27 CY603 20250630 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250630 0.0 0.0 ... 0.00 19555.0 19555.0 CY
29 CY605 20250630 0.0 0.0 ... 0.00 20135.0 20110.0 CY
30 CY606 20250630 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250630 946.0 951.0 ... 20122.09 935.0 948.0 FG
32 FG508 20250630 1027.0 1040.0 ... 51036.52 1025.0 1029.0 FG
33 FG509 20250630 1017.0 1032.0 ... 3283151.35 1018.0 1019.0 FG
34 FG510 20250630 1049.0 1062.0 ... 30628.55 1054.0 1048.0 FG
35 FG511 20250630 1036.0 1050.0 ... 43676.13 1043.0 1035.0 FG
36 FG512 20250630 1092.0 1105.0 ... 2627.76 1099.0 1087.0 FG
37 FG601 20250630 1076.0 1093.0 ... 335523.51 1087.0 1074.0 FG
38 FG602 20250630 1088.0 1127.0 ... 771.21 1121.0 1110.0 FG
39 FG603 20250630 1085.0 1121.0 ... 836.07 1115.0 1103.0 FG
40 FG604 20250630 1132.0 1145.0 ... 633.12 1139.0 1128.0 FG
41 FG605 20250630 1124.0 1148.0 ... 6893.75 1132.0 1119.0 FG
42 FG606 20250630 1133.0 1149.0 ... 141.57 1142.0 1130.0 FG
43 JR507 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250630 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250630 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250630 2435.0 2439.0 ... 721.59 2430.0 2434.0 MA
54 MA508 20250630 2424.0 2435.0 ... 39959.53 2425.0 2430.0 MA
55 MA509 20250630 2389.0 2397.0 ... 2059225.75 2386.0 2406.0 MA
56 MA510 20250630 2398.0 2402.0 ... 47964.12 2391.0 2413.0 MA
57 MA511 20250630 2403.0 2407.0 ... 66859.49 2397.0 2415.0 MA
58 MA512 20250630 2416.0 2425.0 ... 190.92 2417.0 2435.0 MA
59 MA601 20250630 2416.0 2424.0 ... 108202.77 2415.0 2427.0 MA
60 MA602 20250630 2401.0 2405.0 ... 100.76 2399.0 2406.0 MA
61 MA603 20250630 2396.0 2402.0 ... 194.08 2396.0 2402.0 MA
62 MA604 20250630 2368.0 2373.0 ... 94.62 2366.0 2371.0 MA
63 MA605 20250630 2328.0 2331.0 ... 1620.10 2324.0 2333.0 MA
64 MA606 20250630 2338.0 2338.0 ... 49.01 2334.0 2335.0 MA
65 OI507 20250630 9536.0 9792.0 ... 7055.60 9547.0 9584.0 OI
66 OI509 20250630 9466.0 9490.0 ... 3347163.06 9427.0 9462.0 OI
67 OI511 20250630 9443.0 9479.0 ... 143044.03 9419.0 9440.0 OI
68 OI601 20250630 9390.0 9428.0 ... 368990.65 9371.0 9387.0 OI
69 OI603 20250630 9348.0 9365.0 ... 1882.40 9319.0 9333.0 OI
70 OI605 20250630 9252.0 9270.0 ... 2519.08 9227.0 9232.0 OI
71 PF507 20250630 6620.0 6724.0 ... 1951.77 6650.0 6620.0 PF
72 PF508 20250630 6534.0 6592.0 ... 432566.35 6546.0 6532.0 PF
73 PF509 20250630 6454.0 6512.0 ... 206326.80 6472.0 6442.0 PF
74 PF510 20250630 6456.0 6514.0 ... 45795.58 6476.0 6446.0 PF
75 PF511 20250630 6416.0 6466.0 ... 24095.78 6428.0 6402.0 PF
76 PF512 20250630 6404.0 6436.0 ... 585.78 6402.0 6376.0 PF
77 PF601 20250630 6712.0 6712.0 ... 955.06 6410.0 6386.0 PF
78 PF602 20250630 6706.0 6706.0 ... 26.12 6530.0 6396.0 PF
79 PF603 20250630 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
80 PF604 20250630 6436.0 6436.0 ... 3.22 6436.0 6380.0 PF
81 PF605 20250630 6370.0 6432.0 ... 9.59 6396.0 6370.0 PF
82 PF606 20250630 6372.0 6372.0 ... 3.19 6372.0 6348.0 PF
83 PK510 20250630 8178.0 8190.0 ... 100600.23 8162.0 8170.0 PK
84 PK511 20250630 7940.0 7946.0 ... 23441.29 7926.0 7932.0 PK
85 PK512 20250630 7930.0 7940.0 ... 186.37 7932.0 7940.0 PK
86 PK601 20250630 7946.0 7966.0 ... 1963.44 7950.0 7954.0 PK
87 PK603 20250630 7940.0 7960.0 ... 55.66 7952.0 7954.0 PK
88 PK604 20250630 0.0 0.0 ... 0.00 7956.0 7958.0 PK
89 PK605 20250630 7940.0 7960.0 ... 214.67 7952.0 7958.0 PK
90 PM507 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250630 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250630 6012.0 6068.0 ... 1514.42 6010.0 6012.0 PR
97 PR508 20250630 6002.0 6070.0 ... 92762.39 6022.0 6000.0 PR
98 PR509 20250630 5938.0 6002.0 ... 572909.51 5956.0 5928.0 PR
99 PR510 20250630 5892.0 5942.0 ... 256801.43 5904.0 5884.0 PR
100 PR511 20250630 5892.0 5920.0 ... 309.55 5896.0 5858.0 PR
101 PR512 20250630 5872.0 5872.0 ... 52.67 5852.0 5834.0 PR
102 PR601 20250630 5844.0 5888.0 ... 228.74 5866.0 5824.0 PR
103 PR602 20250630 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250630 0.0 0.0 ... 0.00 5874.0 5860.0 PR
105 PR604 20250630 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250630 0.0 0.0 ... 0.00 5860.0 5852.0 PR
107 PR606 20250630 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250630 7022.0 7130.0 ... 1445.43 6984.0 6912.0 PX
109 PX508 20250630 6850.0 6968.0 ... 38881.88 6904.0 6802.0 PX
110 PX509 20250630 6776.0 6890.0 ... 1007224.53 6826.0 6728.0 PX
111 PX510 20250630 6690.0 6794.0 ... 70390.34 6732.0 6652.0 PX
112 PX511 20250630 6636.0 6744.0 ... 94677.79 6686.0 6604.0 PX
113 PX512 20250630 6684.0 6718.0 ... 43.45 6684.0 6576.0 PX
114 PX601 20250630 6546.0 6658.0 ... 47098.92 6602.0 6530.0 PX
115 PX602 20250630 0.0 0.0 ... 0.00 6572.0 6520.0 PX
116 PX603 20250630 6510.0 6630.0 ... 6.57 6570.0 6510.0 PX
117 PX604 20250630 0.0 0.0 ... 0.00 6554.0 6494.0 PX
118 PX605 20250630 6550.0 6600.0 ... 105.00 6562.0 6478.0 PX
119 PX606 20250630 6522.0 6522.0 ... 3.26 6522.0 6476.0 PX
120 RI507 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250630 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250630 2442.0 2447.0 ... 24493.71 2437.0 2427.0 RM
127 RM508 20250630 2564.0 2590.0 ... 25685.88 2578.0 2552.0 RM
128 RM509 20250630 2558.0 2583.0 ... 960218.07 2569.0 2543.0 RM
129 RM511 20250630 2392.0 2414.0 ... 2861.58 2405.0 2387.0 RM
130 RM601 20250630 2290.0 2308.0 ... 166700.47 2300.0 2295.0 RM
131 RM603 20250630 2280.0 2289.0 ... 11835.73 2284.0 2283.0 RM
132 RM605 20250630 2325.0 2329.0 ... 21679.04 2316.0 2324.0 RM
133 RS507 20250630 4931.0 5235.0 ... 628.67 4950.0 4960.0 RS
134 RS508 20250630 5083.0 5178.0 ... 20.48 5120.0 5129.0 RS
135 RS509 20250630 5245.0 5245.0 ... 298.79 5152.0 5214.0 RS
136 RS511 20250630 0.0 0.0 ... 0.00 5252.0 5260.0 RS
137 SA507 20250630 1175.0 1200.0 ... 5906.72 1173.0 1175.0 SA
138 SA508 20250630 1201.0 1222.0 ... 25758.16 1202.0 1194.0 SA
139 SA509 20250630 1194.0 1219.0 ... 5420353.28 1199.0 1192.0 SA
140 SA510 20250630 1208.0 1228.0 ... 19638.94 1212.0 1203.0 SA
141 SA511 20250630 1204.0 1227.0 ... 13357.04 1212.0 1199.0 SA
142 SA512 20250630 1211.0 1241.0 ... 11722.28 1225.0 1207.0 SA
143 SA601 20250630 1192.0 1234.0 ... 1175558.20 1211.0 1190.0 SA
144 SA602 20250630 1211.0 1247.0 ... 9140.38 1226.0 1212.0 SA
145 SA603 20250630 1210.0 1244.0 ... 7389.14 1224.0 1209.0 SA
146 SA604 20250630 1228.0 1255.0 ... 2453.86 1243.0 1224.0 SA
147 SA605 20250630 1216.0 1246.0 ... 28474.87 1229.0 1212.0 SA
148 SA606 20250630 1231.0 1260.0 ... 1007.80 1244.0 1227.0 SA
149 SF507 20250630 5572.0 5590.0 ... 40532.86 5514.0 5576.0 SF
150 SF508 20250630 5420.0 5434.0 ... 54719.77 5400.0 5418.0 SF
151 SF509 20250630 5388.0 5412.0 ... 441775.80 5380.0 5392.0 SF
152 SF510 20250630 5310.0 5322.0 ... 117576.32 5294.0 5302.0 SF
153 SF511 20250630 5418.0 5450.0 ... 149676.05 5420.0 5428.0 SF
154 SF512 20250630 5366.0 5372.0 ... 34.83 5358.0 5388.0 SF
155 SF601 20250630 5370.0 5384.0 ... 4216.28 5348.0 5370.0 SF
156 SF602 20250630 5304.0 5316.0 ... 1116.63 5268.0 5300.0 SF
157 SF603 20250630 5404.0 5412.0 ... 105.12 5392.0 5442.0 SF
158 SF604 20250630 5364.0 5380.0 ... 13.43 5370.0 5378.0 SF
159 SF605 20250630 5396.0 5410.0 ... 225.91 5380.0 5394.0 SF
160 SF606 20250630 5330.0 5352.0 ... 90.58 5328.0 5336.0 SF
161 SH507 20250630 2381.0 2420.0 ... 7489.57 2391.0 2388.0 SH
162 SH508 20250630 2301.0 2341.0 ... 235974.92 2315.0 2314.0 SH
163 SH509 20250630 2317.0 2363.0 ... 3575553.72 2340.0 2330.0 SH
164 SH510 20250630 2357.0 2402.0 ... 255008.73 2380.0 2366.0 SH
165 SH511 20250630 2347.0 2384.0 ... 167783.73 2365.0 2351.0 SH
166 SH512 20250630 2352.0 2386.0 ... 2195.45 2368.0 2352.0 SH
167 SH601 20250630 2311.0 2356.0 ... 68415.22 2337.0 2316.0 SH
168 SH602 20250630 2340.0 2375.0 ... 665.63 2360.0 2339.0 SH
169 SH603 20250630 2366.0 2381.0 ... 675.03 2369.0 2342.0 SH
170 SH604 20250630 2405.0 2416.0 ... 302.87 2404.0 2380.0 SH
171 SH605 20250630 2370.0 2411.0 ... 1819.61 2397.0 2374.0 SH
172 SH606 20250630 2420.0 2426.0 ... 43.44 2414.0 2395.0 SH
173 SM507 20250630 5650.0 5682.0 ... 9916.77 5660.0 5640.0 SM
174 SM508 20250630 5678.0 5700.0 ... 61090.79 5670.0 5672.0 SM
175 SM509 20250630 5690.0 5708.0 ... 534901.23 5678.0 5684.0 SM
176 SM510 20250630 5660.0 5676.0 ... 34656.37 5646.0 5652.0 SM
177 SM511 20250630 5734.0 5754.0 ... 48671.73 5728.0 5734.0 SM
178 SM512 20250630 5680.0 5688.0 ... 5.68 5684.0 5736.0 SM
179 SM601 20250630 5722.0 5736.0 ... 34999.46 5708.0 5718.0 SM
180 SM602 20250630 5720.0 5724.0 ... 116.78 5696.0 5732.0 SM
181 SM603 20250630 5738.0 5738.0 ... 77.05 5708.0 5732.0 SM
182 SM604 20250630 5744.0 5744.0 ... 114.24 5712.0 5734.0 SM
183 SM605 20250630 5736.0 5756.0 ... 785.88 5736.0 5738.0 SM
184 SM606 20250630 5736.0 5740.0 ... 11.46 5728.0 5736.0 SM
185 SR507 20250630 5897.0 5954.0 ... 6550.44 5817.0 5801.0 SR
186 SR509 20250630 5808.0 5816.0 ... 1095770.25 5802.0 5787.0 SR
187 SR511 20250630 5690.0 5697.0 ... 103669.11 5681.0 5666.0 SR
188 SR601 20250630 5611.0 5635.0 ... 149575.13 5620.0 5591.0 SR
189 SR603 20250630 5584.0 5606.0 ... 2661.42 5591.0 5564.0 SR
190 SR605 20250630 5545.0 5571.0 ... 5781.87 5559.0 5534.0 SR
191 TA507 20250630 5002.0 5084.0 ... 11243.87 5016.0 4992.0 TA
192 TA508 20250630 4912.0 4992.0 ... 94085.95 4940.0 4894.0 TA
193 TA509 20250630 4796.0 4864.0 ... 2625355.39 4824.0 4768.0 TA
194 TA510 20250630 4698.0 4760.0 ... 177748.45 4738.0 4676.0 TA
195 TA511 20250630 4664.0 4726.0 ... 86232.33 4700.0 4640.0 TA
196 TA512 20250630 4672.0 4700.0 ... 112.23 4676.0 4620.0 TA
197 TA601 20250630 4616.0 4680.0 ... 470814.55 4650.0 4594.0 TA
198 TA602 20250630 4654.0 4686.0 ... 123.52 4662.0 4596.0 TA
199 TA603 20250630 4666.0 4684.0 ... 135.18 4662.0 4600.0 TA
200 TA604 20250630 4656.0 4690.0 ... 72.44 4674.0 4608.0 TA
201 TA605 20250630 4620.0 4692.0 ... 2679.07 4664.0 4612.0 TA
202 TA606 20250630 4676.0 4688.0 ... 16.36 4674.0 4618.0 TA
203 UR507 20250630 1727.0 1740.0 ... 1851.55 1724.0 1738.0 UR
204 UR508 20250630 1730.0 1737.0 ... 773.87 1727.0 1738.0 UR
205 UR509 20250630 1720.0 1727.0 ... 748813.55 1715.0 1723.0 UR
206 UR510 20250630 1705.0 1714.0 ... 1248.88 1701.0 1707.0 UR
207 UR511 20250630 1704.0 1716.0 ... 177.89 1710.0 1713.0 UR
208 UR512 20250630 1702.0 1715.0 ... 40.98 1707.0 1708.0 UR
209 UR601 20250630 1687.0 1690.0 ... 56890.24 1683.0 1685.0 UR
210 UR602 20250630 1682.0 1686.0 ... 1353.55 1679.0 1682.0 UR
211 UR603 20250630 1706.0 1722.0 ... 312.83 1700.0 1709.0 UR
212 UR604 20250630 1696.0 1717.0 ... 146.09 1699.0 1704.0 UR
213 UR605 20250630 1698.0 1700.0 ... 2363.70 1696.0 1694.0 UR
214 UR606 20250630 1690.0 1695.0 ... 64.24 1690.0 1689.0 UR
215 WH507 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250630 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250630 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-02 18:26:38,159 - future_1d - INFO - ak.get_czce_daily('2025-06-30') done
2025-07-02 18:26:39,912 - future_1d - INFO - save future_daily 2025-06-30 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250701 5851.000 ... 5872.000 5867.400 IC
1 IC2508 20250701 5818.800 ... 5824.000 5825.400 IC
2 IC2509 20250701 5759.000 ... 5770.600 5775.800 IC
3 IC2512 20250701 5645.000 ... 5644.400 5655.600 IC
4 IF2507 20250701 3905.000 ... 3915.000 3907.800 IF
5 IF2508 20250701 3895.400 ... 3899.200 3894.600 IF
6 IF2509 20250701 3889.200 ... 3889.400 3887.000 IF
7 IF2512 20250701 3860.600 ... 3854.800 3856.600 IF
8 IH2507 20250701 2692.000 ... 2698.400 2691.800 IH
9 IH2508 20250701 2689.400 ... 2693.600 2687.800 IH
10 IH2509 20250701 2691.000 ... 2692.600 2687.600 IH
11 IH2512 20250701 2690.000 ... 2692.200 2687.400 IH
12 IM2507 20250701 6275.000 ... 6287.000 6289.400 IM
13 IM2508 20250701 6220.000 ... 6211.000 6224.400 IM
14 IM2509 20250701 6143.000 ... 6134.000 6155.600 IM
15 IM2512 20250701 5975.000 ... 5953.400 5979.800 IM
16 T2509 20250701 108.925 ... 108.975 108.900 T
17 T2512 20250701 108.960 ... 109.010 108.935 T
18 T2603 20250701 108.960 ... 108.995 108.910 T
19 TF2509 20250701 106.170 ... 106.175 106.145 TF
20 TF2512 20250701 106.265 ... 106.270 106.240 TF
21 TF2603 20250701 106.295 ... 106.320 106.295 TF
22 TL2509 20250701 120.450 ... 120.700 120.400 TL
23 TL2512 20250701 120.310 ... 120.560 120.260 TL
24 TL2603 20250701 120.100 ... 120.390 120.100 TL
25 TS2509 20250701 102.498 ... 102.482 102.496 TS
26 TS2512 20250701 102.638 ... 102.626 102.640 TS
27 TS2603 20250701 102.740 ... 102.738 102.748 TS
[28 rows x 12 columns]
2025-07-02 18:26:49,005 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250701 ... 80140 79970 CU
1 1 CU2508 20250701 ... 80020 79770 CU
2 2 CU2509 20250701 ... 79790 79620 CU
3 3 CU2510 20250701 ... 79550 79410 CU
4 4 CU2511 20250701 ... 79320 79180 CU
5 5 CU2512 20250701 ... 79130 78930 CU
6 6 CU2601 20250701 ... 78970 78750 CU
7 7 CU2602 20250701 ... 78890 78560 CU
8 8 CU2603 20250701 ... 78560 78430 CU
9 9 CU2604 20250701 ... 78600 78380 CU
10 10 CU2605 20250701 ... 78440 78350 CU
11 11 CU2606 20250701 ... 78280 78290 CU
12 12 BC2507 20250701 ... 71500 71090 BC
13 13 BC2508 20250701 ... 71280 71100 BC
14 14 BC2509 20250701 ... 70970 70860 BC
15 15 BC2510 20250701 ... 71300 70700 BC
16 16 BC2511 20250701 ... 69520 69520 BC
17 17 BC2512 20250701 ... 69450 69450 BC
18 18 BC2601 20250701 ... 69570 69570 BC
19 19 BC2602 20250701 ... 69410 69410 BC
20 20 BC2603 20250701 ... 69290 69290 BC
21 21 BC2604 20250701 ... 69760 69760 BC
22 22 BC2605 20250701 ... 69710 68610 BC
23 23 BC2606 20250701 ... 71590 68610 BC
24 24 AL2507 20250701 ... 20750 20735 AL
25 25 AL2508 20250701 ... 20560 20550 AL
26 26 AL2509 20250701 ... 20475 20455 AL
27 27 AL2510 20250701 ... 20365 20360 AL
28 28 AL2511 20250701 ... 20255 20235 AL
29 29 AL2512 20250701 ... 20160 20115 AL
30 30 AL2601 20250701 ... 20090 20055 AL
31 31 AL2602 20250701 ... 20100 20030 AL
32 32 AL2603 20250701 ... 20100 20020 AL
33 33 AL2604 20250701 ... 20135 20020 AL
34 34 AL2605 20250701 ... 20100 20050 AL
35 35 AL2606 20250701 ... 20125 20045 AL
36 36 ZN2507 20250701 ... 22310 22490 ZN
37 37 ZN2508 20250701 ... 22255 22435 ZN
38 38 ZN2509 20250701 ... 22190 22390 ZN
39 39 ZN2510 20250701 ... 22140 22330 ZN
40 40 ZN2511 20250701 ... 22085 22250 ZN
41 41 ZN2512 20250701 ... 22060 22200 ZN
42 42 ZN2601 20250701 ... 22045 22130 ZN
43 43 ZN2602 20250701 ... 21995 22100 ZN
44 44 ZN2603 20250701 ... 21995 22000 ZN
45 45 ZN2604 20250701 ... 22005 22025 ZN
46 46 ZN2605 20250701 ... 21990 22010 ZN
47 47 ZN2606 20250701 ... 21955 22010 ZN
48 48 PB2507 20250701 ... 17085 17100 PB
49 49 PB2508 20250701 ... 17135 17145 PB
50 50 PB2509 20250701 ... 17150 17170 PB
51 51 PB2510 20250701 ... 17145 17165 PB
52 52 PB2511 20250701 ... 17125 17150 PB
53 53 PB2512 20250701 ... 17115 17125 PB
54 54 PB2601 20250701 ... 17140 17155 PB
55 55 PB2602 20250701 ... 17120 17150 PB
56 56 PB2603 20250701 ... 17150 17150 PB
57 57 PB2604 20250701 ... 17165 17165 PB
58 58 PB2605 20250701 ... 17155 17155 PB
59 59 PB2606 20250701 ... 17115 17185 PB
60 60 NI2507 20250701 ... 120250 120740 NI
61 61 NI2508 20250701 ... 120390 120970 NI
62 62 NI2509 20250701 ... 120460 121030 NI
63 63 NI2510 20250701 ... 120600 121150 NI
64 64 NI2511 20250701 ... 120750 121340 NI
65 65 NI2512 20250701 ... 121010 121630 NI
66 66 NI2601 20250701 ... 121140 121770 NI
67 67 NI2602 20250701 ... 121300 121840 NI
68 68 NI2603 20250701 ... 122170 122170 NI
69 69 NI2604 20250701 ... 122640 122640 NI
70 70 NI2605 20250701 ... 121940 122520 NI
71 71 NI2606 20250701 ... 122680 122680 NI
72 72 SN2507 20250701 ... 266880 267860 SN
73 73 SN2508 20250701 ... 267340 268140 SN
74 74 SN2509 20250701 ... 267450 268090 SN
75 75 SN2510 20250701 ... 267400 267790 SN
76 76 SN2511 20250701 ... 266490 267280 SN
77 77 SN2512 20250701 ... 265990 266680 SN
78 78 SN2601 20250701 ... 266150 266910 SN
79 79 SN2602 20250701 ... 266050 267310 SN
80 80 SN2603 20250701 ... 266060 267190 SN
81 81 SN2604 20250701 ... 266230 266590 SN
82 82 SN2605 20250701 ... 265950 266070 SN
83 83 SN2606 20250701 ... 266200 266430 SN
84 84 AO2507 20250701 ... 3071 3106 AO
85 85 AO2508 20250701 ... 2977 3023 AO
86 86 AO2509 20250701 ... 2941 2987 AO
87 87 AO2510 20250701 ... 2916 2959 AO
88 88 AO2511 20250701 ... 2907 2949 AO
89 89 AO2512 20250701 ... 2899 2943 AO
90 90 AO2601 20250701 ... 2892 2933 AO
91 91 AO2602 20250701 ... 2888 2932 AO
92 92 AO2603 20250701 ... 2886 2926 AO
93 93 AO2604 20250701 ... 2886 2924 AO
94 94 AO2605 20250701 ... 2886 2918 AO
95 95 AO2606 20250701 ... 2879 2913 AO
96 96 AD2511 20250701 ... 19795 19775 AD
97 97 AD2512 20250701 ... 19700 19695 AD
98 98 AD2601 20250701 ... 19635 19625 AD
99 99 AD2602 20250701 ... 19610 19570 AD
100 100 AD2603 20250701 ... 19490 19490 AD
101 101 AD2604 20250701 ... 19520 19360 AD
102 102 AD2605 20250701 ... 19465 19410 AD
103 103 AD2606 20250701 ... 19400 19415 AD
104 104 AU2507 20250701 ... 769.12 761.7 AU
105 105 AU2508 20250701 ... 768.62 762.5 AU
106 106 AU2509 20250701 ... 771.02 763.52 AU
107 107 AU2510 20250701 ... 770.64 764.86 AU
108 108 AU2512 20250701 ... 773.24 766.6 AU
109 109 AU2602 20250701 ... 775.18 768.48 AU
110 110 AU2604 20250701 ... 777.5 770.68 AU
111 111 AU2606 20250701 ... 779.96 773.18 AU
112 112 AG2507 20250701 ... 8728 8705 AG
113 113 AG2508 20250701 ... 8739 8713 AG
114 114 AG2509 20250701 ... 8752 8724 AG
115 115 AG2510 20250701 ... 8764 8738 AG
116 116 AG2511 20250701 ... 8777 8742 AG
117 117 AG2512 20250701 ... 8784 8756 AG
118 118 AG2601 20250701 ... 8795 8763 AG
119 119 AG2602 20250701 ... 8804 8772 AG
120 120 AG2603 20250701 ... 8821 8786 AG
121 121 AG2604 20250701 ... 8833 8800 AG
122 122 AG2605 20250701 ... 8843 8815 AG
123 123 AG2606 20250701 ... 8858 8829 AG
124 124 RB2507 20250701 ... 2988 2999 RB
125 125 RB2508 20250701 ... 2955 2975 RB
126 126 RB2509 20250701 ... 2954 2971 RB
127 127 RB2510 20250701 ... 2987 3009 RB
128 128 RB2511 20250701 ... 2996 3015 RB
129 129 RB2512 20250701 ... 3007 3024 RB
130 130 RB2601 20250701 ... 3005 3023 RB
131 131 RB2602 20250701 ... 3011 3010 RB
132 132 RB2603 20250701 ... 2996 3009 RB
133 133 RB2604 20250701 ... 3011 3033 RB
134 134 RB2605 20250701 ... 3012 3026 RB
135 135 RB2606 20250701 ... 3018 3032 RB
136 136 WR2507 20250701 ... 3356 3356 WR
137 137 WR2508 20250701 ... 3359 3359 WR
138 138 WR2509 20250701 ... 3257 3245 WR
139 139 WR2510 20250701 ... 3303 3328 WR
140 140 WR2511 20250701 ... 3361 3361 WR
141 141 WR2512 20250701 ... 3337 3337 WR
142 142 WR2601 20250701 ... 3325 3330 WR
143 143 WR2602 20250701 ... 3396 3396 WR
144 144 WR2603 20250701 ... 3387 3387 WR
145 145 WR2604 20250701 ... 3392 3392 WR
146 146 WR2605 20250701 ... 3369 3369 WR
147 147 WR2606 20250701 ... 3367 3373 WR
148 148 HC2507 20250701 ... 3124 3147 HC
149 149 HC2508 20250701 ... 3131 3151 HC
150 150 HC2509 20250701 ... 3129 3141 HC
151 151 HC2510 20250701 ... 3121 3134 HC
152 152 HC2511 20250701 ... 3120 3137 HC
153 153 HC2512 20250701 ... 3123 3147 HC
154 154 HC2601 20250701 ... 3125 3140 HC
155 155 HC2602 20250701 ... 3126 3150 HC
156 156 HC2603 20250701 ... 3127 3154 HC
157 157 HC2604 20250701 ... 3132 3155 HC
158 158 HC2605 20250701 ... 3121 3142 HC
159 159 HC2606 20250701 ... 3124 3151 HC
160 160 SS2507 20250701 ... 12440 12580 SS
161 161 SS2508 20250701 ... 12535 12670 SS
162 162 SS2509 20250701 ... 12505 12620 SS
163 163 SS2510 20250701 ... 12475 12580 SS
164 164 SS2511 20250701 ... 12490 12595 SS
165 165 SS2512 20250701 ... 12510 12600 SS
166 166 SS2601 20250701 ... 12555 12635 SS
167 167 SS2602 20250701 ... 12595 12680 SS
168 168 SS2603 20250701 ... 12635 12700 SS
169 169 SS2604 20250701 ... 12630 12730 SS
170 170 SS2605 20250701 ... 12675 12765 SS
171 171 SS2606 20250701 ... 12700 12785 SS
172 172 SC2508 20250701 ... 497 496.1 SC
173 173 SC2509 20250701 ... 490.9 490.3 SC
174 174 SC2510 20250701 ... 485.4 484.8 SC
175 175 SC2511 20250701 ... 481.8 481.7 SC
176 176 SC2512 20250701 ... 478.8 480 SC
177 177 SC2601 20250701 ... 476.5 478.4 SC
178 178 SC2602 20250701 ... 475 476.9 SC
179 179 SC2603 20250701 ... 473.9 476.5 SC
180 180 SC2604 20250701 ... 476.3 474.9 SC
181 181 SC2605 20250701 ... 470.6 473.2 SC
182 182 SC2606 20250701 ... 470.2 472.6 SC
183 183 SC2607 20250701 ... 470.9 472.6 SC
184 184 SC2609 20250701 ... 467.3 472.5 SC
185 185 SC2612 20250701 ... 470.6 470.6 SC
186 186 SC2703 20250701 ... 468.4 468.4 SC
187 187 SC2706 20250701 ... 462.7 466.8 SC
188 188 SC2709 20250701 ... 465.7 465.7 SC
189 189 SC2712 20250701 ... 465.8 465.8 SC
190 190 SC2803 20250701 ... 460.4 461.3 SC
191 191 SC2806 20250701 ... 459.9 465.6 SC
192 192 LU2508 20250701 ... 3591 3621 LU
193 193 LU2509 20250701 ... 3576 3591 LU
194 194 LU2510 20250701 ... 3553 3564 LU
195 195 LU2511 20250701 ... 3528 3543 LU
196 196 LU2512 20250701 ... 3505 3514 LU
197 197 LU2601 20250701 ... 3499 3518 LU
198 198 LU2602 20250701 ... 3480 3507 LU
199 199 LU2603 20250701 ... 3456 3487 LU
200 200 LU2604 20250701 ... 3450 3472 LU
201 201 LU2605 20250701 ... 3427 3437 LU
202 202 LU2606 20250701 ... 3423 3416 LU
203 203 LU2607 20250701 ... 3416 3416 LU
204 204 FU2508 20250701 ... 2937 2964 FU
205 205 FU2509 20250701 ... 2973 2990 FU
206 206 FU2510 20250701 ... 2921 2935 FU
207 207 FU2511 20250701 ... 2882 2892 FU
208 208 FU2512 20250701 ... 2858 2863 FU
209 209 FU2601 20250701 ... 2850 2849 FU
210 210 FU2602 20250701 ... 2832 2827 FU
211 211 FU2603 20250701 ... 2823 2819 FU
212 212 FU2604 20250701 ... 2811 2806 FU
213 213 FU2605 20250701 ... 2802 2800 FU
214 214 FU2606 20250701 ... 2790 2788 FU
215 215 FU2607 20250701 ... 2781 2788 FU
216 216 BU2507 20250701 ... 3592 3570 BU
217 217 BU2508 20250701 ... 3580 3567 BU
218 218 BU2509 20250701 ... 3566 3556 BU
219 219 BU2510 20250701 ... 3520 3514 BU
220 220 BU2511 20250701 ... 3451 3450 BU
221 221 BU2512 20250701 ... 3373 3376 BU
222 222 BU2601 20250701 ... 3334 3338 BU
223 223 BU2602 20250701 ... 3303 3309 BU
224 224 BU2603 20250701 ... 3307 3310 BU
225 225 BU2604 20250701 ... 3292 3299 BU
226 226 BU2605 20250701 ... 3274 3282 BU
227 227 BU2606 20250701 ... 3242 3259 BU
228 228 BU2609 20250701 ... 3253 3249 BU
229 229 BU2612 20250701 ... 3212 3219 BU
230 230 BU2703 20250701 ... 3215 3229 BU
231 231 BU2706 20250701 ... 3228 3235 BU
232 232 BR2507 20250701 ... 11350 11360 BR
233 233 BR2508 20250701 ... 11220 11270 BR
234 234 BR2509 20250701 ... 11110 11165 BR
235 235 BR2510 20250701 ... 11055 11130 BR
236 236 BR2511 20250701 ... 11020 11095 BR
237 237 BR2512 20250701 ... 10985 11070 BR
238 238 BR2601 20250701 ... 10980 11035 BR
239 239 BR2602 20250701 ... 11010 11020 BR
240 240 BR2603 20250701 ... 11015 11025 BR
241 241 BR2604 20250701 ... 11065 11045 BR
242 242 BR2605 20250701 ... 11000 11060 BR
243 243 BR2606 20250701 ... 11000 11035 BR
244 244 RU2507 20250701 ... 13905 13935 RU
245 245 RU2508 20250701 ... 13945 13985 RU
246 246 RU2509 20250701 ... 13975 14010 RU
247 247 RU2510 20250701 ... 13975 14020 RU
248 248 RU2511 20250701 ... 13995 14005 RU
249 249 RU2601 20250701 ... 14850 14850 RU
250 250 RU2603 20250701 ... 14875 14890 RU
251 251 RU2604 20250701 ... 14975 14880 RU
252 252 RU2605 20250701 ... 14875 14895 RU
253 253 RU2606 20250701 ... 14915 14915 RU
254 254 NR2507 20250701 ... 12175 12130 NR
255 255 NR2508 20250701 ... 12210 12170 NR
256 256 NR2509 20250701 ... 12170 12125 NR
257 257 NR2510 20250701 ... 12165 12115 NR
258 258 NR2511 20250701 ... 12180 12130 NR
259 259 NR2512 20250701 ... 12180 12130 NR
260 260 NR2601 20250701 ... 12165 12115 NR
261 261 NR2602 20250701 ... 12185 12180 NR
262 262 NR2603 20250701 ... 12175 12115 NR
263 263 NR2604 20250701 ... 12185 12200 NR
264 264 NR2605 20250701 ... 12225 12225 NR
265 265 NR2606 20250701 ... 12260 12260 NR
266 266 SP2507 20250701 ... 5024 5048 SP
267 267 SP2508 20250701 ... 5044 5068 SP
268 268 SP2509 20250701 ... 5044 5066 SP
269 269 SP2510 20250701 ... 5046 5064 SP
270 270 SP2511 20250701 ... 5034 5052 SP
271 271 SP2512 20250701 ... 5032 5050 SP
272 272 SP2601 20250701 ... 5230 5262 SP
273 273 SP2602 20250701 ... 5170 5198 SP
274 274 SP2603 20250701 ... 5170 5186 SP
275 275 SP2604 20250701 ... 5172 5190 SP
276 276 SP2605 20250701 ... 5178 5198 SP
277 277 SP2606 20250701 ... 5190 5200 SP
278 278 EC2508 20250701 ... 1852.6 1767.1 EC
279 279 EC2510 20250701 ... 1368.8 1339.8 EC
280 280 EC2512 20250701 ... 1526.5 1498 EC
281 281 EC2602 20250701 ... 1331.2 1316.5 EC
282 282 EC2604 20250701 ... 1175.5 1169 EC
283 283 EC2606 20250701 ... 1313.6 1169 EC
284 286 SC_TAS2508 20250701 ... SC_TAS
285 287 SC_TAS2509 20250701 ... SC_TAS
286 288 SC_TAS2510 20250701 ... SC_TAS
287 289 SC_TAS2511 20250701 ... SC_TAS
[288 rows x 13 columns]
2025-07-02 18:26:49,096 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 PS2507 20250701 33640.0 ... 33355.0 33640.0 PS
1 PS2508 20250701 33470.0 ... 32760.0 33500.0 PS
2 PS2509 20250701 32640.0 ... 32065.0 32860.0 PS
3 PS2510 20250701 32490.0 ... 31840.0 32660.0 PS
4 PS2511 20250701 32500.0 ... 31725.0 32525.0 PS
5 PS2512 20250701 34230.0 ... 33800.0 34605.0 PS
6 PS2601 20250701 34045.0 ... 33565.0 34375.0 PS
7 PS2602 20250701 33660.0 ... 33425.0 34205.0 PS
8 PS2603 20250701 33555.0 ... 33460.0 34110.0 PS
9 PS2604 20250701 33610.0 ... 33235.0 33900.0 PS
10 PS2605 20250701 33600.0 ... 33315.0 33990.0 PS
11 PS2606 20250701 35130.0 ... 34660.0 35360.0 PS
13 SI2507 20250701 8130.0 ... 7950.0 8150.0 SI
14 SI2508 20250701 8095.0 ... 7845.0 8125.0 SI
15 SI2509 20250701 8000.0 ... 7835.0 8115.0 SI
16 SI2510 20250701 8020.0 ... 7790.0 8105.0 SI
17 SI2511 20250701 7970.0 ... 7775.0 8030.0 SI
18 SI2512 20250701 8245.0 ... 8055.0 8295.0 SI
19 SI2601 20250701 8195.0 ... 7980.0 8240.0 SI
20 SI2602 20250701 8075.0 ... 7945.0 8225.0 SI
21 SI2603 20250701 8090.0 ... 7945.0 8215.0 SI
22 SI2604 20250701 8085.0 ... 7960.0 8210.0 SI
23 SI2605 20250701 8150.0 ... 7955.0 8210.0 SI
24 SI2606 20250701 8265.0 ... 7960.0 8200.0 SI
27 LC2507 20250701 63120.0 ... 62120.0 62880.0 LC
28 LC2508 20250701 62440.0 ... 62200.0 62780.0 LC
29 LC2509 20250701 62140.0 ... 61980.0 62680.0 LC
30 LC2510 20250701 62000.0 ... 61800.0 62600.0 LC
31 LC2511 20250701 61940.0 ... 61700.0 62460.0 LC
32 LC2512 20250701 62300.0 ... 62020.0 62860.0 LC
33 LC2601 20250701 62520.0 ... 62080.0 62920.0 LC
34 LC2602 20250701 62360.0 ... 62040.0 62760.0 LC
35 LC2603 20250701 62580.0 ... 62020.0 62920.0 LC
36 LC2604 20250701 62840.0 ... 62580.0 63400.0 LC
37 LC2605 20250701 62700.0 ... 62600.0 63500.0 LC
38 LC2606 20250701 62860.0 ... 62480.0 63480.0 LC
[36 rows x 12 columns]
2025-07-02 18:26:49,324 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 a2507 20250701 4250.00 ... 4204.0 4209.00 A
1 a2509 20250701 4136.00 ... 4129.0 4147.00 A
2 a2511 20250701 4078.00 ... 4069.0 4080.00 A
3 a2601 20250701 4057.00 ... 4051.0 4062.00 A
4 a2603 20250701 4044.00 ... 4039.0 4050.00 A
5 a2605 20250701 4067.00 ... 4075.0 4084.00 A
6 b2507 20250701 3560.00 ... 3550.0 3479.00 B
7 b2508 20250701 3592.00 ... 3576.0 3578.00 B
8 b2509 20250701 3618.00 ... 3608.0 3611.00 B
9 b2510 20250701 3670.00 ... 3660.0 3660.00 B
10 b2511 20250701 3671.00 ... 3665.0 3667.00 B
11 b2512 20250701 3674.00 ... 3677.0 3675.00 B
12 b2601 20250701 3663.00 ... 3662.0 3662.00 B
13 b2602 20250701 3629.00 ... 3618.0 3622.00 B
14 b2603 20250701 3528.00 ... 3528.0 3523.00 B
15 b2604 20250701 3439.00 ... 3434.0 3432.00 B
16 b2605 20250701 3383.00 ... 3380.0 3378.00 B
17 b2606 20250701 3381.00 ... 3380.0 3379.00 B
18 bb2509 20250701 152.75 ... 153.2 153.75 BB
19 bb2511 20250701 152.90 ... 152.8 152.70 BB
20 bb2601 20250701 0.00 ... 170.1 170.00 BB
21 bb2603 20250701 0.00 ... 170.2 170.10 BB
22 bb2605 20250701 0.00 ... 170.2 170.10 BB
23 c2507 20250701 2353.00 ... 2358.0 2359.00 C
24 c2509 20250701 2379.00 ... 2381.0 2376.00 C
25 c2511 20250701 2316.00 ... 2319.0 2319.00 C
26 c2601 20250701 2274.00 ... 2277.0 2272.00 C
27 c2603 20250701 2273.00 ... 2273.0 2268.00 C
28 c2605 20250701 2305.00 ... 2303.0 2298.00 C
29 cs2507 20250701 2740.00 ... 2727.0 2750.00 CS
30 cs2509 20250701 2732.00 ... 2743.0 2731.00 CS
31 cs2511 20250701 2673.00 ... 2678.0 2673.00 CS
32 cs2601 20250701 2674.00 ... 2677.0 2671.00 CS
33 cs2603 20250701 2656.00 ... 2659.0 2652.00 CS
34 cs2605 20250701 2691.00 ... 2694.0 2687.00 CS
35 eb2507 20250701 7408.00 ... 7422.0 7429.00 EB
36 eb2508 20250701 7307.00 ... 7273.0 7306.00 EB
37 eb2509 20250701 7223.00 ... 7186.0 7223.00 EB
38 eb2510 20250701 7118.00 ... 7104.0 7139.00 EB
39 eb2511 20250701 7052.00 ... 7033.0 7066.00 EB
40 eb2512 20250701 7032.00 ... 7006.0 7030.00 EB
41 eb2601 20250701 7031.00 ... 7015.0 7031.00 EB
42 eb2602 20250701 7057.00 ... 7047.0 7031.00 EB
43 eb2603 20250701 7053.00 ... 7099.0 7038.00 EB
44 eb2604 20250701 7101.00 ... 7042.0 7026.00 EB
45 eb2605 20250701 7099.00 ... 7065.0 7039.00 EB
46 eb2606 20250701 7020.00 ... 7014.0 6900.00 EB
47 eg2507 20250701 4201.00 ... 4203.0 4218.00 EG
48 eg2508 20250701 4246.00 ... 4245.0 4253.00 EG
49 eg2509 20250701 4272.00 ... 4262.0 4272.00 EG
50 eg2510 20250701 4281.00 ... 4269.0 4276.00 EG
51 eg2511 20250701 4289.00 ... 4271.0 4287.00 EG
52 eg2512 20250701 4289.00 ... 4276.0 4299.00 EG
53 eg2601 20250701 4294.00 ... 4286.0 4304.00 EG
54 eg2602 20250701 4283.00 ... 4284.0 4302.00 EG
55 eg2603 20250701 4308.00 ... 4288.0 4303.00 EG
56 eg2604 20250701 0.00 ... 4311.0 4311.00 EG
57 eg2605 20250701 4320.00 ... 4302.0 4322.00 EG
58 eg2606 20250701 4280.00 ... 4285.0 4337.00 EG
59 fb2507 20250701 0.00 ... 1341.5 1341.50 FB
60 fb2508 20250701 1309.00 ... 1311.0 1309.00 FB
61 fb2509 20250701 1299.50 ... 1306.0 1303.00 FB
62 fb2510 20250701 1326.50 ... 1327.5 1322.50 FB
63 fb2511 20250701 1324.00 ... 1325.5 1322.50 FB
64 fb2512 20250701 1323.00 ... 1323.5 1323.50 FB
65 fb2601 20250701 1287.50 ... 1300.5 1284.50 FB
66 fb2602 20250701 0.00 ... 1295.5 1295.50 FB
67 fb2603 20250701 0.00 ... 1313.5 1313.50 FB
68 fb2604 20250701 0.00 ... 1310.5 1310.50 FB
69 fb2605 20250701 0.00 ... 1292.5 1292.50 FB
70 fb2606 20250701 0.00 ... 1292.5 1292.50 FB
71 i2507 20250701 723.50 ... 719.0 723.50 I
72 i2508 20250701 724.00 ... 719.0 725.00 I
73 i2509 20250701 715.00 ... 710.5 718.00 I
74 i2510 20250701 709.00 ... 704.5 712.00 I
75 i2511 20250701 702.50 ... 698.5 706.50 I
76 i2512 20250701 696.50 ... 692.5 698.50 I
77 i2601 20250701 688.00 ... 686.5 692.50 I
78 i2602 20250701 686.50 ... 684.0 689.00 I
79 i2603 20250701 683.50 ... 681.0 687.00 I
80 i2604 20250701 679.00 ... 676.5 682.50 I
81 i2605 20250701 672.50 ... 669.0 675.00 I
82 i2606 20250701 666.00 ... 664.0 669.00 I
83 j2507 20250701 1304.50 ... 1304.5 1324.00 J
84 j2508 20250701 1376.00 ... 1371.5 1395.00 J
85 j2509 20250701 1404.00 ... 1398.0 1423.50 J
86 j2510 20250701 1423.50 ... 1415.0 1441.00 J
87 j2511 20250701 1431.00 ... 1428.5 1449.00 J
88 j2512 20250701 1433.50 ... 1431.5 1465.50 J
89 j2601 20250701 1439.00 ... 1433.0 1464.00 J
90 j2602 20250701 1440.00 ... 1440.0 1472.50 J
91 j2603 20250701 0.00 ... 1470.0 1470.00 J
92 j2604 20250701 0.00 ... 1497.5 1497.50 J
93 j2605 20250701 1481.00 ... 1463.5 1505.00 J
94 j2606 20250701 0.00 ... 1474.0 1474.00 J
95 jd2507 20250701 2819.00 ... 2835.0 2776.00 JD
96 jd2508 20250701 3566.00 ... 3568.0 3539.00 JD
97 jd2509 20250701 3690.00 ... 3690.0 3673.00 JD
98 jd2510 20250701 3406.00 ... 3417.0 3401.00 JD
99 jd2511 20250701 3430.00 ... 3433.0 3418.00 JD
100 jd2512 20250701 3589.00 ... 3594.0 3592.00 JD
101 jd2601 20250701 3636.00 ... 3637.0 3647.00 JD
102 jd2602 20250701 3205.00 ... 3203.0 3204.00 JD
103 jd2603 20250701 3205.00 ... 3206.0 3205.00 JD
104 jd2604 20250701 3341.00 ... 3343.0 3337.00 JD
105 jd2605 20250701 3417.00 ... 3422.0 3416.00 JD
106 jd2606 20250701 3264.00 ... 3266.0 3257.00 JD
107 jm2507 20250701 818.00 ... 821.0 824.00 JM
108 jm2508 20250701 800.00 ... 784.0 817.00 JM
109 jm2509 20250701 824.50 ... 817.5 842.50 JM
110 jm2510 20250701 838.00 ... 832.5 853.50 JM
111 jm2511 20250701 846.00 ... 840.5 864.00 JM
112 jm2512 20250701 852.50 ... 848.0 874.50 JM
113 jm2601 20250701 858.00 ... 854.0 886.00 JM
114 jm2602 20250701 861.50 ... 862.5 891.50 JM
115 jm2603 20250701 876.00 ... 868.5 897.00 JM
116 jm2604 20250701 874.00 ... 877.5 903.50 JM
117 jm2605 20250701 891.50 ... 883.5 913.00 JM
118 jm2606 20250701 902.00 ... 896.0 918.50 JM
119 l2507 20250701 7293.00 ... 7282.0 7337.00 L
120 l2508 20250701 7271.00 ... 7252.0 7297.00 L
121 l2509 20250701 7266.00 ... 7246.0 7286.00 L
122 l2510 20250701 7241.00 ... 7229.0 7256.00 L
123 l2511 20250701 7242.00 ... 7222.0 7246.00 L
124 l2512 20250701 7240.00 ... 7219.0 7249.00 L
125 l2601 20250701 7233.00 ... 7210.0 7236.00 L
126 l2602 20250701 7204.00 ... 7202.0 7229.00 L
127 l2603 20250701 7195.00 ... 7198.0 7208.00 L
128 l2604 20250701 7212.00 ... 7219.0 7265.00 L
129 l2605 20250701 7212.00 ... 7196.0 7215.00 L
130 l2606 20250701 7208.00 ... 7195.0 7229.00 L
131 lg2507 20250701 813.00 ... 815.5 820.00 LG
132 lg2509 20250701 784.00 ... 782.5 792.50 LG
133 lg2511 20250701 779.00 ... 778.5 785.00 LG
134 lg2601 20250701 780.00 ... 781.5 785.50 LG
135 lg2603 20250701 782.00 ... 784.5 787.50 LG
136 lg2605 20250701 782.00 ... 785.5 788.00 LG
137 lh2507 20250701 13945.00 ... 13820.0 13825.00 LH
138 lh2509 20250701 13880.00 ... 13895.0 13890.00 LH
139 lh2511 20250701 13370.00 ... 13400.0 13365.00 LH
140 lh2601 20250701 13485.00 ... 13495.0 13505.00 LH
141 lh2603 20250701 12810.00 ... 12800.0 12800.00 LH
142 lh2605 20250701 12940.00 ... 12955.0 12975.00 LH
143 m2507 20250701 2844.00 ... 2832.0 2843.00 M
144 m2508 20250701 2951.00 ... 2944.0 2943.00 M
145 m2509 20250701 2968.00 ... 2961.0 2958.00 M
146 m2511 20250701 3004.00 ... 3000.0 2997.00 M
147 m2512 20250701 3025.00 ... 3022.0 3020.00 M
148 m2601 20250701 3004.00 ... 3002.0 2995.00 M
149 m2603 20250701 2860.00 ... 2861.0 2851.00 M
150 m2605 20250701 2715.00 ... 2713.0 2711.00 M
151 p2507 20250701 8310.00 ... 8328.0 8398.00 P
152 p2508 20250701 8392.00 ... 8372.0 8368.00 P
153 p2509 20250701 8340.00 ... 8314.0 8312.00 P
154 p2510 20250701 8340.00 ... 8310.0 8308.00 P
155 p2511 20250701 8338.00 ... 8302.0 8318.00 P
156 p2512 20250701 8342.00 ... 8310.0 8320.00 P
157 p2601 20250701 8350.00 ... 8334.0 8326.00 P
158 p2602 20250701 8292.00 ... 8316.0 8294.00 P
159 p2603 20250701 8310.00 ... 8274.0 8274.00 P
160 p2604 20250701 8252.00 ... 8234.0 8208.00 P
161 p2605 20250701 8226.00 ... 8220.0 8212.00 P
162 p2606 20250701 8172.00 ... 8210.0 8184.00 P
163 pg2507 20250701 4209.00 ... 4203.0 4235.00 PG
164 pg2508 20250701 4231.00 ... 4194.0 4230.00 PG
165 pg2509 20250701 4125.00 ... 4098.0 4136.00 PG
166 pg2510 20250701 4500.00 ... 4470.0 4507.00 PG
167 pg2511 20250701 4406.00 ... 4383.0 4421.00 PG
168 pg2512 20250701 4316.00 ... 4305.0 4344.00 PG
169 pg2601 20250701 4239.00 ... 4236.0 4266.00 PG
170 pg2602 20250701 4156.00 ... 4155.0 4201.00 PG
171 pg2603 20250701 4096.00 ... 4072.0 4109.00 PG
172 pg2604 20250701 4356.00 ... 4360.0 4394.00 PG
173 pg2605 20250701 4253.00 ... 4245.0 4296.00 PG
174 pg2606 20250701 4204.00 ... 4202.0 4254.00 PG
175 pp2507 20250701 7083.00 ... 7073.0 7108.00 PP
176 pp2508 20250701 7095.00 ... 7055.0 7109.00 PP
177 pp2509 20250701 7077.00 ... 7048.0 7092.00 PP
178 pp2510 20250701 7019.00 ... 7003.0 7045.00 PP
179 pp2511 20250701 7016.00 ... 6999.0 7039.00 PP
180 pp2512 20250701 7011.00 ... 6993.0 7033.00 PP
181 pp2601 20250701 7013.00 ... 6997.0 7028.00 PP
182 pp2602 20250701 6987.00 ... 6978.0 6986.00 PP
183 pp2603 20250701 6969.00 ... 6976.0 7006.00 PP
184 pp2604 20250701 6993.00 ... 6989.0 7044.00 PP
185 pp2605 20250701 6992.00 ... 6976.0 7012.00 PP
186 pp2606 20250701 6993.00 ... 6985.0 7046.00 PP
187 rr2507 20250701 0.00 ... 3578.0 3578.00 RR
188 rr2508 20250701 3585.00 ... 3579.0 3585.00 RR
189 rr2509 20250701 3608.00 ... 3608.0 3607.00 RR
190 rr2510 20250701 3588.00 ... 3596.0 3591.00 RR
191 rr2511 20250701 3592.00 ... 3596.0 3596.00 RR
192 rr2512 20250701 3593.00 ... 3599.0 3605.00 RR
193 rr2601 20250701 3608.00 ... 3607.0 3606.00 RR
194 rr2602 20250701 3606.00 ... 3614.0 3609.00 RR
195 rr2603 20250701 3607.00 ... 3607.0 3605.00 RR
196 rr2604 20250701 3614.00 ... 3619.0 3603.00 RR
197 rr2605 20250701 3602.00 ... 3602.0 3601.00 RR
198 rr2606 20250701 3599.00 ... 3603.0 3606.00 RR
199 v2507 20250701 4801.00 ... 4767.0 4853.00 V
200 v2508 20250701 4850.00 ... 4800.0 4890.00 V
201 v2509 20250701 4885.00 ... 4839.0 4924.00 V
202 v2510 20250701 4910.00 ... 4867.0 4951.00 V
203 v2511 20250701 4935.00 ... 4897.0 4978.00 V
204 v2512 20250701 4958.00 ... 4922.0 5003.00 V
205 v2601 20250701 4977.00 ... 4932.0 5016.00 V
206 v2602 20250701 4988.00 ... 4959.0 5017.00 V
207 v2603 20250701 5007.00 ... 4983.0 5046.00 V
208 v2604 20250701 5100.00 ... 5078.0 5129.00 V
209 v2605 20250701 5129.00 ... 5090.0 5155.00 V
210 v2606 20250701 5110.00 ... 5100.0 5166.00 V
211 y2507 20250701 8022.00 ... 8038.0 8068.00 Y
212 y2508 20250701 8038.00 ... 8002.0 8026.00 Y
213 y2509 20250701 7996.00 ... 7968.0 7974.00 Y
214 y2511 20250701 8000.00 ... 7974.0 7980.00 Y
215 y2512 20250701 8018.00 ... 7998.0 8000.00 Y
216 y2601 20250701 7950.00 ... 7926.0 7930.00 Y
217 y2603 20250701 7808.00 ... 7804.0 7796.00 Y
218 y2605 20250701 7620.00 ... 7608.0 7598.00 Y
[219 rows x 12 columns]
2025-07-02 18:26:49,836 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 SC2508 20250701 498 ... 497 496.1 SC
1 SC2509 20250701 492.5 ... 490.9 490.3 SC
2 SC2510 20250701 485.8 ... 485.4 484.8 SC
3 SC2511 20250701 482.6 ... 481.8 481.7 SC
4 SC2512 20250701 477.1 ... 478.8 480 SC
5 SC2601 20250701 476.6 ... 476.5 478.4 SC
6 SC2602 20250701 475.8 ... 475 476.9 SC
7 SC2603 20250701 478 ... 473.9 476.5 SC
8 SC2604 20250701 476.3 ... 476.3 474.9 SC
9 SC2605 20250701 470.6 ... 470.6 473.2 SC
10 SC2606 20250701 463.8 ... 470.2 472.6 SC
11 SC2607 20250701 470.9 ... 470.9 472.6 SC
12 SC2609 20250701 460.7 ... 467.3 472.5 SC
13 SC2612 20250701 ... 470.6 470.6 SC
14 SC2703 20250701 ... 468.4 468.4 SC
15 SC2706 20250701 462.7 ... 462.7 466.8 SC
16 SC2709 20250701 ... 465.7 465.7 SC
17 SC2712 20250701 ... 465.8 465.8 SC
18 SC2803 20250701 461.8 ... 460.4 461.3 SC
19 SC2806 20250701 459.9 ... 459.9 465.6 SC
21 LU2508 20250701 3611 ... 3591 3621 LU
22 LU2509 20250701 3582 ... 3576 3591 LU
23 LU2510 20250701 3562 ... 3553 3564 LU
24 LU2511 20250701 3535 ... 3528 3543 LU
25 LU2512 20250701 3518 ... 3505 3514 LU
26 LU2601 20250701 3514 ... 3499 3518 LU
27 LU2602 20250701 3478 ... 3480 3507 LU
28 LU2603 20250701 3471 ... 3456 3487 LU
29 LU2604 20250701 3450 ... 3450 3472 LU
30 LU2605 20250701 3419 ... 3427 3437 LU
31 LU2606 20250701 ... 3423 3416 LU
32 LU2607 20250701 ... 3416 3416 LU
34 NR2507 20250701 12130 ... 12175 12130 NR
35 NR2508 20250701 12185 ... 12210 12170 NR
36 NR2509 20250701 12115 ... 12170 12125 NR
37 NR2510 20250701 12115 ... 12165 12115 NR
38 NR2511 20250701 12115 ... 12180 12130 NR
39 NR2512 20250701 12125 ... 12180 12130 NR
40 NR2601 20250701 12130 ... 12165 12115 NR
41 NR2602 20250701 12150 ... 12185 12180 NR
42 NR2603 20250701 12155 ... 12175 12115 NR
43 NR2604 20250701 12185 ... 12185 12200 NR
44 NR2605 20250701 ... 12225 12225 NR
45 NR2606 20250701 ... 12260 12260 NR
47 BC2507 20250701 71500 ... 71500 71090 BC
48 BC2508 20250701 70910 ... 71280 71100 BC
49 BC2509 20250701 70860 ... 70970 70860 BC
50 BC2510 20250701 ... 71300 70700 BC
51 BC2511 20250701 ... 69520 69520 BC
52 BC2512 20250701 ... 69450 69450 BC
53 BC2601 20250701 ... 69570 69570 BC
54 BC2602 20250701 ... 69410 69410 BC
55 BC2603 20250701 ... 69290 69290 BC
56 BC2604 20250701 ... 69760 69760 BC
57 BC2605 20250701 ... 69710 68610 BC
58 BC2606 20250701 71790 ... 71590 68610 BC
60 EC2508 20250701 1784.2 ... 1852.6 1767.1 EC
61 EC2510 20250701 1352.6 ... 1368.8 1339.8 EC
62 EC2512 20250701 1518.3 ... 1526.5 1498 EC
63 EC2602 20250701 1323.3 ... 1331.2 1316.5 EC
64 EC2604 20250701 1150 ... 1175.5 1169 EC
65 EC2606 20250701 1300 ... 1313.6 1169 EC
68 SC_TAS2508 20250701 ... SC_TAS
69 SC_TAS2509 20250701 ... SC_TAS
70 SC_TAS2510 20250701 ... SC_TAS
71 SC_TAS2511 20250701 ... SC_TAS
[66 rows x 12 columns]
2025-07-02 18:26:49,910 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250701 7678.0 7735.0 ... 360261.78 7700.0 7699.0 AP
1 AP511 20250701 7530.0 7554.0 ... 806.44 7537.0 7527.0 AP
2 AP512 20250701 7564.0 7591.0 ... 68.09 7566.0 7569.0 AP
3 AP601 20250701 7566.0 7630.0 ... 10522.48 7603.0 7598.0 AP
4 AP603 20250701 7625.0 7638.0 ... 99.14 7626.0 7627.0 AP
5 AP604 20250701 7676.0 7698.0 ... 23.06 7685.0 7682.0 AP
6 AP605 20250701 7745.0 7753.0 ... 208.51 7723.0 7722.0 AP
7 CF507 20250701 13505.0 13530.0 ... 3816.86 13515.0 13620.0 CF
8 CF509 20250701 13760.0 13780.0 ... 1296433.16 13735.0 13815.0 CF
9 CF511 20250701 13675.0 13700.0 ... 129178.71 13660.0 13740.0 CF
10 CF601 20250701 13725.0 13785.0 ... 318377.51 13750.0 13830.0 CF
11 CF603 20250701 13755.0 13760.0 ... 1145.27 13715.0 13795.0 CF
12 CF605 20250701 13760.0 13780.0 ... 8848.99 13750.0 13820.0 CF
13 CJ507 20250701 9465.0 9495.0 ... 236.57 9465.0 9495.0 CJ
14 CJ509 20250701 9550.0 9770.0 ... 938605.48 9650.0 9620.0 CJ
15 CJ512 20250701 10575.0 10845.0 ... 17583.73 10700.0 10580.0 CJ
16 CJ601 20250701 10730.0 10980.0 ... 720610.29 10840.0 10715.0 CJ
17 CJ603 20250701 10815.0 11125.0 ... 13006.69 10960.0 10815.0 CJ
18 CJ605 20250701 11000.0 11300.0 ... 41948.62 11155.0 11000.0 CJ
19 CY507 20250701 0.0 0.0 ... 0.00 20035.0 20065.0 CY
20 CY508 20250701 0.0 0.0 ... 0.00 19665.0 19630.0 CY
21 CY509 20250701 19965.0 20055.0 ... 73358.52 20000.0 20110.0 CY
22 CY510 20250701 0.0 0.0 ... 0.00 19620.0 19730.0 CY
23 CY511 20250701 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250701 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250701 0.0 0.0 ... 0.00 20030.0 20085.0 CY
26 CY602 20250701 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250701 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250701 0.0 0.0 ... 0.00 19725.0 19555.0 CY
29 CY605 20250701 0.0 0.0 ... 0.00 20135.0 20135.0 CY
30 CY606 20250701 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250701 902.0 905.0 ... 972.71 901.0 935.0 FG
32 FG508 20250701 1011.0 1014.0 ... 28597.26 995.0 1025.0 FG
33 FG509 20250701 1005.0 1006.0 ... 3176519.12 988.0 1018.0 FG
34 FG510 20250701 1042.0 1047.0 ... 22475.27 1034.0 1054.0 FG
35 FG511 20250701 1034.0 1036.0 ... 28432.62 1022.0 1043.0 FG
36 FG512 20250701 1100.0 1100.0 ... 10938.45 1082.0 1099.0 FG
37 FG601 20250701 1082.0 1086.0 ... 282747.65 1070.0 1087.0 FG
38 FG602 20250701 1117.0 1117.0 ... 397.80 1105.0 1121.0 FG
39 FG603 20250701 1111.0 1115.0 ... 853.33 1100.0 1115.0 FG
40 FG604 20250701 1135.0 1138.0 ... 479.88 1126.0 1139.0 FG
41 FG605 20250701 1130.0 1131.0 ... 5061.98 1116.0 1132.0 FG
42 FG606 20250701 1145.0 1145.0 ... 416.75 1132.0 1142.0 FG
43 JR507 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250701 2421.0 2425.0 ... 285.65 2421.0 2430.0 MA
54 MA508 20250701 2417.0 2429.0 ... 20543.30 2415.0 2425.0 MA
55 MA509 20250701 2380.0 2385.0 ... 1945243.80 2374.0 2386.0 MA
56 MA510 20250701 2391.0 2393.0 ... 72797.55 2384.0 2391.0 MA
57 MA511 20250701 2396.0 2401.0 ... 86742.69 2392.0 2397.0 MA
58 MA512 20250701 2414.0 2419.0 ... 12119.45 2405.0 2417.0 MA
59 MA601 20250701 2413.0 2420.0 ... 155567.38 2410.0 2415.0 MA
60 MA602 20250701 2399.0 2399.0 ... 2173.44 2399.0 2399.0 MA
61 MA603 20250701 2396.0 2399.0 ... 2180.30 2396.0 2396.0 MA
62 MA604 20250701 2359.0 2362.0 ... 14.16 2360.0 2366.0 MA
63 MA605 20250701 2324.0 2335.0 ... 2635.79 2324.0 2324.0 MA
64 MA606 20250701 2331.0 2340.0 ... 37.30 2331.0 2334.0 MA
65 OI507 20250701 9586.0 9586.0 ... 9.59 9586.0 9547.0 OI
66 OI509 20250701 9437.0 9506.0 ... 2811059.76 9461.0 9427.0 OI
67 OI511 20250701 9423.0 9501.0 ... 96915.08 9458.0 9419.0 OI
68 OI601 20250701 9386.0 9455.0 ... 325897.27 9410.0 9371.0 OI
69 OI603 20250701 9319.0 9395.0 ... 1057.51 9359.0 9319.0 OI
70 OI605 20250701 9260.0 9300.0 ... 2659.41 9266.0 9227.0 OI
71 PF507 20250701 6680.0 6860.0 ... 904.83 6678.0 6650.0 PF
72 PF508 20250701 6560.0 6626.0 ... 589383.71 6578.0 6546.0 PF
73 PF509 20250701 6472.0 6532.0 ... 242233.79 6482.0 6472.0 PF
74 PF510 20250701 6480.0 6522.0 ... 158511.41 6480.0 6476.0 PF
75 PF511 20250701 6438.0 6472.0 ... 142366.59 6426.0 6428.0 PF
76 PF512 20250701 6414.0 6440.0 ... 30760.71 6376.0 6402.0 PF
77 PF601 20250701 6420.0 6442.0 ... 1112.51 6394.0 6410.0 PF
78 PF602 20250701 6376.0 6414.0 ... 19.20 6402.0 6530.0 PF
79 PF603 20250701 6400.0 6420.0 ... 12.82 6410.0 6402.0 PF
80 PF604 20250701 6414.0 6414.0 ... 9.60 6402.0 6436.0 PF
81 PF605 20250701 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
82 PF606 20250701 6404.0 6404.0 ... 3.20 6404.0 6372.0 PF
83 PK510 20250701 8166.0 8228.0 ... 188273.69 8196.0 8162.0 PK
84 PK511 20250701 7926.0 7982.0 ... 49641.61 7958.0 7926.0 PK
85 PK512 20250701 7938.0 7968.0 ... 386.04 7960.0 7932.0 PK
86 PK601 20250701 7958.0 7968.0 ... 3335.63 7962.0 7950.0 PK
87 PK603 20250701 7950.0 7956.0 ... 135.19 7952.0 7952.0 PK
88 PK604 20250701 7948.0 7950.0 ... 27.82 7950.0 7956.0 PK
89 PK605 20250701 7950.0 7952.0 ... 119.26 7952.0 7952.0 PK
90 PM507 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250701 6010.0 6010.0 ... 98.74 5984.0 6010.0 PR
97 PR508 20250701 6010.0 6046.0 ... 48814.05 6000.0 6022.0 PR
98 PR509 20250701 5948.0 5974.0 ... 507324.11 5932.0 5956.0 PR
99 PR510 20250701 5902.0 5930.0 ... 360901.70 5884.0 5904.0 PR
100 PR511 20250701 5888.0 5912.0 ... 119335.45 5870.0 5896.0 PR
101 PR512 20250701 5860.0 5874.0 ... 166.62 5846.0 5852.0 PR
102 PR601 20250701 5862.0 5874.0 ... 253.91 5838.0 5866.0 PR
103 PR602 20250701 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250701 0.0 0.0 ... 0.00 5874.0 5874.0 PR
105 PR604 20250701 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250701 0.0 0.0 ... 0.00 5860.0 5860.0 PR
107 PR606 20250701 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250701 6984.0 6984.0 ... 14956.24 6984.0 6984.0 PX
109 PX508 20250701 6898.0 6938.0 ... 13268.60 6862.0 6904.0 PX
110 PX509 20250701 6816.0 6870.0 ... 954627.77 6798.0 6826.0 PX
111 PX510 20250701 6734.0 6782.0 ... 80379.82 6712.0 6732.0 PX
112 PX511 20250701 6684.0 6740.0 ... 117567.69 6668.0 6686.0 PX
113 PX512 20250701 6666.0 6696.0 ... 19741.27 6636.0 6684.0 PX
114 PX601 20250701 6618.0 6678.0 ... 48705.72 6614.0 6602.0 PX
115 PX602 20250701 0.0 0.0 ... 0.00 6606.0 6572.0 PX
116 PX603 20250701 0.0 0.0 ... 0.00 6584.0 6570.0 PX
117 PX604 20250701 6604.0 6604.0 ... 16.42 6570.0 6554.0 PX
118 PX605 20250701 6602.0 6612.0 ... 118.49 6584.0 6562.0 PX
119 PX606 20250701 6564.0 6564.0 ... 9.80 6536.0 6522.0 PX
120 RI507 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250701 2433.0 2453.0 ... 4995.96 2445.0 2437.0 RM
127 RM508 20250701 2583.0 2600.0 ... 19040.96 2590.0 2578.0 RM
128 RM509 20250701 2575.0 2597.0 ... 954504.43 2583.0 2569.0 RM
129 RM511 20250701 2405.0 2420.0 ... 8929.70 2411.0 2405.0 RM
130 RM601 20250701 2304.0 2316.0 ... 110269.55 2308.0 2300.0 RM
131 RM603 20250701 2286.0 2293.0 ... 14581.93 2288.0 2284.0 RM
132 RM605 20250701 2313.0 2323.0 ... 11338.07 2318.0 2316.0 RM
133 RS507 20250701 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250701 5083.0 5130.0 ... 10.21 5107.0 5120.0 RS
135 RS509 20250701 5104.0 5117.0 ... 96.85 5097.0 5152.0 RS
136 RS511 20250701 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250701 1255.0 1255.0 ... 235.75 1156.0 1173.0 SA
138 SA508 20250701 1182.0 1185.0 ... 22702.34 1172.0 1202.0 SA
139 SA509 20250701 1178.0 1180.0 ... 3157410.25 1169.0 1199.0 SA
140 SA510 20250701 1195.0 1197.0 ... 67075.95 1189.0 1212.0 SA
141 SA511 20250701 1191.0 1194.0 ... 78551.81 1187.0 1212.0 SA
142 SA512 20250701 1205.0 1206.0 ... 25602.63 1197.0 1225.0 SA
143 SA601 20250701 1193.0 1194.0 ... 496098.28 1182.0 1211.0 SA
144 SA602 20250701 1209.0 1209.0 ... 4357.17 1194.0 1226.0 SA
145 SA603 20250701 1204.0 1207.0 ... 6868.89 1191.0 1224.0 SA
146 SA604 20250701 1219.0 1220.0 ... 8561.90 1203.0 1243.0 SA
147 SA605 20250701 1215.0 1217.0 ... 29004.57 1202.0 1229.0 SA
148 SA606 20250701 1224.0 1225.0 ... 2829.06 1203.0 1244.0 SA
149 SF507 20250701 5386.0 5464.0 ... 4221.16 5350.0 5514.0 SF
150 SF508 20250701 5324.0 5326.0 ... 18289.05 5268.0 5400.0 SF
151 SF509 20250701 5320.0 5326.0 ... 529354.16 5258.0 5380.0 SF
152 SF510 20250701 5236.0 5242.0 ... 110075.01 5172.0 5294.0 SF
153 SF511 20250701 5360.0 5360.0 ... 142772.36 5296.0 5420.0 SF
154 SF512 20250701 5290.0 5290.0 ... 26673.38 5264.0 5358.0 SF
155 SF601 20250701 5302.0 5302.0 ... 12071.39 5236.0 5348.0 SF
156 SF602 20250701 5224.0 5232.0 ... 872.15 5176.0 5268.0 SF
157 SF603 20250701 5368.0 5368.0 ... 47.75 5306.0 5392.0 SF
158 SF604 20250701 5312.0 5312.0 ... 10.61 5304.0 5370.0 SF
159 SF605 20250701 5330.0 5330.0 ... 250.94 5284.0 5380.0 SF
160 SF606 20250701 5260.0 5260.0 ... 33.90 5216.0 5328.0 SF
161 SH507 20250701 2400.0 2414.0 ... 548.62 2406.0 2391.0 SH
162 SH508 20250701 2288.0 2347.0 ... 191005.93 2301.0 2315.0 SH
163 SH509 20250701 2317.0 2361.0 ... 4002167.99 2317.0 2340.0 SH
164 SH510 20250701 2360.0 2400.0 ... 324305.14 2358.0 2380.0 SH
165 SH511 20250701 2350.0 2386.0 ... 210076.76 2345.0 2365.0 SH
166 SH512 20250701 2345.0 2387.0 ... 20487.74 2351.0 2368.0 SH
167 SH601 20250701 2327.0 2355.0 ... 88616.44 2323.0 2337.0 SH
168 SH602 20250701 2333.0 2370.0 ... 386.17 2340.0 2360.0 SH
169 SH603 20250701 2338.0 2378.0 ... 169.28 2351.0 2369.0 SH
170 SH604 20250701 2374.0 2406.0 ... 35.77 2384.0 2404.0 SH
171 SH605 20250701 2373.0 2410.0 ... 1892.12 2380.0 2397.0 SH
172 SH606 20250701 2391.0 2426.0 ... 50.40 2400.0 2414.0 SH
173 SM507 20250701 5584.0 5604.0 ... 547.26 5584.0 5660.0 SM
174 SM508 20250701 5620.0 5638.0 ... 31535.84 5604.0 5670.0 SM
175 SM509 20250701 5638.0 5644.0 ... 565565.68 5610.0 5678.0 SM
176 SM510 20250701 5602.0 5608.0 ... 34860.60 5578.0 5646.0 SM
177 SM511 20250701 5684.0 5692.0 ... 74618.20 5666.0 5728.0 SM
178 SM512 20250701 5682.0 5682.0 ... 29246.98 5658.0 5684.0 SM
179 SM601 20250701 5676.0 5676.0 ... 21189.98 5642.0 5708.0 SM
180 SM602 20250701 5672.0 5676.0 ... 121.29 5642.0 5696.0 SM
181 SM603 20250701 5678.0 5686.0 ... 62.18 5654.0 5708.0 SM
182 SM604 20250701 5662.0 5676.0 ... 36.80 5662.0 5712.0 SM
183 SM605 20250701 5672.0 5694.0 ... 170.05 5668.0 5736.0 SM
184 SM606 20250701 5674.0 5684.0 ... 5.68 5680.0 5728.0 SM
185 SR507 20250701 5796.0 5805.0 ... 1263.63 5796.0 5817.0 SR
186 SR509 20250701 5773.0 5795.0 ... 1100524.80 5781.0 5802.0 SR
187 SR511 20250701 5661.0 5675.0 ... 98163.84 5662.0 5681.0 SR
188 SR601 20250701 5598.0 5615.0 ... 139980.50 5601.0 5620.0 SR
189 SR603 20250701 5573.0 5584.0 ... 3204.33 5573.0 5591.0 SR
190 SR605 20250701 5557.0 5557.0 ... 5138.72 5543.0 5559.0 SR
191 TA507 20250701 5016.0 5030.0 ... 6247.75 4968.0 5016.0 TA
192 TA508 20250701 4926.0 4958.0 ... 64316.04 4906.0 4940.0 TA
193 TA509 20250701 4818.0 4850.0 ... 2823690.82 4804.0 4824.0 TA
194 TA510 20250701 4730.0 4774.0 ... 131623.75 4730.0 4738.0 TA
195 TA511 20250701 4702.0 4736.0 ... 62709.24 4704.0 4700.0 TA
196 TA512 20250701 4674.0 4720.0 ... 4547.51 4676.0 4676.0 TA
197 TA601 20250701 4668.0 4702.0 ... 670356.22 4664.0 4650.0 TA
198 TA602 20250701 4676.0 4708.0 ... 312.55 4700.0 4662.0 TA
199 TA603 20250701 4668.0 4702.0 ... 135.34 4668.0 4662.0 TA
200 TA604 20250701 4666.0 4706.0 ... 18.71 4678.0 4674.0 TA
201 TA605 20250701 4674.0 4712.0 ... 2240.24 4678.0 4664.0 TA
202 TA606 20250701 4708.0 4708.0 ... 7.06 4706.0 4674.0 TA
203 UR507 20250701 1702.0 1732.0 ... 190.14 1729.0 1724.0 UR
204 UR508 20250701 1710.0 1735.0 ... 247.56 1719.0 1727.0 UR
205 UR509 20250701 1707.0 1728.0 ... 935589.85 1710.0 1715.0 UR
206 UR510 20250701 1692.0 1715.0 ... 7274.90 1700.0 1701.0 UR
207 UR511 20250701 1704.0 1724.0 ... 4820.79 1707.0 1710.0 UR
208 UR512 20250701 1701.0 1708.0 ... 156.01 1696.0 1707.0 UR
209 UR601 20250701 1677.0 1687.0 ... 66453.34 1675.0 1683.0 UR
210 UR602 20250701 1674.0 1683.0 ... 782.77 1673.0 1679.0 UR
211 UR603 20250701 1703.0 1703.0 ... 27.19 1700.0 1700.0 UR
212 UR604 20250701 1692.0 1699.0 ... 33.88 1694.0 1699.0 UR
213 UR605 20250701 1690.0 1698.0 ... 2010.32 1689.0 1696.0 UR
214 UR606 20250701 1684.0 1692.0 ... 138.21 1685.0 1690.0 UR
215 WH507 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-02 18:26:50,210 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
2025-07-02 18:26:51,927 - future_1d - INFO - save future_daily 2025-07-01 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250702 5857.400 ... 5849.600 5872.000 IC
1 IC2508 20250702 5813.200 ... 5799.000 5824.000 IC
2 IC2509 20250702 5748.000 ... 5748.800 5770.600 IC
3 IC2512 20250702 5635.000 ... 5625.000 5644.400 IC
4 IF2507 20250702 3915.000 ... 3919.600 3915.000 IF
5 IF2508 20250702 3899.000 ... 3902.200 3899.200 IF
6 IF2509 20250702 3890.200 ... 3891.800 3889.400 IF
7 IF2512 20250702 3850.600 ... 3854.200 3854.800 IF
8 IH2507 20250702 2697.200 ... 2703.400 2698.400 IH
9 IH2508 20250702 2694.400 ... 2698.200 2693.600 IH
10 IH2509 20250702 2692.000 ... 2696.800 2692.600 IH
11 IH2512 20250702 2690.600 ... 2695.000 2692.200 IH
12 IM2507 20250702 6280.800 ... 6251.800 6287.000 IM
13 IM2508 20250702 6200.000 ... 6177.200 6211.000 IM
14 IM2509 20250702 6130.000 ... 6107.400 6134.000 IM
15 IM2512 20250702 5945.000 ... 5929.000 5953.400 IM
16 T2509 20250702 109.030 ... 109.110 108.975 T
17 T2512 20250702 109.055 ... 109.185 109.010 T
18 T2603 20250702 109.080 ... 109.140 108.995 T
19 TF2509 20250702 106.205 ... 106.240 106.175 TF
20 TF2512 20250702 106.300 ... 106.335 106.270 TF
21 TF2603 20250702 106.335 ... 106.375 106.320 TF
22 TL2509 20250702 120.980 ... 121.160 120.700 TL
23 TL2512 20250702 120.770 ... 121.020 120.560 TL
24 TL2603 20250702 120.610 ... 120.800 120.390 TL
25 TS2509 20250702 102.490 ... 102.506 102.482 TS
26 TS2512 20250702 102.638 ... 102.638 102.626 TS
27 TS2603 20250702 102.752 ... 102.744 102.738 TS
[28 rows x 12 columns]
2025-07-02 18:26:57,070 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250702 ... 80830 80140 CU
1 1 CU2508 20250702 ... 80620 80020 CU
2 2 CU2509 20250702 ... 80420 79790 CU
3 3 CU2510 20250702 ... 80150 79550 CU
4 4 CU2511 20250702 ... 79910 79320 CU
5 5 CU2512 20250702 ... 79680 79130 CU
6 6 CU2601 20250702 ... 79500 78970 CU
7 7 CU2602 20250702 ... 79400 78890 CU
8 8 CU2603 20250702 ... 79350 78560 CU
9 9 CU2604 20250702 ... 79300 78600 CU
10 10 CU2605 20250702 ... 79160 78440 CU
11 11 CU2606 20250702 ... 79160 78280 CU
12 12 BC2507 20250702 ... 71480 71500 BC
13 13 BC2508 20250702 ... 71850 71280 BC
14 14 BC2509 20250702 ... 71670 70970 BC
15 15 BC2510 20250702 ... 71350 71300 BC
16 16 BC2511 20250702 ... 72330 69520 BC
17 17 BC2512 20250702 ... 69450 69450 BC
18 18 BC2601 20250702 ... 69570 69570 BC
19 19 BC2602 20250702 ... 69410 69410 BC
20 20 BC2603 20250702 ... 69290 69290 BC
21 21 BC2604 20250702 ... 69760 69760 BC
22 22 BC2605 20250702 ... 71000 69710 BC
23 23 BC2606 20250702 ... 71590 71590 BC
24 24 AL2507 20250702 ... 20825 20750 AL
25 25 AL2508 20250702 ... 20665 20560 AL
26 26 AL2509 20250702 ... 20590 20475 AL
27 27 AL2510 20250702 ... 20490 20365 AL
28 28 AL2511 20250702 ... 20395 20255 AL
29 29 AL2512 20250702 ... 20295 20160 AL
30 30 AL2601 20250702 ... 20220 20090 AL
31 31 AL2602 20250702 ... 20215 20100 AL
32 32 AL2603 20250702 ... 20205 20100 AL
33 33 AL2604 20250702 ... 20220 20135 AL
34 34 AL2605 20250702 ... 20250 20100 AL
35 35 AL2606 20250702 ... 20245 20125 AL
36 36 ZN2507 20250702 ... 22295 22310 ZN
37 37 ZN2508 20250702 ... 22215 22255 ZN
38 38 ZN2509 20250702 ... 22160 22190 ZN
39 39 ZN2510 20250702 ... 22110 22140 ZN
40 40 ZN2511 20250702 ... 22050 22085 ZN
41 41 ZN2512 20250702 ... 22010 22060 ZN
42 42 ZN2601 20250702 ... 21965 22045 ZN
43 43 ZN2602 20250702 ... 21955 21995 ZN
44 44 ZN2603 20250702 ... 21955 21995 ZN
45 45 ZN2604 20250702 ... 21950 22005 ZN
46 46 ZN2605 20250702 ... 21945 21990 ZN
47 47 ZN2606 20250702 ... 21935 21955 ZN
48 48 PB2507 20250702 ... 17125 17085 PB
49 49 PB2508 20250702 ... 17160 17135 PB
50 50 PB2509 20250702 ... 17175 17150 PB
51 51 PB2510 20250702 ... 17180 17145 PB
52 52 PB2511 20250702 ... 17180 17125 PB
53 53 PB2512 20250702 ... 17170 17115 PB
54 54 PB2601 20250702 ... 17200 17140 PB
55 55 PB2602 20250702 ... 17160 17120 PB
56 56 PB2603 20250702 ... 17150 17150 PB
57 57 PB2604 20250702 ... 17160 17165 PB
58 58 PB2605 20250702 ... 17155 17155 PB
59 59 PB2606 20250702 ... 17115 17115 PB
60 60 NI2507 20250702 ... 120830 120250 NI
61 61 NI2508 20250702 ... 120820 120390 NI
62 62 NI2509 20250702 ... 121000 120460 NI
63 63 NI2510 20250702 ... 121180 120600 NI
64 64 NI2511 20250702 ... 121270 120750 NI
65 65 NI2512 20250702 ... 121440 121010 NI
66 66 NI2601 20250702 ... 121700 121140 NI
67 67 NI2602 20250702 ... 121970 121300 NI
68 68 NI2603 20250702 ... 122020 122170 NI
69 69 NI2604 20250702 ... 122270 122640 NI
70 70 NI2605 20250702 ... 122740 121940 NI
71 71 NI2606 20250702 ... 122860 122680 NI
72 72 SN2507 20250702 ... 269020 266880 SN
73 73 SN2508 20250702 ... 269300 267340 SN
74 74 SN2509 20250702 ... 269380 267450 SN
75 75 SN2510 20250702 ... 269210 267400 SN
76 76 SN2511 20250702 ... 268780 266490 SN
77 77 SN2512 20250702 ... 268330 265990 SN
78 78 SN2601 20250702 ... 268390 266150 SN
79 79 SN2602 20250702 ... 267960 266050 SN
80 80 SN2603 20250702 ... 267850 266060 SN
81 81 SN2604 20250702 ... 266880 266230 SN
82 82 SN2605 20250702 ... 267860 265950 SN
83 83 SN2606 20250702 ... 266640 266200 SN
84 84 AO2507 20250702 ... 3084 3071 AO
85 85 AO2508 20250702 ... 3045 2977 AO
86 86 AO2509 20250702 ... 2998 2941 AO
87 87 AO2510 20250702 ... 2980 2916 AO
88 88 AO2511 20250702 ... 2959 2907 AO
89 89 AO2512 20250702 ... 2951 2899 AO
90 90 AO2601 20250702 ... 2948 2892 AO
91 91 AO2602 20250702 ... 2921 2888 AO
92 92 AO2603 20250702 ... 2939 2886 AO
93 93 AO2604 20250702 ... 2954 2886 AO
94 94 AO2605 20250702 ... 2942 2886 AO
95 95 AO2606 20250702 ... 2939 2879 AO
96 96 AD2511 20250702 ... 19900 19795 AD
97 97 AD2512 20250702 ... 19790 19700 AD
98 98 AD2601 20250702 ... 19725 19635 AD
99 99 AD2602 20250702 ... 19695 19610 AD
100 100 AD2603 20250702 ... 19660 19490 AD
101 101 AD2604 20250702 ... 19625 19520 AD
102 102 AD2605 20250702 ... 19590 19465 AD
103 103 AD2606 20250702 ... 19495 19400 AD
104 104 AU2507 20250702 ... 775.16 769.12 AU
105 105 AU2508 20250702 ... 775.44 768.62 AU
106 106 AU2509 20250702 ... 777.08 771.02 AU
107 107 AU2510 20250702 ... 777.62 770.64 AU
108 108 AU2512 20250702 ... 779.26 773.24 AU
109 109 AU2602 20250702 ... 781.5 775.18 AU
110 110 AU2604 20250702 ... 783.62 777.5 AU
111 111 AU2606 20250702 ... 785.82 779.96 AU
112 112 AG2507 20250702 ... 8772 8728 AG
113 113 AG2508 20250702 ... 8783 8739 AG
114 114 AG2509 20250702 ... 8795 8752 AG
115 115 AG2510 20250702 ... 8806 8764 AG
116 116 AG2511 20250702 ... 8817 8777 AG
117 117 AG2512 20250702 ... 8823 8784 AG
118 118 AG2601 20250702 ... 8834 8795 AG
119 119 AG2602 20250702 ... 8845 8804 AG
120 120 AG2603 20250702 ... 8855 8821 AG
121 121 AG2604 20250702 ... 8868 8833 AG
122 122 AG2605 20250702 ... 8882 8843 AG
123 123 AG2606 20250702 ... 8896 8858 AG
124 124 RB2507 20250702 ... 3018 2988 RB
125 125 RB2508 20250702 ... 3002 2955 RB
126 126 RB2509 20250702 ... 2997 2954 RB
127 127 RB2510 20250702 ... 3032 2987 RB
128 128 RB2511 20250702 ... 3039 2996 RB
129 129 RB2512 20250702 ... 3049 3007 RB
130 130 RB2601 20250702 ... 3046 3005 RB
131 131 RB2602 20250702 ... 3045 3011 RB
132 132 RB2603 20250702 ... 3034 2996 RB
133 133 RB2604 20250702 ... 3051 3011 RB
134 134 RB2605 20250702 ... 3053 3012 RB
135 135 RB2606 20250702 ... 3056 3018 RB
136 136 WR2507 20250702 ... 3356 3356 WR
137 137 WR2508 20250702 ... 3376 3359 WR
138 138 WR2509 20250702 ... 3284 3257 WR
139 139 WR2510 20250702 ... 3328 3303 WR
140 140 WR2511 20250702 ... 3365 3361 WR
141 141 WR2512 20250702 ... 3362 3337 WR
142 142 WR2601 20250702 ... 3344 3325 WR
143 143 WR2602 20250702 ... 3396 3396 WR
144 144 WR2603 20250702 ... 3387 3387 WR
145 145 WR2604 20250702 ... 3392 3392 WR
146 146 WR2605 20250702 ... 3369 3369 WR
147 147 WR2606 20250702 ... 3367 3367 WR
148 148 HC2507 20250702 ... 3175 3124 HC
149 149 HC2508 20250702 ... 3170 3131 HC
150 150 HC2509 20250702 ... 3169 3129 HC
151 151 HC2510 20250702 ... 3162 3121 HC
152 152 HC2511 20250702 ... 3166 3120 HC
153 153 HC2512 20250702 ... 3187 3123 HC
154 154 HC2601 20250702 ... 3168 3125 HC
155 155 HC2602 20250702 ... 3165 3126 HC
156 156 HC2603 20250702 ... 3175 3127 HC
157 157 HC2604 20250702 ... 3168 3132 HC
158 158 HC2605 20250702 ... 3160 3121 HC
159 159 HC2606 20250702 ... 3163 3124 HC
160 160 SS2507 20250702 ... 12540 12440 SS
161 161 SS2508 20250702 ... 12640 12535 SS
162 162 SS2509 20250702 ... 12600 12505 SS
163 163 SS2510 20250702 ... 12570 12475 SS
164 164 SS2511 20250702 ... 12585 12490 SS
165 165 SS2512 20250702 ... 12595 12510 SS
166 166 SS2601 20250702 ... 12640 12555 SS
167 167 SS2602 20250702 ... 12680 12595 SS
168 168 SS2603 20250702 ... 12715 12635 SS
169 169 SS2604 20250702 ... 12745 12630 SS
170 170 SS2605 20250702 ... 12775 12675 SS
171 171 SS2606 20250702 ... 12810 12700 SS
172 172 SC2508 20250702 ... 498.5 497 SC
173 173 SC2509 20250702 ... 493 490.9 SC
174 174 SC2510 20250702 ... 487.4 485.4 SC
175 175 SC2511 20250702 ... 482.9 481.8 SC
176 176 SC2512 20250702 ... 480.7 478.8 SC
177 177 SC2601 20250702 ... 478.4 476.5 SC
178 178 SC2602 20250702 ... 476.5 475 SC
179 179 SC2603 20250702 ... 474 473.9 SC
180 180 SC2604 20250702 ... 473.3 476.3 SC
181 181 SC2605 20250702 ... 471.2 470.6 SC
182 182 SC2606 20250702 ... 472 470.2 SC
183 183 SC2607 20250702 ... 470.9 470.9 SC
184 184 SC2609 20250702 ... 467.3 467.3 SC
185 185 SC2612 20250702 ... 460.4 470.6 SC
186 186 SC2703 20250702 ... 468.4 468.4 SC
187 187 SC2706 20250702 ... 463.6 462.7 SC
188 188 SC2709 20250702 ... 463.9 465.7 SC
189 189 SC2712 20250702 ... 465.8 465.8 SC
190 190 SC2803 20250702 ... 460.4 460.4 SC
191 191 SC2806 20250702 ... 462.8 459.9 SC
192 192 LU2508 20250702 ... 3588 3591 LU
193 193 LU2509 20250702 ... 3591 3576 LU
194 194 LU2510 20250702 ... 3569 3553 LU
195 195 LU2511 20250702 ... 3541 3528 LU
196 196 LU2512 20250702 ... 3517 3505 LU
197 197 LU2601 20250702 ... 3497 3499 LU
198 198 LU2602 20250702 ... 3480 3480 LU
199 199 LU2603 20250702 ... 3461 3456 LU
200 200 LU2604 20250702 ... 3447 3450 LU
201 201 LU2605 20250702 ... 3429 3427 LU
202 202 LU2606 20250702 ... 3436 3423 LU
203 203 LU2607 20250702 ... 3416 3416 LU
204 204 FU2508 20250702 ... 2923 2937 FU
205 205 FU2509 20250702 ... 2956 2973 FU
206 206 FU2510 20250702 ... 2912 2921 FU
207 207 FU2511 20250702 ... 2882 2882 FU
208 208 FU2512 20250702 ... 2858 2858 FU
209 209 FU2601 20250702 ... 2852 2850 FU
210 210 FU2602 20250702 ... 2836 2832 FU
211 211 FU2603 20250702 ... 2826 2823 FU
212 212 FU2604 20250702 ... 2813 2811 FU
213 213 FU2605 20250702 ... 2800 2802 FU
214 214 FU2606 20250702 ... 2785 2790 FU
215 215 FU2607 20250702 ... 2779 2781 FU
216 216 BU2507 20250702 ... 3609 3592 BU
217 217 BU2508 20250702 ... 3598 3580 BU
218 218 BU2509 20250702 ... 3579 3566 BU
219 219 BU2510 20250702 ... 3530 3520 BU
220 220 BU2511 20250702 ... 3464 3451 BU
221 221 BU2512 20250702 ... 3382 3373 BU
222 222 BU2601 20250702 ... 3342 3334 BU
223 223 BU2602 20250702 ... 3338 3303 BU
224 224 BU2603 20250702 ... 3315 3307 BU
225 225 BU2604 20250702 ... 3304 3292 BU
226 226 BU2605 20250702 ... 3286 3274 BU
227 227 BU2606 20250702 ... 3257 3242 BU
228 228 BU2609 20250702 ... 3260 3253 BU
229 229 BU2612 20250702 ... 3230 3212 BU
230 230 BU2703 20250702 ... 3243 3215 BU
231 231 BU2706 20250702 ... 3228 3228 BU
232 232 BR2507 20250702 ... 11390 11350 BR
233 233 BR2508 20250702 ... 11230 11220 BR
234 234 BR2509 20250702 ... 11130 11110 BR
235 235 BR2510 20250702 ... 11080 11055 BR
236 236 BR2511 20250702 ... 11070 11020 BR
237 237 BR2512 20250702 ... 11060 10985 BR
238 238 BR2601 20250702 ... 11030 10980 BR
239 239 BR2602 20250702 ... 11040 11010 BR
240 240 BR2603 20250702 ... 11030 11015 BR
241 241 BR2604 20250702 ... 11010 11065 BR
242 242 BR2605 20250702 ... 11020 11000 BR
243 243 BR2606 20250702 ... 11055 11000 BR
244 244 RU2507 20250702 ... 14000 13905 RU
245 245 RU2508 20250702 ... 14070 13945 RU
246 246 RU2509 20250702 ... 14090 13975 RU
247 247 RU2510 20250702 ... 14070 13975 RU
248 248 RU2511 20250702 ... 14100 13995 RU
249 249 RU2601 20250702 ... 14955 14850 RU
250 250 RU2603 20250702 ... 14940 14875 RU
251 251 RU2604 20250702 ... 14975 14975 RU
252 252 RU2605 20250702 ... 15010 14875 RU
253 253 RU2606 20250702 ... 14980 14915 RU
254 254 NR2507 20250702 ... 12245 12175 NR
255 255 NR2508 20250702 ... 12270 12210 NR
256 256 NR2509 20250702 ... 12225 12170 NR
257 257 NR2510 20250702 ... 12210 12165 NR
258 258 NR2511 20250702 ... 12220 12180 NR
259 259 NR2512 20250702 ... 12220 12180 NR
260 260 NR2601 20250702 ... 12220 12165 NR
261 261 NR2602 20250702 ... 12255 12185 NR
262 262 NR2603 20250702 ... 12220 12175 NR
263 263 NR2604 20250702 ... 12240 12185 NR
264 264 NR2605 20250702 ... 12285 12225 NR
265 265 NR2606 20250702 ... 12260 12260 NR
266 266 SP2507 20250702 ... 5026 5024 SP
267 267 SP2508 20250702 ... 5032 5044 SP
268 268 SP2509 20250702 ... 5048 5044 SP
269 269 SP2510 20250702 ... 5052 5046 SP
270 270 SP2511 20250702 ... 5042 5034 SP
271 271 SP2512 20250702 ... 5040 5032 SP
272 272 SP2601 20250702 ... 5242 5230 SP
273 273 SP2602 20250702 ... 5192 5170 SP
274 274 SP2603 20250702 ... 5166 5170 SP
275 275 SP2604 20250702 ... 5162 5172 SP
276 276 SP2605 20250702 ... 5176 5178 SP
277 277 SP2606 20250702 ... 5198 5190 SP
278 278 EC2508 20250702 ... 1894.9 1852.6 EC
279 279 EC2510 20250702 ... 1374.5 1368.8 EC
280 280 EC2512 20250702 ... 1540.4 1526.5 EC
281 281 EC2602 20250702 ... 1338.5 1331.2 EC
282 282 EC2604 20250702 ... 1174.7 1175.5 EC
283 283 EC2606 20250702 ... 1312.7 1313.6 EC
284 285 SC_TAS2508 20250702 ... SC_TAS
285 286 SC_TAS2509 20250702 ... SC_TAS
286 287 SC_TAS2510 20250702 ... SC_TAS
287 288 SC_TAS2511 20250702 ... SC_TAS
[288 rows x 13 columns]
2025-07-02 18:26:57,176 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 PS2507 20250702 35000.0 ... 35000.0 33355.0 PS
1 PS2508 20250702 33350.0 ... 34315.0 32760.0 PS
2 PS2509 20250702 34000.0 ... 33635.0 32065.0 PS
3 PS2510 20250702 33855.0 ... 33515.0 31840.0 PS
4 PS2511 20250702 32735.0 ... 33365.0 31725.0 PS
5 PS2512 20250702 33990.0 ... 35485.0 33800.0 PS
6 PS2601 20250702 34030.0 ... 35380.0 33565.0 PS
7 PS2602 20250702 34470.0 ... 35250.0 33425.0 PS
8 PS2603 20250702 34450.0 ... 35475.0 33460.0 PS
9 PS2604 20250702 34250.0 ... 35155.0 33235.0 PS
10 PS2605 20250702 33945.0 ... 35040.0 33315.0 PS
11 PS2606 20250702 35395.0 ... 36605.0 34660.0 PS
13 SI2507 20250702 7825.0 ... 8130.0 7950.0 SI
14 SI2508 20250702 7815.0 ... 8070.0 7845.0 SI
15 SI2509 20250702 7805.0 ... 8085.0 7835.0 SI
16 SI2510 20250702 7775.0 ... 8060.0 7790.0 SI
17 SI2511 20250702 7740.0 ... 8005.0 7775.0 SI
18 SI2512 20250702 7950.0 ... 8280.0 8055.0 SI
19 SI2601 20250702 7960.0 ... 8245.0 7980.0 SI
20 SI2602 20250702 7970.0 ... 8230.0 7945.0 SI
21 SI2603 20250702 7985.0 ... 8260.0 7945.0 SI
22 SI2604 20250702 7960.0 ... 8265.0 7960.0 SI
23 SI2605 20250702 7980.0 ... 8250.0 7955.0 SI
24 SI2606 20250702 8095.0 ... 8230.0 7960.0 SI
27 LC2507 20250702 62920.0 ... 63620.0 62120.0 LC
28 LC2508 20250702 63040.0 ... 63640.0 62200.0 LC
29 LC2509 20250702 62800.0 ... 63500.0 61980.0 LC
30 LC2510 20250702 62720.0 ... 63320.0 61800.0 LC
31 LC2511 20250702 62520.0 ... 63140.0 61700.0 LC
32 LC2512 20250702 62700.0 ... 63480.0 62020.0 LC
33 LC2601 20250702 62620.0 ... 63540.0 62080.0 LC
34 LC2602 20250702 62100.0 ... 63360.0 62040.0 LC
35 LC2603 20250702 62660.0 ... 63380.0 62020.0 LC
36 LC2604 20250702 63240.0 ... 63940.0 62580.0 LC
37 LC2605 20250702 63240.0 ... 63960.0 62600.0 LC
38 LC2606 20250702 63340.0 ... 64080.0 62480.0 LC
[36 rows x 12 columns]
2025-07-02 18:26:57,390 - future_1d - INFO - ak.get_gfex_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 a2507 20250702 4200.00 ... 4200.00 4204.0 A
1 a2509 20250702 4125.00 ... 4137.00 4129.0 A
2 a2511 20250702 4061.00 ... 4070.00 4069.0 A
3 a2601 20250702 4047.00 ... 4049.00 4051.0 A
4 a2603 20250702 4039.00 ... 4039.00 4039.0 A
5 a2605 20250702 4071.00 ... 4073.00 4075.0 A
6 b2507 20250702 0.00 ... 3550.00 3550.0 B
7 b2508 20250702 3546.00 ... 3554.00 3576.0 B
8 b2509 20250702 3590.00 ... 3591.00 3608.0 B
9 b2510 20250702 3648.00 ... 3642.00 3660.0 B
10 b2511 20250702 3663.00 ... 3654.00 3665.0 B
11 b2512 20250702 3667.00 ... 3668.00 3677.0 B
12 b2601 20250702 3655.00 ... 3653.00 3662.0 B
13 b2602 20250702 3607.00 ... 3610.00 3618.0 B
14 b2603 20250702 3516.00 ... 3514.00 3528.0 B
15 b2604 20250702 3422.00 ... 3420.00 3434.0 B
16 b2605 20250702 3370.00 ... 3364.00 3380.0 B
17 b2606 20250702 3378.00 ... 3367.00 3380.0 B
18 bb2509 20250702 153.25 ... 153.35 153.2 BB
19 bb2511 20250702 153.35 ... 153.20 152.8 BB
20 bb2601 20250702 0.00 ... 170.50 170.1 BB
21 bb2603 20250702 0.00 ... 170.60 170.2 BB
22 bb2605 20250702 0.00 ... 170.60 170.2 BB
23 c2507 20250702 2358.00 ... 2356.00 2358.0 C
24 c2509 20250702 2383.00 ... 2369.00 2381.0 C
25 c2511 20250702 2328.00 ... 2309.00 2319.0 C
26 c2601 20250702 2279.00 ... 2267.00 2277.0 C
27 c2603 20250702 2274.00 ... 2263.00 2273.0 C
28 c2605 20250702 2303.00 ... 2294.00 2303.0 C
29 cs2507 20250702 2729.00 ... 2729.00 2727.0 CS
30 cs2509 20250702 2746.00 ... 2735.00 2743.0 CS
31 cs2511 20250702 2682.00 ... 2671.00 2678.0 CS
32 cs2601 20250702 2677.00 ... 2667.00 2677.0 CS
33 cs2603 20250702 2665.00 ... 2647.00 2659.0 CS
34 cs2605 20250702 2697.00 ... 2685.00 2694.0 CS
35 eb2507 20250702 7389.00 ... 7397.00 7422.0 EB
36 eb2508 20250702 7279.00 ... 7250.00 7273.0 EB
37 eb2509 20250702 7210.00 ... 7166.00 7186.0 EB
38 eb2510 20250702 7125.00 ... 7082.00 7104.0 EB
39 eb2511 20250702 7040.00 ... 7012.00 7033.0 EB
40 eb2512 20250702 7010.00 ... 6987.00 7006.0 EB
41 eb2601 20250702 7018.00 ... 6998.00 7015.0 EB
42 eb2602 20250702 7023.00 ... 7016.00 7047.0 EB
43 eb2603 20250702 7047.00 ... 7022.00 7099.0 EB
44 eb2604 20250702 7006.00 ... 7019.00 7042.0 EB
45 eb2605 20250702 7014.00 ... 7016.00 7065.0 EB
46 eb2606 20250702 7002.00 ... 7037.00 7014.0 EB
47 eg2507 20250702 4232.00 ... 4226.00 4203.0 EG
48 eg2508 20250702 4274.00 ... 4272.00 4245.0 EG
49 eg2509 20250702 4290.00 ... 4289.00 4262.0 EG
50 eg2510 20250702 4290.00 ... 4297.00 4269.0 EG
51 eg2511 20250702 4291.00 ... 4309.00 4271.0 EG
52 eg2512 20250702 4302.00 ... 4310.00 4276.0 EG
53 eg2601 20250702 4305.00 ... 4314.00 4286.0 EG
54 eg2602 20250702 4308.00 ... 4311.00 4284.0 EG
55 eg2603 20250702 4313.00 ... 4311.00 4288.0 EG
56 eg2604 20250702 0.00 ... 4345.00 4311.0 EG
57 eg2605 20250702 4314.00 ... 4321.00 4302.0 EG
58 eg2606 20250702 0.00 ... 4297.00 4285.0 EG
59 fb2507 20250702 0.00 ... 1341.50 1341.5 FB
60 fb2508 20250702 1327.50 ... 1327.50 1311.0 FB
61 fb2509 20250702 1299.50 ... 1309.00 1306.0 FB
62 fb2510 20250702 1324.50 ... 1326.50 1327.5 FB
63 fb2511 20250702 1326.50 ... 1325.00 1325.5 FB
64 fb2512 20250702 1323.00 ... 1323.50 1323.5 FB
65 fb2601 20250702 1310.50 ... 1311.00 1300.5 FB
66 fb2602 20250702 0.00 ... 1295.50 1295.5 FB
67 fb2603 20250702 0.00 ... 1313.50 1313.5 FB
68 fb2604 20250702 0.00 ... 1310.50 1310.5 FB
69 fb2605 20250702 0.00 ... 1292.50 1292.5 FB
70 fb2606 20250702 0.00 ... 1292.50 1292.5 FB
71 i2507 20250702 711.00 ... 710.50 719.0 I
72 i2508 20250702 715.00 ... 722.50 719.0 I
73 i2509 20250702 708.00 ... 715.50 710.5 I
74 i2510 20250702 702.00 ... 708.00 704.5 I
75 i2511 20250702 696.00 ... 702.00 698.5 I
76 i2512 20250702 692.50 ... 697.00 692.5 I
77 i2601 20250702 683.50 ... 689.50 686.5 I
78 i2602 20250702 682.50 ... 685.50 684.0 I
79 i2603 20250702 680.00 ... 683.00 681.0 I
80 i2604 20250702 676.50 ... 680.00 676.5 I
81 i2605 20250702 666.00 ... 672.00 669.0 I
82 i2606 20250702 663.50 ... 667.50 664.0 I
83 j2507 20250702 0.00 ... 1304.50 1304.5 J
84 j2508 20250702 1361.00 ... 1393.00 1371.5 J
85 j2509 20250702 1390.00 ... 1416.50 1398.0 J
86 j2510 20250702 1404.50 ... 1440.50 1415.0 J
87 j2511 20250702 0.00 ... 1428.50 1428.5 J
88 j2512 20250702 1432.00 ... 1432.00 1431.5 J
89 j2601 20250702 1433.50 ... 1453.50 1433.0 J
90 j2602 20250702 0.00 ... 1460.50 1440.0 J
91 j2603 20250702 0.00 ... 1491.00 1470.0 J
92 j2604 20250702 0.00 ... 1497.50 1497.5 J
93 j2605 20250702 1463.50 ... 1477.00 1463.5 J
94 j2606 20250702 1485.50 ... 1485.50 1474.0 J
95 jd2507 20250702 2845.00 ... 2836.00 2835.0 JD
96 jd2508 20250702 3561.00 ... 3561.00 3568.0 JD
97 jd2509 20250702 3683.00 ... 3687.00 3690.0 JD
98 jd2510 20250702 3415.00 ... 3412.00 3417.0 JD
99 jd2511 20250702 3430.00 ... 3418.00 3433.0 JD
100 jd2512 20250702 3598.00 ... 3583.00 3594.0 JD
101 jd2601 20250702 3633.00 ... 3629.00 3637.0 JD
102 jd2602 20250702 3200.00 ... 3199.00 3203.0 JD
103 jd2603 20250702 3206.00 ... 3202.00 3206.0 JD
104 jd2604 20250702 3349.00 ... 3329.00 3343.0 JD
105 jd2605 20250702 3422.00 ... 3404.00 3422.0 JD
106 jd2606 20250702 3262.00 ... 3250.00 3266.0 JD
107 jm2507 20250702 811.00 ... 811.00 821.0 JM
108 jm2508 20250702 780.00 ... 780.00 784.0 JM
109 jm2509 20250702 813.50 ... 825.00 817.5 JM
110 jm2510 20250702 830.00 ... 844.50 832.5 JM
111 jm2511 20250702 839.50 ... 854.50 840.5 JM
112 jm2512 20250702 849.50 ... 865.00 848.0 JM
113 jm2601 20250702 860.00 ... 871.50 854.0 JM
114 jm2602 20250702 871.00 ... 885.00 862.5 JM
115 jm2603 20250702 865.00 ... 888.00 868.5 JM
116 jm2604 20250702 872.00 ... 893.50 877.5 JM
117 jm2605 20250702 884.50 ... 896.00 883.5 JM
118 jm2606 20250702 886.00 ... 911.00 896.0 JM
119 l2507 20250702 7301.00 ... 7294.00 7282.0 L
120 l2508 20250702 7275.00 ... 7270.00 7252.0 L
121 l2509 20250702 7240.00 ... 7263.00 7246.0 L
122 l2510 20250702 7247.00 ... 7256.00 7229.0 L
123 l2511 20250702 7226.00 ... 7250.00 7222.0 L
124 l2512 20250702 7236.00 ... 7247.00 7219.0 L
125 l2601 20250702 7230.00 ... 7236.00 7210.0 L
126 l2602 20250702 7192.00 ... 7218.00 7202.0 L
127 l2603 20250702 7224.00 ... 7224.00 7198.0 L
128 l2604 20250702 7234.00 ... 7248.00 7219.0 L
129 l2605 20250702 7207.00 ... 7214.00 7196.0 L
130 l2606 20250702 7222.00 ... 7235.00 7195.0 L
131 lg2507 20250702 815.50 ... 818.50 815.5 LG
132 lg2509 20250702 789.50 ... 790.50 782.5 LG
133 lg2511 20250702 782.00 ... 784.50 778.5 LG
134 lg2601 20250702 781.50 ... 783.00 781.5 LG
135 lg2603 20250702 782.50 ... 783.50 784.5 LG
136 lg2605 20250702 789.50 ... 791.50 785.5 LG
137 lh2507 20250702 13950.00 ... 13950.00 13820.0 LH
138 lh2509 20250702 13880.00 ... 14190.00 13895.0 LH
139 lh2511 20250702 13340.00 ... 13510.00 13400.0 LH
140 lh2601 20250702 13455.00 ... 13555.00 13495.0 LH
141 lh2603 20250702 12775.00 ... 12850.00 12800.0 LH
142 lh2605 20250702 12990.00 ... 13010.00 12955.0 LH
143 m2507 20250702 2820.00 ... 2824.00 2832.0 M
144 m2508 20250702 2939.00 ... 2929.00 2944.0 M
145 m2509 20250702 2951.00 ... 2947.00 2961.0 M
146 m2511 20250702 2995.00 ... 2985.00 3000.0 M
147 m2512 20250702 3015.00 ... 3009.00 3022.0 M
148 m2601 20250702 2997.00 ... 2990.00 3002.0 M
149 m2603 20250702 2856.00 ... 2849.00 2861.0 M
150 m2605 20250702 2707.00 ... 2698.00 2713.0 M
151 p2507 20250702 8452.00 ... 8452.00 8328.0 P
152 p2508 20250702 8394.00 ... 8428.00 8372.0 P
153 p2509 20250702 8338.00 ... 8376.00 8314.0 P
154 p2510 20250702 8338.00 ... 8384.00 8310.0 P
155 p2511 20250702 8334.00 ... 8374.00 8302.0 P
156 p2512 20250702 8334.00 ... 8394.00 8310.0 P
157 p2601 20250702 8344.00 ... 8402.00 8334.0 P
158 p2602 20250702 8330.00 ... 8374.00 8316.0 P
159 p2603 20250702 8296.00 ... 8328.00 8274.0 P
160 p2604 20250702 8254.00 ... 8298.00 8234.0 P
161 p2605 20250702 8252.00 ... 8272.00 8220.0 P
162 p2606 20250702 8216.00 ... 8262.00 8210.0 P
163 pg2507 20250702 4205.00 ... 4205.00 4203.0 PG
164 pg2508 20250702 4205.00 ... 4202.00 4194.0 PG
165 pg2509 20250702 4103.00 ... 4100.00 4098.0 PG
166 pg2510 20250702 4480.00 ... 4480.00 4470.0 PG
167 pg2511 20250702 4394.00 ... 4392.00 4383.0 PG
168 pg2512 20250702 4311.00 ... 4322.00 4305.0 PG
169 pg2601 20250702 4249.00 ... 4240.00 4236.0 PG
170 pg2602 20250702 4148.00 ... 4163.00 4155.0 PG
171 pg2603 20250702 4080.00 ... 4084.00 4072.0 PG
172 pg2604 20250702 4374.00 ... 4374.00 4360.0 PG
173 pg2605 20250702 4264.00 ... 4266.00 4245.0 PG
174 pg2606 20250702 4223.00 ... 4204.00 4202.0 PG
175 pp2507 20250702 7088.00 ... 7073.00 7073.0 PP
176 pp2508 20250702 7064.00 ... 7064.00 7055.0 PP
177 pp2509 20250702 7055.00 ... 7058.00 7048.0 PP
178 pp2510 20250702 7001.00 ... 7017.00 7003.0 PP
179 pp2511 20250702 7014.00 ... 7016.00 6999.0 PP
180 pp2512 20250702 7011.00 ... 7021.00 6993.0 PP
181 pp2601 20250702 7000.00 ... 7012.00 6997.0 PP
182 pp2602 20250702 6969.00 ... 6981.00 6978.0 PP
183 pp2603 20250702 6966.00 ... 6971.00 6976.0 PP
184 pp2604 20250702 0.00 ... 6989.00 6989.0 PP
185 pp2605 20250702 6986.00 ... 6990.00 6976.0 PP
186 pp2606 20250702 6964.00 ... 6974.00 6985.0 PP
187 rr2507 20250702 0.00 ... 3578.00 3578.0 RR
188 rr2508 20250702 3568.00 ... 3549.00 3579.0 RR
189 rr2509 20250702 3602.00 ... 3600.00 3608.0 RR
190 rr2510 20250702 3598.00 ... 3602.00 3596.0 RR
191 rr2511 20250702 3601.00 ... 3608.00 3596.0 RR
192 rr2512 20250702 3605.00 ... 3608.00 3599.0 RR
193 rr2601 20250702 3606.00 ... 3610.00 3607.0 RR
194 rr2602 20250702 3612.00 ... 3612.00 3614.0 RR
195 rr2603 20250702 3607.00 ... 3607.00 3607.0 RR
196 rr2604 20250702 0.00 ... 3619.00 3619.0 RR
197 rr2605 20250702 0.00 ... 3602.00 3602.0 RR
198 rr2606 20250702 0.00 ... 3608.00 3603.0 RR
199 v2507 20250702 4760.00 ... 4819.00 4767.0 V
200 v2508 20250702 4788.00 ... 4847.00 4800.0 V
201 v2509 20250702 4819.00 ... 4877.00 4839.0 V
202 v2510 20250702 4855.00 ... 4906.00 4867.0 V
203 v2511 20250702 4886.00 ... 4932.00 4897.0 V
204 v2512 20250702 4905.00 ... 4968.00 4922.0 V
205 v2601 20250702 4916.00 ... 4975.00 4932.0 V
206 v2602 20250702 4956.00 ... 5000.00 4959.0 V
207 v2603 20250702 4970.00 ... 5029.00 4983.0 V
208 v2604 20250702 5080.00 ... 5127.00 5078.0 V
209 v2605 20250702 5085.00 ... 5146.00 5090.0 V
210 v2606 20250702 5113.00 ... 5174.00 5100.0 V
211 y2507 20250702 0.00 ... 8038.00 8038.0 Y
212 y2508 20250702 8000.00 ... 7994.00 8002.0 Y
213 y2509 20250702 8004.00 ... 7982.00 7968.0 Y
214 y2511 20250702 7980.00 ... 7980.00 7974.0 Y
215 y2512 20250702 8010.00 ... 8010.00 7998.0 Y
216 y2601 20250702 7926.00 ... 7932.00 7926.0 Y
217 y2603 20250702 7802.00 ... 7800.00 7804.0 Y
218 y2605 20250702 7610.00 ... 7586.00 7608.0 Y
[219 rows x 12 columns]
2025-07-02 18:26:57,943 - future_1d - INFO - ak.get_dce_daily('2025-07-02') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250702 503.1 503.8 ... 6855778.27 498.5 497 SC
1 SC2509 20250702 496.2 496.8 ... 1100915.04 493 490.9 SC
2 SC2510 20250702 491 491 ... 255544.92 487.4 485.4 SC
3 SC2511 20250702 486 486 ... 57418.79 482.9 481.8 SC
4 SC2512 20250702 482.9 483 ... 12883.41 480.7 478.8 SC
5 SC2601 20250702 480.5 480.5 ... 8994.35 478.4 476.5 SC
6 SC2602 20250702 478.6 479.1 ... 6910.05 476.5 475 SC
7 SC2603 20250702 474.8 475.5 ... 5072.65 474 473.9 SC
8 SC2604 20250702 472.3 474.7 ... 189.32 473.3 476.3 SC
9 SC2605 20250702 471.2 471.2 ... 47.12 471.2 470.6 SC
10 SC2606 20250702 473.2 473.2 ... 141.6 472 470.2 SC
11 SC2607 20250702 ... 0 470.9 470.9 SC
12 SC2609 20250702 ... 0 467.3 467.3 SC
13 SC2612 20250702 460.4 460.4 ... 92.08 460.4 470.6 SC
14 SC2703 20250702 ... 0 468.4 468.4 SC
15 SC2706 20250702 463.7 464 ... 185.47 463.6 462.7 SC
16 SC2709 20250702 464.1 464.1 ... 92.79 463.9 465.7 SC
17 SC2712 20250702 ... 0 465.8 465.8 SC
18 SC2803 20250702 ... 0 460.4 460.4 SC
19 SC2806 20250702 462.8 462.8 ... 92.56 462.8 459.9 SC
21 LU2508 20250702 3604 3620 ... 39503.524 3588 3591 LU
22 LU2509 20250702 3605 3610 ... 237458.723 3591 3576 LU
23 LU2510 20250702 3583 3586 ... 103616.981 3569 3553 LU
24 LU2511 20250702 3554 3554 ... 3183.934 3541 3528 LU
25 LU2512 20250702 3532 3532 ... 98.495 3517 3505 LU
26 LU2601 20250702 3500 3506 ... 115.427 3497 3499 LU
27 LU2602 20250702 3493 3493 ... 17.4 3480 3480 LU
28 LU2603 20250702 3463 3470 ... 31.15 3461 3456 LU
29 LU2604 20250702 3449 3449 ... 17.236 3447 3450 LU
30 LU2605 20250702 3438 3438 ... 44.584 3429 3427 LU
31 LU2606 20250702 3495 3495 ... 103.084 3436 3423 LU
32 LU2607 20250702 ... 0 3416 3416 LU
34 NR2507 20250702 12240 12300 ... 4531.05 12245 12175 NR
35 NR2508 20250702 12290 12340 ... 918463.29 12270 12210 NR
36 NR2509 20250702 12225 12305 ... 460022.205 12225 12170 NR
37 NR2510 20250702 12230 12285 ... 43347.725 12210 12165 NR
38 NR2511 20250702 12225 12280 ... 3519.91 12220 12180 NR
39 NR2512 20250702 12210 12315 ... 1381.27 12220 12180 NR
40 NR2601 20250702 12220 12315 ... 6477.67 12220 12165 NR
41 NR2602 20250702 12255 12265 ... 36.775 12255 12185 NR
42 NR2603 20250702 12215 12290 ... 109.99 12220 12175 NR
43 NR2604 20250702 12245 12260 ... 134.65 12240 12185 NR
44 NR2605 20250702 12280 12350 ... 86.015 12285 12225 NR
45 NR2606 20250702 ... 0 12260 12260 NR
47 BC2507 20250702 71480 71480 ... 357.4 71480 71500 BC
48 BC2508 20250702 71710 72140 ... 194978.41 71850 71280 BC
49 BC2509 20250702 71610 71880 ... 27379.02 71670 70970 BC
50 BC2510 20250702 ... 0 71350 71300 BC
51 BC2511 20250702 72330 72340 ... 72.335 72330 69520 BC
52 BC2512 20250702 ... 0 69450 69450 BC
53 BC2601 20250702 ... 0 69570 69570 BC
54 BC2602 20250702 ... 0 69410 69410 BC
55 BC2603 20250702 ... 0 69290 69290 BC
56 BC2604 20250702 ... 0 69760 69760 BC
57 BC2605 20250702 71000 71000 ... 35.5 71000 69710 BC
58 BC2606 20250702 ... 0 71590 71590 BC
60 EC2508 20250702 1900 1931.4 ... 418725.264 1894.9 1852.6 EC
61 EC2510 20250702 1370 1397 ... 100077.645 1374.5 1368.8 EC
62 EC2512 20250702 1520 1578.8 ... 22983.672 1540.4 1526.5 EC
63 EC2602 20250702 1320 1359.6 ... 3366.515 1338.5 1331.2 EC
64 EC2604 20250702 1166 1182.2 ... 6566.737 1174.7 1175.5 EC
65 EC2606 20250702 1295 1327.1 ... 1404.6885 1312.7 1313.6 EC
68 SC_TAS2508 20250702 ... SC_TAS
69 SC_TAS2509 20250702 ... SC_TAS
70 SC_TAS2510 20250702 ... SC_TAS
71 SC_TAS2511 20250702 ... SC_TAS
[66 rows x 12 columns]
2025-07-02 18:26:58,022 - future_1d - INFO - ak.get_ine_daily('2025-07-02') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250702 7719.0 7768.0 ... 375185.48 7726.0 7700.0 AP
1 AP511 20250702 7570.0 7579.0 ... 627.37 7559.0 7537.0 AP
2 AP512 20250702 7561.0 7625.0 ... 159.64 7602.0 7566.0 AP
3 AP601 20250702 7611.0 7661.0 ... 13992.74 7625.0 7603.0 AP
4 AP603 20250702 7644.0 7679.0 ... 145.25 7645.0 7626.0 AP
5 AP604 20250702 0.0 0.0 ... 0.00 7685.0 7685.0 AP
6 AP605 20250702 7722.0 7747.0 ... 116.04 7736.0 7723.0 AP
7 CF507 20250702 13515.0 13605.0 ... 7341.40 13585.0 13515.0 CF
8 CF509 20250702 13730.0 13850.0 ... 1258431.50 13785.0 13735.0 CF
9 CF511 20250702 13660.0 13770.0 ... 148788.19 13715.0 13660.0 CF
10 CF601 20250702 13745.0 13865.0 ... 367955.66 13800.0 13750.0 CF
11 CF603 20250702 13710.0 13825.0 ... 1130.06 13780.0 13715.0 CF
12 CF605 20250702 13735.0 13850.0 ... 6521.99 13805.0 13750.0 CF
13 CJ507 20250702 9660.0 9660.0 ... 24.15 9660.0 9465.0 CJ
14 CJ509 20250702 9800.0 9855.0 ... 1289254.14 9725.0 9650.0 CJ
15 CJ512 20250702 10960.0 11145.0 ... 47087.27 10980.0 10700.0 CJ
16 CJ601 20250702 11100.0 11325.0 ... 1494422.98 11120.0 10840.0 CJ
17 CJ603 20250702 11155.0 11500.0 ... 53753.77 11300.0 10960.0 CJ
18 CJ605 20250702 11430.0 11695.0 ... 141600.74 11500.0 11155.0 CJ
19 CY507 20250702 19845.0 20035.0 ... 59.91 19970.0 20035.0 CY
20 CY508 20250702 0.0 0.0 ... 0.00 19700.0 19665.0 CY
21 CY509 20250702 20040.0 20140.0 ... 74104.71 20065.0 20000.0 CY
22 CY510 20250702 0.0 0.0 ... 0.00 19685.0 19620.0 CY
23 CY511 20250702 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250702 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250702 20080.0 20085.0 ... 20.08 20085.0 20030.0 CY
26 CY602 20250702 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250702 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250702 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250702 20090.0 20090.0 ... 20.09 20090.0 20135.0 CY
30 CY606 20250702 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250702 901.0 957.0 ... 435.09 938.0 901.0 FG
32 FG508 20250702 994.0 1056.0 ... 62101.31 1033.0 995.0 FG
33 FG509 20250702 984.0 1056.0 ... 7491517.71 1023.0 988.0 FG
34 FG510 20250702 1030.0 1099.0 ... 37790.82 1066.0 1034.0 FG
35 FG511 20250702 1021.0 1091.0 ... 59758.34 1057.0 1022.0 FG
36 FG512 20250702 1081.0 1156.0 ... 24464.52 1123.0 1082.0 FG
37 FG601 20250702 1072.0 1143.0 ... 780134.31 1114.0 1070.0 FG
38 FG602 20250702 1103.0 1175.0 ... 2240.40 1144.0 1105.0 FG
39 FG603 20250702 1097.0 1172.0 ... 2507.85 1148.0 1100.0 FG
40 FG604 20250702 1125.0 1198.0 ... 1874.01 1176.0 1126.0 FG
41 FG605 20250702 1115.0 1195.0 ... 20041.08 1171.0 1116.0 FG
42 FG606 20250702 1132.0 1203.0 ... 949.97 1185.0 1132.0 FG
43 JR507 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250702 2419.0 2443.0 ... 75.16 2424.0 2421.0 MA
54 MA508 20250702 2425.0 2439.0 ... 17255.77 2427.0 2415.0 MA
55 MA509 20250702 2386.0 2407.0 ... 1665903.10 2393.0 2374.0 MA
56 MA510 20250702 2393.0 2414.0 ... 69342.88 2399.0 2384.0 MA
57 MA511 20250702 2401.0 2422.0 ... 73814.67 2405.0 2392.0 MA
58 MA512 20250702 2425.0 2437.0 ... 8084.00 2425.0 2405.0 MA
59 MA601 20250702 2420.0 2439.0 ... 118606.01 2426.0 2410.0 MA
60 MA602 20250702 2393.0 2420.0 ... 24.11 2411.0 2399.0 MA
61 MA603 20250702 2406.0 2417.0 ... 38.48 2405.0 2396.0 MA
62 MA604 20250702 2371.0 2390.0 ... 11.92 2384.0 2360.0 MA
63 MA605 20250702 2336.0 2351.0 ... 1891.05 2340.0 2324.0 MA
64 MA606 20250702 2346.0 2358.0 ... 21.15 2350.0 2331.0 MA
65 OI507 20250702 0.0 0.0 ... 0.00 9719.0 9586.0 OI
66 OI509 20250702 9495.0 9632.0 ... 3296684.31 9543.0 9461.0 OI
67 OI511 20250702 9474.0 9624.0 ... 142673.46 9545.0 9458.0 OI
68 OI601 20250702 9440.0 9573.0 ... 537560.05 9497.0 9410.0 OI
69 OI603 20250702 9374.0 9510.0 ... 2982.54 9438.0 9359.0 OI
70 OI605 20250702 9281.0 9405.0 ... 2435.33 9331.0 9266.0 OI
71 PF507 20250702 6748.0 6748.0 ... 143.79 6688.0 6678.0 PF
72 PF508 20250702 6600.0 6640.0 ... 363015.31 6598.0 6578.0 PF
73 PF509 20250702 6486.0 6514.0 ... 143595.93 6480.0 6482.0 PF
74 PF510 20250702 6478.0 6496.0 ... 60117.08 6468.0 6480.0 PF
75 PF511 20250702 6446.0 6458.0 ... 31190.35 6428.0 6426.0 PF
76 PF512 20250702 6410.0 6424.0 ... 9159.95 6394.0 6376.0 PF
77 PF601 20250702 6410.0 6426.0 ... 512.94 6412.0 6394.0 PF
78 PF602 20250702 6382.0 6382.0 ... 6.38 6382.0 6402.0 PF
79 PF603 20250702 6408.0 6408.0 ... 6.40 6400.0 6410.0 PF
80 PF604 20250702 6424.0 6436.0 ... 9.63 6424.0 6402.0 PF
81 PF605 20250702 6408.0 6434.0 ... 16.03 6414.0 6402.0 PF
82 PF606 20250702 6390.0 6390.0 ... 3.20 6390.0 6404.0 PF
83 PK510 20250702 8210.0 8276.0 ... 182555.23 8238.0 8196.0 PK
84 PK511 20250702 7972.0 8014.0 ... 48839.94 7984.0 7958.0 PK
85 PK512 20250702 7964.0 7990.0 ... 274.99 7972.0 7960.0 PK
86 PK601 20250702 7972.0 7990.0 ... 4495.59 7978.0 7962.0 PK
87 PK603 20250702 7962.0 7978.0 ... 139.47 7970.0 7952.0 PK
88 PK604 20250702 7964.0 7976.0 ... 15.94 7970.0 7950.0 PK
89 PK605 20250702 7950.0 7972.0 ... 358.26 7962.0 7952.0 PK
90 PM507 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250702 5984.0 5984.0 ... 385.97 5984.0 5984.0 PR
97 PR508 20250702 6012.0 6026.0 ... 64670.70 5972.0 6000.0 PR
98 PR509 20250702 5944.0 5954.0 ... 421273.39 5922.0 5932.0 PR
99 PR510 20250702 5900.0 5926.0 ... 289209.23 5886.0 5884.0 PR
100 PR511 20250702 5884.0 5902.0 ... 91160.08 5860.0 5870.0 PR
101 PR512 20250702 5880.0 5880.0 ... 44.06 5876.0 5846.0 PR
102 PR601 20250702 5844.0 5878.0 ... 456.36 5852.0 5838.0 PR
103 PR602 20250702 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250702 0.0 0.0 ... 0.00 5902.0 5874.0 PR
105 PR604 20250702 5898.0 5898.0 ... 8.85 5898.0 5864.0 PR
106 PR605 20250702 5886.0 5906.0 ... 53.08 5898.0 5860.0 PR
107 PR606 20250702 0.0 0.0 ... 0.00 5860.0 5848.0 PR
108 PX507 20250702 7000.0 7000.0 ... 6933.93 6920.0 6984.0 PX
109 PX508 20250702 6892.0 6894.0 ... 10835.27 6826.0 6862.0 PX
110 PX509 20250702 6812.0 6830.0 ... 723735.28 6760.0 6798.0 PX
111 PX510 20250702 6774.0 6774.0 ... 81218.20 6716.0 6712.0 PX
112 PX511 20250702 6692.0 6726.0 ... 117408.29 6670.0 6668.0 PX
113 PX512 20250702 6668.0 6678.0 ... 6157.72 6640.0 6636.0 PX
114 PX601 20250702 6658.0 6664.0 ... 52017.03 6624.0 6614.0 PX
115 PX602 20250702 6576.0 6600.0 ... 36.22 6586.0 6606.0 PX
116 PX603 20250702 0.0 0.0 ... 0.00 6610.0 6584.0 PX
117 PX604 20250702 6570.0 6570.0 ... 6.57 6568.0 6570.0 PX
118 PX605 20250702 6618.0 6624.0 ... 62.58 6588.0 6584.0 PX
119 PX606 20250702 6538.0 6538.0 ... 3.27 6538.0 6536.0 PX
120 RI507 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250702 2447.0 2449.0 ... 4013.17 2438.0 2445.0 RM
127 RM508 20250702 2588.0 2593.0 ... 16803.55 2583.0 2590.0 RM
128 RM509 20250702 2581.0 2588.0 ... 780781.64 2577.0 2583.0 RM
129 RM511 20250702 2408.0 2410.0 ... 4145.31 2403.0 2411.0 RM
130 RM601 20250702 2303.0 2309.0 ... 112056.32 2301.0 2308.0 RM
131 RM603 20250702 2285.0 2290.0 ... 9047.03 2283.0 2288.0 RM
132 RM605 20250702 2318.0 2322.0 ... 10646.88 2316.0 2318.0 RM
133 RS507 20250702 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250702 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250702 5141.0 5185.0 ... 195.92 5156.0 5097.0 RS
136 RS511 20250702 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250702 1145.0 1187.0 ... 1315.73 1166.0 1156.0 SA
138 SA508 20250702 1168.0 1206.0 ... 32348.74 1186.0 1172.0 SA
139 SA509 20250702 1163.0 1211.0 ... 6406411.38 1185.0 1169.0 SA
140 SA510 20250702 1182.0 1219.0 ... 103125.93 1191.0 1189.0 SA
141 SA511 20250702 1179.0 1219.0 ... 118144.79 1190.0 1187.0 SA
142 SA512 20250702 1191.0 1230.0 ... 47118.44 1210.0 1197.0 SA
143 SA601 20250702 1180.0 1231.0 ... 1321284.24 1210.0 1182.0 SA
144 SA602 20250702 1192.0 1236.0 ... 7685.99 1223.0 1194.0 SA
145 SA603 20250702 1188.0 1236.0 ... 8360.74 1218.0 1191.0 SA
146 SA604 20250702 1199.0 1244.0 ... 7468.79 1232.0 1203.0 SA
147 SA605 20250702 1195.0 1243.0 ... 43896.95 1225.0 1202.0 SA
148 SA606 20250702 1201.0 1245.0 ... 3839.08 1236.0 1203.0 SA
149 SF507 20250702 5352.0 5550.0 ... 6850.37 5396.0 5350.0 SF
150 SF508 20250702 5282.0 5476.0 ... 24057.99 5374.0 5268.0 SF
151 SF509 20250702 5280.0 5468.0 ... 736112.59 5368.0 5258.0 SF
152 SF510 20250702 5198.0 5380.0 ... 112883.22 5280.0 5172.0 SF
153 SF511 20250702 5318.0 5514.0 ... 164170.99 5402.0 5296.0 SF
154 SF512 20250702 5276.0 5474.0 ... 30020.24 5358.0 5264.0 SF
155 SF601 20250702 5258.0 5446.0 ... 20501.80 5322.0 5236.0 SF
156 SF602 20250702 5172.0 5380.0 ... 2395.26 5312.0 5176.0 SF
157 SF603 20250702 5318.0 5502.0 ... 97.91 5440.0 5306.0 SF
158 SF604 20250702 5372.0 5488.0 ... 27.23 5446.0 5304.0 SF
159 SF605 20250702 5248.0 5476.0 ... 314.37 5420.0 5284.0 SF
160 SF606 20250702 5296.0 5400.0 ... 21.50 5376.0 5216.0 SF
161 SH507 20250702 2370.0 2370.0 ... 387.61 2349.0 2406.0 SH
162 SH508 20250702 2349.0 2394.0 ... 224774.89 2368.0 2301.0 SH
163 SH509 20250702 2363.0 2396.0 ... 4350271.76 2374.0 2317.0 SH
164 SH510 20250702 2403.0 2434.0 ... 310963.14 2415.0 2358.0 SH
165 SH511 20250702 2391.0 2420.0 ... 186434.50 2402.0 2345.0 SH
166 SH512 20250702 2396.0 2424.0 ... 37010.77 2405.0 2351.0 SH
167 SH601 20250702 2356.0 2390.0 ... 84687.08 2371.0 2323.0 SH
168 SH602 20250702 2380.0 2403.0 ... 871.68 2382.0 2340.0 SH
169 SH603 20250702 2382.0 2409.0 ... 273.01 2395.0 2351.0 SH
170 SH604 20250702 2422.0 2447.0 ... 51.05 2431.0 2384.0 SH
171 SH605 20250702 2412.0 2446.0 ... 2256.75 2427.0 2380.0 SH
172 SH606 20250702 2430.0 2449.0 ... 167.37 2426.0 2400.0 SH
173 SM507 20250702 5614.0 5732.0 ... 1455.32 5696.0 5584.0 SM
174 SM508 20250702 5598.0 5752.0 ... 19786.84 5684.0 5604.0 SM
175 SM509 20250702 5624.0 5758.0 ... 869273.36 5694.0 5610.0 SM
176 SM510 20250702 5592.0 5720.0 ... 57503.64 5652.0 5578.0 SM
177 SM511 20250702 5680.0 5802.0 ... 102222.05 5740.0 5666.0 SM
178 SM512 20250702 5666.0 5784.0 ... 33088.87 5720.0 5658.0 SM
179 SM601 20250702 5660.0 5788.0 ... 45573.84 5718.0 5642.0 SM
180 SM602 20250702 5662.0 5786.0 ... 282.13 5700.0 5642.0 SM
181 SM603 20250702 5672.0 5802.0 ... 262.68 5710.0 5654.0 SM
182 SM604 20250702 5672.0 5814.0 ... 171.51 5718.0 5662.0 SM
183 SM605 20250702 5702.0 5814.0 ... 1003.23 5750.0 5668.0 SM
184 SM606 20250702 5694.0 5808.0 ... 37.43 5758.0 5680.0 SM
185 SR507 20250702 5790.0 5800.0 ... 11164.37 5779.0 5796.0 SR
186 SR509 20250702 5740.0 5772.0 ... 1628936.65 5735.0 5781.0 SR
187 SR511 20250702 5624.0 5638.0 ... 154161.54 5606.0 5662.0 SR
188 SR601 20250702 5567.0 5583.0 ... 203284.02 5557.0 5601.0 SR
189 SR603 20250702 5550.0 5557.0 ... 4151.26 5535.0 5573.0 SR
190 SR605 20250702 5525.0 5528.0 ... 15391.61 5509.0 5543.0 SR
191 TA507 20250702 4946.0 4950.0 ... 10507.50 4918.0 4968.0 TA
192 TA508 20250702 4898.0 4904.0 ... 90380.90 4854.0 4906.0 TA
193 TA509 20250702 4810.0 4818.0 ... 2236780.06 4778.0 4804.0 TA
194 TA510 20250702 4748.0 4760.0 ... 75416.51 4724.0 4730.0 TA
195 TA511 20250702 4728.0 4732.0 ... 48069.96 4700.0 4704.0 TA
196 TA512 20250702 4704.0 4710.0 ... 4818.34 4680.0 4676.0 TA
197 TA601 20250702 4678.0 4692.0 ... 423862.03 4662.0 4664.0 TA
198 TA602 20250702 4676.0 4690.0 ... 107.31 4666.0 4700.0 TA
199 TA603 20250702 4666.0 4680.0 ... 74.44 4654.0 4668.0 TA
200 TA604 20250702 4668.0 4688.0 ... 23.35 4672.0 4678.0 TA
201 TA605 20250702 4696.0 4702.0 ... 1798.52 4678.0 4678.0 TA
202 TA606 20250702 4678.0 4678.0 ... 2.34 4678.0 4706.0 TA
203 UR507 20250702 1740.0 1751.0 ... 791.96 1744.0 1729.0 UR
204 UR508 20250702 1730.0 1754.0 ... 554.10 1742.0 1719.0 UR
205 UR509 20250702 1717.0 1747.0 ... 915051.52 1730.0 1710.0 UR
206 UR510 20250702 1707.0 1734.0 ... 18134.29 1720.0 1700.0 UR
207 UR511 20250702 1717.0 1740.0 ... 8336.03 1727.0 1707.0 UR
208 UR512 20250702 1699.0 1720.0 ... 75.33 1712.0 1696.0 UR
209 UR601 20250702 1680.0 1706.0 ... 77513.22 1691.0 1675.0 UR
210 UR602 20250702 1679.0 1702.0 ... 873.85 1687.0 1673.0 UR
211 UR603 20250702 1711.0 1726.0 ... 78.88 1715.0 1700.0 UR
212 UR604 20250702 1704.0 1716.0 ... 61.45 1707.0 1694.0 UR
213 UR605 20250702 1699.0 1716.0 ... 3118.89 1702.0 1689.0 UR
214 UR606 20250702 1690.0 1714.0 ... 430.07 1707.0 1685.0 UR
215 WH507 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-02 18:26:58,308 - future_1d - INFO - ak.get_czce_daily('2025-07-02') done
2025-07-02 18:27:00,033 - future_1d - INFO - save future_daily 2025-07-02 completed