 4906.00 4908.00 V
205 v2509 20250717 4932.00 ... 4944.00 4950.00 V
206 v2510 20250717 4956.00 ... 4974.00 4977.00 V
207 v2511 20250717 4990.00 ... 5003.00 5003.00 V
208 v2512 20250717 5019.00 ... 5031.00 5032.00 V
209 v2601 20250717 5041.00 ... 5061.00 5062.00 V
210 v2602 20250717 5041.00 ... 5075.00 5081.00 V
211 v2603 20250717 5098.00 ... 5101.00 5100.00 V
212 v2604 20250717 5236.00 ... 5238.00 5243.00 V
213 v2605 20250717 5230.00 ... 5254.00 5250.00 V
214 v2606 20250717 5262.00 ... 5270.00 5260.00 V
215 v2607 20250717 5291.00 ... 5285.00 5276.00 V
216 y2508 20250717 8010.00 ... 8030.00 8028.00 Y
217 y2509 20250717 8034.00 ... 8052.00 8032.00 Y
218 y2511 20250717 8040.00 ... 8060.00 8030.00 Y
219 y2512 20250717 8056.00 ... 8072.00 8044.00 Y
220 y2601 20250717 8000.00 ... 8012.00 7992.00 Y
221 y2603 20250717 7868.00 ... 7892.00 7864.00 Y
222 y2605 20250717 7654.00 ... 7660.00 7648.00 Y
223 y2607 20250717 7652.00 ... 7642.00 7636.00 Y
[224 rows x 12 columns]
2025-07-18 18:26:43,592 - future_1d - INFO - ak.get_dce_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 SC2508 20250717 513 ... 513.6 517.2 SC
1 SC2509 20250717 503 ... 502.9 507 SC
2 SC2510 20250717 496.8 ... 496.6 500.5 SC
3 SC2511 20250717 490 ... 491.3 494.7 SC
4 SC2512 20250717 486 ... 488 491.1 SC
5 SC2601 20250717 481.9 ... 485 487.8 SC
6 SC2602 20250717 478.7 ... 481 484.7 SC
7 SC2603 20250717 478.1 ... 480.1 482.1 SC
8 SC2604 20250717 476.1 ... 476.1 479.1 SC
9 SC2605 20250717 474.5 ... 474.5 479 SC
10 SC2606 20250717 471.3 ... 473.4 475.7 SC
11 SC2607 20250717 ... 475.5 478.4 SC
12 SC2609 20250717 ... 473.5 473.5 SC
13 SC2612 20250717 463.7 ... 466.7 465.4 SC
14 SC2703 20250717 460.9 ... 463.8 467 SC
15 SC2706 20250717 459.9 ... 461.7 462 SC
16 SC2709 20250717 ... 461.7 461.7 SC
17 SC2712 20250717 457.8 ... 460 461.1 SC
18 SC2803 20250717 ... 461.9 462 SC
19 SC2806 20250717 456.8 ... 457.6 458.5 SC
21 LU2508 20250717 3575 ... 3568 3633 LU
22 LU2509 20250717 3601 ... 3585 3649 LU
23 LU2510 20250717 3581 ... 3579 3621 LU
24 LU2511 20250717 3566 ... 3558 3591 LU
25 LU2512 20250717 3558 ... 3536 3558 LU
26 LU2601 20250717 3513 ... 3518 3542 LU
27 LU2602 20250717 3496 ... 3496 3508 LU
28 LU2603 20250717 3472 ... 3479 3509 LU
29 LU2604 20250717 3452 ... 3452 3471 LU
30 LU2605 20250717 3450 ... 3441 3463 LU
31 LU2606 20250717 3395 ... 3411 3454 LU
32 LU2607 20250717 3410 ... 3419 3444 LU
34 NR2508 20250717 12455 ... 12520 12365 NR
35 NR2509 20250717 12470 ... 12540 12390 NR
36 NR2510 20250717 12480 ... 12560 12400 NR
37 NR2511 20250717 12450 ... 12575 12415 NR
38 NR2512 20250717 12525 ... 12610 12445 NR
39 NR2601 20250717 12485 ... 12585 12450 NR
40 NR2602 20250717 12620 ... 12630 12465 NR
41 NR2603 20250717 ... 12495 12495 NR
42 NR2604 20250717 12690 ... 12690 12535 NR
43 NR2605 20250717 12660 ... 12695 12565 NR
44 NR2606 20250717 12635 ... 12635 12565 NR
45 NR2607 20250717 ... 12510 12510 NR
47 BC2508 20250717 69010 ... 69080 69170 BC
48 BC2509 20250717 69150 ... 69190 69260 BC
49 BC2510 20250717 ... 69250 69400 BC
50 BC2511 20250717 ... 69190 69190 BC
51 BC2512 20250717 ... 69320 69320 BC
52 BC2601 20250717 ... 69480 69480 BC
53 BC2602 20250717 ... 69410 69410 BC
54 BC2603 20250717 ... 69290 69290 BC
55 BC2604 20250717 ... 69430 69430 BC
56 BC2605 20250717 ... 69460 69460 BC
57 BC2606 20250717 ... 67820 67820 BC
58 BC2607 20250717 ... 67820 67820 BC
60 EC2508 20250717 2153 ... 2141.6 2148.5 EC
61 EC2510 20250717 1609 ... 1588.4 1652 EC
62 EC2512 20250717 1774.2 ... 1752.1 1807.5 EC
63 EC2602 20250717 1485.5 ... 1470.3 1505.9 EC
64 EC2604 20250717 1289.1 ... 1289.8 1316.5 EC
65 EC2606 20250717 1421.6 ... 1443.4 1461.8 EC
68 SC_TAS2508 20250717 ... SC_TAS
69 SC_TAS2509 20250717 ... SC_TAS
70 SC_TAS2510 20250717 ... SC_TAS
71 SC_TAS2511 20250717 ... SC_TAS
[66 rows x 12 columns]
2025-07-18 18:26:43,660 - future_1d - INFO - ak.get_ine_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 PS2508 20250717 43900.0 ... 44300.0 42515.0 PS
1 PS2509 20250717 43655.0 ... 44015.0 42240.0 PS
2 PS2510 20250717 43095.0 ... 43725.0 41850.0 PS
3 PS2511 20250717 42815.0 ... 43260.0 41300.0 PS
4 PS2512 20250717 44495.0 ... 45265.0 43495.0 PS
5 PS2601 20250717 44000.0 ... 45035.0 43300.0 PS
6 PS2602 20250717 44540.0 ... 45355.0 43170.0 PS
7 PS2603 20250717 44000.0 ... 45185.0 43090.0 PS
8 PS2604 20250717 44150.0 ... 44630.0 43000.0 PS
9 PS2605 20250717 43680.0 ... 44580.0 43025.0 PS
10 PS2606 20250717 44600.0 ... 46000.0 44180.0 PS
11 PS2607 20250717 45215.0 ... 45995.0 44055.0 PS
13 SI2508 20250717 8720.0 ... 8715.0 8670.0 SI
14 SI2509 20250717 8750.0 ... 8710.0 8680.0 SI
15 SI2510 20250717 8800.0 ... 8700.0 8655.0 SI
16 SI2511 20250717 8695.0 ... 8640.0 8610.0 SI
17 SI2512 20250717 8960.0 ... 8950.0 8920.0 SI
18 SI2601 20250717 8930.0 ... 8895.0 8860.0 SI
19 SI2602 20250717 8940.0 ... 8885.0 8845.0 SI
20 SI2603 20250717 8930.0 ... 8880.0 8820.0 SI
21 SI2604 20250717 8910.0 ... 8865.0 8835.0 SI
22 SI2605 20250717 8895.0 ... 8860.0 8830.0 SI
23 SI2606 20250717 8925.0 ... 8860.0 8825.0 SI
24 SI2607 20250717 8905.0 ... 8860.0 8820.0 SI
27 LC2508 20250717 67300.0 ... 67940.0 66660.0 LC
28 LC2509 20250717 66800.0 ... 68040.0 66320.0 LC
29 LC2510 20250717 66120.0 ... 67800.0 66060.0 LC
30 LC2511 20250717 65980.0 ... 67260.0 65820.0 LC
31 LC2512 20250717 66400.0 ... 67420.0 66160.0 LC
32 LC2601 20250717 66660.0 ... 67240.0 66080.0 LC
33 LC2602 20250717 66500.0 ... 67460.0 66120.0 LC
34 LC2603 20250717 66400.0 ... 67260.0 66140.0 LC
35 LC2604 20250717 66920.0 ... 67500.0 66580.0 LC
36 LC2605 20250717 67000.0 ... 67420.0 66700.0 LC
37 LC2606 20250717 66980.0 ... 67400.0 66680.0 LC
38 LC2607 20250717 67000.0 ... 67380.0 66600.0 LC
[36 rows x 12 columns]
2025-07-18 18:26:43,856 - future_1d - INFO - ak.get_gfex_daily('2025-07-17') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250717 7850.0 7872.0 ... 203686.08 7831.0 7844.0 AP
1 AP511 20250717 7671.0 7683.0 ... 689.12 7657.0 7669.0 AP
2 AP512 20250717 7684.0 7685.0 ... 92.04 7670.0 7691.0 AP
3 AP601 20250717 7693.0 7720.0 ... 7108.49 7693.0 7701.0 AP
4 AP603 20250717 7618.0 7635.0 ... 22.88 7628.0 7650.0 AP
5 AP604 20250717 7665.0 7687.0 ... 46.06 7676.0 7688.0 AP
6 AP605 20250717 7740.0 7747.0 ... 92.82 7735.0 7749.0 AP
7 CF509 20250717 13980.0 14285.0 ... 3379128.60 14155.0 13945.0 CF
8 CF511 20250717 13825.0 14070.0 ... 266088.81 13960.0 13815.0 CF
9 CF601 20250717 13840.0 14085.0 ... 1070994.12 13980.0 13860.0 CF
10 CF603 20250717 13805.0 14025.0 ... 2394.07 13920.0 13810.0 CF
11 CF605 20250717 13840.0 14050.0 ... 27470.12 13930.0 13820.0 CF
12 CF607 20250717 13895.0 14050.0 ... 209.45 13965.0 13830.0 CF
13 CJ509 20250717 9340.0 9425.0 ... 77086.59 9365.0 9340.0 CJ
14 CJ512 20250717 10215.0 10295.0 ... 9382.67 10220.0 10185.0 CJ
15 CJ601 20250717 10350.0 10440.0 ... 580615.74 10360.0 10330.0 CJ
16 CJ603 20250717 10410.0 10525.0 ... 10388.49 10450.0 10385.0 CJ
17 CJ605 20250717 10580.0 10675.0 ... 53062.11 10610.0 10570.0 CJ
18 CJ607 20250717 10670.0 10735.0 ... 160.44 10695.0 10645.0 CJ
19 CY508 20250717 0.0 0.0 ... 0.00 20000.0 19785.0 CY
20 CY509 20250717 20170.0 20470.0 ... 107040.60 20355.0 20135.0 CY
21 CY510 20250717 0.0 0.0 ... 0.00 19970.0 19755.0 CY
22 CY511 20250717 20150.0 20150.0 ... 10.08 20150.0 20060.0 CY
23 CY512 20250717 20570.0 20570.0 ... 20.38 20380.0 19910.0 CY
24 CY601 20250717 20165.0 20380.0 ... 1023.63 20270.0 20095.0 CY
25 CY602 20250717 0.0 0.0 ... 0.00 19960.0 19840.0 CY
26 CY603 20250717 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250717 0.0 0.0 ... 0.00 19880.0 19750.0 CY
28 CY605 20250717 0.0 0.0 ... 0.00 20170.0 20060.0 CY
29 CY606 20250717 0.0 0.0 ... 0.00 19955.0 19800.0 CY
30 CY607 20250717 0.0 0.0 ... 0.00 19900.0 19830.0 CY
31 FG508 20250717 1082.0 1110.0 ... 18978.91 1092.0 1078.0 FG
32 FG509 20250717 1069.0 1097.0 ... 3968366.66 1083.0 1068.0 FG
33 FG510 20250717 1133.0 1151.0 ... 21526.48 1142.0 1130.0 FG
34 FG511 20250717 1117.0 1130.0 ... 43513.69 1123.0 1114.0 FG
35 FG512 20250717 1178.0 1190.0 ... 30135.61 1183.0 1176.0 FG
36 FG601 20250717 1162.0 1173.0 ... 494627.01 1166.0 1163.0 FG
37 FG602 20250717 1205.0 1214.0 ... 1359.16 1209.0 1206.0 FG
38 FG603 20250717 1203.0 1209.0 ... 1085.54 1203.0 1202.0 FG
39 FG604 20250717 1238.0 1245.0 ... 413.92 1239.0 1236.0 FG
40 FG605 20250717 1232.0 1240.0 ... 10462.93 1235.0 1232.0 FG
41 FG606 20250717 1252.0 1258.0 ... 316.03 1254.0 1251.0 FG
42 FG607 20250717 1253.0 1255.0 ... 82.56 1251.0 1248.0 FG
43 JR509 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250717 2350.0 2360.0 ... 2649.43 2351.0 2358.0 MA
53 MA509 20250717 2361.0 2380.0 ... 1064646.22 2369.0 2376.0 MA
54 MA510 20250717 2387.0 2403.0 ... 24917.13 2393.0 2400.0 MA
55 MA511 20250717 2402.0 2421.0 ... 35170.36 2410.0 2417.0 MA
56 MA512 20250717 2424.0 2439.0 ... 11806.18 2429.0 2438.0 MA
57 MA601 20250717 2426.0 2445.0 ... 115671.73 2436.0 2444.0 MA
58 MA602 20250717 2421.0 2429.0 ... 43.57 2421.0 2425.0 MA
59 MA603 20250717 2415.0 2427.0 ... 84.73 2421.0 2424.0 MA
60 MA604 20250717 2399.0 2402.0 ... 9.60 2401.0 2399.0 MA
61 MA605 20250717 2360.0 2369.0 ... 1866.61 2363.0 2369.0 MA
62 MA606 20250717 2370.0 2376.0 ... 54.53 2371.0 2376.0 MA
63 MA607 20250717 2365.0 2376.0 ... 64.08 2373.0 2379.0 MA
64 OI509 20250717 9451.0 9469.0 ... 3199880.91 9431.0 9453.0 OI
65 OI511 20250717 9445.0 9452.0 ... 217275.93 9414.0 9440.0 OI
66 OI601 20250717 9388.0 9404.0 ... 521170.69 9366.0 9383.0 OI
67 OI603 20250717 9325.0 9354.0 ... 2467.30 9311.0 9325.0 OI
68 OI605 20250717 9232.0 9280.0 ... 10273.54 9247.0 9249.0 OI
69 OI607 20250717 9217.0 9247.0 ... 64.53 9218.0 9211.0 OI
70 PF508 20250717 6482.0 6524.0 ... 48909.11 6496.0 6494.0 PF
71 PF509 20250717 6342.0 6384.0 ... 355504.78 6354.0 6360.0 PF
72 PF510 20250717 6370.0 6406.0 ... 115045.53 6376.0 6384.0 PF
73 PF511 20250717 6344.0 6376.0 ... 58078.46 6346.0 6354.0 PF
74 PF512 20250717 6328.0 6360.0 ... 11006.19 6332.0 6340.0 PF
75 PF601 20250717 6338.0 6366.0 ... 2760.01 6338.0 6348.0 PF
76 PF602 20250717 0.0 0.0 ... 0.00 6354.0 6354.0 PF
77 PF603 20250717 0.0 0.0 ... 0.00 6358.0 6358.0 PF
78 PF604 20250717 0.0 0.0 ... 0.00 6378.0 6378.0 PF
79 PF605 20250717 0.0 0.0 ... 0.00 6380.0 6380.0 PF
80 PF606 20250717 0.0 0.0 ... 0.00 6382.0 6382.0 PF
81 PF607 20250717 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250717 8242.0 8288.0 ... 220599.98 8258.0 8218.0 PK
83 PK511 20250717 8100.0 8126.0 ... 87989.25 8100.0 8084.0 PK
84 PK512 20250717 8058.0 8070.0 ... 277.75 8052.0 8038.0 PK
85 PK601 20250717 8060.0 8076.0 ... 6304.35 8052.0 8036.0 PK
86 PK603 20250717 8012.0 8038.0 ... 180.51 8022.0 8020.0 PK
87 PK604 20250717 8012.0 8030.0 ... 28.08 8022.0 8014.0 PK
88 PK605 20250717 8006.0 8036.0 ... 429.10 8022.0 8010.0 PK
89 PM509 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250717 5890.0 5932.0 ... 6341.67 5922.0 5904.0 PR
96 PR509 20250717 5872.0 5914.0 ... 330697.52 5894.0 5882.0 PR
97 PR510 20250717 5878.0 5932.0 ... 210704.26 5908.0 5898.0 PR
98 PR511 20250717 5876.0 5918.0 ... 42192.57 5898.0 5886.0 PR
99 PR512 20250717 5868.0 5894.0 ... 97.10 5886.0 5876.0 PR
100 PR601 20250717 5868.0 5910.0 ... 1296.59 5880.0 5880.0 PR
101 PR602 20250717 0.0 0.0 ... 0.00 5902.0 5908.0 PR
102 PR603 20250717 0.0 0.0 ... 0.00 5904.0 5906.0 PR
103 PR604 20250717 0.0 0.0 ... 0.00 5910.0 5912.0 PR
104 PR605 20250717 5890.0 5890.0 ... 8.84 5890.0 5904.0 PR
105 PR606 20250717 0.0 0.0 ... 0.00 5914.0 5922.0 PR
106 PR607 20250717 0.0 0.0 ... 0.00 5924.0 5934.0 PR
107 PX508 20250717 6808.0 6884.0 ... 216.00 6858.0 6826.0 PX
108 PX509 20250717 6692.0 6752.0 ... 536168.96 6714.0 6722.0 PX
109 PX510 20250717 6670.0 6724.0 ... 94646.17 6692.0 6694.0 PX
110 PX511 20250717 6636.0 6680.0 ... 152380.49 6646.0 6658.0 PX
111 PX512 20250717 6622.0 6662.0 ... 20560.53 6626.0 6642.0 PX
112 PX601 20250717 6596.0 6632.0 ... 41733.36 6602.0 6620.0 PX
113 PX602 20250717 6576.0 6590.0 ... 19.74 6580.0 6612.0 PX
114 PX603 20250717 0.0 0.0 ... 0.00 6594.0 6594.0 PX
115 PX604 20250717 6562.0 6562.0 ... 3.28 6562.0 6572.0 PX
116 PX605 20250717 6554.0 6580.0 ... 39.37 6562.0 6578.0 PX
117 PX606 20250717 6558.0 6592.0 ... 52.51 6564.0 6590.0 PX
118 PX607 20250717 6588.0 6588.0 ... 3.29 6588.0 6582.0 PX
119 RI509 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250717 2644.0 2712.0 ... 19367.47 2678.0 2646.0 RM
126 RM509 20250717 2651.0 2723.0 ... 1405382.84 2694.0 2655.0 RM
127 RM511 20250717 2438.0 2532.0 ... 24762.45 2497.0 2442.0 RM
128 RM601 20250717 2310.0 2388.0 ... 363842.22 2353.0 2314.0 RM
129 RM603 20250717 2292.0 2348.0 ... 29121.09 2321.0 2293.0 RM
130 RM605 20250717 2302.0 2343.0 ... 62634.08 2324.0 2302.0 RM
131 RM607 20250717 2298.0 2334.0 ... 2019.01 2313.0 2298.0 RM
132 RS508 20250717 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250717 5041.0 5068.0 ... 50.59 5059.0 5080.0 RS
134 RS511 20250717 5052.0 5109.0 ... 315.57 5090.0 5116.0 RS
135 RS607 20250717 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250717 1201.0 1219.0 ... 6196.61 1208.0 1201.0 SA
137 SA509 20250717 1207.0 1228.0 ... 3306391.71 1216.0 1211.0 SA
138 SA510 20250717 1226.0 1244.0 ... 194381.81 1232.0 1227.0 SA
139 SA511 20250717 1228.0 1246.0 ... 229733.41 1235.0 1230.0 SA
140 SA512 20250717 1252.0 1270.0 ... 50255.03 1262.0 1256.0 SA
141 SA601 20250717 1255.0 1273.0 ... 829594.24 1264.0 1258.0 SA
142 SA602 20250717 1269.0 1282.0 ... 5523.25 1277.0 1267.0 SA
143 SA603 20250717 1269.0 1283.0 ... 1811.71 1276.0 1270.0 SA
144 SA604 20250717 1295.0 1305.0 ... 670.17 1299.0 1295.0 SA
145 SA605 20250717 1292.0 1308.0 ... 23523.74 1300.0 1296.0 SA
146 SA606 20250717 1307.0 1319.0 ... 842.50 1312.0 1308.0 SA
147 SA607 20250717 1311.0 1320.0 ... 210.17 1314.0 1309.0 SA
148 SF508 20250717 5450.0 5468.0 ... 13647.85 5448.0 5440.0 SF
149 SF509 20250717 5450.0 5484.0 ... 334797.18 5456.0 5452.0 SF
150 SF510 20250717 5432.0 5452.0 ... 86513.29 5422.0 5432.0 SF
151 SF511 20250717 5588.0 5600.0 ... 109693.59 5570.0 5578.0 SF
152 SF512 20250717 5552.0 5572.0 ... 8769.45 5542.0 5552.0 SF
153 SF601 20250717 5520.0 5548.0 ... 11474.02 5524.0 5524.0 SF
154 SF602 20250717 5470.0 5490.0 ... 366.57 5472.0 5452.0 SF
155 SF603 20250717 5606.0 5622.0 ... 16.84 5612.0 5598.0 SF
156 SF604 20250717 0.0 0.0 ... 0.00 5574.0 5556.0 SF
157 SF605 20250717 5580.0 5600.0 ... 117.32 5588.0 5570.0 SF
158 SF606 20250717 5538.0 5540.0 ... 13.83 5534.0 5522.0 SF
159 SF607 20250717 0.0 0.0 ... 0.00 5640.0 5608.0 SF
160 SH508 20250717 2437.0 2459.0 ... 33764.47 2443.0 2468.0 SH
161 SH509 20250717 2465.0 2488.0 ... 2768978.12 2474.0 2496.0 SH
162 SH510 20250717 2484.0 2510.0 ... 400586.24 2492.0 2509.0 SH
163 SH511 20250717 2459.0 2491.0 ... 282835.42 2472.0 2485.0 SH
164 SH512 20250717 2468.0 2495.0 ... 44980.74 2478.0 2500.0 SH
165 SH601 20250717 2453.0 2473.0 ... 99330.85 2459.0 2473.0 SH
166 SH602 20250717 2483.0 2492.0 ... 864.28 2484.0 2488.0 SH
167 SH603 20250717 2484.0 2501.0 ... 806.39 2489.0 2494.0 SH
168 SH604 20250717 2529.0 2530.0 ... 22.73 2526.0 2526.0 SH
169 SH605 20250717 2513.0 2533.0 ... 1050.78 2520.0 2535.0 SH
170 SH606 20250717 2539.0 2548.0 ... 45.64 2535.0 2550.0 SH
171 SH607 20250717 2538.0 2558.0 ... 61.09 2545.0 2536.0 SH
172 SM508 20250717 5778.0 5792.0 ... 4473.80 5762.0 5754.0 SM
173 SM509 20250717 5780.0 5804.0 ... 424026.85 5774.0 5764.0 SM
174 SM510 20250717 5778.0 5786.0 ... 29298.72 5756.0 5752.0 SM
175 SM511 20250717 5822.0 5850.0 ... 59214.29 5824.0 5816.0 SM
176 SM512 20250717 5830.0 5848.0 ... 11637.23 5820.0 5814.0 SM
177 SM601 20250717 5812.0 5840.0 ... 29023.96 5814.0 5802.0 SM
178 SM602 20250717 5834.0 5834.0 ... 11.63 5814.0 5802.0 SM
179 SM603 20250717 5808.0 5808.0 ... 2.90 5808.0 5804.0 SM
180 SM604 20250717 0.0 0.0 ... 0.00 5830.0 5818.0 SM
181 SM605 20250717 5836.0 5850.0 ... 425.84 5834.0 5818.0 SM
182 SM606 20250717 0.0 0.0 ... 0.00 5842.0 5834.0 SM
183 SM607 20250717 0.0 0.0 ... 0.00 5850.0 5844.0 SM
184 SR509 20250717 5802.0 5833.0 ... 997495.25 5814.0 5804.0 SR
185 SR511 20250717 5695.0 5722.0 ... 128147.96 5704.0 5698.0 SR
186 SR601 20250717 5632.0 5656.0 ... 116820.11 5645.0 5638.0 SR
187 SR603 20250717 5600.0 5623.0 ... 2324.16 5614.0 5609.0 SR
188 SR605 20250717 5577.0 5596.0 ... 5189.72 5586.0 5585.0 SR
189 SR607 20250717 5568.0 5589.0 ... 401.69 5579.0 5579.0 SR
190 TA508 20250717 4692.0 4732.0 ... 10699.23 4712.0 4708.0 TA
191 TA509 20250717 4690.0 4726.0 ... 1627910.49 4708.0 4708.0 TA
192 TA510 20250717 4662.0 4698.0 ... 50188.56 4676.0 4682.0 TA
193 TA511 20250717 4654.0 4688.0 ... 38889.99 4666.0 4676.0 TA
194 TA512 20250717 4646.0 4676.0 ... 9429.92 4658.0 4670.0 TA
195 TA601 20250717 4634.0 4666.0 ... 310255.05 4646.0 4662.0 TA
196 TA602 20250717 4646.0 4660.0 ... 16.28 4650.0 4660.0 TA
197 TA603 20250717 4642.0 4654.0 ... 34.81 4642.0 4664.0 TA
198 TA604 20250717 4648.0 4662.0 ... 39.52 4650.0 4672.0 TA
199 TA605 20250717 4670.0 4672.0 ... 6847.84 4658.0 4680.0 TA
200 TA606 20250717 4664.0 4678.0 ... 13.99 4666.0 4678.0 TA
201 TA607 20250717 4662.0 4662.0 ... 2.33 4662.0 4690.0 TA
202 UR508 20250717 1724.0 1740.0 ... 249.70 1734.0 1729.0 UR
203 UR509 20250717 1733.0 1747.0 ... 477535.00 1740.0 1734.0 UR
204 UR510 20250717 1726.0 1738.0 ... 15153.80 1732.0 1724.0 UR
205 UR511 20250717 1731.0 1741.0 ... 16904.81 1734.0 1729.0 UR
206 UR512 20250717 1722.0 1727.0 ... 179.27 1724.0 1722.0 UR
207 UR601 20250717 1710.0 1722.0 ... 56956.51 1715.0 1710.0 UR
208 UR602 20250717 1709.0 1717.0 ... 352.88 1713.0 1707.0 UR
209 UR603 20250717 1736.0 1745.0 ... 226.61 1743.0 1733.0 UR
210 UR604 20250717 1733.0 1737.0 ... 24.29 1735.0 1731.0 UR
211 UR605 20250717 1727.0 1732.0 ... 2046.85 1729.0 1727.0 UR
212 UR606 20250717 1720.0 1727.0 ... 120.70 1724.0 1723.0 UR
213 UR607 20250717 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-18 18:26:44,176 - future_1d - INFO - ak.get_czce_daily('2025-07-17') done
2025-07-18 18:26:45,973 - future_1d - INFO - save future_daily 2025-07-17 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250718 ... 78310 77900 CU
1 1 CU2509 20250718 ... 78330 77920 CU
2 2 CU2510 20250718 ... 78290 77870 CU
3 3 CU2511 20250718 ... 78230 77840 CU
4 4 CU2512 20250718 ... 78160 77770 CU
5 5 CU2601 20250718 ... 78120 77720 CU
6 6 CU2602 20250718 ... 78100 77680 CU
7 7 CU2603 20250718 ... 78040 77690 CU
8 8 CU2604 20250718 ... 78020 77710 CU
9 9 CU2605 20250718 ... 78070 77710 CU
10 10 CU2606 20250718 ... 78080 77680 CU
11 11 CU2607 20250718 ... 78120 77670 CU
12 12 BC2508 20250718 ... 69490 69080 BC
13 13 BC2509 20250718 ... 69570 69190 BC
14 14 BC2510 20250718 ... 69630 69250 BC
15 15 BC2511 20250718 ... 69190 69190 BC
16 16 BC2512 20250718 ... 69320 69320 BC
17 17 BC2601 20250718 ... 69480 69480 BC
18 18 BC2602 20250718 ... 69410 69410 BC
19 19 BC2603 20250718 ... 69290 69290 BC
20 20 BC2604 20250718 ... 69430 69430 BC
21 21 BC2605 20250718 ... 69460 69460 BC
22 22 BC2606 20250718 ... 68190 67820 BC
23 23 BC2607 20250718 ... 67820 67820 BC
24 24 AL2508 20250718 ... 20550 20455 AL
25 25 AL2509 20250718 ... 20505 20425 AL
26 26 AL2510 20250718 ... 20435 20365 AL
27 27 AL2511 20250718 ... 20365 20300 AL
28 28 AL2512 20250718 ... 20315 20245 AL
29 29 AL2601 20250718 ... 20285 20220 AL
30 30 AL2602 20250718 ... 20285 20215 AL
31 31 AL2603 20250718 ... 20285 20230 AL
32 32 AL2604 20250718 ... 20300 20230 AL
33 33 AL2605 20250718 ... 20295 20255 AL
34 34 AL2606 20250718 ... 20315 20250 AL
35 35 AL2607 20250718 ... 20315 20245 AL
36 36 ZN2508 20250718 ... 22295 22080 ZN
37 37 ZN2509 20250718 ... 22300 22060 ZN
38 38 ZN2510 20250718 ... 22275 22035 ZN
39 39 ZN2511 20250718 ... 22235 22005 ZN
40 40 ZN2512 20250718 ... 22190 21970 ZN
41 41 ZN2601 20250718 ... 22165 21935 ZN
42 42 ZN2602 20250718 ... 22110 21935 ZN
43 43 ZN2603 20250718 ... 22150 21945 ZN
44 44 ZN2604 20250718 ... 22165 22010 ZN
45 45 ZN2605 20250718 ... 22125 21965 ZN
46 46 ZN2606 20250718 ... 22135 21925 ZN
47 47 ZN2607 20250718 ... 22135 22000 ZN
48 48 PB2508 20250718 ... 16815 16870 PB
49 49 PB2509 20250718 ... 16850 16905 PB
50 50 PB2510 20250718 ... 16875 16945 PB
51 51 PB2511 20250718 ... 16890 16975 PB
52 52 PB2512 20250718 ... 16905 16980 PB
53 53 PB2601 20250718 ... 16900 17025 PB
54 54 PB2602 20250718 ... 16965 16965 PB
55 55 PB2603 20250718 ... 16955 16990 PB
56 56 PB2604 20250718 ... 16950 16990 PB
57 57 PB2605 20250718 ... 16975 16985 PB
58 58 PB2606 20250718 ... 16980 17005 PB
59 59 PB2607 20250718 ... 16980 16990 PB
60 60 NI2508 20250718 ... 120250 119630 NI
61 61 NI2509 20250718 ... 120330 119760 NI
62 62 NI2510 20250718 ... 120400 119900 NI
63 63 NI2511 20250718 ... 120370 119950 NI
64 64 NI2512 20250718 ... 120660 120200 NI
65 65 NI2601 20250718 ... 120920 120460 NI
66 66 NI2602 20250718 ... 121100 120700 NI
67 67 NI2603 20250718 ... 121260 120840 NI
68 68 NI2604 20250718 ... 121480 121130 NI
69 69 NI2605 20250718 ... 121770 121400 NI
70 70 NI2606 20250718 ... 122040 121380 NI
71 71 NI2607 20250718 ... 121820 121360 NI
72 72 SN2508 20250718 ... 263900 261740 SN
73 73 SN2509 20250718 ... 264190 261930 SN
74 74 SN2510 20250718 ... 264280 261940 SN
75 75 SN2511 20250718 ... 264400 262010 SN
76 76 SN2512 20250718 ... 264710 262120 SN
77 77 SN2601 20250718 ... 264790 262400 SN
78 78 SN2602 20250718 ... 264700 262080 SN
79 79 SN2603 20250718 ... 264500 262640 SN
80 80 SN2604 20250718 ... 265010 262930 SN
81 81 SN2605 20250718 ... 265510 262620 SN
82 82 SN2606 20250718 ... 266120 262240 SN
83 83 SN2607 20250718 ... 265090 262000 SN
84 84 AO2508 20250718 ... 3148 3093 AO
85 85 AO2509 20250718 ... 3124 3082 AO
86 86 AO2510 20250718 ... 3106 3066 AO
87 87 AO2511 20250718 ... 3099 3053 AO
88 88 AO2512 20250718 ... 3093 3044 AO
89 89 AO2601 20250718 ... 3087 3040 AO
90 90 AO2602 20250718 ... 3087 3033 AO
91 91 AO2603 20250718 ... 3073 3030 AO
92 92 AO2604 20250718 ... 3058 3022 AO
93 93 AO2605 20250718 ... 3055 3017 AO
94 94 AO2606 20250718 ... 3048 3010 AO
95 95 AO2607 20250718 ... 3046 3009 AO
96 96 AD2511 20250718 ... 19885 19835 AD
97 97 AD2512 20250718 ... 19820 19760 AD
98 98 AD2601 20250718 ... 19740 19705 AD
99 99 AD2602 20250718 ... 19685 19680 AD
100 100 AD2603 20250718 ... 19680 19760 AD
101 101 AD2604 20250718 ... 19690 19675 AD
102 102 AD2605 20250718 ... 19640 19595 AD
103 103 AD2606 20250718 ... 19635 19600 AD
104 104 AD2607 20250718 ... 19550 19550 AD
105 105 AU2508 20250718 ... 773 775.56 AU
106 106 AU2509 20250718 ... 773.84 776.22 AU
107 107 AU2510 20250718 ... 775.34 777.66 AU
108 108 AU2512 20250718 ... 777.26 779.78 AU
109 109 AU2602 20250718 ... 779.48 782.38 AU
110 110 AU2604 20250718 ... 782.12 784.48 AU
111 111 AU2606 20250718 ... 783.84 786.5 AU
112 112 AU2608 20250718 ... 786.84 787.68 AU
113 113 AG2508 20250718 ... 9159 9123 AG
114 114 AG2509 20250718 ... 9176 9133 AG
115 115 AG2510 20250718 ... 9186 9149 AG
116 116 AG2511 20250718 ... 9199 9158 AG
117 117 AG2512 20250718 ... 9205 9167 AG
118 118 AG2601 20250718 ... 9221 9166 AG
119 119 AG2602 20250718 ... 9234 9189 AG
120 120 AG2603 20250718 ... 9251 9203 AG
121 121 AG2604 20250718 ... 9256 9210 AG
122 122 AG2605 20250718 ... 9272 9224 AG
123 123 AG2606 20250718 ... 9285 9240 AG
124 124 AG2607 20250718 ... 9315 9249 AG
125 125 RB2508 20250718 ... 3083 3066 RB
126 126 RB2509 20250718 ... 3103 3080 RB
127 127 RB2510 20250718 ... 3156 3124 RB
128 128 RB2511 20250718 ... 3178 3148 RB
129 129 RB2512 20250718 ... 3200 3170 RB
130 130 RB2601 20250718 ... 3200 3171 RB
131 131 RB2602 20250718 ... 3190 3159 RB
132 132 RB2603 20250718 ... 3196 3166 RB
133 133 RB2604 20250718 ... 3197 3170 RB
134 134 RB2605 20250718 ... 3213 3186 RB
135 135 RB2606 20250718 ... 3220 3193 RB
136 136 RB2607 20250718 ... 3225 3199 RB
137 137 WR2508 20250718 ... 3212 3212 WR
138 138 WR2509 20250718 ... 3335 3335 WR
139 139 WR2510 20250718 ... 3431 3377 WR
140 140 WR2511 20250718 ... 3408 3408 WR
141 141 WR2512 20250718 ... 3447 3392 WR
142 142 WR2601 20250718 ... 3400 3355 WR
143 143 WR2602 20250718 ... 3396 3396 WR
144 144 WR2603 20250718 ... 3387 3387 WR
145 145 WR2604 20250718 ... 3437 3392 WR
146 146 WR2605 20250718 ... 3379 3370 WR
147 147 WR2606 20250718 ... 3400 3400 WR
148 148 WR2607 20250718 ... 3400 3400 WR
149 149 HC2508 20250718 ... 3304 3274 HC
150 150 HC2509 20250718 ... 3326 3281 HC
151 151 HC2510 20250718 ... 3321 3280 HC
152 152 HC2511 20250718 ... 3325 3284 HC
153 153 HC2512 20250718 ... 3328 3286 HC
154 154 HC2601 20250718 ... 3332 3295 HC
155 155 HC2602 20250718 ... 3335 3295 HC
156 156 HC2603 20250718 ... 3338 3298 HC
157 157 HC2604 20250718 ... 3353 3304 HC
158 158 HC2605 20250718 ... 3333 3298 HC
159 159 HC2606 20250718 ... 3344 3305 HC
160 160 HC2607 20250718 ... 3336 3315 HC
161 161 SS2508 20250718 ... 12745 12695 SS
162 162 SS2509 20250718 ... 12735 12675 SS
163 163 SS2510 20250718 ... 12775 12725 SS
164 164 SS2511 20250718 ... 12805 12755 SS
165 165 SS2512 20250718 ... 12830 12795 SS
166 166 SS2601 20250718 ... 12875 12845 SS
167 167 SS2602 20250718 ... 12910 12855 SS
168 168 SS2603 20250718 ... 12965 12900 SS
169 169 SS2604 20250718 ... 13005 12940 SS
170 170 SS2605 20250718 ... 13025 13000 SS
171 171 SS2606 20250718 ... 13045 13045 SS
172 172 SS2607 20250718 ... 13090 13055 SS
173 173 SC2508 20250718 ... 523.5 513.6 SC
174 174 SC2509 20250718 ... 511.1 502.9 SC
175 175 SC2510 20250718 ... 504.1 496.6 SC
176 176 SC2511 20250718 ... 498.6 491.3 SC
177 177 SC2512 20250718 ... 495 488 SC
178 178 SC2601 20250718 ... 490.5 485 SC
179 179 SC2602 20250718 ... 488 481 SC
180 180 SC2603 20250718 ... 485.7 480.1 SC
181 181 SC2604 20250718 ... 483.9 476.1 SC
182 182 SC2605 20250718 ... 479.5 474.5 SC
183 183 SC2606 20250718 ... 480.5 473.4 SC
184 184 SC2607 20250718 ... 475.5 475.5 SC
185 185 SC2609 20250718 ... 471.9 473.5 SC
186 186 SC2612 20250718 ... 471.1 466.7 SC
187 187 SC2703 20250718 ... 472.1 463.8 SC
188 188 SC2706 20250718 ... 471.4 461.7 SC
189 189 SC2709 20250718 ... 469.1 461.7 SC
190 190 SC2712 20250718 ... 467.2 460 SC
191 191 SC2803 20250718 ... 465 461.9 SC
192 192 SC2806 20250718 ... 466.8 457.6 SC
193 193 LU2508 20250718 ... 3592 3568 LU
194 194 LU2509 20250718 ... 3596 3585 LU
195 195 LU2510 20250718 ... 3595 3579 LU
196 196 LU2511 20250718 ... 3572 3558 LU
197 197 LU2512 20250718 ... 3545 3536 LU
198 198 LU2601 20250718 ... 3541 3518 LU
199 199 LU2602 20250718 ... 3527 3496 LU
200 200 LU2603 20250718 ... 3514 3479 LU
201 201 LU2604 20250718 ... 3477 3452 LU
202 202 LU2605 20250718 ... 3494 3441 LU
203 203 LU2606 20250718 ... 3486 3411 LU
204 204 LU2607 20250718 ... 3456 3419 LU
205 205 FU2508 20250718 ... 2854 2820 FU
206 206 FU2509 20250718 ... 2880 2861 FU
207 207 FU2510 20250718 ... 2889 2873 FU
208 208 FU2511 20250718 ... 2882 2866 FU
209 209 FU2512 20250718 ... 2871 2854 FU
210 210 FU2601 20250718 ... 2863 2844 FU
211 211 FU2602 20250718 ... 2851 2835 FU
212 212 FU2603 20250718 ... 2838 2823 FU
213 213 FU2604 20250718 ... 2825 2812 FU
214 214 FU2605 20250718 ... 2803 2790 FU
215 215 FU2606 20250718 ... 2796 2780 FU
216 216 FU2607 20250718 ... 2785 2771 FU
217 217 BU2508 20250718 ... 3669 3651 BU
218 218 BU2509 20250718 ... 3647 3628 BU
219 219 BU2510 20250718 ... 3594 3574 BU
220 220 BU2511 20250718 ... 3542 3521 BU
221 221 BU2512 20250718 ... 3471 3455 BU
222 222 BU2601 20250718 ... 3433 3413 BU
223 223 BU2602 20250718 ... 3412 3420 BU
224 224 BU2603 20250718 ... 3409 3401 BU
225 225 BU2604 20250718 ... 3408 3402 BU
226 226 BU2605 20250718 ... 3399 3397 BU
227 227 BU2606 20250718 ... 3398 3394 BU
228 228 BU2607 20250718 ... 3407 3371 BU
229 229 BU2609 20250718 ... 3403 3363 BU
230 230 BU2612 20250718 ... 3338 3327 BU
231 231 BU2703 20250718 ... 3325 3338 BU
232 232 BU2706 20250718 ... 3326 3337 BU
233 233 BR2508 20250718 ... 11710 11520 BR
234 234 BR2509 20250718 ... 11675 11480 BR
235 235 BR2510 20250718 ... 11650 11470 BR
236 236 BR2511 20250718 ... 11655 11475 BR
237 237 BR2512 20250718 ... 11655 11490 BR
238 238 BR2601 20250718 ... 11650 11500 BR
239 239 BR2602 20250718 ... 11630 11510 BR
240 240 BR2603 20250718 ... 11650 11460 BR
241 241 BR2604 20250718 ... 11630 11510 BR
242 242 BR2605 20250718 ... 11640 11500 BR
243 243 BR2606 20250718 ... 11640 11490 BR
244 244 BR2607 20250718 ... 11665 11530 BR
245 245 RU2508 20250718 ... 14795 14575 RU
246 246 RU2509 20250718 ... 14840 14570 RU
247 247 RU2510 20250718 ... 14835 14550 RU
248 248 RU2511 20250718 ... 14820 14570 RU
249 249 RU2601 20250718 ... 15650 15440 RU
250 250 RU2603 20250718 ... 15620 15385 RU
251 251 RU2604 20250718 ... 15670 15450 RU
252 252 RU2605 20250718 ... 15685 15495 RU
253 253 RU2606 20250718 ... 15670 15525 RU
254 254 RU2607 20250718 ... 15695 15570 RU
255 255 NR2508 20250718 ... 12700 12520 NR
256 256 NR2509 20250718 ... 12730 12540 NR
257 257 NR2510 20250718 ... 12730 12560 NR
258 258 NR2511 20250718 ... 12765 12575 NR
259 259 NR2512 20250718 ... 12825 12610 NR
260 260 NR2601 20250718 ... 12805 12585 NR
261 261 NR2602 20250718 ... 12825 12630 NR
262 262 NR2603 20250718 ... 12860 12495 NR
263 263 NR2604 20250718 ... 12840 12690 NR
264 264 NR2605 20250718 ... 12885 12695 NR
265 265 NR2606 20250718 ... 12950 12635 NR
266 266 NR2607 20250718 ... 12520 12510 NR
267 267 SP2508 20250718 ... 5276 5212 SP
268 268 SP2509 20250718 ... 5292 5246 SP
269 269 SP2510 20250718 ... 5284 5242 SP
270 270 SP2511 20250718 ... 5262 5220 SP
271 271 SP2512 20250718 ... 5218 5186 SP
272 272 SP2601 20250718 ... 5444 5408 SP
273 273 SP2602 20250718 ... 5396 5344 SP
274 274 SP2603 20250718 ... 5392 5346 SP
275 275 SP2604 20250718 ... 5384 5340 SP
276 276 SP2605 20250718 ... 5386 5346 SP
277 277 SP2606 20250718 ... 5380 5350 SP
278 278 SP2607 20250718 ... 5390 5350 SP
279 279 EC2508 20250718 ... 2219.6 2141.6 EC
280 280 EC2510 20250718 ... 1631.1 1588.4 EC
281 281 EC2512 20250718 ... 1809.5 1752.1 EC
282 282 EC2602 20250718 ... 1513.1 1470.3 EC
283 283 EC2604 20250718 ... 1332.9 1289.8 EC
284 284 EC2606 20250718 ... 1459.3 1443.4 EC
285 285 SC_TAS2508 20250718 ... SC_TAS
286 286 SC_TAS2509 20250718 ... SC_TAS
287 287 SC_TAS2510 20250718 ... SC_TAS
288 288 SC_TAS2511 20250718 ... SC_TAS
[289 rows x 13 columns]
2025-07-18 18:26:53,286 - future_1d - INFO - ak.get_shfe_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 IC2507 20250718 6093.000 ... 6086.460 6077.600 IC
1 IC2508 20250718 6048.200 ... 6046.600 6025.200 IC
2 IC2509 20250718 5988.800 ... 5993.200 5972.400 IC
3 IC2512 20250718 5867.200 ... 5866.200 5845.000 IC
4 IF2507 20250718 4038.000 ... 4050.540 4028.400 IF
5 IF2508 20250718 4028.000 ... 4047.000 4018.200 IF
6 IF2509 20250718 4018.800 ... 4035.200 4005.400 IF
7 IF2512 20250718 3980.000 ... 3999.200 3970.000 IF
8 IH2507 20250718 2749.400 ... 2758.540 2741.000 IH
9 IH2508 20250718 2745.000 ... 2764.200 2738.600 IH
10 IH2509 20250718 2746.000 ... 2763.200 2738.200 IH
11 IH2512 20250718 2747.000 ... 2764.400 2740.400 IH
12 IM2507 20250718 6549.600 ... 6534.620 6525.000 IM
13 IM2508 20250718 6473.200 ... 6478.200 6458.000 IM
14 IM2509 20250718 6406.000 ... 6403.800 6383.600 IM
15 IM2512 20250718 6225.200 ... 6220.800 6197.000 IM
16 T2509 20250718 108.835 ... 108.810 108.875 T
17 T2512 20250718 108.905 ... 108.865 108.930 T
18 T2603 20250718 108.895 ... 108.840 108.910 T
19 TF2509 20250718 106.005 ... 106.005 106.040 TF
20 TF2512 20250718 106.090 ... 106.060 106.105 TF
21 TF2603 20250718 106.095 ... 106.110 106.160 TF
22 TL2509 20250718 120.630 ... 120.530 120.730 TL
23 TL2512 20250718 120.480 ... 120.350 120.550 TL
24 TL2603 20250718 120.230 ... 120.130 120.320 TL
25 TS2509 20250718 102.436 ... 102.434 102.436 TS
26 TS2512 20250718 102.502 ... 102.500 102.504 TS
27 TS2603 20250718 102.586 ... 102.592 102.594 TS
[28 rows x 12 columns]
2025-07-18 18:26:53,500 - future_1d - INFO - ak.get_cffex_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 a2509 20250718 4200.00 ... 4198.00 4194.00 A
1 a2511 20250718 4115.00 ... 4117.00 4106.00 A
2 a2601 20250718 4103.00 ... 4108.00 4095.00 A
3 a2603 20250718 4091.00 ... 4097.00 4084.00 A
4 a2605 20250718 4118.00 ... 4132.00 4117.00 A
5 a2607 20250718 4123.00 ... 4122.00 4113.00 A
6 b2508 20250718 3615.00 ... 3641.00 3582.00 B
7 b2509 20250718 3688.00 ... 3711.00 3667.00 B
8 b2510 20250718 3731.00 ... 3752.00 3716.00 B
9 b2511 20250718 3730.00 ... 3757.00 3718.00 B
10 b2512 20250718 3746.00 ... 3766.00 3729.00 B
11 b2601 20250718 3728.00 ... 3756.00 3711.00 B
12 b2602 20250718 3689.00 ... 3700.00 3673.00 B
13 b2603 20250718 3589.00 ... 3602.00 3576.00 B
14 b2604 20250718 3487.00 ... 3492.00 3470.00 B
15 b2605 20250718 3404.00 ... 3419.00 3395.00 B
16 b2606 20250718 3394.00 ... 3410.00 3385.00 B
17 b2607 20250718 3403.00 ... 3417.00 3388.00 B
18 bb2509 20250718 150.45 ... 152.30 146.75 BB
19 bb2511 20250718 148.95 ... 150.80 148.35 BB
20 bb2601 20250718 146.85 ... 146.45 145.40 BB
21 bb2603 20250718 0.00 ... 152.95 151.90 BB
22 bb2605 20250718 0.00 ... 152.95 151.90 BB
23 bb2607 20250718 0.00 ... 152.95 151.90 BB
24 bz2603 20250718 6125.00 ... 6156.00 6139.00 BZ
25 bz2604 20250718 6117.00 ... 6139.00 6132.00 BZ
26 bz2605 20250718 6120.00 ... 6132.00 6120.00 BZ
27 bz2606 20250718 6115.00 ... 6130.00 6122.00 BZ
28 c2509 20250718 2300.00 ... 2305.00 2286.00 C
29 c2511 20250718 2266.00 ... 2273.00 2259.00 C
30 c2601 20250718 2240.00 ... 2240.00 2234.00 C
31 c2603 20250718 2244.00 ... 2242.00 2240.00 C
32 c2605 20250718 2278.00 ... 2281.00 2273.00 C
33 c2607 20250718 2294.00 ... 2294.00 2285.00 C
34 cs2509 20250718 2649.00 ... 2650.00 2632.00 CS
35 cs2511 20250718 2598.00 ... 2600.00 2588.00 CS
36 cs2601 20250718 2611.00 ... 2611.00 2603.00 CS
37 cs2603 20250718 2598.00 ... 2600.00 2591.00 CS
38 cs2605 20250718 2641.00 ... 2645.00 2639.00 CS
39 cs2607 20250718 2648.00 ... 2652.00 2638.00 CS
40 eb2507 20250718 7350.00 ... 7350.00 7260.00 EB
41 eb2508 20250718 7291.00 ... 7317.00 7290.00 EB
42 eb2509 20250718 7233.00 ... 7246.00 7221.00 EB
43 eb2510 20250718 7170.00 ... 7189.00 7160.00 EB
44 eb2511 20250718 7122.00 ... 7131.00 7102.00 EB
45 eb2512 20250718 7093.00 ... 7107.00 7073.00 EB
46 eb2601 20250718 7092.00 ... 7108.00 7074.00 EB
47 eb2602 20250718 7116.00 ... 7124.00 7092.00 EB
48 eb2603 20250718 7137.00 ... 7134.00 7109.00 EB
49 eb2604 20250718 7136.00 ... 7151.00 7113.00 EB
50 eb2605 20250718 7128.00 ... 7142.00 7114.00 EB
51 eb2606 20250718 7123.00 ... 7144.00 7102.00 EB
52 eg2507 20250718 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250718 4331.00 ... 4345.00 4326.00 EG
54 eg2509 20250718 4381.00 ... 4376.00 4367.00 EG
55 eg2510 20250718 4368.00 ... 4371.00 4368.00 EG
56 eg2511 20250718 4396.00 ... 4372.00 4355.00 EG
57 eg2512 20250718 4357.00 ... 4367.00 4355.00 EG
58 eg2601 20250718 4360.00 ... 4362.00 4350.00 EG
59 eg2602 20250718 4364.00 ... 4365.00 4353.00 EG
60 eg2603 20250718 4366.00 ... 4366.00 4355.00 EG
61 eg2604 20250718 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250718 4396.00 ... 4393.00 4383.00 EG
63 eg2606 20250718 0.00 ... 4380.00 4380.00 EG
64 fb2508 20250718 1349.50 ... 1358.50 1356.50 FB
65 fb2509 20250718 1287.50 ... 1285.00 1294.00 FB
66 fb2510 20250718 1305.00 ... 1302.50 1309.00 FB
67 fb2511 20250718 1312.00 ... 1302.00 1306.50 FB
68 fb2512 20250718 1323.00 ... 1309.00 1309.50 FB
69 fb2601 20250718 1318.50 ... 1302.00 1307.50 FB
70 fb2602 20250718 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250718 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250718 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250718 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250718 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250718 0.00 ... 1297.00 1297.00 FB
76 i2508 20250718 792.00 ... 794.00 781.00 I
77 i2509 20250718 788.50 ... 792.50 782.00 I
78 i2510 20250718 784.00 ... 784.50 776.50 I
79 i2511 20250718 775.00 ... 776.50 768.00 I
80 i2512 20250718 765.00 ... 769.50 760.00 I
81 i2601 20250718 757.00 ... 759.00 750.00 I
82 i2602 20250718 752.50 ... 755.50 747.00 I
83 i2603 20250718 747.00 ... 751.50 742.00 I
84 i2604 20250718 741.50 ... 745.50 737.00 I
85 i2605 20250718 733.50 ... 735.50 728.00 I
86 i2606 20250718 728.00 ... 730.50 722.50 I
87 i2607 20250718 723.00 ... 725.00 717.50 I
88 j2508 20250718 1467.00 ... 1477.00 1467.00 J
89 j2509 20250718 1520.00 ... 1526.00 1499.50 J
90 j2510 20250718 1528.50 ... 1544.00 1509.00 J
91 j2511 20250718 1557.50 ... 1549.50 1533.50 J
92 j2512 20250718 1563.00 ... 1565.50 1537.00 J
93 j2601 20250718 1562.00 ... 1570.00 1542.50 J
94 j2602 20250718 0.00 ... 1572.50 1545.50 J
95 j2603 20250718 0.00 ... 1589.00 1589.00 J
96 j2604 20250718 0.00 ... 1575.50 1575.50 J
97 j2605 20250718 1590.00 ... 1601.00 1584.50 J
98 j2606 20250718 1620.00 ... 1620.00 1587.50 J
99 j2607 20250718 0.00 ... 1591.50 1591.50 J
100 jd2507 20250718 2982.00 ... 2982.00 2814.00 JD
101 jd2508 20250718 3485.00 ... 3513.00 3462.00 JD
102 jd2509 20250718 3608.00 ... 3613.00 3594.00 JD
103 jd2510 20250718 3379.00 ... 3373.00 3388.00 JD
104 jd2511 20250718 3385.00 ... 3387.00 3393.00 JD
105 jd2512 20250718 3539.00 ... 3543.00 3541.00 JD
106 jd2601 20250718 3585.00 ... 3606.00 3601.00 JD
107 jd2602 20250718 3175.00 ... 3175.00 3176.00 JD
108 jd2603 20250718 3183.00 ... 3179.00 3179.00 JD
109 jd2604 20250718 3318.00 ... 3311.00 3313.00 JD
110 jd2605 20250718 3395.00 ... 3394.00 3390.00 JD
111 jd2606 20250718 3248.00 ... 3254.00 3258.00 JD
112 jm2508 20250718 866.00 ... 869.50 850.50 JM
113 jm2509 20250718 922.00 ... 932.50 903.00 JM
114 jm2510 20250718 932.00 ... 943.00 915.00 JM
115 jm2511 20250718 943.50 ... 957.00 929.50 JM
116 jm2512 20250718 962.50 ... 970.00 944.00 JM
117 jm2601 20250718 971.50 ... 978.00 951.50 JM
118 jm2602 20250718 974.00 ... 983.00 960.00 JM
119 jm2603 20250718 977.00 ... 987.00 965.50 JM
120 jm2604 20250718 983.50 ... 990.00 968.00 JM
121 jm2605 20250718 990.00 ... 995.00 976.50 JM
122 jm2606 20250718 1000.00 ... 1001.00 984.50 JM
123 jm2607 20250718 1013.50 ... 1020.50 994.50 JM
124 l2508 20250718 7197.00 ... 7203.00 7197.00 L
125 l2509 20250718 7218.00 ... 7225.00 7209.00 L
126 l2510 20250718 7222.00 ... 7236.00 7216.00 L
127 l2511 20250718 7229.00 ... 7239.00 7219.00 L
128 l2512 20250718 7231.00 ... 7243.00 7222.00 L
129 l2601 20250718 7235.00 ... 7248.00 7224.00 L
130 l2602 20250718 7229.00 ... 7224.00 7206.00 L
131 l2603 20250718 7235.00 ... 7225.00 7209.00 L
132 l2604 20250718 0.00 ... 7230.00 7230.00 L
133 l2605 20250718 7212.00 ... 7224.00 7196.00 L
134 l2606 20250718 7223.00 ... 7228.00 7191.00 L
135 l2607 20250718 7229.00 ... 7229.00 7209.00 L
136 lg2507 20250718 806.00 ... 807.00 801.00 LG
137 lg2509 20250718 838.00 ... 834.00 817.50 LG
138 lg2511 20250718 833.50 ... 832.50 813.50 LG
139 lg2601 20250718 840.00 ... 841.50 820.50 LG
140 lg2603 20250718 841.00 ... 840.50 817.00 LG
141 lg2605 20250718 854.00 ... 849.50 827.50 LG
142 lh2507 20250718 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250718 14065.00 ... 14115.00 13985.00 LH
144 lh2511 20250718 13555.00 ... 13610.00 13505.00 LH
145 lh2601 20250718 13800.00 ... 13805.00 13720.00 LH
146 lh2603 20250718 12985.00 ... 12990.00 12940.00 LH
147 lh2605 20250718 13140.00 ... 13195.00 13130.00 LH
148 m2508 20250718 3016.00 ... 3025.00 2985.00 M
149 m2509 20250718 3031.00 ... 3043.00 3011.00 M
150 m2511 20250718 3074.00 ... 3083.00 3051.00 M
151 m2512 20250718 3084.00 ... 3097.00 3069.00 M
152 m2601 20250718 3053.00 ... 3070.00 3038.00 M
153 m2603 20250718 2898.00 ... 2912.00 2887.00 M
154 m2605 20250718 2725.00 ... 2738.00 2715.00 M
155 m2607 20250718 2721.00 ... 2734.00 2711.00 M
156 p2508 20250718 8782.00 ... 8904.00 8758.00 P
157 p2509 20250718 8800.00 ... 8896.00 8764.00 P
158 p2510 20250718 8798.00 ... 8902.00 8770.00 P
159 p2511 20250718 8788.00 ... 8868.00 8766.00 P
160 p2512 20250718 8790.00 ... 8880.00 8742.00 P
161 p2601 20250718 8780.00 ... 8876.00 8752.00 P
162 p2602 20250718 8838.00 ... 8830.00 8710.00 P
163 p2603 20250718 8740.00 ... 8764.00 8668.00 P
164 p2604 20250718 0.00 ... 8632.00 8586.00 P
165 p2605 20250718 8550.00 ... 8608.00 8526.00 P
166 p2606 20250718 8544.00 ... 8544.00 8464.00 P
167 p2607 20250718 0.00 ... 8508.00 8420.00 P
168 pg2507 20250718 4088.00 ... 4048.00 4056.00 PG
169 pg2508 20250718 4084.00 ... 4062.00 4079.00 PG
170 pg2509 20250718 3992.00 ... 3988.00 3992.00 PG
171 pg2510 20250718 4403.00 ... 4402.00 4412.00 PG
172 pg2511 20250718 4325.00 ... 4322.00 4334.00 PG
173 pg2512 20250718 4250.00 ... 4251.00 4259.00 PG
174 pg2601 20250718 4176.00 ... 4178.00 4187.00 PG
175 pg2602 20250718 4096.00 ... 4101.00 4106.00 PG
176 pg2603 20250718 4017.00 ... 4019.00 4027.00 PG
177 pg2604 20250718 4310.00 ... 4315.00 4323.00 PG
178 pg2605 20250718 4229.00 ... 4212.00 4223.00 PG
179 pg2606 20250718 4159.00 ... 4153.00 4148.00 PG
180 pp2508 20250718 6991.00 ... 7000.00 6990.00 PP
181 pp2509 20250718 7023.00 ... 7022.00 7010.00 PP
182 pp2510 20250718 7006.00 ... 7015.00 6994.00 PP
183 pp2511 20250718 7010.00 ... 7018.00 6998.00 PP
184 pp2512 20250718 7013.00 ... 7023.00 7002.00 PP
185 pp2601 20250718 7020.00 ... 7021.00 7006.00 PP
186 pp2602 20250718 7021.00 ... 7021.00 7005.00 PP
187 pp2603 20250718 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250718 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250718 7005.00 ... 7020.00 6999.00 PP
190 pp2606 20250718 7010.00 ... 7001.00 6990.00 PP
191 pp2607 20250718 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250718 3582.00 ... 3579.00 3574.00 RR
193 rr2509 20250718 3620.00 ... 3618.00 3617.00 RR
194 rr2510 20250718 3627.00 ... 3630.00 3625.00 RR
195 rr2511 20250718 3620.00 ... 3621.00 3616.00 RR
196 rr2512 20250718 3609.00 ... 3614.00 3613.00 RR
197 rr2601 20250718 3620.00 ... 3618.00 3617.00 RR
198 rr2602 20250718 3613.00 ... 3621.00 3620.00 RR
199 rr2603 20250718 3621.00 ... 3641.00 3615.00 RR
200 rr2604 20250718 3626.00 ... 3626.00 3626.00 RR
201 rr2605 20250718 3630.00 ... 3628.00 3622.00 RR
202 rr2606 20250718 3620.00 ... 3620.00 3614.00 RR
203 rr2607 20250718 0.00 ... 3618.00 3618.00 RR
204 v2508 20250718 4911.00 ... 4921.00 4906.00 V
205 v2509 20250718 4955.00 ... 4957.00 4944.00 V
206 v2510 20250718 4986.00 ... 4989.00 4974.00 V
207 v2511 20250718 5020.00 ... 5014.00 5003.00 V
208 v2512 20250718 5045.00 ... 5047.00 5031.00 V
209 v2601 20250718 5074.00 ... 5075.00 5061.00 V
210 v2602 20250718 5098.00 ... 5101.00 5075.00 V
211 v2603 20250718 5125.00 ... 5127.00 5101.00 V
212 v2604 20250718 5287.00 ... 5263.00 5238.00 V
213 v2605 20250718 5262.00 ... 5271.00 5254.00 V
214 v2606 20250718 5300.00 ... 5291.00 5270.00 V
215 v2607 20250718 5318.00 ... 5305.00 5285.00 V
216 y2508 20250718 8042.00 ... 8138.00 8030.00 Y
217 y2509 20250718 8096.00 ... 8130.00 8052.00 Y
218 y2511 20250718 8086.00 ... 8138.00 8060.00 Y
219 y2512 20250718 8106.00 ... 8154.00 8072.00 Y
220 y2601 20250718 8040.00 ... 8094.00 8012.00 Y
221 y2603 20250718 7904.00 ... 7950.00 7892.00 Y
222 y2605 20250718 7676.00 ... 7716.00 7660.00 Y
223 y2607 20250718 7776.00 ... 7714.00 7642.00 Y
[224 rows x 12 columns]
2025-07-18 18:26:54,089 - future_1d - INFO - ak.get_dce_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 SC2508 20250718 517.9 ... 523.5 513.6 SC
1 SC2509 20250718 506.7 ... 511.1 502.9 SC
2 SC2510 20250718 499.9 ... 504.1 496.6 SC
3 SC2511 20250718 494.2 ... 498.6 491.3 SC
4 SC2512 20250718 489.5 ... 495 488 SC
5 SC2601 20250718 486.2 ... 490.5 485 SC
6 SC2602 20250718 484 ... 488 481 SC
7 SC2603 20250718 482.2 ... 485.7 480.1 SC
8 SC2604 20250718 483.4 ... 483.9 476.1 SC
9 SC2605 20250718 ... 479.5 474.5 SC
10 SC2606 20250718 480 ... 480.5 473.4 SC
11 SC2607 20250718 ... 475.5 475.5 SC
12 SC2609 20250718 468.9 ... 471.9 473.5 SC
13 SC2612 20250718 467.3 ... 471.1 466.7 SC
14 SC2703 20250718 472.1 ... 472.1 463.8 SC
15 SC2706 20250718 471.4 ... 471.4 461.7 SC
16 SC2709 20250718 466.1 ... 469.1 461.7 SC
17 SC2712 20250718 ... 467.2 460 SC
18 SC2803 20250718 ... 465 461.9 SC
19 SC2806 20250718 465.6 ... 466.8 457.6 SC
21 LU2508 20250718 3586 ... 3592 3568 LU
22 LU2509 20250718 3593 ... 3596 3585 LU
23 LU2510 20250718 3574 ... 3595 3579 LU
24 LU2511 20250718 3548 ... 3572 3558 LU
25 LU2512 20250718 3531 ... 3545 3536 LU
26 LU2601 20250718 3514 ... 3541 3518 LU
27 LU2602 20250718 3500 ... 3527 3496 LU
28 LU2603 20250718 3486 ... 3514 3479 LU
29 LU2604 20250718 ... 3477 3452 LU
30 LU2605 20250718 3490 ... 3494 3441 LU
31 LU2606 20250718 3480 ... 3486 3411 LU
32 LU2607 20250718 3438 ... 3456 3419 LU
34 NR2508 20250718 12560 ... 12700 12520 NR
35 NR2509 20250718 12550 ... 12730 12540 NR
36 NR2510 20250718 12600 ... 12730 12560 NR
37 NR2511 20250718 12575 ... 12765 12575 NR
38 NR2512 20250718 12620 ... 12825 12610 NR
39 NR2601 20250718 12595 ... 12805 12585 NR
40 NR2602 20250718 12760 ... 12825 12630 NR
41 NR2603 20250718 12875 ... 12860 12495 NR
42 NR2604 20250718 12855 ... 12840 12690 NR
43 NR2605 20250718 12870 ... 12885 12695 NR
44 NR2606 20250718 12950 ... 12950 12635 NR
45 NR2607 20250718 ... 12520 12510 NR
47 BC2508 20250718 68990 ... 69490 69080 BC
48 BC2509 20250718 69080 ... 69570 69190 BC
49 BC2510 20250718 69310 ... 69630 69250 BC
50 BC2511 20250718 ... 69190 69190 BC
51 BC2512 20250718 ... 69320 69320 BC
52 BC2601 20250718 ... 69480 69480 BC
53 BC2602 20250718 ... 69410 69410 BC
54 BC2603 20250718 ... 69290 69290 BC
55 BC2604 20250718 ... 69430 69430 BC
56 BC2605 20250718 ... 69460 69460 BC
57 BC2606 20250718 ... 68190 67820 BC
58 BC2607 20250718 ... 67820 67820 BC
60 EC2508 20250718 2170.2 ... 2219.6 2141.6 EC
61 EC2510 20250718 1602 ... 1631.1 1588.4 EC
62 EC2512 20250718 1770 ... 1809.5 1752.1 EC
63 EC2602 20250718 1490 ... 1513.1 1470.3 EC
64 EC2604 20250718 1301.7 ... 1332.9 1289.8 EC
65 EC2606 20250718 1431.2 ... 1459.3 1443.4 EC
68 SC_TAS2508 20250718 ... SC_TAS
69 SC_TAS2509 20250718 ... SC_TAS
70 SC_TAS2510 20250718 ... SC_TAS
71 SC_TAS2511 20250718 ... SC_TAS
[66 rows x 12 columns]
2025-07-18 18:26:54,184 - future_1d - INFO - ak.get_ine_daily('2025-07-18') done
symbol date open ... settle pre_settle variety
0 PS2508 20250718 45695.0 ... 44670.0 44300.0 PS
1 PS2509 20250718 45105.0 ... 44175.0 44015.0 PS
2 PS2510 20250718 45180.0 ... 43905.0 43725.0 PS
3 PS2511 20250718 44800.0 ... 43535.0 43260.0 PS
4 PS2512 20250718 46500.0 ... 45790.0 45265.0 PS
5 PS2601 20250718 46625.0 ... 45550.0 45035.0 PS
6 PS2602 20250718 46225.0 ... 45270.0 45355.0 PS
7 PS2603 20250718 46120.0 ... 45325.0 45185.0 PS
8 PS2604 20250718 46075.0 ... 44790.0 44630.0 PS
9 PS2605 20250718 46395.0 ... 45200.0 44580.0 PS
10 PS2606 20250718 47300.0 ... 46070.0 46000.0 PS
11 PS2607 20250718 46795.0 ... 45585.0 45995.0 PS
13 SI2508 20250718 8805.0 ... 8840.0 8715.0 SI
14 SI2509 20250718 8840.0 ... 8820.0 8710.0 SI
15 SI2510 20250718 8785.0 ... 8805.0 8700.0 SI
16 SI2511 20250718 8780.0 ... 8730.0 8640.0 SI
17 SI2512 20250718 9030.0 ... 9035.0 8950.0 SI
18 SI2601 20250718 8990.0 ... 8970.0 8895.0 SI
19 SI2602 20250718 8955.0 ... 8970.0 8885.0 SI
20 SI2603 20250718 8990.0 ... 8955.0 8880.0 SI
21 SI2604 20250718 8930.0 ... 8950.0 8865.0 SI
22 SI2605 20250718 8905.0 ... 8910.0 8860.0 SI
23 SI2606 20250718 8905.0 ... 8885.0 8860.0 SI
24 SI2607 20250718 8905.0 ... 8875.0 8860.0 SI
27 LC2508 20250718 69140.0 ... 69620.0 67940.0 LC
28 LC2509 20250718 68980.0 ... 69520.0 68040.0 LC
29 LC2510 20250718 68380.0 ... 68800.0 67800.0 LC
30 LC2511 20250718 68860.0 ... 68360.0 67260.0 LC
31 LC2512 20250718 68720.0 ... 68380.0 67420.0 LC
32 LC2601 20250718 68400.0 ... 68240.0 67240.0 LC
33 LC2602 20250718 68220.0 ... 68120.0 67460.0 LC
34 LC2603 20250718 68180.0 ... 68100.0 67260.0 LC
35 LC2604 20250718 68000.0 ... 68440.0 67500.0 LC
36 LC2605 20250718 68000.0 ... 68440.0 67420.0 LC
37 LC2606 20250718 68380.0 ... 68300.0 67400.0 LC
38 LC2607 20250718 68440.0 ... 68300.0 67380.0 LC
[36 rows x 12 columns]
2025-07-18 18:26:54,319 - future_1d - INFO - ak.get_gfex_daily('2025-07-18') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250718 7855.0 7906.0 ... 432119.96 7878.0 7831.0 AP
1 AP511 20250718 7693.0 7720.0 ... 7280.03 7663.0 7657.0 AP
2 AP512 20250718 7712.0 7731.0 ... 1030.69 7692.0 7670.0 AP
3 AP601 20250718 7703.0 7770.0 ... 24238.72 7742.0 7693.0 AP
4 AP603 20250718 7655.0 7699.0 ... 130.56 7680.0 7628.0 AP
5 AP604 20250718 7715.0 7722.0 ... 69.44 7716.0 7676.0 AP
6 AP605 20250718 7766.0 7766.0 ... 317.98 7756.0 7735.0 AP
7 CF509 20250718 14250.0 14375.0 ... 2614630.44 14300.0 14155.0 CF
8 CF511 20250718 13945.0 14005.0 ... 171819.58 13955.0 13960.0 CF
9 CF601 20250718 13960.0 14035.0 ... 670803.22 13980.0 13980.0 CF
10 CF603 20250718 13915.0 13985.0 ... 3540.16 13940.0 13920.0 CF
11 CF605 20250718 13945.0 13980.0 ... 21726.85 13935.0 13930.0 CF
12 CF607 20250718 13935.0 13985.0 ... 230.43 13965.0 13965.0 CF
13 CJ509 20250718 9400.0 9450.0 ... 68986.85 9395.0 9365.0 CJ
14 CJ512 20250718 10275.0 10330.0 ... 8703.16 10270.0 10220.0 CJ
15 CJ601 20250718 10405.0 10490.0 ... 659607.65 10400.0 10360.0 CJ
16 CJ603 20250718 10485.0 10550.0 ... 6759.79 10480.0 10450.0 CJ
17 CJ605 20250718 10620.0 10690.0 ... 46979.95 10620.0 10610.0 CJ
18 CJ607 20250718 10705.0 10750.0 ... 946.60 10695.0 10695.0 CJ
19 CY508 20250718 0.0 0.0 ... 0.00 20165.0 20000.0 CY
20 CY509 20250718 20470.0 20600.0 ... 90680.33 20525.0 20355.0 CY
21 CY510 20250718 0.0 0.0 ... 0.00 20135.0 19970.0 CY
22 CY511 20250718 0.0 0.0 ... 0.00 20150.0 20150.0 CY
23 CY512 20250718 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250718 20275.0 20365.0 ... 1095.30 20285.0 20270.0 CY
25 CY602 20250718 0.0 0.0 ... 0.00 19980.0 19960.0 CY
26 CY603 20250718 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250718 0.0 0.0 ... 0.00 19905.0 19880.0 CY
28 CY605 20250718 0.0 0.0 ... 0.00 20170.0 20170.0 CY
29 CY606 20250718 0.0 0.0 ... 0.00 20010.0 19955.0 CY
30 CY607 20250718 0.0 0.0 ... 0.00 19970.0 19900.0 CY
31 FG508 20250718 1108.0 1134.0 ... 14365.18 1110.0 1092.0 FG
32 FG509 20250718 1091.0 1118.0 ... 5544811.37 1095.0 1083.0 FG
33 FG510 20250718 1151.0 1169.0 ... 24677.46 1151.0 1142.0 FG
34 FG511 20250718 1122.0 1149.0 ... 40763.73 1131.0 1123.0 FG
35 FG512 20250718 1185.0 1206.0 ... 19584.24 1190.0 1183.0 FG
36 FG601 20250718 1170.0 1192.0 ... 605939.92 1175.0 1166.0 FG
37 FG602 20250718 1215.0 1233.0 ... 807.47 1220.0 1209.0 FG
38 FG603 20250718 1209.0 1227.0 ... 1355.38 1215.0 1203.0 FG
39 FG604 20250718 1243.0 1265.0 ... 625.58 1251.0 1239.0 FG
40 FG605 20250718 1235.0 1261.0 ... 17647.42 1247.0 1235.0 FG
41 FG606 20250718 1256.0 1280.0 ... 663.31 1266.0 1254.0 FG
42 FG607 20250718 1253.0 1276.0 ... 212.30 1264.0 1251.0 FG
43 JR509 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250718 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250718 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250718 2355.0 2369.0 ... 1552.76 2353.0 2351.0 MA
53 MA509 20250718 2373.0 2392.0 ... 1524182.05 2374.0 2369.0 MA
54 MA510 20250718 2401.0 2416.0 ... 40664.17 2398.0 2393.0 MA
55 MA511 20250718 2414.0 2431.0 ... 55647.94 2414.0 2410.0 MA
56 MA512 20250718 2436.0 2450.0 ... 22685.58 2434.0 2429.0 MA
57 MA601 20250718 2440.0 2456.0 ... 184775.09 2442.0 2436.0 MA
58 MA602 20250718 2432.0 2434.0 ... 14.56 2427.0 2421.0 MA
59 MA603 20250718 2428.0 2440.0 ... 36.42 2428.0 2421.0 MA
60 MA604 20250718 2406.0 2409.0 ... 19.23 2404.0 2401.0 MA
61 MA605 20250718 2368.0 2382.0 ... 2545.35 2370.0 2363.0 MA
62 MA606 20250718 2380.0 2387.0 ... 68.99 2379.0 2371.0 MA
63 MA607 20250718 2375.0 2380.0 ... 33.23 2373.0 2373.0 MA
64 OI509 20250718 9444.0 9601.0 ... 3191660.24 9529.0 9431.0 OI
65 OI511 20250718 9435.0 9583.0 ... 197932.10 9516.0 9414.0 OI
66 OI601 20250718 9375.0 9526.0 ... 513439.81 9458.0 9366.0 OI
67 OI603 20250718 9344.0 9471.0 ... 1334.44 9397.0 9311.0 OI
68 OI605 20250718 9274.0 9400.0 ... 4916.66 9347.0 9247.0 OI
69 OI607 20250718 0.0 0.0 ... 0.00 9343.0 9218.0 OI
70 PF508 20250718 6504.0 6590.0 ... 103731.49 6500.0 6496.0 PF
71 PF509 20250718 6366.0 6474.0 ... 642113.70 6406.0 6354.0 PF
72 PF510 20250718 6402.0 6500.0 ... 214881.79 6432.0 6376.0 PF
73 PF511 20250718 6370.0 6478.0 ... 79798.34 6410.0 6346.0 PF
74 PF512 20250718 6354.0 6444.0 ... 18560.95 6390.0 6332.0 PF
75 PF601 20250718 6362.0 6442.0 ... 10136.94 6388.0 6338.0 PF
76 PF602 20250718 6402.0 6448.0 ... 92.69 6392.0 6354.0 PF
77 PF603 20250718 6416.0 6464.0 ... 44.81 6402.0 6358.0 PF
78 PF604 20250718 6430.0 6478.0 ... 16.12 6450.0 6378.0 PF
79 PF605 20250718 6484.0 6490.0 ... 61.52 6476.0 6380.0 PF
80 PF606 20250718 0.0 0.0 ... 0.00 6412.0 6382.0 PF
81 PF607 20250718 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250718 8270.0 8286.0 ... 191143.72 8242.0 8258.0 PK
83 PK511 20250718 8102.0 8120.0 ... 96346.54 8072.0 8100.0 PK
84 PK512 20250718 8052.0 8052.0 ... 951.16 8028.0 8052.0 PK
85 PK601 20250718 8060.0 8076.0 ... 7886.24 8036.0 8052.0 PK
86 PK603 20250718 8038.0 8038.0 ... 232.71 8024.0 8022.0 PK
87 PK604 20250718 8028.0 8040.0 ... 168.50 8024.0 8022.0 PK
88 PK605 20250718 8040.0 8040.0 ... 545.81 8028.0 8022.0 PK
89 PM509 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250718 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250718 5926.0 6004.0 ... 7277.94 5962.0 5922.0 PR
96 PR509 20250718 5908.0 5990.0 ... 520108.85 5938.0 5894.0 PR
97 PR510 20250718 5914.0 5994.0 ... 235166.94 5944.0 5908.0 PR
98 PR511 20250718 5906.0 5974.0 ... 32129.97 5932.0 5898.0 PR
99 PR512 20250718 5892.0 5942.0 ... 88.66 5910.0 5886.0 PR
100 PR601 20250718 5866.0 5914.0 ... 1820.59 5892.0 5880.0 PR
101 PR602 20250718 5910.0 5932.0 ... 17.76 5922.0 5902.0 PR
102 PR603 20250718 5934.0 5934.0 ... 26.64 5922.0 5904.0 PR
103 PR604 20250718 5910.0 5910.0 ... 8.87 5910.0 5910.0 PR
104 PR605 20250718 5940.0 5940.0 ... 17.82 5940.0 5890.0 PR
105 PR606 20250718 0.0 0.0 ... 0.00 5914.0 5914.0 PR
106 PR607 20250718 5926.0 5926.0 ... 8.89 5926.0 5924.0 PR
107 PX508 20250718 6862.0 7022.0 ... 677.66 6950.0 6858.0 PX
108 PX509 20250718 6750.0 6898.0 ... 964046.17 6808.0 6714.0 PX
109 PX510 20250718 6722.0 6860.0 ... 149960.87 6754.0 6692.0 PX
110 PX511 20250718 6662.0 6812.0 ... 230451.32 6712.0 6646.0 PX
111 PX512 20250718 6656.0 6772.0 ... 24101.64 6698.0 6626.0 PX
112 PX601 20250718 6616.0 6734.0 ... 63545.84 6662.0 6602.0 PX
113 PX602 20250718 6612.0 6670.0 ... 19.96 6654.0 6580.0 PX
114 PX603 20250718 6652.0 6652.0 ... 13.28 6638.0 6594.0 PX
115 PX604 20250718 6636.0 6640.0 ... 9.94 6630.0 6562.0 PX
116 PX605 20250718 6580.0 6680.0 ... 162.65 6640.0 6562.0 PX
117 PX606 20250718 6602.0 6636.0 ... 33.07 6616.0 6564.0 PX
118 PX607 20250718 6628.0 6628.0 ... 3.31 6628.0 6588.0 PX
119 RI509 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250718 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250718 2703.0 2729.0 ... 5419.86 2710.0 2678.0 RM
126 RM509 20250718 2719.0 2743.0 ... 1017047.69 2721.0 2694.0 RM
127 RM511 20250718 2513.0 2540.0 ... 18003.97 2529.0 2497.0 RM
128 RM601 20250718 2384.0 2402.0 ... 288045.72 2386.0 2353.0 RM
129 RM603 20250718 2345.0 2367.0 ... 15623.07 2351.0 2321.0 RM
130 RM605 20250718 2342.0 2359.0 ... 52322.31 2346.0 2324.0 RM
131 RM607 20250718 2334.0 2352.0 ... 2120.30 2340.0 2313.0 RM
132 RS508 20250718 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250718 5168.0 5168.0 ... 154.24 5141.0 5059.0 RS
134 RS511 20250718 5159.0 5213.0 ... 113.99 5181.0 5090.0 RS
135 RS607 20250718 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250718 1212.0 1233.0 ... 4228.48 1217.0 1208.0 SA
137 SA509 20250718 1225.0 1241.0 ... 4333825.21 1226.0 1216.0 SA
138 SA510 20250718 1239.0 1256.0 ... 146480.76 1240.0 1232.0 SA
139 SA511 20250718 1244.0 1259.0 ... 321675.05 1244.0 1235.0 SA
140 SA512 20250718 1270.0 1285.0 ... 184535.55 1272.0 1262.0 SA
141 SA601 20250718 1273.0 1289.0 ... 1068529.22 1273.0 1264.0 SA
142 SA602 20250718 1284.0 1299.0 ... 7798.90 1286.0 1277.0 SA
143 SA603 20250718 1287.0 1299.0 ... 7715.66 1282.0 1276.0 SA
144 SA604 20250718 1305.0 1324.0 ... 2757.83 1312.0 1299.0 SA
145 SA605 20250718 1307.0 1327.0 ... 50879.44 1314.0 1300.0 SA
146 SA606 20250718 1320.0 1335.0 ... 1704.45 1323.0 1312.0 SA
147 SA607 20250718 1321.0 1335.0 ... 888.41 1322.0 1314.0 SA
148 SF508 20250718 5530.0 5576.0 ... 5075.94 5524.0 5448.0 SF
149 SF509 20250718 5532.0 5592.0 ... 578899.72 5532.0 5456.0 SF
150 SF510 20250718 5498.0 5550.0 ... 90193.58 5488.0 5422.0 SF
151 SF511 20250718 5662.0 5696.0 ... 127700.94 5636.0 5570.0 SF
152 SF512 20250718 5630.0 5660.0 ... 11118.47 5604.0 5542.0 SF
153 SF601 20250718 5584.0 5638.0 ... 20643.77 5584.0 5524.0 SF
154 SF602 20250718 5540.0 5574.0 ... 566.63 5528.0 5472.0 SF
155 SF603 20250718 5672.0 5716.0 ... 90.80 5676.0 5612.0 SF
156 SF604 20250718 5618.0 5618.0 ... 2.81 5618.0 5574.0 SF
157 SF605 20250718 5666.0 5690.0 ... 530.31 5642.0 5588.0 SF
158 SF606 20250718 5614.0 5614.0 ... 16.71 5570.0 5534.0 SF
159 SF607 20250718 0.0 0.0 ... 0.00 5640.0 5640.0 SF
160 SH508 20250718 2456.0 2479.0 ... 30199.09 2453.0 2443.0 SH
161 SH509 20250718 2487.0 2508.0 ... 3605197.74 2482.0 2474.0 SH
162 SH510 20250718 2500.0 2529.0 ... 380894.12 2500.0 2492.0 SH
163 SH511 20250718 2493.0 2508.0 ... 270053.41 2477.0 2472.0 SH
164 SH512 20250718 2494.0 2511.0 ... 64981.59 2481.0 2478.0 SH
165 SH601 20250718 2473.0 2492.0 ... 214948.83 2458.0 2459.0 SH
166 SH602 20250718 2498.0 2517.0 ... 1049.57 2481.0 2484.0 SH
167 SH603 20250718 2500.0 2521.0 ... 775.95 2487.0 2489.0 SH
168 SH604 20250718 2544.0 2544.0 ... 60.39 2516.0 2526.0 SH
169 SH605 20250718 2529.0 2550.0 ... 3071.85 2522.0 2520.0 SH
170 SH606 20250718 2552.0 2556.0 ... 129.96 2548.0 2535.0 SH
171 SH607 20250718 2554.0 2554.0 ... 129.70 2543.0 2545.0 SH
172 SM508 20250718 5810.0 5862.0 ... 5302.74 5814.0 5762.0 SM
173 SM509 20250718 5840.0 5872.0 ... 797716.41 5824.0 5774.0 SM
174 SM510 20250718 5824.0 5838.0 ... 55141.77 5800.0 5756.0 SM
175 SM511 20250718 5898.0 5906.0 ... 105802.65 5864.0 5824.0 SM
176 SM512 20250718 5884.0 5898.0 ... 19379.68 5860.0 5820.0 SM
177 SM601 20250718 5874.0 5896.0 ... 91816.89 5850.0 5814.0 SM
178 SM602 20250718 5890.0 5896.0 ... 55.62 5856.0 5814.0 SM
179 SM603 20250718 5890.0 5890.0 ... 140.64 5860.0 5808.0 SM
180 SM604 20250718 5888.0 5888.0 ... 41.01 5860.0 5830.0 SM
181 SM605 20250718 5868.0 5904.0 ... 841.05 5862.0 5834.0 SM
182 SM606 20250718 5882.0 5882.0 ... 20.56 5876.0 5842.0 SM
183 SM607 20250718 5862.0 5862.0 ... 5.86 5862.0 5850.0 SM
184 SR509 20250718 5840.0 5845.0 ... 943446.06 5828.0 5814.0 SR
185 SR511 20250718 5730.0 5737.0 ... 125538.77 5722.0 5704.0 SR
186 SR601 20250718 5663.0 5671.0 ... 101679.45 5659.0 5645.0 SR
187 SR603 20250718 5629.0 5629.0 ... 2867.91 5623.0 5614.0 SR
188 SR605 20250718 5599.0 5604.0 ... 5070.23 5596.0 5586.0 SR
189 SR607 20250718 5590.0 5594.0 ... 262.68 5589.0 5579.0 SR
190 TA508 20250718 4726.0 4814.0 ... 9030.56 4760.0 4712.0 TA
191 TA509 20250718 4720.0 4810.0 ... 3062703.16 4752.0 4708.0 TA
192 TA510 20250718 4692.0 4788.0 ... 86281.54 4730.0 4676.0 TA
193 TA511 20250718 4678.0 4772.0 ... 69604.33 4722.0 4666.0 TA
194 TA512 20250718 4672.0 4752.0 ... 29322.16 4716.0 4658.0 TA
195 TA601 20250718 4660.0 4738.0 ... 668401.30 4686.0 4646.0 TA
196 TA602 20250718 4664.0 4728.0 ... 220.03 4682.0 4650.0 TA
197 TA603 20250718 4656.0 4718.0 ... 58.61 4690.0 4642.0 TA
198 TA604 20250718 4662.0 4724.0 ... 175.44 4680.0 4650.0 TA
199 TA605 20250718 4668.0 4742.0 ... 6330.84 4700.0 4658.0 TA
200 TA606 20250718 4672.0 4712.0 ... 14.08 4692.0 4666.0 TA
201 TA607 20250718 4672.0 4710.0 ... 4.69 4692.0 4662.0 TA
202 UR508 20250718 1746.0 1765.0 ... 747.26 1754.0 1734.0 UR
203 UR509 20250718 1750.0 1774.0 ... 719830.65 1758.0 1740.0 UR
204 UR510 20250718 1744.0 1762.0 ... 20475.95 1749.0 1732.0 UR
205 UR511 20250718 1745.0 1762.0 ... 20616.48 1749.0 1734.0 UR
206 UR512 20250718 1742.0 1748.0 ... 215.09 1735.0 1724.0 UR
207 UR601 20250718 1723.0 1741.0 ... 104549.15 1730.0 1715.0 UR
208 UR602 20250718 1721.0 1735.0 ... 620.81 1724.0 1713.0 UR
209 UR603 20250718 1754.0 1760.0 ... 115.83 1755.0 1743.0 UR
210 UR604 20250718 1739.0 1751.0 ... 41.88 1745.0 1735.0 UR
211 UR605 20250718 1734.0 1747.0 ... 2954.62 1738.0 1729.0 UR
212 UR606 20250718 1732.0 1741.0 ... 277.31 1733.0 1724.0 UR
213 UR607 20250718 1747.0 1747.0 ... 10.46 1743.0 1734.0 UR
214 WH509 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250718 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250718 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-18 18:26:54,599 - future_1d - INFO - ak.get_czce_daily('2025-07-18') done
2025-07-18 18:26:56,324 - future_1d - INFO - save future_daily 2025-07-18 completed