=========================================================================
2025-07-29 16:25:32 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-07-29 16:25:34,610 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250721 7900.0 7958.0 ... 375658.99 7929.0 7878.0 AP
1 AP511 20250721 7687.0 7735.0 ... 2472.12 7701.0 7663.0 AP
2 AP512 20250721 7728.0 7757.0 ... 324.64 7730.0 7692.0 AP
3 AP601 20250721 7775.0 7825.0 ... 20406.76 7801.0 7742.0 AP
4 AP603 20250721 7686.0 7725.0 ... 277.52 7709.0 7680.0 AP
5 AP604 20250721 7727.0 7756.0 ... 100.57 7736.0 7716.0 AP
6 AP605 20250721 7783.0 7800.0 ... 256.89 7784.0 7756.0 AP
7 CF509 20250721 14295.0 14295.0 ... 2067628.59 14210.0 14300.0 CF
8 CF511 20250721 13910.0 13980.0 ... 135917.27 13925.0 13955.0 CF
9 CF601 20250721 13990.0 14040.0 ... 434827.07 13980.0 13980.0 CF
10 CF603 20250721 13920.0 13995.0 ... 3092.89 13930.0 13940.0 CF
11 CF605 20250721 13950.0 13995.0 ... 16398.15 13930.0 13935.0 CF
12 CF607 20250721 13915.0 13995.0 ... 195.46 13960.0 13965.0 CF
13 CJ509 20250721 9370.0 9495.0 ... 131475.60 9410.0 9395.0 CJ
14 CJ512 20250721 10220.0 10370.0 ... 12073.71 10245.0 10270.0 CJ
15 CJ601 20250721 10370.0 10530.0 ... 1111814.31 10410.0 10400.0 CJ
16 CJ603 20250721 10450.0 10590.0 ... 14116.21 10485.0 10480.0 CJ
17 CJ605 20250721 10600.0 10725.0 ... 79717.18 10620.0 10620.0 CJ
18 CJ607 20250721 10700.0 10835.0 ... 1132.64 10735.0 10695.0 CJ
19 CY508 20250721 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250721 20540.0 20540.0 ... 90622.28 20450.0 20525.0 CY
21 CY510 20250721 0.0 0.0 ... 0.00 20060.0 20135.0 CY
22 CY511 20250721 20165.0 20165.0 ... 10.08 20165.0 20150.0 CY
23 CY512 20250721 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250721 20225.0 20295.0 ... 232.84 20245.0 20285.0 CY
25 CY602 20250721 0.0 0.0 ... 0.00 19980.0 19980.0 CY
26 CY603 20250721 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250721 0.0 0.0 ... 0.00 19955.0 19905.0 CY
28 CY605 20250721 20190.0 20190.0 ... 10.10 20190.0 20170.0 CY
29 CY606 20250721 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250721 0.0 0.0 ... 0.00 19970.0 19970.0 CY
31 FG508 20250721 1104.0 1194.0 ... 21486.10 1160.0 1110.0 FG
32 FG509 20250721 1095.0 1186.0 ... 9509176.11 1145.0 1095.0 FG
33 FG510 20250721 1147.0 1240.0 ... 56637.12 1205.0 1151.0 FG
34 FG511 20250721 1135.0 1225.0 ... 76073.53 1186.0 1131.0 FG
35 FG512 20250721 1191.0 1285.0 ... 42700.88 1248.0 1190.0 FG
36 FG601 20250721 1175.0 1271.0 ... 1439757.53 1231.0 1175.0 FG
37 FG602 20250721 1216.0 1311.0 ... 2996.86 1273.0 1220.0 FG
38 FG603 20250721 1215.0 1304.0 ... 3628.61 1264.0 1215.0 FG
39 FG604 20250721 1250.0 1339.0 ... 3241.34 1302.0 1251.0 FG
40 FG605 20250721 1251.0 1336.0 ... 34449.12 1295.0 1247.0 FG
41 FG606 20250721 1265.0 1348.0 ... 2524.37 1311.0 1266.0 FG
42 FG607 20250721 1260.0 1341.0 ... 723.46 1306.0 1264.0 FG
43 JR509 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250721 2346.0 2384.0 ... 1698.93 2373.0 2353.0 MA
53 MA509 20250721 2368.0 2417.0 ... 2059355.30 2399.0 2374.0 MA
54 MA510 20250721 2396.0 2442.0 ... 63296.48 2428.0 2398.0 MA
55 MA511 20250721 2413.0 2459.0 ... 91700.47 2445.0 2414.0 MA
56 MA512 20250721 2433.0 2477.0 ... 37121.89 2463.0 2434.0 MA
57 MA601 20250721 2440.0 2487.0 ... 314840.39 2468.0 2442.0 MA
58 MA602 20250721 2442.0 2472.0 ... 113.09 2459.0 2427.0 MA
59 MA603 20250721 2440.0 2464.0 ... 196.12 2451.0 2428.0 MA
60 MA604 20250721 2411.0 2438.0 ... 50.95 2426.0 2404.0 MA
61 MA605 20250721 2370.0 2408.0 ... 6073.98 2392.0 2370.0 MA
62 MA606 20250721 2394.0 2411.0 ... 48.01 2400.0 2379.0 MA
63 MA607 20250721 2382.0 2406.0 ... 64.66 2395.0 2373.0 MA
64 OI509 20250721 9600.0 9659.0 ... 2333649.79 9597.0 9529.0 OI
65 OI511 20250721 9570.0 9636.0 ... 148420.91 9576.0 9516.0 OI
66 OI601 20250721 9518.0 9580.0 ... 401857.17 9520.0 9458.0 OI
67 OI603 20250721 9465.0 9514.0 ... 2043.80 9462.0 9397.0 OI
68 OI605 20250721 9394.0 9438.0 ... 6349.65 9379.0 9347.0 OI
69 OI607 20250721 9354.0 9359.0 ... 112.19 9350.0 9343.0 OI
70 PF508 20250721 6420.0 6480.0 ... 28320.85 6442.0 6500.0 PF
71 PF509 20250721 6378.0 6456.0 ... 434865.28 6422.0 6406.0 PF
72 PF510 20250721 6416.0 6512.0 ... 177786.37 6468.0 6432.0 PF
73 PF511 20250721 6406.0 6500.0 ... 84272.22 6448.0 6410.0 PF
74 PF512 20250721 6392.0 6484.0 ... 16321.20 6432.0 6390.0 PF
75 PF601 20250721 6398.0 6482.0 ... 6447.42 6442.0 6388.0 PF
76 PF602 20250721 6458.0 6478.0 ... 22.66 6476.0 6392.0 PF
77 PF603 20250721 6466.0 6484.0 ... 12.94 6472.0 6402.0 PF
78 PF604 20250721 6504.0 6504.0 ... 9.74 6496.0 6450.0 PF
79 PF605 20250721 6472.0 6530.0 ... 29.20 6490.0 6476.0 PF
80 PF606 20250721 0.0 0.0 ... 0.00 6490.0 6412.0 PF
81 PF607 20250721 0.0 0.0 ... 0.00 6482.0 6412.0 PF
82 PK510 20250721 8210.0 8234.0 ... 193971.73 8208.0 8242.0 PK
83 PK511 20250721 8032.0 8066.0 ... 65651.94 8054.0 8072.0 PK
84 PK512 20250721 8026.0 8028.0 ... 809.89 8020.0 8028.0 PK
85 PK601 20250721 8012.0 8040.0 ... 8573.16 8028.0 8036.0 PK
86 PK603 20250721 8036.0 8042.0 ... 265.02 8032.0 8024.0 PK
87 PK604 20250721 8034.0 8046.0 ... 92.44 8038.0 8024.0 PK
88 PK605 20250721 8028.0 8068.0 ... 1627.52 8038.0 8028.0 PK
89 PM509 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250721 5956.0 6034.0 ... 8835.77 6012.0 5962.0 PR
96 PR509 20250721 5938.0 6014.0 ... 502836.47 5976.0 5938.0 PR
97 PR510 20250721 5944.0 6022.0 ... 230026.70 5984.0 5944.0 PR
98 PR511 20250721 5940.0 6004.0 ... 50326.38 5966.0 5932.0 PR
99 PR512 20250721 5946.0 5964.0 ... 17.87 5956.0 5910.0 PR
100 PR601 20250721 5912.0 5970.0 ... 1076.72 5932.0 5892.0 PR
101 PR602 20250721 5966.0 5966.0 ... 8.95 5966.0 5922.0 PR
102 PR603 20250721 5974.0 5974.0 ... 8.96 5974.0 5922.0 PR
103 PR604 20250721 5924.0 5980.0 ... 35.74 5958.0 5910.0 PR
104 PR605 20250721 5940.0 5978.0 ... 62.61 5964.0 5940.0 PR
105 PR606 20250721 0.0 0.0 ... 0.00 5946.0 5914.0 PR
106 PR607 20250721 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250721 6962.0 7004.0 ... 3261.67 6956.0 6950.0 PX
108 PX509 20250721 6828.0 6894.0 ... 745722.19 6850.0 6808.0 PX
109 PX510 20250721 6802.0 6882.0 ... 66284.00 6830.0 6754.0 PX
110 PX511 20250721 6746.0 6838.0 ... 148781.72 6782.0 6712.0 PX
111 PX512 20250721 6722.0 6814.0 ... 40875.74 6760.0 6698.0 PX
112 PX601 20250721 6684.0 6784.0 ... 78427.74 6736.0 6662.0 PX
113 PX602 20250721 6700.0 6710.0 ... 30.17 6704.0 6654.0 PX
114 PX603 20250721 0.0 0.0 ... 0.00 6724.0 6638.0 PX
115 PX604 20250721 6674.0 6686.0 ... 6.68 6680.0 6630.0 PX
116 PX605 20250721 6648.0 6712.0 ... 126.70 6668.0 6640.0 PX
117 PX606 20250721 6708.0 6708.0 ... 6.70 6700.0 6616.0 PX
118 PX607 20250721 6644.0 6710.0 ... 20.05 6686.0 6628.0 PX
119 RI509 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250721 2720.0 2732.0 ... 6435.54 2715.0 2710.0 RM
126 RM509 20250721 2726.0 2745.0 ... 837958.36 2727.0 2721.0 RM
127 RM511 20250721 2538.0 2562.0 ... 14990.69 2549.0 2529.0 RM
128 RM601 20250721 2396.0 2421.0 ... 230124.45 2407.0 2386.0 RM
129 RM603 20250721 2361.0 2389.0 ... 39873.08 2374.0 2351.0 RM
130 RM605 20250721 2355.0 2372.0 ... 47973.34 2365.0 2346.0 RM
131 RM607 20250721 2352.0 2365.0 ... 2146.56 2359.0 2340.0 RM
132 RS508 20250721 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250721 5162.0 5162.0 ... 194.96 5131.0 5141.0 RS
134 RS511 20250721 5200.0 5275.0 ... 207.92 5198.0 5181.0 RS
135 RS607 20250721 0.0 0.0 ... 0.00 5180.0 5176.0 RS
136 SA508 20250721 1216.0 1297.0 ... 14123.12 1268.0 1217.0 SA
137 SA509 20250721 1232.0 1309.0 ... 9596856.89 1273.0 1226.0 SA
138 SA510 20250721 1239.0 1327.0 ... 296120.29 1301.0 1240.0 SA
139 SA511 20250721 1249.0 1330.0 ... 433296.72 1304.0 1244.0 SA
140 SA512 20250721 1265.0 1360.0 ... 186250.71 1329.0 1272.0 SA
141 SA601 20250721 1280.0 1365.0 ... 2650502.06 1327.0 1273.0 SA
142 SA602 20250721 1289.0 1374.0 ... 29395.18 1342.0 1286.0 SA
143 SA603 20250721 1286.0 1375.0 ... 23175.83 1347.0 1282.0 SA
144 SA604 20250721 1312.0 1400.0 ... 7165.39 1363.0 1312.0 SA
145 SA605 20250721 1315.0 1402.0 ... 88422.37 1366.0 1314.0 SA
146 SA606 20250721 1322.0 1409.0 ... 6355.43 1377.0 1323.0 SA
147 SA607 20250721 1324.0 1400.0 ... 2454.41 1371.0 1322.0 SA
148 SF508 20250721 5576.0 5696.0 ... 19344.71 5642.0 5524.0 SF
149 SF509 20250721 5620.0 5728.0 ... 870674.20 5662.0 5532.0 SF
150 SF510 20250721 5564.0 5688.0 ... 168100.80 5628.0 5488.0 SF
151 SF511 20250721 5722.0 5838.0 ... 232845.36 5778.0 5636.0 SF
152 SF512 20250721 5686.0 5802.0 ... 14831.68 5742.0 5604.0 SF
153 SF601 20250721 5678.0 5784.0 ... 38997.83 5718.0 5584.0 SF
154 SF602 20250721 5636.0 5720.0 ... 803.06 5656.0 5528.0 SF
155 SF603 20250721 6066.0 6066.0 ... 115.77 5790.0 5676.0 SF
156 SF604 20250721 5750.0 5788.0 ... 23.03 5758.0 5618.0 SF
157 SF605 20250721 5730.0 5820.0 ... 720.97 5768.0 5642.0 SF
158 SF606 20250721 5712.0 5764.0 ... 51.43 5716.0 5570.0 SF
159 SF607 20250721 5868.0 5914.0 ... 32.13 5842.0 5640.0 SF
160 SH508 20250721 2452.0 2564.0 ... 68831.87 2518.0 2453.0 SH
161 SH509 20250721 2475.0 2625.0 ... 7039880.46 2557.0 2482.0 SH
162 SH510 20250721 2486.0 2641.0 ... 781913.51 2571.0 2500.0 SH
163 SH511 20250721 2469.0 2618.0 ... 640463.82 2545.0 2477.0 SH
164 SH512 20250721 2472.0 2622.0 ... 148428.69 2547.0 2481.0 SH
165 SH601 20250721 2458.0 2604.0 ... 407953.52 2538.0 2458.0 SH
166 SH602 20250721 2488.0 2626.0 ... 2212.80 2570.0 2481.0 SH
167 SH603 20250721 2493.0 2623.0 ... 1621.97 2562.0 2487.0 SH
168 SH604 20250721 2546.0 2650.0 ... 280.01 2593.0 2516.0 SH
169 SH605 20250721 2522.0 2659.0 ... 8663.15 2599.0 2522.0 SH
170 SH606 20250721 2553.0 2668.0 ... 401.90 2627.0 2548.0 SH
171 SH607 20250721 2553.0 2666.0 ... 220.12 2621.0 2543.0 SH
172 SM508 20250721 5890.0 5938.0 ... 3921.36 5898.0 5814.0 SM
173 SM509 20250721 5898.0 5950.0 ... 1152426.45 5908.0 5824.0 SM
174 SM510 20250721 5862.0 5926.0 ... 59783.88 5886.0 5800.0 SM
175 SM511 20250721 5912.0 5992.0 ... 145420.24 5950.0 5864.0 SM
176 SM512 20250721 5924.0 5990.0 ... 34128.29 5948.0 5860.0 SM
177 SM601 20250721 5948.0 5984.0 ... 146454.85 5944.0 5850.0 SM
178 SM602 20250721 5938.0 5978.0 ... 228.77 5942.0 5856.0 SM
179 SM603 20250721 5900.0 5984.0 ... 202.10 5944.0 5860.0 SM
180 SM604 20250721 5952.0 5996.0 ... 92.47 5966.0 5860.0 SM
181 SM605 20250721 5950.0 6004.0 ... 2428.83 5960.0 5862.0 SM
182 SM606 20250721 5958.0 5998.0 ... 29.82 5964.0 5876.0 SM
183 SM607 20250721 0.0 0.0 ... 0.00 5862.0 5862.0 SM
184 SR509 20250721 5840.0 5854.0 ... 1090661.67 5840.0 5828.0 SR
185 SR511 20250721 5725.0 5744.0 ... 134964.27 5734.0 5722.0 SR
186 SR601 20250721 5668.0 5678.0 ... 161173.63 5670.0 5659.0 SR
187 SR603 20250721 5626.0 5643.0 ... 3330.78 5636.0 5623.0 SR
188 SR605 20250721 5608.0 5618.0 ... 9493.81 5611.0 5596.0 SR
189 SR607 20250721 5599.0 5612.0 ... 571.83 5606.0 5589.0 SR
190 TA508 20250721 4772.0 4808.0 ... 9779.35 4784.0 4760.0 TA
191 TA509 20250721 4758.0 4810.0 ... 2274962.39 4776.0 4752.0 TA
192 TA510 20250721 4740.0 4808.0 ... 81965.40 4774.0 4730.0 TA
193 TA511 20250721 4734.0 4796.0 ... 55920.64 4760.0 4722.0 TA
194 TA512 20250721 4726.0 4780.0 ... 26305.74 4746.0 4716.0 TA
195 TA601 20250721 4706.0 4774.0 ... 553157.26 4740.0 4686.0 TA
196 TA602 20250721 4714.0 4770.0 ... 154.12 4742.0 4682.0 TA
197 TA603 20250721 4710.0 4770.0 ... 123.22 4740.0 4690.0 TA
198 TA604 20250721 4718.0 4768.0 ... 42.72 4748.0 4680.0 TA
199 TA605 20250721 4712.0 4780.0 ... 8661.57 4756.0 4700.0 TA
200 TA606 20250721 4728.0 4772.0 ... 33.28 4754.0 4692.0 TA
201 TA607 20250721 4760.0 4780.0 ... 35.75 4768.0 4692.0 TA
202 UR508 20250721 1763.0 1808.0 ... 6165.21 1795.0 1754.0 UR
203 UR509 20250721 1790.0 1818.0 ... 1189792.96 1807.0 1758.0 UR
204 UR510 20250721 1758.0 1797.0 ... 32428.25 1790.0 1749.0 UR
205 UR511 20250721 1773.0 1798.0 ... 34961.13 1792.0 1749.0 UR
206 UR512 20250721 1778.0 1790.0 ... 499.39 1784.0 1735.0 UR
207 UR601 20250721 1760.0 1783.0 ... 237965.14 1774.0 1730.0 UR
208 UR602 20250721 1728.0 1777.0 ... 1033.62 1770.0 1724.0 UR
209 UR603 20250721 1784.0 1799.0 ... 1103.92 1792.0 1755.0 UR
210 UR604 20250721 1776.0 1795.0 ... 339.44 1787.0 1745.0 UR
211 UR605 20250721 1752.0 1789.0 ... 8031.87 1778.0 1738.0 UR
212 UR606 20250721 1752.0 1781.0 ... 695.37 1774.0 1733.0 UR
213 UR607 20250721 1769.0 1797.0 ... 121.56 1788.0 1743.0 UR
214 WH509 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-29 16:25:35,104 - future_1d - INFO - ak.get_czce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 SC2508 20250721 533 ... 534.6 523.5 SC
1 SC2509 20250721 517.7 ... 515.3 511.1 SC
2 SC2510 20250721 509.9 ... 507.3 504.1 SC
3 SC2511 20250721 502.9 ... 500.7 498.6 SC
4 SC2512 20250721 499.5 ... 496.9 495 SC
5 SC2601 20250721 494 ... 493.5 490.5 SC
6 SC2602 20250721 490.2 ... 490.5 488 SC
7 SC2603 20250721 488.1 ... 487.8 485.7 SC
8 SC2604 20250721 485 ... 485 483.9 SC
9 SC2605 20250721 486.3 ... 486.3 479.5 SC
10 SC2606 20250721 481.6 ... 480.8 480.5 SC
11 SC2607 20250721 ... 475.5 475.5 SC
12 SC2609 20250721 ... 473.4 471.9 SC
13 SC2612 20250721 477 ... 477 471.1 SC
14 SC2703 20250721 ... 472.1 472.1 SC
15 SC2706 20250721 467 ... 470.6 471.4 SC
16 SC2709 20250721 472.1 ... 470.3 469.1 SC
17 SC2712 20250721 ... 467.2 467.2 SC
18 SC2803 20250721 ... 465.3 465 SC
19 SC2806 20250721 467.1 ... 467.1 466.8 SC
21 LU2508 20250721 3635 ... 3596 3592 LU
22 LU2509 20250721 3660 ... 3613 3596 LU
23 LU2510 20250721 3642 ... 3610 3595 LU
24 LU2511 20250721 3608 ... 3596 3572 LU
25 LU2512 20250721 3580 ... 3575 3545 LU
26 LU2601 20250721 3568 ... 3550 3541 LU
27 LU2602 20250721 3557 ... 3553 3527 LU
28 LU2603 20250721 3556 ... 3546 3514 LU
29 LU2604 20250721 3507 ... 3503 3477 LU
30 LU2605 20250721 3505 ... 3496 3494 LU
31 LU2606 20250721 3503 ... 3489 3486 LU
32 LU2607 20250721 3500 ... 3485 3456 LU
34 NR2508 20250721 12660 ... 12710 12700 NR
35 NR2509 20250721 12665 ... 12745 12730 NR
36 NR2510 20250721 12650 ... 12745 12730 NR
37 NR2511 20250721 12660 ... 12755 12765 NR
38 NR2512 20250721 12660 ... 12805 12825 NR
39 NR2601 20250721 12760 ... 12810 12805 NR
40 NR2602 20250721 12690 ... 12815 12825 NR
41 NR2603 20250721 ... 12845 12860 NR
42 NR2604 20250721 12765 ... 12765 12840 NR
43 NR2605 20250721 12795 ... 12865 12885 NR
44 NR2606 20250721 12815 ... 12815 12950 NR
45 NR2607 20250721 ... 12520 12520 NR
47 BC2508 20250721 69680 ... 70350 69490 BC
48 BC2509 20250721 69800 ... 70450 69570 BC
49 BC2510 20250721 70810 ... 70810 69630 BC
50 BC2511 20250721 ... 69190 69190 BC
51 BC2512 20250721 ... 70180 69320 BC
52 BC2601 20250721 ... 69480 69480 BC
53 BC2602 20250721 ... 69410 69410 BC
54 BC2603 20250721 ... 69290 69290 BC
55 BC2604 20250721 ... 69430 69430 BC
56 BC2605 20250721 ... 69480 69460 BC
57 BC2606 20250721 ... 69340 68190 BC
58 BC2607 20250721 ... 67820 67820 BC
60 EC2508 20250721 2266 ... 2300.3 2219.6 EC
61 EC2510 20250721 1660 ... 1648.5 1631.1 EC
62 EC2512 20250721 1810 ... 1807 1809.5 EC
63 EC2602 20250721 1548 ... 1513.8 1513.1 EC
64 EC2604 20250721 1397.9 ... 1355.6 1332.9 EC
65 EC2606 20250721 1448.8 ... 1467.1 1459.3 EC
68 SC_TAS2508 20250721 ... SC_TAS
69 SC_TAS2509 20250721 ... SC_TAS
70 SC_TAS2510 20250721 ... SC_TAS
71 SC_TAS2511 20250721 ... SC_TAS
[66 rows x 12 columns]
2025-07-29 16:25:35,220 - future_1d - INFO - ak.get_ine_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 PS2508 20250721 45200.0 ... 45290.0 44670.0 PS
1 PS2509 20250721 45280.0 ... 45055.0 44175.0 PS
2 PS2510 20250721 44400.0 ... 44835.0 43905.0 PS
3 PS2511 20250721 44260.0 ... 44625.0 43535.0 PS
4 PS2512 20250721 45800.0 ... 46680.0 45790.0 PS
5 PS2601 20250721 46010.0 ... 46365.0 45550.0 PS
6 PS2602 20250721 45200.0 ... 46140.0 45270.0 PS
7 PS2603 20250721 45200.0 ... 46135.0 45325.0 PS
8 PS2604 20250721 45140.0 ... 46090.0 44790.0 PS
9 PS2605 20250721 45460.0 ... 46100.0 45200.0 PS
10 PS2606 20250721 46000.0 ... 47085.0 46070.0 PS
11 PS2607 20250721 46350.0 ... 46580.0 45585.0 PS
13 SI2508 20250721 8810.0 ... 9085.0 8840.0 SI
14 SI2509 20250721 8960.0 ... 9110.0 8820.0 SI
15 SI2510 20250721 8770.0 ... 9030.0 8805.0 SI
16 SI2511 20250721 8850.0 ... 8975.0 8730.0 SI
17 SI2512 20250721 9105.0 ... 9275.0 9035.0 SI
18 SI2601 20250721 8970.0 ... 9195.0 8970.0 SI
19 SI2602 20250721 9020.0 ... 9160.0 8970.0 SI
20 SI2603 20250721 9005.0 ... 9140.0 8955.0 SI
21 SI2604 20250721 9035.0 ... 9160.0 8950.0 SI
22 SI2605 20250721 8935.0 ... 9130.0 8910.0 SI
23 SI2606 20250721 9005.0 ... 9130.0 8885.0 SI
24 SI2607 20250721 9000.0 ... 9125.0 8875.0 SI
27 LC2508 20250721 70880.0 ... 70900.0 69620.0 LC
28 LC2509 20250721 71160.0 ... 70960.0 69520.0 LC
29 LC2510 20250721 70000.0 ... 70140.0 68800.0 LC
30 LC2511 20250721 69560.0 ... 69780.0 68360.0 LC
31 LC2512 20250721 69500.0 ... 69740.0 68380.0 LC
32 LC2601 20250721 69500.0 ... 69700.0 68240.0 LC
33 LC2602 20250721 68800.0 ... 69360.0 68120.0 LC
34 LC2603 20250721 69500.0 ... 69300.0 68100.0 LC
35 LC2604 20250721 69640.0 ... 69800.0 68440.0 LC
36 LC2605 20250721 70000.0 ... 69820.0 68440.0 LC
37 LC2606 20250721 69080.0 ... 69700.0 68300.0 LC
38 LC2607 20250721 68980.0 ... 69640.0 68300.0 LC
[36 rows x 12 columns]
2025-07-29 16:25:35,494 - future_1d - INFO - ak.get_gfex_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250721 4178.00 ... 4176.00 4198.00 A
1 a2511 20250721 4118.00 ... 4109.00 4117.00 A
2 a2601 20250721 4106.00 ... 4100.00 4108.00 A
3 a2603 20250721 4098.00 ... 4088.00 4097.00 A
4 a2605 20250721 4108.00 ... 4118.00 4132.00 A
5 a2607 20250721 4108.00 ... 4123.00 4122.00 A
6 b2508 20250721 3660.00 ... 3646.00 3641.00 B
7 b2509 20250721 3728.00 ... 3720.00 3711.00 B
8 b2510 20250721 3766.00 ... 3757.00 3752.00 B
9 b2511 20250721 3780.00 ... 3770.00 3757.00 B
10 b2512 20250721 3787.00 ... 3783.00 3766.00 B
11 b2601 20250721 3764.00 ... 3764.00 3756.00 B
12 b2602 20250721 3712.00 ... 3716.00 3700.00 B
13 b2603 20250721 3608.00 ... 3613.00 3602.00 B
14 b2604 20250721 3507.00 ... 3503.00 3492.00 B
15 b2605 20250721 3430.00 ... 3433.00 3419.00 B
16 b2606 20250721 3422.00 ... 3428.00 3410.00 B
17 b2607 20250721 3438.00 ... 3424.00 3417.00 B
18 bb2509 20250721 151.35 ... 155.95 152.30 BB
19 bb2511 20250721 151.40 ... 153.80 150.80 BB
20 bb2601 20250721 147.10 ... 147.60 146.45 BB
21 bb2603 20250721 0.00 ... 154.15 152.95 BB
22 bb2605 20250721 0.00 ... 154.15 152.95 BB
23 bb2607 20250721 0.00 ... 154.15 152.95 BB
24 bz2603 20250721 6165.00 ... 6219.00 6156.00 BZ
25 bz2604 20250721 6163.00 ... 6203.00 6139.00 BZ
26 bz2605 20250721 6167.00 ... 6209.00 6132.00 BZ
27 bz2606 20250721 6193.00 ... 6201.00 6130.00 BZ
28 c2509 20250721 2318.00 ... 2319.00 2305.00 C
29 c2511 20250721 2281.00 ... 2282.00 2273.00 C
30 c2601 20250721 2244.00 ... 2245.00 2240.00 C
31 c2603 20250721 2245.00 ... 2245.00 2242.00 C
32 c2605 20250721 2288.00 ... 2289.00 2281.00 C
33 c2607 20250721 2304.00 ... 2301.00 2294.00 C
34 cs2509 20250721 2658.00 ... 2668.00 2650.00 CS
35 cs2511 20250721 2608.00 ... 2621.00 2600.00 CS
36 cs2601 20250721 2618.00 ... 2635.00 2611.00 CS
37 cs2603 20250721 2614.00 ... 2619.00 2600.00 CS
38 cs2605 20250721 2659.00 ... 2662.00 2645.00 CS
39 cs2607 20250721 2656.00 ... 2662.00 2652.00 CS
40 eb2507 20250721 7539.00 ... 7387.00 7350.00 EB
41 eb2508 20250721 7378.00 ... 7451.00 7317.00 EB
42 eb2509 20250721 7288.00 ... 7371.00 7246.00 EB
43 eb2510 20250721 7210.00 ... 7305.00 7189.00 EB
44 eb2511 20250721 7147.00 ... 7237.00 7131.00 EB
45 eb2512 20250721 7122.00 ... 7197.00 7107.00 EB
46 eb2601 20250721 7127.00 ... 7199.00 7108.00 EB
47 eb2602 20250721 7158.00 ... 7242.00 7124.00 EB
48 eb2603 20250721 7168.00 ... 7245.00 7134.00 EB
49 eb2604 20250721 7233.00 ... 7242.00 7151.00 EB
50 eb2605 20250721 7182.00 ... 7236.00 7142.00 EB
51 eb2606 20250721 7180.00 ... 7226.00 7144.00 EB
52 eg2507 20250721 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250721 4345.00 ... 4358.00 4345.00 EG
54 eg2509 20250721 4390.00 ... 4404.00 4376.00 EG
55 eg2510 20250721 4380.00 ... 4405.00 4371.00 EG
56 eg2511 20250721 4386.00 ... 4408.00 4372.00 EG
57 eg2512 20250721 4389.00 ... 4404.00 4367.00 EG
58 eg2601 20250721 4362.00 ... 4395.00 4362.00 EG
59 eg2602 20250721 4406.00 ... 4399.00 4365.00 EG
60 eg2603 20250721 4384.00 ... 4402.00 4366.00 EG
61 eg2604 20250721 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250721 4403.00 ... 4426.00 4393.00 EG
63 eg2606 20250721 4440.00 ... 4440.00 4380.00 EG
64 fb2508 20250721 1367.00 ... 1369.00 1358.50 FB
65 fb2509 20250721 1280.50 ... 1289.50 1285.00 FB
66 fb2510 20250721 1299.50 ... 1309.00 1302.50 FB
67 fb2511 20250721 1311.50 ... 1312.00 1302.00 FB
68 fb2512 20250721 1317.50 ... 1313.00 1309.00 FB
69 fb2601 20250721 1302.50 ... 1305.50 1302.00 FB
70 fb2602 20250721 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250721 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250721 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250721 1277.00 ... 1302.50 1292.50 FB
74 fb2606 20250721 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250721 0.00 ... 1297.00 1297.00 FB
76 i2508 20250721 791.00 ... 806.50 794.00 I
77 i2509 20250721 786.50 ... 803.00 792.50 I
78 i2510 20250721 780.00 ... 797.00 784.50 I
79 i2511 20250721 771.50 ... 789.50 776.50 I
80 i2512 20250721 764.50 ... 782.50 769.50 I
81 i2601 20250721 755.00 ... 771.50 759.00 I
82 i2602 20250721 750.00 ... 767.00 755.50 I
83 i2603 20250721 745.50 ... 763.00 751.50 I
84 i2604 20250721 739.50 ... 757.00 745.50 I
85 i2605 20250721 731.00 ... 747.50 735.50 I
86 i2606 20250721 727.00 ... 743.00 730.50 I
87 i2607 20250721 721.50 ... 737.00 725.00 I
88 j2508 20250721 1536.00 ... 1567.00 1477.00 J
89 j2509 20250721 1530.00 ... 1572.00 1526.00 J
90 j2510 20250721 1536.00 ... 1593.50 1544.00 J
91 j2511 20250721 1550.00 ... 1612.00 1549.50 J
92 j2512 20250721 1598.00 ... 1638.50 1565.50 J
93 j2601 20250721 1569.50 ... 1623.00 1570.00 J
94 j2602 20250721 1619.50 ... 1642.00 1572.50 J
95 j2603 20250721 0.00 ... 1589.00 1589.00 J
96 j2604 20250721 0.00 ... 1652.50 1575.50 J
97 j2605 20250721 1621.00 ... 1671.00 1601.00 J
98 j2606 20250721 1640.00 ... 1664.00 1620.00 J
99 j2607 20250721 1646.00 ... 1662.50 1591.50 J
100 jd2507 20250721 3160.00 ... 3160.00 2982.00 JD
101 jd2508 20250721 3531.00 ... 3568.00 3513.00 JD
102 jd2509 20250721 3618.00 ... 3624.00 3613.00 JD
103 jd2510 20250721 3385.00 ... 3393.00 3373.00 JD
104 jd2511 20250721 3396.00 ... 3399.00 3387.00 JD
105 jd2512 20250721 3540.00 ... 3548.00 3543.00 JD
106 jd2601 20250721 3606.00 ... 3609.00 3606.00 JD
107 jd2602 20250721 3190.00 ... 3184.00 3175.00 JD
108 jd2603 20250721 3183.00 ... 3186.00 3179.00 JD
109 jd2604 20250721 3315.00 ... 3316.00 3311.00 JD
110 jd2605 20250721 3392.00 ... 3400.00 3394.00 JD
111 jd2606 20250721 3240.00 ... 3248.00 3254.00 JD
112 jm2508 20250721 871.50 ... 903.00 869.50 JM
113 jm2509 20250721 934.00 ... 971.00 932.50 JM
114 jm2510 20250721 940.00 ... 988.50 943.00 JM
115 jm2511 20250721 956.50 ... 1001.50 957.00 JM
116 jm2512 20250721 971.00 ... 1015.50 970.00 JM
117 jm2601 20250721 980.00 ... 1024.50 978.00 JM
118 jm2602 20250721 989.00 ... 1039.00 983.00 JM
119 jm2603 20250721 1000.50 ... 1037.00 987.00 JM
120 jm2604 20250721 1001.50 ... 1042.00 990.00 JM
121 jm2605 20250721 994.50 ... 1040.00 995.00 JM
122 jm2606 20250721 1008.00 ... 1052.50 1001.00 JM
123 jm2607 20250721 993.00 ... 1067.00 1020.50 JM
124 l2508 20250721 7203.00 ... 7258.00 7203.00 L
125 l2509 20250721 7225.00 ... 7276.00 7225.00 L
126 l2510 20250721 7235.00 ... 7295.00 7236.00 L
127 l2511 20250721 7241.00 ... 7294.00 7239.00 L
128 l2512 20250721 7253.00 ... 7305.00 7243.00 L
129 l2601 20250721 7255.00 ... 7309.00 7248.00 L
130 l2602 20250721 7252.00 ... 7289.00 7224.00 L
131 l2603 20250721 7271.00 ... 7287.00 7225.00 L
132 l2604 20250721 7269.00 ... 7306.00 7230.00 L
133 l2605 20250721 7237.00 ... 7285.00 7224.00 L
134 l2606 20250721 7249.00 ... 7268.00 7228.00 L
135 l2607 20250721 7270.00 ... 7293.00 7229.00 L
136 lg2507 20250721 815.00 ... 821.50 807.00 LG
137 lg2509 20250721 838.00 ... 842.00 834.00 LG
138 lg2511 20250721 835.50 ... 845.50 832.50 LG
139 lg2601 20250721 848.00 ... 857.50 841.50 LG
140 lg2603 20250721 836.50 ... 854.00 840.50 LG
141 lg2605 20250721 841.50 ... 861.50 849.50 LG
142 lh2507 20250721 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250721 14185.00 ... 14350.00 14115.00 LH
144 lh2511 20250721 13700.00 ... 13865.00 13610.00 LH
145 lh2601 20250721 14020.00 ... 14105.00 13805.00 LH
146 lh2603 20250721 13060.00 ... 13190.00 12990.00 LH
147 lh2605 20250721 13300.00 ... 13405.00 13195.00 LH
148 m2508 20250721 3040.00 ... 3039.00 3025.00 M
149 m2509 20250721 3060.00 ... 3059.00 3043.00 M
150 m2511 20250721 3098.00 ... 3097.00 3083.00 M
151 m2512 20250721 3103.00 ... 3108.00 3097.00 M
152 m2601 20250721 3080.00 ... 3081.00 3070.00 M
153 m2603 20250721 2921.00 ... 2926.00 2912.00 M
154 m2605 20250721 2744.00 ... 2748.00 2738.00 M
155 m2607 20250721 2740.00 ... 2739.00 2734.00 M
156 p2508 20250721 8938.00 ... 8942.00 8904.00 P
157 p2509 20250721 8976.00 ... 8958.00 8896.00 P
158 p2510 20250721 8944.00 ... 8938.00 8902.00 P
159 p2511 20250721 8924.00 ... 8934.00 8868.00 P
160 p2512 20250721 8926.00 ... 8946.00 8880.00 P
161 p2601 20250721 8950.00 ... 8922.00 8876.00 P
162 p2602 20250721 8870.00 ... 8890.00 8830.00 P
163 p2603 20250721 8866.00 ... 8792.00 8764.00 P
164 p2604 20250721 8696.00 ... 8700.00 8632.00 P
165 p2605 20250721 8616.00 ... 8620.00 8608.00 P
166 p2606 20250721 8594.00 ... 8542.00 8544.00 P
167 p2607 20250721 8586.00 ... 8498.00 8508.00 P
168 pg2507 20250721 4045.00 ... 4087.00 4048.00 PG
169 pg2508 20250721 4058.00 ... 4068.00 4062.00 PG
170 pg2509 20250721 3990.00 ... 4021.00 3988.00 PG
171 pg2510 20250721 4407.00 ... 4454.00 4402.00 PG
172 pg2511 20250721 4334.00 ... 4379.00 4322.00 PG
173 pg2512 20250721 4243.00 ... 4304.00 4251.00 PG
174 pg2601 20250721 4186.00 ... 4228.00 4178.00 PG
175 pg2602 20250721 4117.00 ... 4152.00 4101.00 PG
176 pg2603 20250721 4028.00 ... 4059.00 4019.00 PG
177 pg2604 20250721 4329.00 ... 4353.00 4315.00 PG
178 pg2605 20250721 4217.00 ... 4250.00 4212.00 PG
179 pg2606 20250721 4150.00 ... 4201.00 4153.00 PG
180 pp2508 20250721 7000.00 ... 7047.00 7000.00 PP
181 pp2509 20250721 7024.00 ... 7075.00 7022.00 PP
182 pp2510 20250721 7012.00 ... 7066.00 7015.00 PP
183 pp2511 20250721 7024.00 ... 7069.00 7018.00 PP
184 pp2512 20250721 7020.00 ... 7070.00 7023.00 PP
185 pp2601 20250721 7020.00 ... 7072.00 7021.00 PP
186 pp2602 20250721 7029.00 ... 7052.00 7021.00 PP
187 pp2603 20250721 7016.00 ... 7034.00 7009.00 PP
188 pp2604 20250721 7030.00 ... 7018.00 7014.00 PP
189 pp2605 20250721 7011.00 ... 7063.00 7020.00 PP
190 pp2606 20250721 7043.00 ... 7053.00 7001.00 PP
191 pp2607 20250721 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250721 3579.00 ... 3587.00 3579.00 RR
193 rr2509 20250721 3619.00 ... 3622.00 3618.00 RR
194 rr2510 20250721 3630.00 ... 3634.00 3630.00 RR
195 rr2511 20250721 3623.00 ... 3627.00 3621.00 RR
196 rr2512 20250721 3615.00 ... 3622.00 3614.00 RR
197 rr2601 20250721 3620.00 ... 3622.00 3618.00 RR
198 rr2602 20250721 3620.00 ... 3626.00 3621.00 RR
199 rr2603 20250721 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250721 3630.00 ... 3630.00 3626.00 RR
201 rr2605 20250721 3632.00 ... 3632.00 3628.00 RR
202 rr2606 20250721 3624.00 ... 3626.00 3620.00 RR
203 rr2607 20250721 3638.00 ... 3638.00 3618.00 RR
204 v2508 20250721 4915.00 ... 5030.00 4921.00 V
205 v2509 20250721 4956.00 ... 5073.00 4957.00 V
206 v2510 20250721 4977.00 ... 5109.00 4989.00 V
207 v2511 20250721 5009.00 ... 5133.00 5014.00 V
208 v2512 20250721 5039.00 ... 5147.00 5047.00 V
209 v2601 20250721 5074.00 ... 5193.00 5075.00 V
210 v2602 20250721 5109.00 ... 5225.00 5101.00 V
211 v2603 20250721 5120.00 ... 5228.00 5127.00 V
212 v2604 20250721 5290.00 ... 5381.00 5263.00 V
213 v2605 20250721 5264.00 ... 5390.00 5271.00 V
214 v2606 20250721 5320.00 ... 5419.00 5291.00 V
215 v2607 20250721 5350.00 ... 5411.00 5305.00 V
216 y2508 20250721 8146.00 ... 8132.00 8138.00 Y
217 y2509 20250721 8156.00 ... 8124.00 8130.00 Y
218 y2511 20250721 8168.00 ... 8124.00 8138.00 Y
219 y2512 20250721 8138.00 ... 8134.00 8154.00 Y
220 y2601 20250721 8130.00 ... 8082.00 8094.00 Y
221 y2603 20250721 7960.00 ... 7952.00 7950.00 Y
222 y2605 20250721 7748.00 ... 7710.00 7716.00 Y
223 y2607 20250721 7722.00 ... 7692.00 7714.00 Y
[224 rows x 12 columns]
2025-07-29 16:25:36,315 - future_1d - INFO - ak.get_dce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 IC2508 20250721 6077.400 ... 6110.600 6046.600 IC
1 IC2509 20250721 6036.000 ... 6059.800 5993.200 IC
2 IC2512 20250721 5890.000 ... 5932.400 5866.200 IC
3 IC2603 20250721 5804.600 ... 5817.400 5866.200 IC
4 IF2508 20250721 4070.000 ... 4075.200 4047.000 IF
5 IF2509 20250721 4055.200 ... 4064.400 4035.200 IF
6 IF2512 20250721 4019.800 ... 4031.600 3999.200 IF
7 IF2603 20250721 3998.000 ... 4002.200 3999.200 IF
8 IH2508 20250721 2772.000 ... 2771.600 2764.200 IH
9 IH2509 20250721 2775.000 ... 2771.800 2763.200 IH
10 IH2512 20250721 2775.000 ... 2774.600 2764.400 IH
11 IH2603 20250721 2770.200 ... 2776.200 2764.400 IH
12 IM2508 20250721 6502.000 ... 6545.200 6478.200 IM
13 IM2509 20250721 6440.000 ... 6472.600 6403.800 IM
14 IM2512 20250721 6245.000 ... 6288.400 6220.800 IM
15 IM2603 20250721 6121.000 ... 6128.400 6220.800 IM
16 T2509 20250721 108.695 ... 108.730 108.810 T
17 T2512 20250721 108.800 ... 108.775 108.865 T
18 T2603 20250721 108.695 ... 108.745 108.840 T
19 TF2509 20250721 105.980 ... 105.935 106.005 TF
20 TF2512 20250721 106.050 ... 106.005 106.060 TF
21 TF2603 20250721 106.120 ... 106.085 106.110 TF
22 TL2509 20250721 120.210 ... 119.930 120.530 TL
23 TL2512 20250721 120.100 ... 119.750 120.350 TL
24 TL2603 20250721 119.970 ... 119.550 120.130 TL
25 TS2509 20250721 102.408 ... 102.416 102.434 TS
26 TS2512 20250721 102.498 ... 102.490 102.500 TS
27 TS2603 20250721 102.580 ... 102.582 102.592 TS
[28 rows x 12 columns]
2025-07-29 16:25:36,692 - future_1d - INFO - ak.get_cffex_daily('2025-07-21') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250721 ... 79230 78310 CU
1 1 CU2509 20250721 ... 79260 78330 CU
2 2 CU2510 20250721 ... 79390 78290 CU
3 3 CU2511 20250721 ... 79440 78230 CU
4 4 CU2512 20250721 ... 79200 78160 CU
5 5 CU2601 20250721 ... 79100 78120 CU
6 6 CU2602 20250721 ... 79140 78100 CU
7 7 CU2603 20250721 ... 79050 78040 CU
8 8 CU2604 20250721 ... 79080 78020 CU
9 9 CU2605 20250721 ... 79130 78070 CU
10 10 CU2606 20250721 ... 79180 78080 CU
11 11 CU2607 20250721 ... 79360 78120 CU
12 12 BC2508 20250721 ... 70350 69490 BC
13 13 BC2509 20250721 ... 70450 69570 BC
14 14 BC2510 20250721 ... 70810 69630 BC
15 15 BC2511 20250721 ... 69190 69190 BC
16 16 BC2512 20250721 ... 70180 69320 BC
17 17 BC2601 20250721 ... 69480 69480 BC
18 18 BC2602 20250721 ... 69410 69410 BC
19 19 BC2603 20250721 ... 69290 69290 BC
20 20 BC2604 20250721 ... 69430 69430 BC
21 21 BC2605 20250721 ... 69480 69460 BC
22 22 BC2606 20250721 ... 69340 68190 BC
23 23 BC2607 20250721 ... 67820 67820 BC
24 24 AL2508 20250721 ... 20780 20550 AL
25 25 AL2509 20250721 ... 20745 20505 AL
26 26 AL2510 20250721 ... 20695 20435 AL
27 27 AL2511 20250721 ... 20615 20365 AL
28 28 AL2512 20250721 ... 20555 20315 AL
29 29 AL2601 20250721 ... 20540 20285 AL
30 30 AL2602 20250721 ... 20560 20285 AL
31 31 AL2603 20250721 ... 20505 20285 AL
32 32 AL2604 20250721 ... 20545 20300 AL
33 33 AL2605 20250721 ... 20570 20295 AL
34 34 AL2606 20250721 ... 20520 20315 AL
35 35 AL2607 20250721 ... 20485 20315 AL
36 36 ZN2508 20250721 ... 22750 22295 ZN
37 37 ZN2509 20250721 ... 22785 22300 ZN
38 38 ZN2510 20250721 ... 22775 22275 ZN
39 39 ZN2511 20250721 ... 22730 22235 ZN
40 40 ZN2512 20250721 ... 22675 22190 ZN
41 41 ZN2601 20250721 ... 22585 22165 ZN
42 42 ZN2602 20250721 ... 22615 22110 ZN
43 43 ZN2603 20250721 ... 22590 22150 ZN
44 44 ZN2604 20250721 ... 22550 22165 ZN
45 45 ZN2605 20250721 ... 22565 22125 ZN
46 46 ZN2606 20250721 ... 22580 22135 ZN
47 47 ZN2607 20250721 ... 22565 22135 ZN
48 48 PB2508 20250721 ... 16935 16815 PB
49 49 PB2509 20250721 ... 16965 16850 PB
50 50 PB2510 20250721 ... 16985 16875 PB
51 51 PB2511 20250721 ... 17000 16890 PB
52 52 PB2512 20250721 ... 17030 16905 PB
53 53 PB2601 20250721 ... 17060 16900 PB
54 54 PB2602 20250721 ... 17065 16965 PB
55 55 PB2603 20250721 ... 17080 16955 PB
56 56 PB2604 20250721 ... 17110 16950 PB
57 57 PB2605 20250721 ... 17080 16975 PB
58 58 PB2606 20250721 ... 16980 16980 PB
59 59 PB2607 20250721 ... 17110 16980 PB
60 60 NI2508 20250721 ... 121690 120250 NI
61 61 NI2509 20250721 ... 121870 120330 NI
62 62 NI2510 20250721 ... 122090 120400 NI
63 63 NI2511 20250721 ... 122450 120370 NI
64 64 NI2512 20250721 ... 122400 120660 NI
65 65 NI2601 20250721 ... 122890 120920 NI
66 66 NI2602 20250721 ... 122900 121100 NI
67 67 NI2603 20250721 ... 123270 121260 NI
68 68 NI2604 20250721 ... 122810 121480 NI
69 69 NI2605 20250721 ... 123280 121770 NI
70 70 NI2606 20250721 ... 123570 122040 NI
71 71 NI2607 20250721 ... 123980 121820 NI
72 72 SN2508 20250721 ... 265570 263900 SN
73 73 SN2509 20250721 ... 265900 264190 SN
74 74 SN2510 20250721 ... 266240 264280 SN
75 75 SN2511 20250721 ... 266360 264400 SN
76 76 SN2512 20250721 ... 266690 264710 SN
77 77 SN2601 20250721 ... 266020 264790 SN
78 78 SN2602 20250721 ... 266770 264700 SN
79 79 SN2603 20250721 ... 266950 264500 SN
80 80 SN2604 20250721 ... 267120 265010 SN
81 81 SN2605 20250721 ... 263850 265510 SN
82 82 SN2606 20250721 ... 267180 266120 SN
83 83 SN2607 20250721 ... 265840 265090 SN
84 84 AO2508 20250721 ... 3343 3148 AO
85 85 AO2509 20250721 ... 3312 3124 AO
86 86 AO2510 20250721 ... 3266 3106 AO
87 87 AO2511 20250721 ... 3253 3099 AO
88 88 AO2512 20250721 ... 3243 3093 AO
89 89 AO2601 20250721 ... 3237 3087 AO
90 90 AO2602 20250721 ... 3208 3087 AO
91 91 AO2603 20250721 ... 3202 3073 AO
92 92 AO2604 20250721 ... 3194 3058 AO
93 93 AO2605 20250721 ... 3180 3055 AO
94 94 AO2606 20250721 ... 3166 3048 AO
95 95 AO2607 20250721 ... 3158 3046 AO
96 96 AD2511 20250721 ... 20100 19885 AD
97 97 AD2512 20250721 ... 20080 19820 AD
98 98 AD2601 20250721 ... 20050 19740 AD
99 99 AD2602 20250721 ... 19940 19685 AD
100 100 AD2603 20250721 ... 19960 19680 AD
101 101 AD2604 20250721 ... 19895 19690 AD
102 102 AD2605 20250721 ... 19880 19640 AD
103 103 AD2606 20250721 ... 19845 19635 AD
104 104 AD2607 20250721 ... 19550 19550 AD
105 105 AU2508 20250721 ... 777.66 773 AU
106 106 AU2509 20250721 ... 778.46 773.84 AU
107 107 AU2510 20250721 ... 779.84 775.34 AU
108 108 AU2512 20250721 ... 781.96 777.26 AU
109 109 AU2602 20250721 ... 784.18 779.48 AU
110 110 AU2604 20250721 ... 786.8 782.12 AU
111 111 AU2606 20250721 ... 789.14 783.84 AU
112 112 AU2608 20250721 ... 791.16 786.84 AU
113 113 AG2508 20250721 ... 9224 9159 AG
114 114 AG2509 20250721 ... 9237 9176 AG
115 115 AG2510 20250721 ... 9249 9186 AG
116 116 AG2511 20250721 ... 9261 9199 AG
117 117 AG2512 20250721 ... 9271 9205 AG
118 118 AG2601 20250721 ... 9285 9221 AG
119 119 AG2602 20250721 ... 9294 9234 AG
120 120 AG2603 20250721 ... 9305 9251 AG
121 121 AG2604 20250721 ... 9316 9256 AG
122 122 AG2605 20250721 ... 9328 9272 AG
123 123 AG2606 20250721 ... 9341 9285 AG
124 124 AG2607 20250721 ... 9354 9315 AG
125 125 RB2508 20250721 ... 3121 3083 RB
126 126 RB2509 20250721 ... 3152 3103 RB
127 127 RB2510 20250721 ... 3207 3156 RB
128 128 RB2511 20250721 ... 3229 3178 RB
129 129 RB2512 20250721 ... 3255 3200 RB
130 130 RB2601 20250721 ... 3260 3200 RB
131 131 RB2602 20250721 ... 3242 3190 RB
132 132 RB2603 20250721 ... 3259 3196 RB
133 133 RB2604 20250721 ... 3266 3197 RB
134 134 RB2605 20250721 ... 3271 3213 RB
135 135 RB2606 20250721 ... 3281 3220 RB
136 136 RB2607 20250721 ... 3298 3225 RB
137 137 WR2508 20250721 ... 3212 3212 WR
138 138 WR2509 20250721 ... 3335 3335 WR
139 139 WR2510 20250721 ... 3498 3431 WR
140 140 WR2511 20250721 ... 3481 3408 WR
141 141 WR2512 20250721 ... 3536 3447 WR
142 142 WR2601 20250721 ... 3513 3400 WR
143 143 WR2602 20250721 ... 3496 3396 WR
144 144 WR2603 20250721 ... 3462 3387 WR
145 145 WR2604 20250721 ... 3524 3437 WR
146 146 WR2605 20250721 ... 3594 3379 WR
147 147 WR2606 20250721 ... 3543 3400 WR
148 148 WR2607 20250721 ... 3640 3400 WR
149 149 HC2508 20250721 ... 3358 3304 HC
150 150 HC2509 20250721 ... 3393 3326 HC
151 151 HC2510 20250721 ... 3381 3321 HC
152 152 HC2511 20250721 ... 3387 3325 HC
153 153 HC2512 20250721 ... 3393 3328 HC
154 154 HC2601 20250721 ... 3396 3332 HC
155 155 HC2602 20250721 ... 3399 3335 HC
156 156 HC2603 20250721 ... 3403 3338 HC
157 157 HC2604 20250721 ... 3393 3353 HC
158 158 HC2605 20250721 ... 3396 3333 HC
159 159 HC2606 20250721 ... 3421 3344 HC
160 160 HC2607 20250721 ... 3411 3336 HC
161 161 SS2508 20250721 ... 12865 12745 SS
162 162 SS2509 20250721 ... 12870 12735 SS
163 163 SS2510 20250721 ... 12910 12775 SS
164 164 SS2511 20250721 ... 12920 12805 SS
165 165 SS2512 20250721 ... 12950 12830 SS
166 166 SS2601 20250721 ... 13015 12875 SS
167 167 SS2602 20250721 ... 13040 12910 SS
168 168 SS2603 20250721 ... 13090 12965 SS
169 169 SS2604 20250721 ... 13120 13005 SS
170 170 SS2605 20250721 ... 13170 13025 SS
171 171 SS2606 20250721 ... 13190 13045 SS
172 172 SS2607 20250721 ... 13240 13090 SS
173 173 SC2508 20250721 ... 534.6 523.5 SC
174 174 SC2509 20250721 ... 515.3 511.1 SC
175 175 SC2510 20250721 ... 507.3 504.1 SC
176 176 SC2511 20250721 ... 500.7 498.6 SC
177 177 SC2512 20250721 ... 496.9 495 SC
178 178 SC2601 20250721 ... 493.5 490.5 SC
179 179 SC2602 20250721 ... 490.5 488 SC
180 180 SC2603 20250721 ... 487.8 485.7 SC
181 181 SC2604 20250721 ... 485 483.9 SC
182 182 SC2605 20250721 ... 486.3 479.5 SC
183 183 SC2606 20250721 ... 480.8 480.5 SC
184 184 SC2607 20250721 ... 475.5 475.5 SC
185 185 SC2609 20250721 ... 473.4 471.9 SC
186 186 SC2612 20250721 ... 477 471.1 SC
187 187 SC2703 20250721 ... 472.1 472.1 SC
188 188 SC2706 20250721 ... 470.6 471.4 SC
189 189 SC2709 20250721 ... 470.3 469.1 SC
190 190 SC2712 20250721 ... 467.2 467.2 SC
191 191 SC2803 20250721 ... 465.3 465 SC
192 192 SC2806 20250721 ... 467.1 466.8 SC
193 193 LU2508 20250721 ... 3596 3592 LU
194 194 LU2509 20250721 ... 3613 3596 LU
195 195 LU2510 20250721 ... 3610 3595 LU
196 196 LU2511 20250721 ... 3596 3572 LU
197 197 LU2512 20250721 ... 3575 3545 LU
198 198 LU2601 20250721 ... 3550 3541 LU
199 199 LU2602 20250721 ... 3553 3527 LU
200 200 LU2603 20250721 ... 3546 3514 LU
201 201 LU2604 20250721 ... 3503 3477 LU
202 202 LU2605 20250721 ... 3496 3494 LU
203 203 LU2606 20250721 ... 3489 3486 LU
204 204 LU2607 20250721 ... 3485 3456 LU
205 205 FU2508 20250721 ... 2885 2854 FU
206 206 FU2509 20250721 ... 2921 2880 FU
207 207 FU2510 20250721 ... 2929 2889 FU
208 208 FU2511 20250721 ... 2921 2882 FU
209 209 FU2512 20250721 ... 2901 2871 FU
210 210 FU2601 20250721 ... 2889 2863 FU
211 211 FU2602 20250721 ... 2874 2851 FU
212 212 FU2603 20250721 ... 2862 2838 FU
213 213 FU2604 20250721 ... 2845 2825 FU
214 214 FU2605 20250721 ... 2827 2803 FU
215 215 FU2606 20250721 ... 2814 2796 FU
216 216 FU2607 20250721 ... 2804 2785 FU
217 217 BU2508 20250721 ... 3685 3669 BU
218 218 BU2509 20250721 ... 3661 3647 BU
219 219 BU2510 20250721 ... 3612 3594 BU
220 220 BU2511 20250721 ... 3560 3542 BU
221 221 BU2512 20250721 ... 3487 3471 BU
222 222 BU2601 20250721 ... 3449 3433 BU
223 223 BU2602 20250721 ... 3435 3412 BU
224 224 BU2603 20250721 ... 3429 3409 BU
225 225 BU2604 20250721 ... 3421 3408 BU
226 226 BU2605 20250721 ... 3419 3399 BU
227 227 BU2606 20250721 ... 3413 3398 BU
228 228 BU2607 20250721 ... 3464 3407 BU
229 229 BU2609 20250721 ... 3397 3403 BU
230 230 BU2612 20250721 ... 3347 3338 BU
231 231 BU2703 20250721 ... 3329 3325 BU
232 232 BU2706 20250721 ... 3342 3326 BU
233 233 BR2508 20250721 ... 11910 11710 BR
234 234 BR2509 20250721 ... 11895 11675 BR
235 235 BR2510 20250721 ... 11875 11650 BR
236 236 BR2511 20250721 ... 11900 11655 BR
237 237 BR2512 20250721 ... 11885 11655 BR
238 238 BR2601 20250721 ... 11880 11650 BR
239 239 BR2602 20250721 ... 11860 11630 BR
240 240 BR2603 20250721 ... 11865 11650 BR
241 241 BR2604 20250721 ... 11925 11630 BR
242 242 BR2605 20250721 ... 11925 11640 BR
243 243 BR2606 20250721 ... 11885 11640 BR
244 244 BR2607 20250721 ... 11900 11665 BR
245 245 RU2508 20250721 ... 14880 14795 RU
246 246 RU2509 20250721 ... 14900 14840 RU
247 247 RU2510 20250721 ... 14905 14835 RU
248 248 RU2511 20250721 ... 14895 14820 RU
249 249 RU2601 20250721 ... 15695 15650 RU
250 250 RU2603 20250721 ... 15695 15620 RU
251 251 RU2604 20250721 ... 15740 15670 RU
252 252 RU2605 20250721 ... 15800 15685 RU
253 253 RU2606 20250721 ... 15670 15670 RU
254 254 RU2607 20250721 ... 15805 15695 RU
255 255 NR2508 20250721 ... 12710 12700 NR
256 256 NR2509 20250721 ... 12745 12730 NR
257 257 NR2510 20250721 ... 12745 12730 NR
258 258 NR2511 20250721 ... 12755 12765 NR
259 259 NR2512 20250721 ... 12805 12825 NR
260 260 NR2601 20250721 ... 12810 12805 NR
261 261 NR2602 20250721 ... 12815 12825 NR
262 262 NR2603 20250721 ... 12845 12860 NR
263 263 NR2604 20250721 ... 12765 12840 NR
264 264 NR2605 20250721 ... 12865 12885 NR
265 265 NR2606 20250721 ... 12815 12950 NR
266 266 NR2607 20250721 ... 12520 12520 NR
267 267 SP2508 20250721 ... 5302 5276 SP
268 268 SP2509 20250721 ... 5328 5292 SP
269 269 SP2510 20250721 ... 5304 5284 SP
270 270 SP2511 20250721 ... 5294 5262 SP
271 271 SP2512 20250721 ... 5250 5218 SP
272 272 SP2601 20250721 ... 5470 5444 SP
273 273 SP2602 20250721 ... 5418 5396 SP
274 274 SP2603 20250721 ... 5422 5392 SP
275 275 SP2604 20250721 ... 5396 5384 SP
276 276 SP2605 20250721 ... 5416 5386 SP
277 277 SP2606 20250721 ... 5422 5380 SP
278 278 SP2607 20250721 ... 5410 5390 SP
279 279 EC2508 20250721 ... 2300.3 2219.6 EC
280 280 EC2510 20250721 ... 1648.5 1631.1 EC
281 281 EC2512 20250721 ... 1807 1809.5 EC
282 282 EC2602 20250721 ... 1513.8 1513.1 EC
283 283 EC2604 20250721 ... 1355.6 1332.9 EC
284 284 EC2606 20250721 ... 1467.1 1459.3 EC
285 285 SC_TAS2508 20250721 ... SC_TAS
286 286 SC_TAS2509 20250721 ... SC_TAS
287 287 SC_TAS2510 20250721 ... SC_TAS
288 288 SC_TAS2511 20250721 ... SC_TAS
[289 rows x 13 columns]
2025-07-29 16:25:36,809 - future_1d - INFO - ak.get_shfe_daily('2025-07-21') done
2025-07-29 16:25:39,104 - future_1d - INFO - save future_daily 2025-07-21 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250722 7923.0 7949.0 ... 399068.97 7898.0 7929.0 AP
1 AP511 20250722 7708.0 7716.0 ... 3647.33 7679.0 7701.0 AP
2 AP512 20250722 7740.0 7740.0 ... 416.42 7711.0 7730.0 AP
3 AP601 20250722 7800.0 7828.0 ... 24526.77 7779.0 7801.0 AP
4 AP603 20250722 7671.0 7715.0 ... 99.90 7685.0 7709.0 AP
5 AP604 20250722 7736.0 7736.0 ... 38.59 7717.0 7736.0 AP
6 AP605 20250722 7763.0 7799.0 ... 155.45 7772.0 7784.0 AP
7 CF509 20250722 14155.0 14245.0 ... 1747501.36 14175.0 14210.0 CF
8 CF511 20250722 13920.0 14005.0 ... 124301.95 13950.0 13925.0 CF
9 CF601 20250722 13960.0 14065.0 ... 544153.14 14015.0 13980.0 CF
10 CF603 20250722 13930.0 14020.0 ... 2967.86 13965.0 13930.0 CF
11 CF605 20250722 13950.0 14020.0 ... 17206.21 13965.0 13930.0 CF
12 CF607 20250722 13945.0 14015.0 ... 125.76 13975.0 13960.0 CF
13 CJ509 20250722 9425.0 9530.0 ... 104223.67 9445.0 9410.0 CJ
14 CJ512 20250722 10220.0 10395.0 ... 8106.02 10280.0 10245.0 CJ
15 CJ601 20250722 10370.0 10565.0 ... 861140.07 10440.0 10410.0 CJ
16 CJ603 20250722 10450.0 10650.0 ... 12853.80 10530.0 10485.0 CJ
17 CJ605 20250722 10620.0 10755.0 ... 52851.14 10660.0 10620.0 CJ
18 CJ607 20250722 10710.0 10815.0 ... 831.22 10725.0 10735.0 CJ
19 CY508 20250722 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250722 20420.0 20465.0 ... 113142.60 20390.0 20450.0 CY
21 CY510 20250722 0.0 0.0 ... 0.00 20000.0 20060.0 CY
22 CY511 20250722 20190.0 20330.0 ... 50.42 20170.0 20165.0 CY
23 CY512 20250722 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250722 20225.0 20270.0 ... 192.31 20245.0 20245.0 CY
25 CY602 20250722 0.0 0.0 ... 0.00 20055.0 19980.0 CY
26 CY603 20250722 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250722 0.0 0.0 ... 0.00 20040.0 19955.0 CY
28 CY605 20250722 0.0 0.0 ... 0.00 20200.0 20190.0 CY
29 CY606 20250722 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250722 20690.0 20690.0 ... 30.94 20625.0 19970.0 CY
31 FG508 20250722 1189.0 1264.0 ... 12972.95 1205.0 1160.0 FG
32 FG509 20250722 1173.0 1249.0 ... 8888277.58 1203.0 1145.0 FG
33 FG510 20250722 1226.0 1314.0 ... 74088.12 1261.0 1205.0 FG
34 FG511 20250722 1212.0 1293.0 ... 87044.39 1246.0 1186.0 FG
35 FG512 20250722 1267.0 1361.0 ... 49607.77 1308.0 1248.0 FG
36 FG601 20250722 1255.0 1342.0 ... 2058448.00 1294.0 1231.0 FG
37 FG602 20250722 1291.0 1380.0 ... 2894.40 1339.0 1273.0 FG
38 FG603 20250722 1284.0 1376.0 ... 3656.34 1330.0 1264.0 FG
39 FG604 20250722 1318.0 1411.0 ... 2400.20 1368.0 1302.0 FG
40 FG605 20250722 1317.0 1406.0 ... 51536.63 1362.0 1295.0 FG
41 FG606 20250722 1342.0 1417.0 ... 2185.08 1376.0 1311.0 FG
42 FG607 20250722 1329.0 1410.0 ... 616.88 1365.0 1306.0 FG
43 JR509 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250722 2381.0 2427.0 ... 1555.15 2400.0 2373.0 MA
53 MA509 20250722 2408.0 2461.0 ... 2569551.05 2425.0 2399.0 MA
54 MA510 20250722 2437.0 2489.0 ... 64630.28 2454.0 2428.0 MA
55 MA511 20250722 2455.0 2509.0 ... 122039.70 2469.0 2445.0 MA
56 MA512 20250722 2471.0 2531.0 ... 71034.86 2486.0 2463.0 MA
57 MA601 20250722 2477.0 2542.0 ... 569632.51 2503.0 2468.0 MA
58 MA602 20250722 2463.0 2529.0 ... 592.52 2469.0 2459.0 MA
59 MA603 20250722 2451.0 2520.0 ... 597.17 2457.0 2451.0 MA
60 MA604 20250722 2446.0 2490.0 ... 68.96 2463.0 2426.0 MA
61 MA605 20250722 2405.0 2464.0 ... 10377.06 2428.0 2392.0 MA
62 MA606 20250722 2411.0 2472.0 ... 90.23 2439.0 2400.0 MA
63 MA607 20250722 2412.0 2462.0 ... 97.13 2428.0 2395.0 MA
64 OI509 20250722 9563.0 9586.0 ... 2843409.54 9517.0 9597.0 OI
65 OI511 20250722 9546.0 9567.0 ... 175111.36 9497.0 9576.0 OI
66 OI601 20250722 9509.0 9514.0 ... 487612.32 9445.0 9520.0 OI
67 OI603 20250722 9455.0 9457.0 ... 1425.80 9380.0 9462.0 OI
68 OI605 20250722 9375.0 9379.0 ... 5103.60 9313.0 9379.0 OI
69 OI607 20250722 9306.0 9306.0 ... 27.89 9297.0 9350.0 OI
70 PF508 20250722 6442.0 6484.0 ... 15016.07 6442.0 6442.0 PF
71 PF509 20250722 6426.0 6484.0 ... 458101.68 6430.0 6422.0 PF
72 PF510 20250722 6482.0 6546.0 ... 153195.72 6494.0 6468.0 PF
73 PF511 20250722 6486.0 6528.0 ... 56681.25 6486.0 6448.0 PF
74 PF512 20250722 6470.0 6504.0 ... 16552.47 6472.0 6432.0 PF
75 PF601 20250722 6474.0 6508.0 ... 6044.19 6478.0 6442.0 PF
76 PF602 20250722 6470.0 6514.0 ... 461.91 6506.0 6476.0 PF
77 PF603 20250722 6474.0 6474.0 ... 12.93 6468.0 6472.0 PF
78 PF604 20250722 6510.0 6510.0 ... 9.74 6494.0 6496.0 PF
79 PF605 20250722 6498.0 6524.0 ... 16.26 6502.0 6490.0 PF
80 PF606 20250722 6464.0 6464.0 ... 3.23 6464.0 6490.0 PF
81 PF607 20250722 6506.0 6506.0 ... 9.74 6496.0 6482.0 PF
82 PK510 20250722 8206.0 8206.0 ... 283424.58 8140.0 8208.0 PK
83 PK511 20250722 8042.0 8048.0 ... 105679.99 7998.0 8054.0 PK
84 PK512 20250722 8008.0 8010.0 ... 1723.95 7982.0 8020.0 PK
85 PK601 20250722 8022.0 8026.0 ... 13997.72 8000.0 8028.0 PK
86 PK603 20250722 8020.0 8030.0 ... 232.50 8018.0 8032.0 PK
87 PK604 20250722 8034.0 8042.0 ... 108.34 8026.0 8038.0 PK
88 PK605 20250722 8044.0 8060.0 ... 1618.58 8034.0 8038.0 PK
89 PL601 20250722 6550.0 6708.0 ... 579139.98 6597.0 6350.0 PL
90 PL602 20250722 6526.0 6757.0 ... 31528.99 6649.0 6350.0 PL
91 PL603 20250722 6500.0 6715.0 ... 9013.16 6618.0 6350.0 PL
92 PL604 20250722 6596.0 6633.0 ... 277.17 6599.0 6350.0 PL
93 PL605 20250722 6450.0 6660.0 ... 3502.50 6584.0 6350.0 PL
94 PL606 20250722 6654.0 6688.0 ... 159.06 6627.0 6350.0 PL
95 PL607 20250722 6637.0 6698.0 ... 199.07 6636.0 6350.0 PL
96 PM509 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250722 6014.0 6040.0 ... 5168.94 6004.0 6012.0 PR
103 PR509 20250722 5994.0 6012.0 ... 471749.56 5980.0 5976.0 PR
104 PR510 20250722 6000.0 6016.0 ... 219402.97 5988.0 5984.0 PR
105 PR511 20250722 6004.0 6004.0 ... 50642.72 5980.0 5966.0 PR
106 PR512 20250722 5960.0 5964.0 ... 35.72 5954.0 5956.0 PR
107 PR601 20250722 5972.0 5982.0 ... 955.59 5954.0 5932.0 PR
108 PR602 20250722 0.0 0.0 ... 0.00 5972.0 5966.0 PR
109 PR603 20250722 0.0 0.0 ... 0.00 5984.0 5974.0 PR
110 PR604 20250722 0.0 0.0 ... 0.00 5990.0 5958.0 PR
111 PR605 20250722 0.0 0.0 ... 0.00 5988.0 5964.0 PR
112 PR606 20250722 0.0 0.0 ... 0.00 5974.0 5946.0 PR
113 PR607 20250722 0.0 0.0 ... 0.00 5978.0 5926.0 PR
114 PX508 20250722 6984.0 6986.0 ... 452.66 6912.0 6956.0 PX
115 PX509 20250722 6862.0 6904.0 ... 700646.81 6852.0 6850.0 PX
116 PX510 20250722 6842.0 6884.0 ... 89026.02 6832.0 6830.0 PX
117 PX511 20250722 6802.0 6846.0 ... 146614.31 6792.0 6782.0 PX
118 PX512 20250722 6810.0 6828.0 ... 30397.80 6776.0 6760.0 PX
119 PX601 20250722 6774.0 6804.0 ... 96562.32 6758.0 6736.0 PX
120 PX602 20250722 6754.0 6770.0 ... 91.05 6744.0 6704.0 PX
121 PX603 20250722 0.0 0.0 ... 0.00 6754.0 6724.0 PX
122 PX604 20250722 6722.0 6722.0 ... 3.36 6722.0 6680.0 PX
123 PX605 20250722 6746.0 6750.0 ... 153.98 6696.0 6668.0 PX
124 PX606 20250722 0.0 0.0 ... 0.00 6724.0 6700.0 PX
125 PX607 20250722 6716.0 6716.0 ... 3.36 6716.0 6686.0 PX
126 RI509 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250722 2713.0 2740.0 ... 6163.90 2717.0 2715.0 RM
133 RM509 20250722 2725.0 2760.0 ... 1068574.34 2726.0 2727.0 RM
134 RM511 20250722 2558.0 2597.0 ... 15978.51 2564.0 2549.0 RM
135 RM601 20250722 2415.0 2461.0 ... 309572.60 2434.0 2407.0 RM
136 RM603 20250722 2387.0 2422.0 ... 20626.52 2401.0 2374.0 RM
137 RM605 20250722 2365.0 2389.0 ... 48038.70 2373.0 2365.0 RM
138 RM607 20250722 2364.0 2374.0 ... 3449.15 2364.0 2359.0 RM
139 RS508 20250722 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250722 5138.0 5188.0 ... 123.72 5155.0 5131.0 RS
141 RS511 20250722 5142.0 5280.0 ... 245.08 5214.0 5198.0 RS
142 RS607 20250722 0.0 0.0 ... 0.00 5180.0 5180.0 RS
143 SA508 20250722 1280.0 1370.0 ... 10494.28 1311.0 1268.0 SA
144 SA509 20250722 1296.0 1375.0 ... 8266906.47 1329.0 1273.0 SA
145 SA510 20250722 1313.0 1406.0 ... 338089.96 1339.0 1301.0 SA
146 SA511 20250722 1318.0 1409.0 ... 387175.93 1346.0 1304.0 SA
147 SA512 20250722 1352.0 1436.0 ... 176340.39 1385.0 1329.0 SA
148 SA601 20250722 1353.0 1434.0 ... 2913264.59 1393.0 1327.0 SA
149 SA602 20250722 1364.0 1450.0 ... 24885.08 1402.0 1342.0 SA
150 SA603 20250722 1365.0 1455.0 ... 13303.15 1408.0 1347.0 SA
151 SA604 20250722 1387.0 1473.0 ... 5344.33 1434.0 1363.0 SA
152 SA605 20250722 1396.0 1476.0 ... 116333.12 1434.0 1366.0 SA
153 SA606 20250722 1402.0 1488.0 ... 5647.52 1440.0 1377.0 SA
154 SA607 20250722 1401.0 1481.0 ... 2532.60 1441.0 1371.0 SA
155 SF508 20250722 5670.0 5890.0 ... 6546.37 5740.0 5642.0 SF
156 SF509 20250722 5696.0 5914.0 ... 898554.02 5780.0 5662.0 SF
157 SF510 20250722 5646.0 5882.0 ... 133424.26 5742.0 5628.0 SF
158 SF511 20250722 5814.0 6032.0 ... 224379.28 5898.0 5778.0 SF
159 SF512 20250722 5796.0 6002.0 ... 23413.10 5874.0 5742.0 SF
160 SF601 20250722 5786.0 5986.0 ... 62213.45 5856.0 5718.0 SF
161 SF602 20250722 5708.0 5920.0 ... 1771.35 5798.0 5656.0 SF
162 SF603 20250722 5858.0 6048.0 ... 660.12 5894.0 5790.0 SF
163 SF604 20250722 5824.0 6030.0 ... 192.56 5926.0 5758.0 SF
164 SF605 20250722 5820.0 6024.0 ... 1965.13 5876.0 5768.0 SF
165 SF606 20250722 5774.0 5964.0 ... 426.75 5806.0 5716.0 SF
166 SF607 20250722 5880.0 6008.0 ... 56.19 5916.0 5842.0 SF
167 SH508 20250722 2511.0 2643.0 ... 58904.50 2552.0 2518.0 SH
168 SH509 20250722 2565.0 2705.0 ... 6487657.88 2617.0 2557.0 SH
169 SH510 20250722 2588.0 2749.0 ... 498174.07 2648.0 2571.0 SH
170 SH511 20250722 2558.0 2724.0 ... 399831.10 2632.0 2545.0 SH
171 SH512 20250722 2573.0 2726.0 ... 107928.67 2646.0 2547.0 SH
172 SH601 20250722 2553.0 2716.0 ... 517328.85 2632.0 2538.0 SH
173 SH602 20250722 2583.0 2740.0 ... 4116.38 2654.0 2570.0 SH
174 SH603 20250722 2591.0 2742.0 ... 2568.46 2659.0 2562.0 SH
175 SH604 20250722 2639.0 2775.0 ... 913.03 2693.0 2593.0 SH
176 SH605 20250722 2629.0 2781.0 ... 15164.10 2699.0 2599.0 SH
177 SH606 20250722 2644.0 2775.0 ... 1880.43 2690.0 2627.0 SH
178 SH607 20250722 2664.0 2760.0 ... 555.29 2683.0 2621.0 SH
179 SM508 20250722 5936.0 6028.0 ... 3746.66 5952.0 5898.0 SM
180 SM509 20250722 5944.0 6036.0 ... 1223241.10 5960.0 5908.0 SM
181 SM510 20250722 5926.0 6018.0 ... 86172.73 5936.0 5886.0 SM
182 SM511 20250722 5986.0 6084.0 ... 157809.19 6014.0 5950.0 SM
183 SM512 20250722 5980.0 6092.0 ... 33016.14 6016.0 5948.0 SM
184 SM601 20250722 5994.0 6096.0 ... 233783.42 6018.0 5944.0 SM
185 SM602 20250722 5992.0 6094.0 ... 378.48 6008.0 5942.0 SM
186 SM603 20250722 5996.0 6096.0 ... 270.79 6018.0 5944.0 SM
187 SM604 20250722 6030.0 6116.0 ... 238.68 6042.0 5966.0 SM
188 SM605 20250722 5990.0 6138.0 ... 3139.85 6050.0 5960.0 SM
189 SM606 20250722 6050.0 6148.0 ... 215.32 6066.0 5964.0 SM
190 SM607 20250722 6068.0 6144.0 ... 60.56 6056.0 5862.0 SM
191 SR509 20250722 5828.0 5846.0 ... 943547.61 5825.0 5840.0 SR
192 SR511 20250722 5720.0 5742.0 ... 105565.30 5720.0 5734.0 SR
193 SR601 20250722 5657.0 5676.0 ... 159240.51 5655.0 5670.0 SR
194 SR603 20250722 5629.0 5640.0 ... 3792.53 5627.0 5636.0 SR
195 SR605 20250722 5612.0 5618.0 ... 11561.56 5604.0 5611.0 SR
196 SR607 20250722 5605.0 5610.0 ... 968.86 5600.0 5606.0 SR
197 TA508 20250722 4788.0 4798.0 ... 5298.19 4762.0 4784.0 TA
198 TA509 20250722 4780.0 4808.0 ... 2576809.75 4772.0 4776.0 TA
199 TA510 20250722 4780.0 4806.0 ... 84454.85 4774.0 4774.0 TA
200 TA511 20250722 4772.0 4800.0 ... 51827.90 4772.0 4760.0 TA
201 TA512 20250722 4766.0 4794.0 ... 20486.56 4768.0 4746.0 TA
202 TA601 20250722 4760.0 4790.0 ... 665329.87 4764.0 4740.0 TA
203 TA602 20250722 4778.0 4786.0 ... 104.96 4772.0 4742.0 TA
204 TA603 20250722 4776.0 4786.0 ... 228.46 4760.0 4740.0 TA
205 TA604 20250722 4764.0 4786.0 ... 73.82 4762.0 4748.0 TA
206 TA605 20250722 4768.0 4798.0 ... 15670.56 4772.0 4756.0 TA
207 TA606 20250722 4794.0 4802.0 ... 31.01 4772.0 4754.0 TA
208 TA607 20250722 4804.0 4804.0 ... 9.58 4788.0 4768.0 TA
209 UR508 20250722 1802.0 1816.0 ... 1412.96 1802.0 1795.0 UR
210 UR509 20250722 1820.0 1828.0 ... 1136220.64 1806.0 1807.0 UR
211 UR510 20250722 1803.0 1814.0 ... 29430.21 1791.0 1790.0 UR
212 UR511 20250722 1810.0 1826.0 ... 22805.61 1798.0 1792.0 UR
213 UR512 20250722 1790.0 1814.0 ... 671.93 1797.0 1784.0 UR
214 UR601 20250722 1792.0 1818.0 ... 248313.96 1787.0 1774.0 UR
215 UR602 20250722 1784.0 1810.0 ... 853.99 1787.0 1770.0 UR
216 UR603 20250722 1800.0 1826.0 ... 740.05 1805.0 1792.0 UR
217 UR604 20250722 1798.0 1822.0 ... 677.81 1803.0 1787.0 UR
218 UR605 20250722 1799.0 1822.0 ... 15854.85 1795.0 1778.0 UR
219 UR606 20250722 1785.0 1812.0 ... 440.94 1792.0 1774.0 UR
220 UR607 20250722 1789.0 1817.0 ... 220.02 1803.0 1788.0 UR
221 WH509 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 16:25:45,709 - future_1d - INFO - ak.get_czce_daily('2025-07-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250722 535.4 538.2 ... 130144.63 523.5 534.6 SC
1 SC2509 20250722 511.6 512.1 ... 7283026.86 506.6 515.3 SC
2 SC2510 20250722 505 505 ... 803311.41 499.6 507.3 SC
3 SC2511 20250722 495.8 499 ... 181485.26 495 500.7 SC
4 SC2512 20250722 493.5 494.3 ... 56025.3 491.4 496.9 SC
5 SC2601 20250722 490.2 492.3 ... 12890.68 488.2 493.5 SC
6 SC2602 20250722 486.9 488 ... 9124.84 485.3 490.5 SC
7 SC2603 20250722 485.4 485.4 ... 1354.83 483.8 487.8 SC
8 SC2604 20250722 481.3 481.3 ... 96.26 481.3 485 SC
9 SC2605 20250722 480.6 480.6 ... 48.06 480.6 486.3 SC
10 SC2606 20250722 478.6 482.9 ... 478.28 478.2 480.8 SC
11 SC2607 20250722 ... 0 475.5 475.5 SC
12 SC2609 20250722 472.4 472.4 ... 94.48 472.4 473.4 SC
13 SC2612 20250722 472.1 472.1 ... 469.74 469.7 477 SC
14 SC2703 20250722 ... 0 468.6 472.1 SC
15 SC2706 20250722 467.4 469.5 ... 93.69 468.4 470.6 SC
16 SC2709 20250722 462.8 462.8 ... 46.28 462.8 470.3 SC
17 SC2712 20250722 ... 0 467.2 467.2 SC
18 SC2803 20250722 ... 0 463.4 465.3 SC
19 SC2806 20250722 465.5 465.5 ... 415.66 461.8 467.1 SC
21 LU2508 20250722 3590 3590 ... 1347.177 3563 3596 LU
22 LU2509 20250722 3600 3606 ... 94679.137 3577 3613 LU
23 LU2510 20250722 3600 3604 ... 410372.53 3575 3610 LU
24 LU2511 20250722 3586 3589 ... 31645.862 3562 3596 LU
25 LU2512 20250722 3564 3564 ... 5036.418 3554 3575 LU
26 LU2601 20250722 3540 3544 ... 2176.23 3521 3550 LU
27 LU2602 20250722 3529 3529 ... 108.227 3491 3553 LU
28 LU2603 20250722 3512 3512 ... 344.532 3445 3546 LU
29 LU2604 20250722 3494 3494 ... 59.136 3478 3503 LU
30 LU2605 20250722 3475 3476 ... 45.053 3465 3496 LU
31 LU2606 20250722 3474 3474 ... 13.882 3470 3489 LU
32 LU2607 20250722 3464 3520 ... 65.722 3459 3485 LU
34 NR2508 20250722 12680 12990 ... 118794.905 12810 12710 NR
35 NR2509 20250722 12730 13030 ... 2261327.88 12845 12745 NR
36 NR2510 20250722 12710 13020 ... 506002.7 12830 12745 NR
37 NR2511 20250722 12695 13035 ... 46476.31 12835 12755 NR
38 NR2512 20250722 12825 13065 ... 15609.575 12885 12805 NR
39 NR2601 20250722 12775 13130 ... 50095.505 12930 12810 NR
40 NR2602 20250722 12900 13035 ... 1703.94 12905 12815 NR
41 NR2603 20250722 12885 12885 ... 12.885 12885 12845 NR
42 NR2604 20250722 ... 0 13010 12765 NR
43 NR2605 20250722 12950 13000 ... 155.335 12940 12865 NR
44 NR2606 20250722 12940 13020 ... 25.96 12980 12815 NR
45 NR2607 20250722 ... 0 12810 12520 NR
47 BC2508 20250722 70710 70950 ... 191530.42 70720 70350 BC
48 BC2509 20250722 70840 71040 ... 45155.055 70830 70450 BC
49 BC2510 20250722 70630 70920 ... 247.54 70720 70810 BC
50 BC2511 20250722 ... 0 69190 69190 BC
51 BC2512 20250722 ... 0 70400 70180 BC
52 BC2601 20250722 ... 0 69480 69480 BC
53 BC2602 20250722 ... 0 69410 69410 BC
54 BC2603 20250722 ... 0 69290 69290 BC
55 BC2604 20250722 ... 0 69430 69430 BC
56 BC2605 20250722 ... 0 69480 69480 BC
57 BC2606 20250722 ... 0 69340 69340 BC
58 BC2607 20250722 ... 0 68670 67820 BC
60 EC2508 20250722 2320 2322.8 ... 79675.3785 2276.1 2300.3 EC
61 EC2510 20250722 1610 1629.5 ... 526578.126 1579.9 1648.5 EC
62 EC2512 20250722 1750.1 1776 ... 63942.071 1728.6 1807 EC
63 EC2602 20250722 1483.6 1506 ... 8442.309 1469.5 1513.8 EC
64 EC2604 20250722 1333.3 1348.9 ... 12260.004 1323.9 1355.6 EC
65 EC2606 20250722 1444 1466.6 ... 1534.5225 1447.6 1467.1 EC
68 SC_TAS2509 20250722 ... SC_TAS
69 SC_TAS2510 20250722 ... SC_TAS
70 SC_TAS2511 20250722 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 16:25:45,783 - future_1d - INFO - ak.get_ine_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 PS2508 20250722 46755.0 ... 47655.0 45290.0 PS
1 PS2509 20250722 45880.0 ... 47470.0 45055.0 PS
2 PS2510 20250722 45745.0 ... 47315.0 44835.0 PS
3 PS2511 20250722 45720.0 ... 47220.0 44625.0 PS
4 PS2512 20250722 47650.0 ... 49395.0 46680.0 PS
5 PS2601 20250722 47245.0 ... 48930.0 46365.0 PS
6 PS2602 20250722 47360.0 ... 48595.0 46140.0 PS
7 PS2603 20250722 47350.0 ... 48685.0 46135.0 PS
8 PS2604 20250722 47305.0 ... 48800.0 46090.0 PS
9 PS2605 20250722 47000.0 ... 48615.0 46100.0 PS
10 PS2606 20250722 47800.0 ... 49520.0 47085.0 PS
11 PS2607 20250722 47670.0 ... 49445.0 46580.0 PS
13 SI2508 20250722 9295.0 ... 9425.0 9085.0 SI
14 SI2509 20250722 9345.0 ... 9470.0 9110.0 SI
15 SI2510 20250722 9390.0 ... 9405.0 9030.0 SI
16 SI2511 20250722 9230.0 ... 9340.0 8975.0 SI
17 SI2512 20250722 9400.0 ... 9605.0 9275.0 SI
18 SI2601 20250722 9325.0 ... 9550.0 9195.0 SI
19 SI2602 20250722 9300.0 ... 9510.0 9160.0 SI
20 SI2603 20250722 9280.0 ... 9490.0 9140.0 SI
21 SI2604 20250722 9280.0 ... 9485.0 9160.0 SI
22 SI2605 20250722 9230.0 ... 9470.0 9130.0 SI
23 SI2606 20250722 9270.0 ... 9450.0 9130.0 SI
24 SI2607 20250722 9345.0 ... 9490.0 9125.0 SI
27 LC2508 20250722 71720.0 ... 71900.0 70900.0 LC
28 LC2509 20250722 71900.0 ... 72320.0 70960.0 LC
29 LC2510 20250722 71020.0 ... 71600.0 70140.0 LC
30 LC2511 20250722 70500.0 ... 71260.0 69780.0 LC
31 LC2512 20250722 70420.0 ... 71260.0 69740.0 LC
32 LC2601 20250722 70240.0 ... 71100.0 69700.0 LC
33 LC2602 20250722 69820.0 ... 70800.0 69360.0 LC
34 LC2603 20250722 70000.0 ... 70540.0 69300.0 LC
35 LC2604 20250722 70300.0 ... 70760.0 69800.0 LC
36 LC2605 20250722 70300.0 ... 70780.0 69820.0 LC
37 LC2606 20250722 70140.0 ... 70600.0 69700.0 LC
38 LC2607 20250722 70300.0 ... 70520.0 69640.0 LC
[36 rows x 12 columns]
2025-07-29 16:25:45,975 - future_1d - INFO - ak.get_gfex_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250722 4204.00 ... 4213.00 4176.00 A
1 a2511 20250722 4124.00 ... 4132.00 4109.00 A
2 a2601 20250722 4114.00 ... 4122.00 4100.00 A
3 a2603 20250722 4106.00 ... 4110.00 4088.00 A
4 a2605 20250722 4143.00 ... 4144.00 4118.00 A
5 a2607 20250722 4148.00 ... 4142.00 4123.00 A
6 b2508 20250722 3636.00 ... 3634.00 3646.00 B
7 b2509 20250722 3718.00 ... 3717.00 3720.00 B
8 b2510 20250722 3771.00 ... 3762.00 3757.00 B
9 b2511 20250722 3776.00 ... 3775.00 3770.00 B
10 b2512 20250722 3787.00 ... 3782.00 3783.00 B
11 b2601 20250722 3763.00 ... 3762.00 3764.00 B
12 b2602 20250722 3714.00 ... 3721.00 3716.00 B
13 b2603 20250722 3619.00 ... 3614.00 3613.00 B
14 b2604 20250722 3495.00 ... 3507.00 3503.00 B
15 b2605 20250722 3435.00 ... 3431.00 3433.00 B
16 b2606 20250722 3426.00 ... 3426.00 3428.00 B
17 b2607 20250722 3428.00 ... 3425.00 3424.00 B
18 bb2509 20250722 155.80 ... 156.15 155.95 BB
19 bb2511 20250722 153.70 ... 153.70 153.80 BB
20 bb2601 20250722 147.25 ... 147.90 147.60 BB
21 bb2603 20250722 0.00 ... 154.45 154.15 BB
22 bb2605 20250722 0.00 ... 154.45 154.15 BB
23 bb2607 20250722 0.00 ... 154.45 154.15 BB
24 bz2603 20250722 6259.00 ... 6238.00 6219.00 BZ
25 bz2604 20250722 6247.00 ... 6224.00 6203.00 BZ
26 bz2605 20250722 6247.00 ... 6228.00 6209.00 BZ
27 bz2606 20250722 6220.00 ... 6219.00 6201.00 BZ
28 c2509 20250722 2320.00 ... 2325.00 2319.00 C
29 c2511 20250722 2283.00 ... 2280.00 2282.00 C
30 c2601 20250722 2250.00 ... 2250.00 2245.00 C
31 c2603 20250722 2251.00 ... 2250.00 2245.00 C
32 c2605 20250722 2294.00 ... 2290.00 2289.00 C
33 c2607 20250722 2301.00 ... 2300.00 2301.00 C
34 cs2509 20250722 2664.00 ... 2672.00 2668.00 CS
35 cs2511 20250722 2622.00 ... 2621.00 2621.00 CS
36 cs2601 20250722 2635.00 ... 2634.00 2635.00 CS
37 cs2603 20250722 2630.00 ... 2619.00 2619.00 CS
38 cs2605 20250722 2670.00 ... 2663.00 2662.00 CS
39 cs2607 20250722 2664.00 ... 2665.00 2662.00 CS
40 eb2507 20250722 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250722 7513.00 ... 7471.00 7451.00 EB
42 eb2509 20250722 7401.00 ... 7429.00 7371.00 EB
43 eb2510 20250722 7376.00 ... 7377.00 7305.00 EB
44 eb2511 20250722 7291.00 ... 7318.00 7237.00 EB
45 eb2512 20250722 7262.00 ... 7287.00 7197.00 EB
46 eb2601 20250722 7271.00 ... 7285.00 7199.00 EB
47 eb2602 20250722 7282.00 ... 7292.00 7242.00 EB
48 eb2603 20250722 7302.00 ... 7326.00 7245.00 EB
49 eb2604 20250722 7289.00 ... 7310.00 7242.00 EB
50 eb2605 20250722 7335.00 ... 7337.00 7236.00 EB
51 eb2606 20250722 7295.00 ... 7293.00 7226.00 EB
52 eg2507 20250722 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250722 4358.00 ... 4398.00 4358.00 EG
54 eg2509 20250722 4417.00 ... 4430.00 4404.00 EG
55 eg2510 20250722 4411.00 ... 4420.00 4405.00 EG
56 eg2511 20250722 4433.00 ... 4424.00 4408.00 EG
57 eg2512 20250722 4425.00 ... 4421.00 4404.00 EG
58 eg2601 20250722 4406.00 ... 4429.00 4395.00 EG
59 eg2602 20250722 4422.00 ... 4438.00 4399.00 EG
60 eg2603 20250722 4436.00 ... 4436.00 4402.00 EG
61 eg2604 20250722 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250722 4465.00 ... 4465.00 4426.00 EG
63 eg2606 20250722 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250722 0.00 ... 1375.50 1369.00 FB
65 fb2509 20250722 1293.50 ... 1285.50 1289.50 FB
66 fb2510 20250722 1307.00 ... 1310.50 1309.00 FB
67 fb2511 20250722 1308.50 ... 1311.50 1312.00 FB
68 fb2512 20250722 1313.00 ... 1314.50 1313.00 FB
69 fb2601 20250722 1312.50 ... 1317.00 1305.50 FB
70 fb2602 20250722 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250722 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250722 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250722 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250722 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250722 1265.00 ... 1295.00 1297.00 FB
76 i2508 20250722 811.50 ... 821.00 806.50 I
77 i2509 20250722 809.00 ... 817.00 803.00 I
78 i2510 20250722 800.50 ... 812.50 797.00 I
79 i2511 20250722 793.00 ... 807.00 789.50 I
80 i2512 20250722 787.00 ... 800.00 782.50 I
81 i2601 20250722 778.00 ... 787.50 771.50 I
82 i2602 20250722 771.50 ... 786.00 767.00 I
83 i2603 20250722 767.50 ... 782.50 763.00 I
84 i2604 20250722 762.50 ... 777.00 757.00 I
85 i2605 20250722 756.00 ... 766.50 747.50 I
86 i2606 20250722 750.00 ... 760.00 743.00 I
87 i2607 20250722 744.00 ... 754.50 737.00 I
88 j2508 20250722 1590.50 ... 1600.00 1567.00 J
89 j2509 20250722 1599.50 ... 1644.50 1572.00 J
90 j2510 20250722 1620.00 ... 1661.50 1593.50 J
91 j2511 20250722 1633.00 ... 1721.50 1612.00 J
92 j2512 20250722 1648.00 ... 1714.00 1638.50 J
93 j2601 20250722 1649.50 ... 1699.00 1623.00 J
94 j2602 20250722 1672.00 ... 1724.50 1642.00 J
95 j2603 20250722 1676.50 ... 1676.50 1589.00 J
96 j2604 20250722 1685.00 ... 1705.50 1652.50 J
97 j2605 20250722 1698.50 ... 1746.00 1671.00 J
98 j2606 20250722 1715.00 ... 1732.50 1664.00 J
99 j2607 20250722 0.00 ... 1730.50 1662.50 J
100 jd2507 20250722 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250722 3595.00 ... 3576.00 3568.00 JD
102 jd2509 20250722 3635.00 ... 3624.00 3624.00 JD
103 jd2510 20250722 3414.00 ... 3397.00 3393.00 JD
104 jd2511 20250722 3401.00 ... 3404.00 3399.00 JD
105 jd2512 20250722 3558.00 ... 3550.00 3548.00 JD
106 jd2601 20250722 3620.00 ... 3615.00 3609.00 JD
107 jd2602 20250722 3190.00 ... 3188.00 3184.00 JD
108 jd2603 20250722 3192.00 ... 3190.00 3186.00 JD
109 jd2604 20250722 3330.00 ... 3324.00 3316.00 JD
110 jd2605 20250722 3408.00 ... 3407.00 3400.00 JD
111 jd2606 20250722 3260.00 ... 3256.00 3248.00 JD
112 jm2508 20250722 923.00 ... 948.00 903.00 JM
113 jm2509 20250722 1006.00 ... 1023.00 971.00 JM
114 jm2510 20250722 1018.00 ... 1048.00 988.50 JM
115 jm2511 20250722 1038.50 ... 1072.50 1001.50 JM
116 jm2512 20250722 1053.00 ... 1089.50 1015.50 JM
117 jm2601 20250722 1060.00 ... 1102.50 1024.50 JM
118 jm2602 20250722 1065.00 ... 1117.50 1039.00 JM
119 jm2603 20250722 1077.00 ... 1121.00 1037.00 JM
120 jm2604 20250722 1077.50 ... 1125.50 1042.00 JM
121 jm2605 20250722 1089.00 ... 1134.50 1040.00 JM
122 jm2606 20250722 1100.00 ... 1148.00 1052.50 JM
123 jm2607 20250722 1101.00 ... 1148.00 1067.00 JM
124 l2508 20250722 7282.00 ... 7269.00 7258.00 L
125 l2509 20250722 7287.00 ... 7306.00 7276.00 L
126 l2510 20250722 7311.00 ... 7331.00 7295.00 L
127 l2511 20250722 7319.00 ... 7355.00 7294.00 L
128 l2512 20250722 7330.00 ... 7373.00 7305.00 L
129 l2601 20250722 7325.00 ... 7354.00 7309.00 L
130 l2602 20250722 7324.00 ... 7331.00 7289.00 L
131 l2603 20250722 7321.00 ... 7328.00 7287.00 L
132 l2604 20250722 7343.00 ... 7354.00 7306.00 L
133 l2605 20250722 7318.00 ... 7341.00 7285.00 L
134 l2606 20250722 7332.00 ... 7333.00 7268.00 L
135 l2607 20250722 7323.00 ... 7323.00 7293.00 L
136 lg2507 20250722 825.00 ... 823.00 821.50 LG
137 lg2509 20250722 843.50 ... 840.50 842.00 LG
138 lg2511 20250722 850.50 ... 845.00 845.50 LG
139 lg2601 20250722 865.50 ... 856.50 857.50 LG
140 lg2603 20250722 855.00 ... 856.50 854.00 LG
141 lg2605 20250722 870.00 ... 861.50 861.50 LG
142 lh2507 20250722 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250722 14360.00 ... 14350.00 14350.00 LH
144 lh2511 20250722 13890.00 ... 13915.00 13865.00 LH
145 lh2601 20250722 14150.00 ... 14220.00 14105.00 LH
146 lh2603 20250722 13245.00 ... 13260.00 13190.00 LH
147 lh2605 20250722 13450.00 ... 13530.00 13405.00 LH
148 m2508 20250722 3043.00 ... 3062.00 3039.00 M
149 m2509 20250722 3071.00 ... 3076.00 3059.00 M
150 m2511 20250722 3103.00 ... 3111.00 3097.00 M
151 m2512 20250722 3118.00 ... 3126.00 3108.00 M
152 m2601 20250722 3087.00 ... 3098.00 3081.00 M
153 m2603 20250722 2939.00 ... 2939.00 2926.00 M
154 m2605 20250722 2752.00 ... 2756.00 2748.00 M
155 m2607 20250722 2742.00 ... 2742.00 2739.00 M
156 p2508 20250722 8892.00 ... 8882.00 8942.00 P
157 p2509 20250722 8882.00 ... 8928.00 8958.00 P
158 p2510 20250722 8878.00 ... 8920.00 8938.00 P
159 p2511 20250722 8858.00 ... 8900.00 8934.00 P
160 p2512 20250722 8854.00 ... 8886.00 8946.00 P
161 p2601 20250722 8838.00 ... 8888.00 8922.00 P
162 p2602 20250722 8850.00 ... 8852.00 8890.00 P
163 p2603 20250722 8744.00 ... 8756.00 8792.00 P
164 p2604 20250722 0.00 ... 8700.00 8700.00 P
165 p2605 20250722 8562.00 ... 8586.00 8620.00 P
166 p2606 20250722 8538.00 ... 8530.00 8542.00 P
167 p2607 20250722 8464.00 ... 8512.00 8498.00 P
168 pg2507 20250722 4061.00 ... 4019.00 4087.00 PG
169 pg2508 20250722 4094.00 ... 4032.00 4068.00 PG
170 pg2509 20250722 4029.00 ... 3981.00 4021.00 PG
171 pg2510 20250722 4456.00 ... 4407.00 4454.00 PG
172 pg2511 20250722 4392.00 ... 4340.00 4379.00 PG
173 pg2512 20250722 4320.00 ... 4272.00 4304.00 PG
174 pg2601 20250722 4244.00 ... 4204.00 4228.00 PG
175 pg2602 20250722 4145.00 ... 4114.00 4152.00 PG
176 pg2603 20250722 4083.00 ... 4039.00 4059.00 PG
177 pg2604 20250722 4353.00 ... 4339.00 4353.00 PG
178 pg2605 20250722 4289.00 ... 4233.00 4250.00 PG
179 pg2606 20250722 4220.00 ... 4163.00 4201.00 PG
180 pp2508 20250722 7094.00 ... 7086.00 7047.00 PP
181 pp2509 20250722 7091.00 ... 7114.00 7075.00 PP
182 pp2510 20250722 7074.00 ... 7115.00 7066.00 PP
183 pp2511 20250722 7076.00 ... 7115.00 7069.00 PP
184 pp2512 20250722 7088.00 ... 7123.00 7070.00 PP
185 pp2601 20250722 7092.00 ... 7116.00 7072.00 PP
186 pp2602 20250722 7088.00 ... 7110.00 7052.00 PP
187 pp2603 20250722 7084.00 ... 7098.00 7034.00 PP
188 pp2604 20250722 7097.00 ... 7097.00 7018.00 PP
189 pp2605 20250722 7078.00 ... 7109.00 7063.00 PP
190 pp2606 20250722 7070.00 ... 7100.00 7053.00 PP
191 pp2607 20250722 7173.00 ... 7173.00 7032.00 PP
192 rr2508 20250722 3595.00 ... 3593.00 3587.00 RR
193 rr2509 20250722 3610.00 ... 3603.00 3622.00 RR
194 rr2510 20250722 3640.00 ... 3625.00 3634.00 RR
195 rr2511 20250722 3625.00 ... 3616.00 3627.00 RR
196 rr2512 20250722 3621.00 ... 3618.00 3622.00 RR
197 rr2601 20250722 3626.00 ... 3616.00 3622.00 RR
198 rr2602 20250722 3626.00 ... 3622.00 3626.00 RR
199 rr2603 20250722 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250722 0.00 ... 3630.00 3630.00 RR
201 rr2605 20250722 3625.00 ... 3625.00 3632.00 RR
202 rr2606 20250722 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250722 3637.00 ... 3617.00 3638.00 RR
204 v2508 20250722 5056.00 ... 5145.00 5030.00 V
205 v2509 20250722 5123.00 ... 5186.00 5073.00 V
206 v2510 20250722 5150.00 ... 5217.00 5109.00 V
207 v2511 20250722 5179.00 ... 5247.00 5133.00 V
208 v2512 20250722 5201.00 ... 5280.00 5147.00 V
209 v2601 20250722 5230.00 ... 5305.00 5193.00 V
210 v2602 20250722 5272.00 ... 5328.00 5225.00 V
211 v2603 20250722 5290.00 ... 5330.00 5228.00 V
212 v2604 20250722 5439.00 ... 5471.00 5381.00 V
213 v2605 20250722 5423.00 ... 5502.00 5390.00 V
214 v2606 20250722 5453.00 ... 5508.00 5419.00 V
215 v2607 20250722 5488.00 ... 5507.00 5411.00 V
216 y2508 20250722 8104.00 ... 8052.00 8132.00 Y
217 y2509 20250722 8086.00 ... 8072.00 8124.00 Y
218 y2511 20250722 8106.00 ... 8084.00 8124.00 Y
219 y2512 20250722 8104.00 ... 8084.00 8134.00 Y
220 y2601 20250722 8038.00 ... 8022.00 8082.00 Y
221 y2603 20250722 7896.00 ... 7902.00 7952.00 Y
222 y2605 20250722 7680.00 ... 7674.00 7710.00 Y
223 y2607 20250722 7672.00 ... 7670.00 7692.00 Y
[224 rows x 12 columns]
2025-07-29 16:25:46,550 - future_1d - INFO - ak.get_dce_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 IC2508 20250722 6116.600 ... 6161.200 6110.600 IC
1 IC2509 20250722 6064.000 ... 6111.800 6059.800 IC
2 IC2512 20250722 5933.200 ... 5984.600 5932.400 IC
3 IC2603 20250722 5816.400 ... 5870.000 5817.400 IC
4 IF2508 20250722 4079.000 ... 4105.400 4075.200 IF
5 IF2509 20250722 4067.000 ... 4096.600 4064.400 IF
6 IF2512 20250722 4036.000 ... 4063.600 4031.600 IF
7 IF2603 20250722 4008.400 ... 4033.200 4002.200 IF
8 IH2508 20250722 2772.800 ... 2788.800 2771.600 IH
9 IH2509 20250722 2772.000 ... 2789.400 2771.800 IH
10 IH2512 20250722 2775.200 ... 2791.600 2774.600 IH
11 IH2603 20250722 2778.800 ... 2793.400 2776.200 IH
12 IM2508 20250722 6530.000 ... 6568.000 6545.200 IM
13 IM2509 20250722 6463.200 ... 6495.800 6472.600 IM
14 IM2512 20250722 6278.200 ... 6311.400 6288.400 IM
15 IM2603 20250722 6119.800 ... 6150.400 6128.400 IM
16 T2509 20250722 108.760 ... 108.635 108.730 T
17 T2512 20250722 108.790 ... 108.700 108.775 T
18 T2603 20250722 108.760 ... 108.665 108.745 T
19 TF2509 20250722 105.950 ... 105.885 105.935 TF
20 TF2512 20250722 106.055 ... 105.965 106.005 TF
21 TF2603 20250722 106.105 ... 106.030 106.085 TF
22 TL2509 20250722 120.000 ... 119.520 119.930 TL
23 TL2512 20250722 119.840 ... 119.330 119.750 TL
24 TL2603 20250722 119.650 ... 119.150 119.550 TL
25 TS2509 20250722 102.420 ... 102.414 102.416 TS
26 TS2512 20250722 102.494 ... 102.490 102.490 TS
27 TS2603 20250722 102.600 ... 102.584 102.582 TS
[28 rows x 12 columns]
2025-07-29 16:25:46,893 - future_1d - INFO - ak.get_cffex_daily('2025-07-22') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250722 ... 79560 79230 CU
1 1 CU2509 20250722 ... 79650 79260 CU
2 2 CU2510 20250722 ... 79670 79390 CU
3 3 CU2511 20250722 ... 79650 79440 CU
4 4 CU2512 20250722 ... 79580 79200 CU
5 5 CU2601 20250722 ... 79510 79100 CU
6 6 CU2602 20250722 ... 79470 79140 CU
7 7 CU2603 20250722 ... 79450 79050 CU
8 8 CU2604 20250722 ... 79430 79080 CU
9 9 CU2605 20250722 ... 79410 79130 CU
10 10 CU2606 20250722 ... 79430 79180 CU
11 11 CU2607 20250722 ... 79460 79360 CU
12 12 BC2508 20250722 ... 70720 70350 BC
13 13 BC2509 20250722 ... 70830 70450 BC
14 14 BC2510 20250722 ... 70720 70810 BC
15 15 BC2511 20250722 ... 69190 69190 BC
16 16 BC2512 20250722 ... 70400 70180 BC
17 17 BC2601 20250722 ... 69480 69480 BC
18 18 BC2602 20250722 ... 69410 69410 BC
19 19 BC2603 20250722 ... 69290 69290 BC
20 20 BC2604 20250722 ... 69430 69430 BC
21 21 BC2605 20250722 ... 69480 69480 BC
22 22 BC2606 20250722 ... 69340 69340 BC
23 23 BC2607 20250722 ... 68670 67820 BC
24 24 AL2508 20250722 ... 20890 20780 AL
25 25 AL2509 20250722 ... 20860 20745 AL
26 26 AL2510 20250722 ... 20795 20695 AL
27 27 AL2511 20250722 ... 20700 20615 AL
28 28 AL2512 20250722 ... 20655 20555 AL
29 29 AL2601 20250722 ... 20620 20540 AL
30 30 AL2602 20250722 ... 20630 20560 AL
31 31 AL2603 20250722 ... 20630 20505 AL
32 32 AL2604 20250722 ... 20680 20545 AL
33 33 AL2605 20250722 ... 20645 20570 AL
34 34 AL2606 20250722 ... 20660 20520 AL
35 35 AL2607 20250722 ... 20670 20485 AL
36 36 ZN2508 20250722 ... 22825 22750 ZN
37 37 ZN2509 20250722 ... 22860 22785 ZN
38 38 ZN2510 20250722 ... 22855 22775 ZN
39 39 ZN2511 20250722 ... 22820 22730 ZN
40 40 ZN2512 20250722 ... 22780 22675 ZN
41 41 ZN2601 20250722 ... 22725 22585 ZN
42 42 ZN2602 20250722 ... 22680 22615 ZN
43 43 ZN2603 20250722 ... 22655 22590 ZN
44 44 ZN2604 20250722 ... 22665 22550 ZN
45 45 ZN2605 20250722 ... 22590 22565 ZN
46 46 ZN2606 20250722 ... 22625 22580 ZN
47 47 ZN2607 20250722 ... 22635 22565 ZN
48 48 PB2508 20250722 ... 16895 16935 PB
49 49 PB2509 20250722 ... 16925 16965 PB
50 50 PB2510 20250722 ... 16950 16985 PB
51 51 PB2511 20250722 ... 16955 17000 PB
52 52 PB2512 20250722 ... 17020 17030 PB
53 53 PB2601 20250722 ... 16985 17060 PB
54 54 PB2602 20250722 ... 16985 17065 PB
55 55 PB2603 20250722 ... 17055 17080 PB
56 56 PB2604 20250722 ... 17070 17110 PB
57 57 PB2605 20250722 ... 17100 17080 PB
58 58 PB2606 20250722 ... 17125 16980 PB
59 59 PB2607 20250722 ... 17105 17110 PB
60 60 NI2508 20250722 ... 123330 121690 NI
61 61 NI2509 20250722 ... 123440 121870 NI
62 62 NI2510 20250722 ... 123500 122090 NI
63 63 NI2511 20250722 ... 123750 122450 NI
64 64 NI2512 20250722 ... 123980 122400 NI
65 65 NI2601 20250722 ... 124240 122890 NI
66 66 NI2602 20250722 ... 124280 122900 NI
67 67 NI2603 20250722 ... 124580 123270 NI
68 68 NI2604 20250722 ... 125190 122810 NI
69 69 NI2605 20250722 ... 125030 123280 NI
70 70 NI2606 20250722 ... 125290 123570 NI
71 71 NI2607 20250722 ... 125480 123980 NI
72 72 SN2508 20250722 ... 267430 265570 SN
73 73 SN2509 20250722 ... 267630 265900 SN
74 74 SN2510 20250722 ... 267520 266240 SN
75 75 SN2511 20250722 ... 267240 266360 SN
76 76 SN2512 20250722 ... 267210 266690 SN
77 77 SN2601 20250722 ... 267520 266020 SN
78 78 SN2602 20250722 ... 268340 266770 SN
79 79 SN2603 20250722 ... 267930 266950 SN
80 80 SN2604 20250722 ... 268100 267120 SN
81 81 SN2605 20250722 ... 267770 263850 SN
82 82 SN2606 20250722 ... 268590 267180 SN
83 83 SN2607 20250722 ... 268090 265840 SN
84 84 AO2508 20250722 ... 3475 3343 AO
85 85 AO2509 20250722 ... 3452 3312 AO
86 86 AO2510 20250722 ... 3393 3266 AO
87 87 AO2511 20250722 ... 3371 3253 AO
88 88 AO2512 20250722 ... 3365 3243 AO
89 89 AO2601 20250722 ... 3358 3237 AO
90 90 AO2602 20250722 ... 3356 3208 AO
91 91 AO2603 20250722 ... 3322 3202 AO
92 92 AO2604 20250722 ... 3358 3194 AO
93 93 AO2605 20250722 ... 3315 3180 AO
94 94 AO2606 20250722 ... 3309 3166 AO
95 95 AO2607 20250722 ... 3287 3158 AO
96 96 AD2511 20250722 ... 20215 20100 AD
97 97 AD2512 20250722 ... 20185 20080 AD
98 98 AD2601 20250722 ... 20145 20050 AD
99 99 AD2602 20250722 ... 20075 19940 AD
100 100 AD2603 20250722 ... 19990 19960 AD
101 101 AD2604 20250722 ... 19935 19895 AD
102 102 AD2605 20250722 ... 20010 19880 AD
103 103 AD2606 20250722 ... 20020 19845 AD
104 104 AD2607 20250722 ... 19790 19550 AD
105 105 AU2508 20250722 ... 783.14 777.66 AU
106 106 AU2509 20250722 ... 784.52 778.46 AU
107 107 AU2510 20250722 ... 785.8 779.84 AU
108 108 AU2512 20250722 ... 787.66 781.96 AU
109 109 AU2602 20250722 ... 789.7 784.18 AU
110 110 AU2604 20250722 ... 791.76 786.8 AU
111 111 AU2606 20250722 ... 793.48 789.14 AU
112 112 AU2608 20250722 ... 795.88 791.16 AU
113 113 AG2508 20250722 ... 9355 9224 AG
114 114 AG2509 20250722 ... 9361 9237 AG
115 115 AG2510 20250722 ... 9383 9249 AG
116 116 AG2511 20250722 ... 9390 9261 AG
117 117 AG2512 20250722 ... 9398 9271 AG
118 118 AG2601 20250722 ... 9408 9285 AG
119 119 AG2602 20250722 ... 9420 9294 AG
120 120 AG2603 20250722 ... 9431 9305 AG
121 121 AG2604 20250722 ... 9441 9316 AG
122 122 AG2605 20250722 ... 9453 9328 AG
123 123 AG2606 20250722 ... 9463 9341 AG
124 124 AG2607 20250722 ... 9475 9354 AG
125 125 RB2508 20250722 ... 3185 3121 RB
126 126 RB2509 20250722 ... 3212 3152 RB
127 127 RB2510 20250722 ... 3264 3207 RB
128 128 RB2511 20250722 ... 3286 3229 RB
129 129 RB2512 20250722 ... 3309 3255 RB
130 130 RB2601 20250722 ... 3320 3260 RB
131 131 RB2602 20250722 ... 3304 3242 RB
132 132 RB2603 20250722 ... 3328 3259 RB
133 133 RB2604 20250722 ... 3315 3266 RB
134 134 RB2605 20250722 ... 3342 3271 RB
135 135 RB2606 20250722 ... 3352 3281 RB
136 136 RB2607 20250722 ... 3348 3298 RB
137 137 WR2508 20250722 ... 3212 3212 WR
138 138 WR2509 20250722 ... 3335 3335 WR
139 139 WR2510 20250722 ... 3588 3498 WR
140 140 WR2511 20250722 ... 3679 3481 WR
141 141 WR2512 20250722 ... 3570 3536 WR
142 142 WR2601 20250722 ... 3545 3513 WR
143 143 WR2602 20250722 ... 3607 3496 WR
144 144 WR2603 20250722 ... 3606 3462 WR
145 145 WR2604 20250722 ... 3556 3524 WR
146 146 WR2605 20250722 ... 3660 3594 WR
147 147 WR2606 20250722 ... 3704 3543 WR
148 148 WR2607 20250722 ... 3747 3640 WR
149 149 HC2508 20250722 ... 3417 3358 HC
150 150 HC2509 20250722 ... 3435 3393 HC
151 151 HC2510 20250722 ... 3431 3381 HC
152 152 HC2511 20250722 ... 3433 3387 HC
153 153 HC2512 20250722 ... 3442 3393 HC
154 154 HC2601 20250722 ... 3448 3396 HC
155 155 HC2602 20250722 ... 3445 3399 HC
156 156 HC2603 20250722 ... 3449 3403 HC
157 157 HC2604 20250722 ... 3458 3393 HC
158 158 HC2605 20250722 ... 3440 3396 HC
159 159 HC2606 20250722 ... 3445 3421 HC
160 160 HC2607 20250722 ... 3444 3411 HC
161 161 SS2508 20250722 ... 12895 12865 SS
162 162 SS2509 20250722 ... 12890 12870 SS
163 163 SS2510 20250722 ... 12925 12910 SS
164 164 SS2511 20250722 ... 12965 12920 SS
165 165 SS2512 20250722 ... 12985 12950 SS
166 166 SS2601 20250722 ... 13035 13015 SS
167 167 SS2602 20250722 ... 13095 13040 SS
168 168 SS2603 20250722 ... 13140 13090 SS
169 169 SS2604 20250722 ... 13155 13120 SS
170 170 SS2605 20250722 ... 13205 13170 SS
171 171 SS2606 20250722 ... 13220 13190 SS
172 172 SS2607 20250722 ... 13265 13240 SS
173 173 SC2508 20250722 ... 523.5 534.6 SC
174 174 SC2509 20250722 ... 506.6 515.3 SC
175 175 SC2510 20250722 ... 499.6 507.3 SC
176 176 SC2511 20250722 ... 495 500.7 SC
177 177 SC2512 20250722 ... 491.4 496.9 SC
178 178 SC2601 20250722 ... 488.2 493.5 SC
179 179 SC2602 20250722 ... 485.3 490.5 SC
180 180 SC2603 20250722 ... 483.8 487.8 SC
181 181 SC2604 20250722 ... 481.3 485 SC
182 182 SC2605 20250722 ... 480.6 486.3 SC
183 183 SC2606 20250722 ... 478.2 480.8 SC
184 184 SC2607 20250722 ... 475.5 475.5 SC
185 185 SC2609 20250722 ... 472.4 473.4 SC
186 186 SC2612 20250722 ... 469.7 477 SC
187 187 SC2703 20250722 ... 468.6 472.1 SC
188 188 SC2706 20250722 ... 468.4 470.6 SC
189 189 SC2709 20250722 ... 462.8 470.3 SC
190 190 SC2712 20250722 ... 467.2 467.2 SC
191 191 SC2803 20250722 ... 463.4 465.3 SC
192 192 SC2806 20250722 ... 461.8 467.1 SC
193 193 LU2508 20250722 ... 3563 3596 LU
194 194 LU2509 20250722 ... 3577 3613 LU
195 195 LU2510 20250722 ... 3575 3610 LU
196 196 LU2511 20250722 ... 3562 3596 LU
197 197 LU2512 20250722 ... 3554 3575 LU
198 198 LU2601 20250722 ... 3521 3550 LU
199 199 LU2602 20250722 ... 3491 3553 LU
200 200 LU2603 20250722 ... 3445 3546 LU
201 201 LU2604 20250722 ... 3478 3503 LU
202 202 LU2605 20250722 ... 3465 3496 LU
203 203 LU2606 20250722 ... 3470 3489 LU
204 204 LU2607 20250722 ... 3459 3485 LU
205 205 FU2508 20250722 ... 2863 2885 FU
206 206 FU2509 20250722 ... 2899 2921 FU
207 207 FU2510 20250722 ... 2911 2929 FU
208 208 FU2511 20250722 ... 2905 2921 FU
209 209 FU2512 20250722 ... 2885 2901 FU
210 210 FU2601 20250722 ... 2878 2889 FU
211 211 FU2602 20250722 ... 2869 2874 FU
212 212 FU2603 20250722 ... 2857 2862 FU
213 213 FU2604 20250722 ... 2843 2845 FU
214 214 FU2605 20250722 ... 2828 2827 FU
215 215 FU2606 20250722 ... 2827 2814 FU
216 216 FU2607 20250722 ... 2815 2804 FU
217 217 BU2508 20250722 ... 3644 3685 BU
218 218 BU2509 20250722 ... 3611 3661 BU
219 219 BU2510 20250722 ... 3565 3612 BU
220 220 BU2511 20250722 ... 3523 3560 BU
221 221 BU2512 20250722 ... 3458 3487 BU
222 222 BU2601 20250722 ... 3428 3449 BU
223 223 BU2602 20250722 ... 3392 3435 BU
224 224 BU2603 20250722 ... 3396 3429 BU
225 225 BU2604 20250722 ... 3389 3421 BU
226 226 BU2605 20250722 ... 3380 3419 BU
227 227 BU2606 20250722 ... 3380 3413 BU
228 228 BU2607 20250722 ... 3392 3464 BU
229 229 BU2609 20250722 ... 3369 3397 BU
230 230 BU2612 20250722 ... 3325 3347 BU
231 231 BU2703 20250722 ... 3326 3329 BU
232 232 BU2706 20250722 ... 3324 3342 BU
233 233 BR2508 20250722 ... 12020 11910 BR
234 234 BR2509 20250722 ... 12025 11895 BR
235 235 BR2510 20250722 ... 12005 11875 BR
236 236 BR2511 20250722 ... 12020 11900 BR
237 237 BR2512 20250722 ... 12030 11885 BR
238 238 BR2601 20250722 ... 12005 11880 BR
239 239 BR2602 20250722 ... 11975 11860 BR
240 240 BR2603 20250722 ... 12000 11865 BR
241 241 BR2604 20250722 ... 12005 11925 BR
242 242 BR2605 20250722 ... 11995 11925 BR
243 243 BR2606 20250722 ... 12010 11885 BR
244 244 BR2607 20250722 ... 11980 11900 BR
245 245 RU2508 20250722 ... 15020 14880 RU
246 246 RU2509 20250722 ... 15030 14900 RU
247 247 RU2510 20250722 ... 15010 14905 RU
248 248 RU2511 20250722 ... 15025 14895 RU
249 249 RU2601 20250722 ... 15800 15695 RU
250 250 RU2603 20250722 ... 15760 15695 RU
251 251 RU2604 20250722 ... 15805 15740 RU
252 252 RU2605 20250722 ... 15875 15800 RU
253 253 RU2606 20250722 ... 15875 15670 RU
254 254 RU2607 20250722 ... 15805 15805 RU
255 255 NR2508 20250722 ... 12810 12710 NR
256 256 NR2509 20250722 ... 12845 12745 NR
257 257 NR2510 20250722 ... 12830 12745 NR
258 258 NR2511 20250722 ... 12835 12755 NR
259 259 NR2512 20250722 ... 12885 12805 NR
260 260 NR2601 20250722 ... 12930 12810 NR
261 261 NR2602 20250722 ... 12905 12815 NR
262 262 NR2603 20250722 ... 12885 12845 NR
263 263 NR2604 20250722 ... 13010 12765 NR
264 264 NR2605 20250722 ... 12940 12865 NR
265 265 NR2606 20250722 ... 12980 12815 NR
266 266 NR2607 20250722 ... 12810 12520 NR
267 267 SP2508 20250722 ... 5314 5302 SP
268 268 SP2509 20250722 ... 5342 5328 SP
269 269 SP2510 20250722 ... 5308 5304 SP
270 270 SP2511 20250722 ... 5308 5294 SP
271 271 SP2512 20250722 ... 5258 5250 SP
272 272 SP2601 20250722 ... 5484 5470 SP
273 273 SP2602 20250722 ... 5420 5418 SP
274 274 SP2603 20250722 ... 5424 5422 SP
275 275 SP2604 20250722 ... 5400 5396 SP
276 276 SP2605 20250722 ... 5418 5416 SP
277 277 SP2606 20250722 ... 5418 5422 SP
278 278 SP2607 20250722 ... 5414 5410 SP
279 279 EC2508 20250722 ... 2276.1 2300.3 EC
280 280 EC2510 20250722 ... 1579.9 1648.5 EC
281 281 EC2512 20250722 ... 1728.6 1807 EC
282 282 EC2602 20250722 ... 1469.5 1513.8 EC
283 283 EC2604 20250722 ... 1323.9 1355.6 EC
284 284 EC2606 20250722 ... 1447.6 1467.1 EC
285 285 SC_TAS2509 20250722 ... SC_TAS
286 286 SC_TAS2510 20250722 ... SC_TAS
287 287 SC_TAS2511 20250722 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 16:25:46,996 - future_1d - INFO - ak.get_shfe_daily('2025-07-22') done
2025-07-29 16:25:48,721 - future_1d - INFO - save future_daily 2025-07-22 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250723 7929.0 7988.0 ... 368792.29 7949.0 7898.0 AP
1 AP511 20250723 7687.0 7735.0 ... 3933.65 7698.0 7679.0 AP
2 AP512 20250723 7739.0 7759.0 ... 154.95 7748.0 7711.0 AP
3 AP601 20250723 7808.0 7846.0 ... 21258.46 7821.0 7779.0 AP
4 AP603 20250723 7734.0 7756.0 ... 417.96 7740.0 7685.0 AP
5 AP604 20250723 7756.0 7769.0 ... 93.09 7758.0 7717.0 AP
6 AP605 20250723 7799.0 7800.0 ... 288.45 7796.0 7772.0 AP
7 CF509 20250723 14250.0 14295.0 ... 1465002.82 14220.0 14175.0 CF
8 CF511 20250723 13970.0 14075.0 ... 116645.97 14010.0 13950.0 CF
9 CF601 20250723 14040.0 14150.0 ... 658454.35 14080.0 14015.0 CF
10 CF603 20250723 14025.0 14105.0 ... 4028.31 14035.0 13965.0 CF
11 CF605 20250723 14015.0 14110.0 ... 29618.59 14025.0 13965.0 CF
12 CF607 20250723 14020.0 14100.0 ... 126.44 14050.0 13975.0 CF
13 CJ509 20250723 9520.0 9640.0 ... 111958.01 9545.0 9445.0 CJ
14 CJ512 20250723 10375.0 10510.0 ... 9166.66 10415.0 10280.0 CJ
15 CJ601 20250723 10525.0 10680.0 ... 856381.30 10565.0 10440.0 CJ
16 CJ603 20250723 10615.0 10750.0 ... 10094.98 10655.0 10530.0 CJ
17 CJ605 20250723 10735.0 10865.0 ... 65153.98 10765.0 10660.0 CJ
18 CJ607 20250723 10800.0 10910.0 ... 754.96 10865.0 10725.0 CJ
19 CY508 20250723 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250723 20465.0 20495.0 ... 92971.16 20420.0 20390.0 CY
21 CY510 20250723 0.0 0.0 ... 0.00 20030.0 20000.0 CY
22 CY511 20250723 0.0 0.0 ... 0.00 20215.0 20170.0 CY
23 CY512 20250723 20040.0 20040.0 ... 10.02 20040.0 20380.0 CY
24 CY601 20250723 20330.0 20370.0 ... 355.68 20325.0 20245.0 CY
25 CY602 20250723 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250723 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250723 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250723 0.0 0.0 ... 0.00 20215.0 20200.0 CY
29 CY606 20250723 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250723 0.0 0.0 ... 0.00 20625.0 20625.0 CY
31 FG508 20250723 1250.0 1263.0 ... 7508.97 1221.0 1205.0 FG
32 FG509 20250723 1242.0 1258.0 ... 8882142.06 1223.0 1203.0 FG
33 FG510 20250723 1301.0 1324.0 ... 63797.97 1278.0 1261.0 FG
34 FG511 20250723 1296.0 1311.0 ... 107731.08 1263.0 1246.0 FG
35 FG512 20250723 1353.0 1373.0 ... 50843.76 1328.0 1308.0 FG
36 FG601 20250723 1333.0 1359.0 ... 2153813.20 1318.0 1294.0 FG
37 FG602 20250723 1369.0 1392.0 ... 3310.92 1357.0 1339.0 FG
38 FG603 20250723 1409.0 1409.0 ... 4578.17 1354.0 1330.0 FG
39 FG604 20250723 1398.0 1414.0 ... 3557.05 1385.0 1368.0 FG
40 FG605 20250723 1398.0 1410.0 ... 59805.39 1376.0 1362.0 FG
41 FG606 20250723 1407.0 1420.0 ... 2243.30 1390.0 1376.0 FG
42 FG607 20250723 1402.0 1412.0 ... 810.64 1383.0 1365.0 FG
43 JR509 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250723 2413.0 2422.0 ... 641.56 2394.0 2400.0 MA
53 MA509 20250723 2457.0 2457.0 ... 2106752.01 2430.0 2425.0 MA
54 MA510 20250723 2484.0 2484.0 ... 39622.12 2459.0 2454.0 MA
55 MA511 20250723 2510.0 2510.0 ... 70183.61 2481.0 2469.0 MA
56 MA512 20250723 2522.0 2522.0 ... 41221.90 2496.0 2486.0 MA
57 MA601 20250723 2535.0 2535.0 ... 497975.86 2510.0 2503.0 MA
58 MA602 20250723 2511.0 2514.0 ... 54.91 2496.0 2469.0 MA
59 MA603 20250723 2505.0 2508.0 ... 104.58 2490.0 2457.0 MA
60 MA604 20250723 2478.0 2480.0 ... 39.42 2463.0 2463.0 MA
61 MA605 20250723 2459.0 2459.0 ... 9146.29 2435.0 2428.0 MA
62 MA606 20250723 2464.0 2464.0 ... 53.87 2449.0 2439.0 MA
63 MA607 20250723 2439.0 2446.0 ... 82.62 2430.0 2428.0 MA
64 OI509 20250723 9469.0 9497.0 ... 2582723.61 9451.0 9517.0 OI
65 OI511 20250723 9451.0 9475.0 ... 203148.12 9433.0 9497.0 OI
66 OI601 20250723 9407.0 9436.0 ... 551749.55 9388.0 9445.0 OI
67 OI603 20250723 9362.0 9380.0 ... 3991.30 9347.0 9380.0 OI
68 OI605 20250723 9328.0 9328.0 ... 6060.95 9282.0 9313.0 OI
69 OI607 20250723 9262.0 9298.0 ... 139.04 9269.0 9297.0 OI
70 PF508 20250723 6502.0 6540.0 ... 11823.94 6480.0 6442.0 PF
71 PF509 20250723 6486.0 6540.0 ... 524104.46 6476.0 6430.0 PF
72 PF510 20250723 6546.0 6596.0 ... 172012.05 6532.0 6494.0 PF
73 PF511 20250723 6530.0 6580.0 ... 53489.82 6522.0 6486.0 PF
74 PF512 20250723 6498.0 6558.0 ... 15330.05 6504.0 6472.0 PF
75 PF601 20250723 6508.0 6560.0 ... 5462.66 6500.0 6478.0 PF
76 PF602 20250723 6506.0 6534.0 ... 29.26 6504.0 6506.0 PF
77 PF603 20250723 6546.0 6546.0 ... 29.32 6516.0 6468.0 PF
78 PF604 20250723 6576.0 6576.0 ... 29.33 6518.0 6494.0 PF
79 PF605 20250723 6576.0 6576.0 ... 36.01 6548.0 6502.0 PF
80 PF606 20250723 6516.0 6586.0 ... 29.53 6562.0 6464.0 PF
81 PF607 20250723 6576.0 6614.0 ... 16.47 6590.0 6496.0 PF
82 PK510 20250723 8130.0 8168.0 ... 162391.73 8142.0 8140.0 PK
83 PK511 20250723 7990.0 8006.0 ... 78376.79 7978.0 7998.0 PK
84 PK512 20250723 7974.0 7990.0 ... 836.95 7972.0 7982.0 PK
85 PK601 20250723 7980.0 8010.0 ... 7274.84 7994.0 8000.0 PK
86 PK603 20250723 8028.0 8034.0 ... 381.06 8022.0 8018.0 PK
87 PK604 20250723 8026.0 8038.0 ... 116.39 8028.0 8026.0 PK
88 PK605 20250723 8034.0 8050.0 ... 1442.33 8036.0 8034.0 PK
89 PL601 20250723 6600.0 6661.0 ... 276942.96 6595.0 6597.0 PL
90 PL602 20250723 6649.0 6706.0 ... 9674.54 6645.0 6649.0 PL
91 PL603 20250723 6604.0 6622.0 ... 1485.50 6573.0 6618.0 PL
92 PL604 20250723 6663.0 6663.0 ... 118.98 6610.0 6599.0 PL
93 PL605 20250723 6507.0 6546.0 ... 208.62 6519.0 6584.0 PL
94 PL606 20250723 0.0 0.0 ... 0.00 6611.0 6627.0 PL
95 PL607 20250723 0.0 0.0 ... 0.00 6596.0 6636.0 PL
96 PM509 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250723 6022.0 6086.0 ... 4504.38 6030.0 6004.0 PR
103 PR509 20250723 6010.0 6064.0 ... 632608.40 6012.0 5980.0 PR
104 PR510 20250723 6010.0 6072.0 ... 346610.24 6022.0 5988.0 PR
105 PR511 20250723 5998.0 6052.0 ... 41605.35 5996.0 5980.0 PR
106 PR512 20250723 5982.0 6030.0 ... 143.64 5986.0 5954.0 PR
107 PR601 20250723 5998.0 6006.0 ... 1585.42 5972.0 5954.0 PR
108 PR602 20250723 5974.0 5980.0 ... 26.88 5974.0 5972.0 PR
109 PR603 20250723 6022.0 6030.0 ... 45.09 6012.0 5984.0 PR
110 PR604 20250723 6030.0 6036.0 ... 45.05 6008.0 5990.0 PR
111 PR605 20250723 6044.0 6044.0 ... 72.16 6014.0 5988.0 PR
112 PR606 20250723 5998.0 5998.0 ... 9.00 5998.0 5974.0 PR
113 PR607 20250723 0.0 0.0 ... 0.00 5978.0 5978.0 PR
114 PX508 20250723 6960.0 7004.0 ... 283.89 6924.0 6912.0 PX
115 PX509 20250723 6898.0 6964.0 ... 785498.19 6890.0 6852.0 PX
116 PX510 20250723 6894.0 6950.0 ... 73696.08 6870.0 6832.0 PX
117 PX511 20250723 6842.0 6912.0 ... 119341.80 6834.0 6792.0 PX
118 PX512 20250723 6844.0 6890.0 ... 24563.12 6818.0 6776.0 PX
119 PX601 20250723 6792.0 6860.0 ... 101005.71 6802.0 6758.0 PX
120 PX602 20250723 6768.0 6796.0 ... 44.02 6772.0 6744.0 PX
121 PX603 20250723 0.0 0.0 ... 0.00 6754.0 6754.0 PX
122 PX604 20250723 0.0 0.0 ... 0.00 6740.0 6722.0 PX
123 PX605 20250723 6736.0 6800.0 ... 151.89 6752.0 6696.0 PX
124 PX606 20250723 6726.0 6730.0 ... 13.46 6728.0 6724.0 PX
125 PX607 20250723 6730.0 6746.0 ... 13.48 6740.0 6716.0 PX
126 RI509 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250723 2723.0 2778.0 ... 5295.48 2744.0 2717.0 RM
133 RM509 20250723 2732.0 2791.0 ... 988355.81 2754.0 2726.0 RM
134 RM511 20250723 2576.0 2613.0 ... 19992.11 2584.0 2564.0 RM
135 RM601 20250723 2435.0 2473.0 ... 211330.16 2448.0 2434.0 RM
136 RM603 20250723 2402.0 2433.0 ... 18815.15 2411.0 2401.0 RM
137 RM605 20250723 2378.0 2399.0 ... 41221.90 2385.0 2373.0 RM
138 RM607 20250723 2369.0 2386.0 ... 2666.35 2372.0 2364.0 RM
139 RS508 20250723 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250723 5163.0 5176.0 ... 256.07 5121.0 5155.0 RS
141 RS511 20250723 5260.0 5380.0 ... 382.86 5245.0 5214.0 RS
142 RS607 20250723 0.0 0.0 ... 0.00 5200.0 5180.0 RS
143 SA508 20250723 1364.0 1381.0 ... 7445.68 1337.0 1311.0 SA
144 SA509 20250723 1376.0 1394.0 ... 8923271.72 1349.0 1329.0 SA
145 SA510 20250723 1398.0 1412.0 ... 298810.59 1374.0 1339.0 SA
146 SA511 20250723 1395.0 1418.0 ... 408268.59 1385.0 1346.0 SA
147 SA512 20250723 1433.0 1450.0 ... 237316.92 1418.0 1385.0 SA
148 SA601 20250723 1434.0 1456.0 ... 3863312.91 1414.0 1393.0 SA
149 SA602 20250723 1442.0 1463.0 ... 33090.83 1435.0 1402.0 SA
150 SA603 20250723 1451.0 1464.0 ... 13712.75 1425.0 1408.0 SA
151 SA604 20250723 1472.0 1487.0 ... 6520.78 1443.0 1434.0 SA
152 SA605 20250723 1472.0 1492.0 ... 115183.46 1454.0 1434.0 SA
153 SA606 20250723 1475.0 1498.0 ... 6321.69 1439.0 1440.0 SA
154 SA607 20250723 1458.0 1494.0 ... 3104.31 1459.0 1441.0 SA
155 SF508 20250723 5886.0 5990.0 ... 11882.51 5850.0 5740.0 SF
156 SF509 20250723 5916.0 6020.0 ... 1178786.88 5844.0 5780.0 SF
157 SF510 20250723 5876.0 5984.0 ... 159033.85 5822.0 5742.0 SF
158 SF511 20250723 6020.0 6124.0 ... 289069.04 5984.0 5898.0 SF
159 SF512 20250723 6022.0 6098.0 ... 26610.28 5954.0 5874.0 SF
160 SF601 20250723 5978.0 6084.0 ... 75372.28 5956.0 5856.0 SF
161 SF602 20250723 5912.0 6016.0 ... 2471.51 5878.0 5798.0 SF
162 SF603 20250723 6064.0 6148.0 ... 326.27 6042.0 5894.0 SF
163 SF604 20250723 6048.0 6156.0 ... 296.76 6056.0 5926.0 SF
164 SF605 20250723 6026.0 6124.0 ... 1530.31 5990.0 5876.0 SF
165 SF606 20250723 5972.0 6058.0 ... 397.55 5890.0 5806.0 SF
166 SF607 20250723 6178.0 6178.0 ... 135.61 6028.0 5916.0 SF
167 SH508 20250723 2600.0 2606.0 ... 19964.20 2579.0 2552.0 SH
168 SH509 20250723 2652.0 2667.0 ... 4690156.54 2633.0 2617.0 SH
169 SH510 20250723 2700.0 2714.0 ... 409831.91 2671.0 2648.0 SH
170 SH511 20250723 2689.0 2704.0 ... 295993.03 2654.0 2632.0 SH
171 SH512 20250723 2700.0 2716.0 ... 85744.88 2666.0 2646.0 SH
172 SH601 20250723 2700.0 2705.0 ... 440033.89 2658.0 2632.0 SH
173 SH602 20250723 2702.0 2725.0 ... 2968.15 2681.0 2654.0 SH
174 SH603 20250723 2717.0 2723.0 ... 1964.37 2684.0 2659.0 SH
175 SH604 20250723 2754.0 2754.0 ... 422.46 2708.0 2693.0 SH
176 SH605 20250723 2756.0 2775.0 ... 9569.11 2722.0 2699.0 SH
177 SH606 20250723 2773.0 2786.0 ... 468.60 2740.0 2690.0 SH
178 SH607 20250723 2761.0 2761.0 ... 195.37 2713.0 2683.0 SH
179 SM508 20250723 6024.0 6058.0 ... 3090.60 5922.0 5952.0 SM
180 SM509 20250723 6044.0 6070.0 ... 1221851.89 5956.0 5960.0 SM
181 SM510 20250723 6020.0 6052.0 ... 79909.11 5932.0 5936.0 SM
182 SM511 20250723 6086.0 6108.0 ... 136593.22 6004.0 6014.0 SM
183 SM512 20250723 6094.0 6120.0 ... 40190.05 6008.0 6016.0 SM
184 SM601 20250723 6100.0 6126.0 ... 239156.65 6016.0 6018.0 SM
185 SM602 20250723 6094.0 6132.0 ... 643.61 6016.0 6008.0 SM
186 SM603 20250723 6110.0 6146.0 ... 572.32 6024.0 6018.0 SM
187 SM604 20250723 6126.0 6138.0 ... 168.44 6016.0 6042.0 SM
188 SM605 20250723 6146.0 6172.0 ... 4860.64 6038.0 6050.0 SM
189 SM606 20250723 6148.0 6178.0 ... 880.55 5970.0 6066.0 SM
190 SM607 20250723 6186.0 6188.0 ... 63.42 6040.0 6056.0 SM
191 SR509 20250723 5810.0 5844.0 ... 1069146.84 5826.0 5825.0 SR
192 SR511 20250723 5710.0 5728.0 ... 113884.88 5713.0 5720.0 SR
193 SR601 20250723 5638.0 5666.0 ... 189255.87 5650.0 5655.0 SR
194 SR603 20250723 5611.0 5633.0 ... 2834.00 5623.0 5627.0 SR
195 SR605 20250723 5600.0 5613.0 ... 13785.92 5604.0 5604.0 SR
196 SR607 20250723 5597.0 5607.0 ... 1254.29 5600.0 5600.0 SR
197 TA508 20250723 4804.0 4850.0 ... 16533.05 4824.0 4762.0 TA
198 TA509 20250723 4814.0 4860.0 ... 2815227.91 4808.0 4772.0 TA
199 TA510 20250723 4810.0 4858.0 ... 83410.50 4810.0 4774.0 TA
200 TA511 20250723 4806.0 4850.0 ... 42209.31 4800.0 4772.0 TA
201 TA512 20250723 4804.0 4838.0 ... 20607.82 4794.0 4768.0 TA
202 TA601 20250723 4800.0 4832.0 ... 693430.83 4792.0 4764.0 TA
203 TA602 20250723 4794.0 4822.0 ... 143.87 4796.0 4772.0 TA
204 TA603 20250723 4806.0 4828.0 ... 148.57 4794.0 4760.0 TA
205 TA604 20250723 4812.0 4830.0 ... 72.03 4802.0 4762.0 TA
206 TA605 20250723 4800.0 4846.0 ... 12034.53 4808.0 4772.0 TA
207 TA606 20250723 4828.0 4830.0 ... 19.25 4814.0 4772.0 TA
208 TA607 20250723 4858.0 4858.0 ... 2.43 4858.0 4788.0 TA
209 UR508 20250723 1805.0 1808.0 ... 1073.95 1772.0 1802.0 UR
210 UR509 20250723 1827.0 1827.0 ... 1030856.15 1788.0 1806.0 UR
211 UR510 20250723 1816.0 1816.0 ... 31074.31 1777.0 1791.0 UR
212 UR511 20250723 1826.0 1828.0 ... 23318.28 1795.0 1798.0 UR
213 UR512 20250723 1809.0 1811.0 ... 317.91 1786.0 1797.0 UR
214 UR601 20250723 1820.0 1822.0 ... 248269.47 1787.0 1787.0 UR
215 UR602 20250723 1805.0 1807.0 ... 929.58 1774.0 1787.0 UR
216 UR603 20250723 1823.0 1823.0 ... 468.72 1803.0 1805.0 UR
217 UR604 20250723 1815.0 1815.0 ... 233.13 1793.0 1803.0 UR
218 UR605 20250723 1830.0 1830.0 ... 7845.94 1798.0 1795.0 UR
219 UR606 20250723 1825.0 1825.0 ... 391.03 1794.0 1792.0 UR
220 UR607 20250723 1837.0 1837.0 ... 137.18 1805.0 1803.0 UR
221 WH509 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 16:25:53,765 - future_1d - INFO - ak.get_czce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 SC2508 20250723 514 ... 519.2 523.5 SC
1 SC2509 20250723 503.2 ... 503.9 506.6 SC
2 SC2510 20250723 497.8 ... 498.1 499.6 SC
3 SC2511 20250723 493.5 ... 493.1 495 SC
4 SC2512 20250723 489.5 ... 489.9 491.4 SC
5 SC2601 20250723 486.4 ... 487.2 488.2 SC
6 SC2602 20250723 484.4 ... 484.1 485.3 SC
7 SC2603 20250723 482.1 ... 482.9 483.8 SC
8 SC2604 20250723 479.7 ... 480.3 481.3 SC
9 SC2605 20250723 478.9 ... 479 480.6 SC
10 SC2606 20250723 474.8 ... 476.7 478.2 SC
11 SC2607 20250723 ... 475.5 475.5 SC
12 SC2609 20250723 475.5 ... 471.6 472.4 SC
13 SC2612 20250723 464.1 ... 469.4 469.7 SC
14 SC2703 20250723 471 ... 469.5 468.6 SC
15 SC2706 20250723 ... 468.4 468.4 SC
16 SC2709 20250723 462.8 ... 462.8 462.8 SC
17 SC2712 20250723 ... 467.2 467.2 SC
18 SC2803 20250723 ... 463.4 463.4 SC
19 SC2806 20250723 460.5 ... 464.2 461.8 SC
21 LU2508 20250723 3547 ... 3548 3563 LU
22 LU2509 20250723 3573 ... 3564 3577 LU
23 LU2510 20250723 3576 ... 3567 3575 LU
24 LU2511 20250723 3554 ... 3552 3562 LU
25 LU2512 20250723 3548 ... 3528 3554 LU
26 LU2601 20250723 3520 ... 3514 3521 LU
27 LU2602 20250723 3489 ... 3501 3491 LU
28 LU2603 20250723 3483 ... 3488 3445 LU
29 LU2604 20250723 3469 ... 3473 3478 LU
30 LU2605 20250723 3470 ... 3474 3465 LU
31 LU2606 20250723 3442 ... 3459 3470 LU
32 LU2607 20250723 3453 ... 3453 3459 LU
34 NR2508 20250723 12830 ... 12790 12810 NR
35 NR2509 20250723 12860 ... 12820 12845 NR
36 NR2510 20250723 12860 ... 12810 12830 NR
37 NR2511 20250723 12820 ... 12830 12835 NR
38 NR2512 20250723 12890 ... 12890 12885 NR
39 NR2601 20250723 12980 ... 12925 12930 NR
40 NR2602 20250723 12995 ... 12995 12905 NR
41 NR2603 20250723 12915 ... 12900 12885 NR
42 NR2604 20250723 13075 ... 12995 13010 NR
43 NR2605 20250723 13055 ... 12995 12940 NR
44 NR2606 20250723 12975 ... 12950 12980 NR
45 NR2607 20250723 ... 12810 12810 NR
47 BC2508 20250723 70850 ... 70880 70720 BC
48 BC2509 20250723 70990 ... 70930 70830 BC
49 BC2510 20250723 ... 70720 70720 BC
50 BC2511 20250723 ... 69190 69190 BC
51 BC2512 20250723 ... 70400 70400 BC
52 BC2601 20250723 ... 69480 69480 BC
53 BC2602 20250723 ... 69410 69410 BC
54 BC2603 20250723 ... 69290 69290 BC
55 BC2604 20250723 ... 69430 69430 BC
56 BC2605 20250723 ... 69480 69480 BC
57 BC2606 20250723 ... 69340 69340 BC
58 BC2607 20250723 ... 68670 68670 BC
60 EC2508 20250723 2238 ... 2212.3 2276.1 EC
61 EC2510 20250723 1556.9 ... 1526.9 1579.9 EC
62 EC2512 20250723 1721.6 ... 1687.9 1728.6 EC
63 EC2602 20250723 1468.1 ... 1458 1469.5 EC
64 EC2604 20250723 1321.4 ... 1316.3 1323.9 EC
65 EC2606 20250723 1459.2 ... 1454.3 1447.6 EC
68 SC_TAS2509 20250723 ... SC_TAS
69 SC_TAS2510 20250723 ... SC_TAS
70 SC_TAS2511 20250723 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 16:25:53,844 - future_1d - INFO - ak.get_ine_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 PS2508 20250723 49755.0 ... 51395.0 47655.0 PS
1 PS2509 20250723 50905.0 ... 51130.0 47470.0 PS
2 PS2510 20250723 50670.0 ... 51075.0 47315.0 PS
3 PS2511 20250723 50100.0 ... 50860.0 47220.0 PS
4 PS2512 20250723 52440.0 ... 53140.0 49395.0 PS
5 PS2601 20250723 51000.0 ... 52640.0 48930.0 PS
6 PS2602 20250723 51785.0 ... 52300.0 48595.0 PS
7 PS2603 20250723 51780.0 ... 52170.0 48685.0 PS
8 PS2604 20250723 51695.0 ... 52070.0 48800.0 PS
9 PS2605 20250723 52000.0 ... 52335.0 48615.0 PS
10 PS2606 20250723 52220.0 ... 53410.0 49520.0 PS
11 PS2607 20250723 50615.0 ... 53175.0 49445.0 PS
13 SI2508 20250723 9730.0 ... 9705.0 9425.0 SI
14 SI2509 20250723 9810.0 ... 9710.0 9470.0 SI
15 SI2510 20250723 9755.0 ... 9635.0 9405.0 SI
16 SI2511 20250723 9740.0 ... 9535.0 9340.0 SI
17 SI2512 20250723 9885.0 ... 9795.0 9605.0 SI
18 SI2601 20250723 9890.0 ... 9710.0 9550.0 SI
19 SI2602 20250723 9695.0 ... 9735.0 9510.0 SI
20 SI2603 20250723 9760.0 ... 9695.0 9490.0 SI
21 SI2604 20250723 9755.0 ... 9665.0 9485.0 SI
22 SI2605 20250723 9735.0 ... 9615.0 9470.0 SI
23 SI2606 20250723 9810.0 ... 9605.0 9450.0 SI
24 SI2607 20250723 9815.0 ... 9650.0 9490.0 SI
27 LC2508 20250723 74980.0 ... 72280.0 71900.0 LC
28 LC2509 20250723 73500.0 ... 71520.0 72320.0 LC
29 LC2510 20250723 71800.0 ... 71120.0 71600.0 LC
30 LC2511 20250723 72700.0 ... 70640.0 71260.0 LC
31 LC2512 20250723 72700.0 ... 70220.0 71260.0 LC
32 LC2601 20250723 72000.0 ... 70440.0 71100.0 LC
33 LC2602 20250723 71300.0 ... 70680.0 70800.0 LC
34 LC2603 20250723 71360.0 ... 70220.0 70540.0 LC
35 LC2604 20250723 71200.0 ... 70480.0 70760.0 LC
36 LC2605 20250723 71500.0 ... 70040.0 70780.0 LC
37 LC2606 20250723 71240.0 ... 70220.0 70600.0 LC
38 LC2607 20250723 71000.0 ... 70300.0 70520.0 LC
[36 rows x 12 columns]
2025-07-29 16:25:54,005 - future_1d - INFO - ak.get_gfex_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 a2509 20250723 4213.00 ... 4229.00 4213.00 A
1 a2511 20250723 4139.00 ... 4142.00 4132.00 A
2 a2601 20250723 4125.00 ... 4127.00 4122.00 A
3 a2603 20250723 4118.00 ... 4116.00 4110.00 A
4 a2605 20250723 4152.00 ... 4150.00 4144.00 A
5 a2607 20250723 4154.00 ... 4148.00 4142.00 A
6 b2508 20250723 3634.00 ... 3639.00 3634.00 B
7 b2509 20250723 3719.00 ... 3732.00 3717.00 B
8 b2510 20250723 3761.00 ... 3780.00 3762.00 B
9 b2511 20250723 3779.00 ... 3793.00 3775.00 B
10 b2512 20250723 3789.00 ... 3799.00 3782.00 B
11 b2601 20250723 3768.00 ... 3779.00 3762.00 B
12 b2602 20250723 3724.00 ... 3728.00 3721.00 B
13 b2603 20250723 3616.00 ... 3621.00 3614.00 B
14 b2604 20250723 3510.00 ... 3511.00 3507.00 B
15 b2605 20250723 3434.00 ... 3440.00 3431.00 B
16 b2606 20250723 3428.00 ... 3434.00 3426.00 B
17 b2607 20250723 3431.00 ... 3432.00 3425.00 B
18 bb2509 20250723 156.20 ... 153.45 156.15 BB
19 bb2511 20250723 153.95 ... 153.50 153.70 BB
20 bb2601 20250723 148.55 ... 147.60 147.90 BB
21 bb2603 20250723 0.00 ... 154.15 154.45 BB
22 bb2605 20250723 0.00 ... 154.15 154.45 BB
23 bb2607 20250723 0.00 ... 154.15 154.45 BB
24 bz2603 20250723 6278.00 ... 6222.00 6238.00 BZ
25 bz2604 20250723 6254.00 ... 6198.00 6224.00 BZ
26 bz2605 20250723 6269.00 ... 6213.00 6228.00 BZ
27 bz2606 20250723 6261.00 ... 6225.00 6219.00 BZ
28 c2509 20250723 2316.00 ... 2311.00 2325.00 C
29 c2511 20250723 2278.00 ... 2271.00 2280.00 C
30 c2601 20250723 2246.00 ... 2244.00 2250.00 C
31 c2603 20250723 2248.00 ... 2244.00 2250.00 C
32 c2605 20250723 2291.00 ... 2285.00 2290.00 C
33 c2607 20250723 2297.00 ... 2294.00 2300.00 C
34 cs2509 20250723 2670.00 ... 2669.00 2672.00 CS
35 cs2511 20250723 2615.00 ... 2614.00 2621.00 CS
36 cs2601 20250723 2627.00 ... 2626.00 2634.00 CS
37 cs2603 20250723 2617.00 ... 2616.00 2619.00 CS
38 cs2605 20250723 2653.00 ... 2658.00 2663.00 CS
39 cs2607 20250723 2659.00 ... 2662.00 2665.00 CS
40 eb2507 20250723 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250723 7511.00 ... 7465.00 7471.00 EB
42 eb2509 20250723 7491.00 ... 7433.00 7429.00 EB
43 eb2510 20250723 7420.00 ... 7398.00 7377.00 EB
44 eb2511 20250723 7365.00 ... 7356.00 7318.00 EB
45 eb2512 20250723 7340.00 ... 7334.00 7287.00 EB
46 eb2601 20250723 7350.00 ... 7335.00 7285.00 EB
47 eb2602 20250723 7366.00 ... 7349.00 7292.00 EB
48 eb2603 20250723 7364.00 ... 7358.00 7326.00 EB
49 eb2604 20250723 7372.00 ... 7366.00 7310.00 EB
50 eb2605 20250723 7384.00 ... 7363.00 7337.00 EB
51 eb2606 20250723 7377.00 ... 7375.00 7293.00 EB
52 eg2507 20250723 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250723 4410.00 ... 4405.00 4398.00 EG
54 eg2509 20250723 4459.00 ... 4440.00 4430.00 EG
55 eg2510 20250723 4447.00 ... 4445.00 4420.00 EG
56 eg2511 20250723 4471.00 ... 4448.00 4424.00 EG
57 eg2512 20250723 4470.00 ... 4462.00 4421.00 EG
58 eg2601 20250723 4456.00 ... 4446.00 4429.00 EG
59 eg2602 20250723 4461.00 ... 4440.00 4438.00 EG
60 eg2603 20250723 4425.00 ... 4430.00 4436.00 EG
61 eg2604 20250723 4472.00 ... 4462.00 4380.00 EG
62 eg2605 20250723 4475.00 ... 4473.00 4465.00 EG
63 eg2606 20250723 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250723 0.00 ... 1378.00 1375.50 FB
65 fb2509 20250723 1287.00 ... 1286.00 1285.50 FB
66 fb2510 20250723 1307.00 ... 1314.50 1310.50 FB
67 fb2511 20250723 1314.50 ... 1314.00 1311.50 FB
68 fb2512 20250723 1319.50 ... 1314.50 1314.50 FB
69 fb2601 20250723 1344.00 ... 1315.00 1317.00 FB
70 fb2602 20250723 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250723 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250723 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250723 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250723 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250723 0.00 ... 1295.00 1295.00 FB
76 i2508 20250723 829.50 ... 819.00 821.00 I
77 i2509 20250723 826.00 ... 815.50 817.00 I
78 i2510 20250723 818.50 ... 810.00 812.50 I
79 i2511 20250723 813.00 ... 803.50 807.00 I
80 i2512 20250723 806.50 ... 796.50 800.00 I
81 i2601 20250723 797.00 ... 786.50 787.50 I
82 i2602 20250723 791.50 ... 780.50 786.00 I
83 i2603 20250723 788.00 ... 777.00 782.50 I
84 i2604 20250723 783.50 ... 772.50 777.00 I
85 i2605 20250723 773.00 ... 763.50 766.50 I
86 i2606 20250723 767.50 ... 760.00 760.00 I
87 i2607 20250723 764.50 ... 754.50 754.50 I
88 j2508 20250723 1706.50 ... 1673.50 1600.00 J
89 j2509 20250723 1686.00 ... 1701.50 1644.50 J
90 j2510 20250723 1718.00 ... 1713.50 1661.50 J
91 j2511 20250723 1733.00 ... 1730.00 1721.50 J
92 j2512 20250723 1742.50 ... 1739.50 1714.00 J
93 j2601 20250723 1747.50 ... 1743.00 1699.00 J
94 j2602 20250723 1762.50 ... 1759.00 1724.50 J
95 j2603 20250723 1785.00 ... 1788.00 1676.50 J
96 j2604 20250723 1808.00 ... 1803.00 1705.50 J
97 j2605 20250723 1797.50 ... 1773.50 1746.00 J
98 j2606 20250723 1803.50 ... 1767.50 1732.50 J
99 j2607 20250723 1781.50 ... 1781.50 1730.50 J
100 jd2507 20250723 3160.00 ... 3160.00 3160.00 JD
101 jd2508 20250723 3581.00 ... 3607.00 3576.00 JD
102 jd2509 20250723 3628.00 ... 3646.00 3624.00 JD
103 jd2510 20250723 3400.00 ... 3409.00 3397.00 JD
104 jd2511 20250723 3405.00 ... 3415.00 3404.00 JD
105 jd2512 20250723 3554.00 ... 3565.00 3550.00 JD
106 jd2601 20250723 3620.00 ... 3643.00 3615.00 JD
107 jd2602 20250723 3190.00 ... 3213.00 3188.00 JD
108 jd2603 20250723 3195.00 ... 3217.00 3190.00 JD
109 jd2604 20250723 3330.00 ... 3352.00 3324.00 JD
110 jd2605 20250723 3413.00 ... 3435.00 3407.00 JD
111 jd2606 20250723 3261.00 ... 3271.00 3256.00 JD
112 jm2508 20250723 960.50 ... 1007.00 948.00 JM
113 jm2509 20250723 1068.00 ... 1110.00 1023.00 JM
114 jm2510 20250723 1111.50 ... 1137.50 1048.00 JM
115 jm2511 20250723 1116.00 ... 1152.50 1072.50 JM
116 jm2512 20250723 1131.00 ... 1164.50 1089.50 JM
117 jm2601 20250723 1148.00 ... 1177.50 1102.50 JM
118 jm2602 20250723 1163.00 ... 1186.00 1117.50 JM
119 jm2603 20250723 1166.50 ... 1185.50 1121.00 JM
120 jm2604 20250723 1184.50 ... 1197.50 1125.50 JM
121 jm2605 20250723 1189.50 ... 1204.50 1134.50 JM
122 jm2606 20250723 1196.50 ... 1219.00 1148.00 JM
123 jm2607 20250723 1218.50 ... 1246.00 1148.00 JM
124 l2508 20250723 7301.00 ... 7278.00 7269.00 L
125 l2509 20250723 7370.00 ... 7320.00 7306.00 L
126 l2510 20250723 7378.00 ... 7339.00 7331.00 L
127 l2511 20250723 7397.00 ... 7351.00 7355.00 L
128 l2512 20250723 7405.00 ... 7362.00 7373.00 L
129 l2601 20250723 7409.00 ... 7370.00 7354.00 L
130 l2602 20250723 7404.00 ... 7356.00 7331.00 L
131 l2603 20250723 7402.00 ... 7348.00 7328.00 L
132 l2604 20250723 7426.00 ... 7410.00 7354.00 L
133 l2605 20250723 7420.00 ... 7358.00 7341.00 L
134 l2606 20250723 7383.00 ... 7356.00 7333.00 L
135 l2607 20250723 7398.00 ... 7384.00 7323.00 L
136 lg2507 20250723 820.00 ... 818.50 823.00 LG
137 lg2509 20250723 841.50 ... 829.00 840.50 LG
138 lg2511 20250723 849.00 ... 831.00 845.00 LG
139 lg2601 20250723 850.00 ... 839.00 856.50 LG
140 lg2603 20250723 846.50 ... 837.00 856.50 LG
141 lg2605 20250723 847.00 ... 842.50 861.50 LG
142 lh2507 20250723 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250723 14400.00 ... 14695.00 14350.00 LH
144 lh2511 20250723 14150.00 ... 14375.00 13915.00 LH
145 lh2601 20250723 14400.00 ... 14750.00 14220.00 LH
146 lh2603 20250723 13380.00 ... 13670.00 13260.00 LH
147 lh2605 20250723 13725.00 ... 13995.00 13530.00 LH
148 m2508 20250723 3063.00 ... 3073.00 3062.00 M
149 m2509 20250723 3080.00 ... 3096.00 3076.00 M
150 m2511 20250723 3096.00 ... 3133.00 3111.00 M
151 m2512 20250723 3130.00 ... 3150.00 3126.00 M
152 m2601 20250723 3100.00 ... 3116.00 3098.00 M
153 m2603 20250723 2942.00 ... 2954.00 2939.00 M
154 m2605 20250723 2758.00 ... 2767.00 2756.00 M
155 m2607 20250723 2744.00 ... 2752.00 2742.00 M
156 p2508 20250723 8872.00 ... 8898.00 8882.00 P
157 p2509 20250723 8908.00 ... 8984.00 8928.00 P
158 p2510 20250723 8914.00 ... 8984.00 8920.00 P
159 p2511 20250723 8896.00 ... 8956.00 8900.00 P
160 p2512 20250723 8908.00 ... 8966.00 8886.00 P
161 p2601 20250723 8900.00 ... 8960.00 8888.00 P
162 p2602 20250723 8852.00 ... 8886.00 8852.00 P
163 p2603 20250723 8766.00 ... 8800.00 8756.00 P
164 p2604 20250723 8704.00 ... 8702.00 8700.00 P
165 p2605 20250723 8586.00 ... 8640.00 8586.00 P
166 p2606 20250723 8526.00 ... 8552.00 8530.00 P
167 p2607 20250723 8500.00 ... 8536.00 8512.00 P
168 pg2507 20250723 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250723 4000.00 ... 4013.00 4032.00 PG
170 pg2509 20250723 3975.00 ... 3972.00 3981.00 PG
171 pg2510 20250723 4415.00 ... 4400.00 4407.00 PG
172 pg2511 20250723 4352.00 ... 4336.00 4340.00 PG
173 pg2512 20250723 4282.00 ... 4273.00 4272.00 PG
174 pg2601 20250723 4218.00 ... 4209.00 4204.00 PG
175 pg2602 20250723 4123.00 ... 4122.00 4114.00 PG
176 pg2603 20250723 4058.00 ... 4046.00 4039.00 PG
177 pg2604 20250723 4332.00 ... 4337.00 4339.00 PG
178 pg2605 20250723 4249.00 ... 4238.00 4233.00 PG
179 pg2606 20250723 4178.00 ... 4178.00 4163.00 PG
180 pp2508 20250723 7108.00 ... 7098.00 7086.00 PP
181 pp2509 20250723 7150.00 ... 7126.00 7114.00 PP
182 pp2510 20250723 7161.00 ... 7136.00 7115.00 PP
183 pp2511 20250723 7158.00 ... 7134.00 7115.00 PP
184 pp2512 20250723 7161.00 ... 7135.00 7123.00 PP
185 pp2601 20250723 7170.00 ... 7143.00 7116.00 PP
186 pp2602 20250723 7135.00 ... 7121.00 7110.00 PP
187 pp2603 20250723 7134.00 ... 7130.00 7098.00 PP
188 pp2604 20250723 7149.00 ... 7124.00 7097.00 PP
189 pp2605 20250723 7147.00 ... 7137.00 7109.00 PP
190 pp2606 20250723 7125.00 ... 7103.00 7100.00 PP
191 pp2607 20250723 0.00 ... 7173.00 7173.00 PP
192 rr2508 20250723 3597.00 ... 3563.00 3593.00 RR
193 rr2509 20250723 3605.00 ... 3601.00 3603.00 RR
194 rr2510 20250723 3620.00 ... 3629.00 3625.00 RR
195 rr2511 20250723 3621.00 ... 3622.00 3616.00 RR
196 rr2512 20250723 3621.00 ... 3621.00 3618.00 RR
197 rr2601 20250723 3620.00 ... 3623.00 3616.00 RR
198 rr2602 20250723 3623.00 ... 3623.00 3622.00 RR
199 rr2603 20250723 3626.00 ... 3630.00 3641.00 RR
200 rr2604 20250723 3633.00 ... 3634.00 3630.00 RR
201 rr2605 20250723 3628.00 ... 3629.00 3625.00 RR
202 rr2606 20250723 3622.00 ... 3627.00 3625.00 RR
203 rr2607 20250723 0.00 ... 3617.00 3617.00 RR
204 v2508 20250723 5199.00 ... 5169.00 5145.00 V
205 v2509 20250723 5260.00 ... 5194.00 5186.00 V
206 v2510 20250723 5285.00 ... 5220.00 5217.00 V
207 v2511 20250723 5314.00 ... 5265.00 5247.00 V
208 v2512 20250723 5340.00 ... 5279.00 5280.00 V
209 v2601 20250723 5380.00 ... 5307.00 5305.00 V
210 v2602 20250723 5395.00 ... 5344.00 5328.00 V
211 v2603 20250723 5395.00 ... 5361.00 5330.00 V
212 v2604 20250723 5533.00 ... 5496.00 5471.00 V
213 v2605 20250723 5560.00 ... 5500.00 5502.00 V
214 v2606 20250723 5584.00 ... 5524.00 5508.00 V
215 v2607 20250723 5610.00 ... 5544.00 5507.00 V
216 y2508 20250723 8054.00 ... 8062.00 8052.00 Y
217 y2509 20250723 8066.00 ... 8072.00 8072.00 Y
218 y2511 20250723 8084.00 ... 8080.00 8084.00 Y
219 y2512 20250723 8086.00 ... 8086.00 8084.00 Y
220 y2601 20250723 8022.00 ... 8022.00 8022.00 Y
221 y2603 20250723 7888.00 ... 7894.00 7902.00 Y
222 y2605 20250723 7674.00 ... 7668.00 7674.00 Y
223 y2607 20250723 7654.00 ... 7664.00 7670.00 Y
[224 rows x 12 columns]
2025-07-29 16:25:55,090 - future_1d - INFO - ak.get_dce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 IC2508 20250723 6195.400 ... 6170.200 6161.200 IC
1 IC2509 20250723 6135.800 ... 6120.800 6111.800 IC
2 IC2512 20250723 6024.200 ... 5997.000 5984.600 IC
3 IC2603 20250723 5913.200 ... 5882.800 5870.000 IC
4 IF2508 20250723 4126.200 ... 4117.800 4105.400 IF
5 IF2509 20250723 4117.000 ... 4109.800 4096.600 IF
6 IF2512 20250723 4087.000 ... 4079.800 4063.600 IF
7 IF2603 20250723 4055.200 ... 4051.600 4033.200 IF
8 IH2508 20250723 2802.000 ... 2801.800 2788.800 IH
9 IH2509 20250723 2803.200 ... 2802.600 2789.400 IH
10 IH2512 20250723 2806.200 ... 2804.200 2791.600 IH
11 IH2603 20250723 2810.000 ... 2805.800 2793.400 IH
12 IM2508 20250723 6595.200 ... 6570.800 6568.000 IM
13 IM2509 20250723 6521.200 ... 6499.200 6495.800 IM
14 IM2512 20250723 6340.000 ... 6316.800 6311.400 IM
15 IM2603 20250723 6177.800 ... 6158.400 6150.400 IM
16 T2509 20250723 108.500 ... 108.530 108.635 T
17 T2512 20250723 108.570 ... 108.600 108.700 T
18 T2603 20250723 108.600 ... 108.585 108.665 T
19 TF2509 20250723 105.785 ... 105.805 105.885 TF
20 TF2512 20250723 105.900 ... 105.885 105.965 TF
21 TF2603 20250723 105.945 ... 105.950 106.030 TF
22 TL2509 20250723 118.900 ... 119.350 119.520 TL
23 TL2512 20250723 118.880 ... 119.160 119.330 TL
24 TL2603 20250723 118.850 ... 118.960 119.150 TL
25 TS2509 20250723 102.390 ... 102.380 102.414 TS
26 TS2512 20250723 102.444 ... 102.464 102.490 TS
27 TS2603 20250723 102.570 ... 102.552 102.584 TS
[28 rows x 12 columns]
2025-07-29 16:25:55,420 - future_1d - INFO - ak.get_cffex_daily('2025-07-23') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250723 ... 79680 79560 CU
1 1 CU2509 20250723 ... 79810 79650 CU
2 2 CU2510 20250723 ... 79810 79670 CU
3 3 CU2511 20250723 ... 79800 79650 CU
4 4 CU2512 20250723 ... 79760 79580 CU
5 5 CU2601 20250723 ... 79710 79510 CU
6 6 CU2602 20250723 ... 79670 79470 CU
7 7 CU2603 20250723 ... 79700 79450 CU
8 8 CU2604 20250723 ... 79650 79430 CU
9 9 CU2605 20250723 ... 79690 79410 CU
10 10 CU2606 20250723 ... 79660 79430 CU
11 11 CU2607 20250723 ... 79610 79460 CU
12 12 BC2508 20250723 ... 70880 70720 BC
13 13 BC2509 20250723 ... 70930 70830 BC
14 14 BC2510 20250723 ... 70720 70720 BC
15 15 BC2511 20250723 ... 69190 69190 BC
16 16 BC2512 20250723 ... 70400 70400 BC
17 17 BC2601 20250723 ... 69480 69480 BC
18 18 BC2602 20250723 ... 69410 69410 BC
19 19 BC2603 20250723 ... 69290 69290 BC
20 20 BC2604 20250723 ... 69430 69430 BC
21 21 BC2605 20250723 ... 69480 69480 BC
22 22 BC2606 20250723 ... 69340 69340 BC
23 23 BC2607 20250723 ... 68670 68670 BC
24 24 AL2508 20250723 ... 20850 20890 AL
25 25 AL2509 20250723 ... 20845 20860 AL
26 26 AL2510 20250723 ... 20780 20795 AL
27 27 AL2511 20250723 ... 20710 20700 AL
28 28 AL2512 20250723 ... 20665 20655 AL
29 29 AL2601 20250723 ... 20615 20620 AL
30 30 AL2602 20250723 ... 20645 20630 AL
31 31 AL2603 20250723 ... 20615 20630 AL
32 32 AL2604 20250723 ... 20670 20680 AL
33 33 AL2605 20250723 ... 20650 20645 AL
34 34 AL2606 20250723 ... 20665 20660 AL
35 35 AL2607 20250723 ... 20680 20670 AL
36 36 ZN2508 20250723 ... 22855 22825 ZN
37 37 ZN2509 20250723 ... 22905 22860 ZN
38 38 ZN2510 20250723 ... 22900 22855 ZN
39 39 ZN2511 20250723 ... 22870 22820 ZN
40 40 ZN2512 20250723 ... 22825 22780 ZN
41 41 ZN2601 20250723 ... 22765 22725 ZN
42 42 ZN2602 20250723 ... 22725 22680 ZN
43 43 ZN2603 20250723 ... 22720 22655 ZN
44 44 ZN2604 20250723 ... 22740 22665 ZN
45 45 ZN2605 20250723 ... 22735 22590 ZN
46 46 ZN2606 20250723 ... 22720 22625 ZN
47 47 ZN2607 20250723 ... 22720 22635 ZN
48 48 PB2508 20250723 ... 16895 16895 PB
49 49 PB2509 20250723 ... 16905 16925 PB
50 50 PB2510 20250723 ... 16925 16950 PB
51 51 PB2511 20250723 ... 16910 16955 PB
52 52 PB2512 20250723 ... 16975 17020 PB
53 53 PB2601 20250723 ... 16985 16985 PB
54 54 PB2602 20250723 ... 16985 16985 PB
55 55 PB2603 20250723 ... 17000 17055 PB
56 56 PB2604 20250723 ... 17070 17070 PB
57 57 PB2605 20250723 ... 17015 17100 PB
58 58 PB2606 20250723 ... 17015 17125 PB
59 59 PB2607 20250723 ... 17030 17105 PB
60 60 NI2508 20250723 ... 123410 123330 NI
61 61 NI2509 20250723 ... 123540 123440 NI
62 62 NI2510 20250723 ... 123650 123500 NI
63 63 NI2511 20250723 ... 123840 123750 NI
64 64 NI2512 20250723 ... 124020 123980 NI
65 65 NI2601 20250723 ... 124190 124240 NI
66 66 NI2602 20250723 ... 124550 124280 NI
67 67 NI2603 20250723 ... 124790 124580 NI
68 68 NI2604 20250723 ... 125200 125190 NI
69 69 NI2605 20250723 ... 125200 125030 NI
70 70 NI2606 20250723 ... 125510 125290 NI
71 71 NI2607 20250723 ... 125170 125480 NI
72 72 SN2508 20250723 ... 268900 267430 SN
73 73 SN2509 20250723 ... 269160 267630 SN
74 74 SN2510 20250723 ... 269100 267520 SN
75 75 SN2511 20250723 ... 269000 267240 SN
76 76 SN2512 20250723 ... 268900 267210 SN
77 77 SN2601 20250723 ... 269060 267520 SN
78 78 SN2602 20250723 ... 269210 268340 SN
79 79 SN2603 20250723 ... 267970 267930 SN
80 80 SN2604 20250723 ... 268310 268100 SN
81 81 SN2605 20250723 ... 267810 267770 SN
82 82 SN2606 20250723 ... 268130 268590 SN
83 83 SN2607 20250723 ... 269330 268090 SN
84 84 AO2508 20250723 ... 3415 3475 AO
85 85 AO2509 20250723 ... 3419 3452 AO
86 86 AO2510 20250723 ... 3372 3393 AO
87 87 AO2511 20250723 ... 3353 3371 AO
88 88 AO2512 20250723 ... 3353 3365 AO
89 89 AO2601 20250723 ... 3345 3358 AO
90 90 AO2602 20250723 ... 3304 3356 AO
91 91 AO2603 20250723 ... 3328 3322 AO
92 92 AO2604 20250723 ... 3325 3358 AO
93 93 AO2605 20250723 ... 3310 3315 AO
94 94 AO2606 20250723 ... 3306 3309 AO
95 95 AO2607 20250723 ... 3323 3287 AO
96 96 AD2511 20250723 ... 20210 20215 AD
97 97 AD2512 20250723 ... 20150 20185 AD
98 98 AD2601 20250723 ... 20135 20145 AD
99 99 AD2602 20250723 ... 20175 20075 AD
100 100 AD2603 20250723 ... 20135 19990 AD
101 101 AD2604 20250723 ... 19935 19935 AD
102 102 AD2605 20250723 ... 20035 20010 AD
103 103 AD2606 20250723 ... 19920 20020 AD
104 104 AD2607 20250723 ... 19790 19790 AD
105 105 AU2508 20250723 ... 788.8 783.14 AU
106 106 AU2509 20250723 ... 790.1 784.52 AU
107 107 AU2510 20250723 ... 791.4 785.8 AU
108 108 AU2512 20250723 ... 793.4 787.66 AU
109 109 AU2602 20250723 ... 795.5 789.7 AU
110 110 AU2604 20250723 ... 797.94 791.76 AU
111 111 AU2606 20250723 ... 800.72 793.48 AU
112 112 AU2608 20250723 ... 802.18 795.88 AU
113 113 AG2508 20250723 ... 9438 9355 AG
114 114 AG2509 20250723 ... 9455 9361 AG
115 115 AG2510 20250723 ... 9465 9383 AG
116 116 AG2511 20250723 ... 9478 9390 AG
117 117 AG2512 20250723 ... 9484 9398 AG
118 118 AG2601 20250723 ... 9497 9408 AG
119 119 AG2602 20250723 ... 9508 9420 AG
120 120 AG2603 20250723 ... 9519 9431 AG
121 121 AG2604 20250723 ... 9530 9441 AG
122 122 AG2605 20250723 ... 9546 9453 AG
123 123 AG2606 20250723 ... 9557 9463 AG
124 124 AG2607 20250723 ... 9567 9475 AG
125 125 RB2508 20250723 ... 3221 3185 RB
126 126 RB2509 20250723 ... 3236 3212 RB
127 127 RB2510 20250723 ... 3283 3264 RB
128 128 RB2511 20250723 ... 3301 3286 RB
129 129 RB2512 20250723 ... 3335 3309 RB
130 130 RB2601 20250723 ... 3337 3320 RB
131 131 RB2602 20250723 ... 3319 3304 RB
132 132 RB2603 20250723 ... 3335 3328 RB
133 133 RB2604 20250723 ... 3345 3315 RB
134 134 RB2605 20250723 ... 3357 3342 RB
135 135 RB2606 20250723 ... 3359 3352 RB
136 136 RB2607 20250723 ... 3372 3348 RB
137 137 WR2508 20250723 ... 3212 3212 WR
138 138 WR2509 20250723 ... 3335 3335 WR
139 139 WR2510 20250723 ... 3611 3588 WR
140 140 WR2511 20250723 ... 3639 3679 WR
141 141 WR2512 20250723 ... 3570 3570 WR
142 142 WR2601 20250723 ... 3625 3545 WR
143 143 WR2602 20250723 ... 3607 3607 WR
144 144 WR2603 20250723 ... 3606 3606 WR
145 145 WR2604 20250723 ... 3556 3556 WR
146 146 WR2605 20250723 ... 3640 3660 WR
147 147 WR2606 20250723 ... 3708 3704 WR
148 148 WR2607 20250723 ... 3668 3747 WR
149 149 HC2508 20250723 ... 3435 3417 HC
150 150 HC2509 20250723 ... 3442 3435 HC
151 151 HC2510 20250723 ... 3444 3431 HC
152 152 HC2511 20250723 ... 3444 3433 HC
153 153 HC2512 20250723 ... 3463 3442 HC
154 154 HC2601 20250723 ... 3458 3448 HC
155 155 HC2602 20250723 ... 3447 3445 HC
156 156 HC2603 20250723 ... 3463 3449 HC
157 157 HC2604 20250723 ... 3470 3458 HC
158 158 HC2605 20250723 ... 3470 3440 HC
159 159 HC2606 20250723 ... 3445 3445 HC
160 160 HC2607 20250723 ... 3487 3444 HC
161 161 SS2508 20250723 ... 12950 12895 SS
162 162 SS2509 20250723 ... 12945 12890 SS
163 163 SS2510 20250723 ... 12980 12925 SS
164 164 SS2511 20250723 ... 13025 12965 SS
165 165 SS2512 20250723 ... 13020 12985 SS
166 166 SS2601 20250723 ... 13080 13035 SS
167 167 SS2602 20250723 ... 13120 13095 SS
168 168 SS2603 20250723 ... 13185 13140 SS
169 169 SS2604 20250723 ... 13225 13155 SS
170 170 SS2605 20250723 ... 13265 13205 SS
171 171 SS2606 20250723 ... 13295 13220 SS
172 172 SS2607 20250723 ... 13365 13265 SS
173 173 SC2508 20250723 ... 519.2 523.5 SC
174 174 SC2509 20250723 ... 503.9 506.6 SC
175 175 SC2510 20250723 ... 498.1 499.6 SC
176 176 SC2511 20250723 ... 493.1 495 SC
177 177 SC2512 20250723 ... 489.9 491.4 SC
178 178 SC2601 20250723 ... 487.2 488.2 SC
179 179 SC2602 20250723 ... 484.1 485.3 SC
180 180 SC2603 20250723 ... 482.9 483.8 SC
181 181 SC2604 20250723 ... 480.3 481.3 SC
182 182 SC2605 20250723 ... 479 480.6 SC
183 183 SC2606 20250723 ... 476.7 478.2 SC
184 184 SC2607 20250723 ... 475.5 475.5 SC
185 185 SC2609 20250723 ... 471.6 472.4 SC
186 186 SC2612 20250723 ... 469.4 469.7 SC
187 187 SC2703 20250723 ... 469.5 468.6 SC
188 188 SC2706 20250723 ... 468.4 468.4 SC
189 189 SC2709 20250723 ... 462.8 462.8 SC
190 190 SC2712 20250723 ... 467.2 467.2 SC
191 191 SC2803 20250723 ... 463.4 463.4 SC
192 192 SC2806 20250723 ... 464.2 461.8 SC
193 193 LU2508 20250723 ... 3548 3563 LU
194 194 LU2509 20250723 ... 3564 3577 LU
195 195 LU2510 20250723 ... 3567 3575 LU
196 196 LU2511 20250723 ... 3552 3562 LU
197 197 LU2512 20250723 ... 3528 3554 LU
198 198 LU2601 20250723 ... 3514 3521 LU
199 199 LU2602 20250723 ... 3501 3491 LU
200 200 LU2603 20250723 ... 3488 3445 LU
201 201 LU2604 20250723 ... 3473 3478 LU
202 202 LU2605 20250723 ... 3474 3465 LU
203 203 LU2606 20250723 ... 3459 3470 LU
204 204 LU2607 20250723 ... 3453 3459 LU
205 205 FU2508 20250723 ... 2843 2863 FU
206 206 FU2509 20250723 ... 2879 2899 FU
207 207 FU2510 20250723 ... 2890 2911 FU
208 208 FU2511 20250723 ... 2891 2905 FU
209 209 FU2512 20250723 ... 2879 2885 FU
210 210 FU2601 20250723 ... 2876 2878 FU
211 211 FU2602 20250723 ... 2863 2869 FU
212 212 FU2603 20250723 ... 2854 2857 FU
213 213 FU2604 20250723 ... 2845 2843 FU
214 214 FU2605 20250723 ... 2833 2828 FU
215 215 FU2606 20250723 ... 2824 2827 FU
216 216 FU2607 20250723 ... 2808 2815 FU
217 217 BU2508 20250723 ... 3640 3644 BU
218 218 BU2509 20250723 ... 3612 3611 BU
219 219 BU2510 20250723 ... 3575 3565 BU
220 220 BU2511 20250723 ... 3534 3523 BU
221 221 BU2512 20250723 ... 3469 3458 BU
222 222 BU2601 20250723 ... 3437 3428 BU
223 223 BU2602 20250723 ... 3431 3392 BU
224 224 BU2603 20250723 ... 3417 3396 BU
225 225 BU2604 20250723 ... 3393 3389 BU
226 226 BU2605 20250723 ... 3407 3380 BU
227 227 BU2606 20250723 ... 3405 3380 BU
228 228 BU2607 20250723 ... 3392 3392 BU
229 229 BU2609 20250723 ... 3392 3369 BU
230 230 BU2612 20250723 ... 3341 3325 BU
231 231 BU2703 20250723 ... 3332 3326 BU
232 232 BU2706 20250723 ... 3332 3324 BU
233 233 BR2508 20250723 ... 12015 12020 BR
234 234 BR2509 20250723 ... 12000 12025 BR
235 235 BR2510 20250723 ... 11960 12005 BR
236 236 BR2511 20250723 ... 11960 12020 BR
237 237 BR2512 20250723 ... 11965 12030 BR
238 238 BR2601 20250723 ... 11980 12005 BR
239 239 BR2602 20250723 ... 11990 11975 BR
240 240 BR2603 20250723 ... 12020 12000 BR
241 241 BR2604 20250723 ... 12025 12005 BR
242 242 BR2605 20250723 ... 12000 11995 BR
243 243 BR2606 20250723 ... 12020 12010 BR
244 244 BR2607 20250723 ... 11995 11980 BR
245 245 RU2508 20250723 ... 14960 15020 RU
246 246 RU2509 20250723 ... 15015 15030 RU
247 247 RU2510 20250723 ... 14985 15010 RU
248 248 RU2511 20250723 ... 15010 15025 RU
249 249 RU2601 20250723 ... 15800 15800 RU
250 250 RU2603 20250723 ... 15815 15760 RU
251 251 RU2604 20250723 ... 15880 15805 RU
252 252 RU2605 20250723 ... 15935 15875 RU
253 253 RU2606 20250723 ... 15830 15875 RU
254 254 RU2607 20250723 ... 15805 15805 RU
255 255 NR2508 20250723 ... 12790 12810 NR
256 256 NR2509 20250723 ... 12820 12845 NR
257 257 NR2510 20250723 ... 12810 12830 NR
258 258 NR2511 20250723 ... 12830 12835 NR
259 259 NR2512 20250723 ... 12890 12885 NR
260 260 NR2601 20250723 ... 12925 12930 NR
261 261 NR2602 20250723 ... 12995 12905 NR
262 262 NR2603 20250723 ... 12900 12885 NR
263 263 NR2604 20250723 ... 12995 13010 NR
264 264 NR2605 20250723 ... 12995 12940 NR
265 265 NR2606 20250723 ... 12950 12980 NR
266 266 NR2607 20250723 ... 12810 12810 NR
267 267 SP2508 20250723 ... 5418 5314 SP
268 268 SP2509 20250723 ... 5424 5342 SP
269 269 SP2510 20250723 ... 5364 5308 SP
270 270 SP2511 20250723 ... 5362 5308 SP
271 271 SP2512 20250723 ... 5312 5258 SP
272 272 SP2601 20250723 ... 5532 5484 SP
273 273 SP2602 20250723 ... 5472 5420 SP
274 274 SP2603 20250723 ... 5460 5424 SP
275 275 SP2604 20250723 ... 5442 5400 SP
276 276 SP2605 20250723 ... 5456 5418 SP
277 277 SP2606 20250723 ... 5426 5418 SP
278 278 SP2607 20250723 ... 5456 5414 SP
279 279 EC2508 20250723 ... 2212.3 2276.1 EC
280 280 EC2510 20250723 ... 1526.9 1579.9 EC
281 281 EC2512 20250723 ... 1687.9 1728.6 EC
282 282 EC2602 20250723 ... 1458 1469.5 EC
283 283 EC2604 20250723 ... 1316.3 1323.9 EC
284 284 EC2606 20250723 ... 1454.3 1447.6 EC
285 285 SC_TAS2509 20250723 ... SC_TAS
286 286 SC_TAS2510 20250723 ... SC_TAS
287 287 SC_TAS2511 20250723 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 16:25:55,538 - future_1d - INFO - ak.get_shfe_daily('2025-07-23') done
2025-07-29 16:25:57,268 - future_1d - INFO - save future_daily 2025-07-23 completed
symbol date open ... settle pre_settle variety
0 AP510 20250724 7938.0 ... 7967.0 7949.0 AP
1 AP511 20250724 7664.0 ... 7704.0 7698.0 AP
2 AP512 20250724 7727.0 ... 7747.0 7748.0 AP
3 AP601 20250724 7800.0 ... 7834.0 7821.0 AP
4 AP603 20250724 7753.0 ... 7766.0 7740.0 AP
5 AP604 20250724 7741.0 ... 7769.0 7758.0 AP
6 AP605 20250724 7774.0 ... 7812.0 7796.0 AP
7 CF509 20250724 14180.0 ... 14160.0 14220.0 CF
8 CF511 20250724 13985.0 ... 13995.0 14010.0 CF
9 CF601 20250724 14065.0 ... 14070.0 14080.0 CF
10 CF603 20250724 14000.0 ... 14030.0 14035.0 CF
11 CF605 20250724 14015.0 ... 14005.0 14025.0 CF
12 CF607 20250724 14000.0 ... 14025.0 14050.0 CF
13 CJ509 20250724 9610.0 ... 9495.0 9545.0 CJ
14 CJ512 20250724 10430.0 ... 10315.0 10415.0 CJ
15 CJ601 20250724 10580.0 ... 10475.0 10565.0 CJ
16 CJ603 20250724 10650.0 ... 10545.0 10655.0 CJ
17 CJ605 20250724 10750.0 ... 10700.0 10765.0 CJ
18 CJ607 20250724 10755.0 ... 10790.0 10865.0 CJ
19 CY508 20250724 0.0 ... 20165.0 20165.0 CY
20 CY509 20250724 20325.0 ... 20350.0 20420.0 CY
21 CY510 20250724 0.0 ... 19960.0 20030.0 CY
22 CY511 20250724 20120.0 ... 20155.0 20215.0 CY
23 CY512 20250724 0.0 ... 20045.0 20040.0 CY
24 CY601 20250724 20225.0 ... 20260.0 20325.0 CY
25 CY602 20250724 0.0 ... 20055.0 20055.0 CY
26 CY603 20250724 0.0 ... 20305.0 20305.0 CY
27 CY604 20250724 0.0 ... 20040.0 20040.0 CY
28 CY605 20250724 0.0 ... 20215.0 20215.0 CY
29 CY606 20250724 0.0 ... 20010.0 20010.0 CY
30 CY607 20250724 0.0 ... 20595.0 20625.0 CY
31 FG508 20250724 1207.0 ... 1258.0 1221.0 FG
32 FG509 20250724 1206.0 ... 1261.0 1223.0 FG
33 FG510 20250724 1269.0 ... 1319.0 1278.0 FG
34 FG511 20250724 1249.0 ... 1301.0 1263.0 FG
35 FG512 20250724 1319.0 ... 1366.0 1328.0 FG
36 FG601 20250724 1309.0 ... 1354.0 1318.0 FG
37 FG602 20250724 1355.0 ... 1389.0 1357.0 FG
38 FG603 20250724 1345.0 ... 1377.0 1354.0 FG
39 FG604 20250724 1366.0 ... 1412.0 1385.0 FG
40 FG605 20250724 1370.0 ... 1411.0 1376.0 FG
41 FG606 20250724 1400.0 ... 1428.0 1390.0 FG
42 FG607 20250724 1385.0 ... 1414.0 1383.0 FG
43 JR509 20250724 0.0 ... 2662.0 2662.0 JR
44 JR511 20250724 0.0 ... 2662.0 2662.0 JR
45 JR601 20250724 0.0 ... 2662.0 2662.0 JR
46 JR603 20250724 0.0 ... 2662.0 2662.0 JR
47 JR605 20250724 0.0 ... 2662.0 2662.0 JR
48 JR607 20250724 0.0 ... 2662.0 2662.0 JR
49 LR509 20250724 0.0 ... 2360.0 2360.0 LR
50 LR511 20250724 0.0 ... 2360.0 2360.0 LR
51 LR601 20250724 0.0 ... 2360.0 2360.0 LR
52 MA508 20250724 2394.0 ... 2417.0 2394.0 MA
53 MA509 20250724 2417.0 ... 2465.0 2430.0 MA
54 MA510 20250724 2444.0 ... 2498.0 2459.0 MA
55 MA511 20250724 2466.0 ... 2517.0 2481.0 MA
56 MA512 20250724 2489.0 ... 2532.0 2496.0 MA
57 MA601 20250724 2504.0 ... 2539.0 2510.0 MA
58 MA602 20250724 2497.0 ... 2536.0 2496.0 MA
59 MA603 20250724 2487.0 ... 2526.0 2490.0 MA
60 MA604 20250724 2469.0 ... 2502.0 2463.0 MA
61 MA605 20250724 2431.0 ... 2463.0 2435.0 MA
62 MA606 20250724 2453.0 ... 2475.0 2449.0 MA
63 MA607 20250724 2430.0 ... 2457.0 2430.0 MA
64 OI509 20250724 9459.0 ... 9462.0 9451.0 OI
65 OI511 20250724 9439.0 ... 9441.0 9433.0 OI
66 OI601 20250724 9408.0 ... 9409.0 9388.0 OI
67 OI603 20250724 9359.0 ... 9382.0 9347.0 OI
68 OI605 20250724 9314.0 ... 9315.0 9282.0 OI
69 OI607 20250724 9269.0 ... 9314.0 9269.0 OI
70 PF508 20250724 6420.0 ... 6474.0 6480.0 PF
71 PF509 20250724 6430.0 ... 6472.0 6476.0 PF
72 PF510 20250724 6478.0 ... 6534.0 6532.0 PF
73 PF511 20250724 6474.0 ... 6524.0 6522.0 PF
74 PF512 20250724 6454.0 ... 6510.0 6504.0 PF
75 PF601 20250724 6462.0 ... 6516.0 6500.0 PF
76 PF602 20250724 6482.0 ... 6514.0 6504.0 PF
77 PF603 20250724 6496.0 ... 6528.0 6516.0 PF
78 PF604 20250724 0.0 ... 6556.0 6518.0 PF
79 PF605 20250724 6530.0 ... 6566.0 6548.0 PF
80 PF606 20250724 6534.0 ... 6576.0 6562.0 PF
81 PF607 20250724 6550.0 ... 6570.0 6590.0 PF
82 PK510 20250724 8142.0 ... 8140.0 8142.0 PK
83 PK511 20250724 7974.0 ... 7984.0 7978.0 PK
84 PK512 20250724 7968.0 ... 7984.0 7972.0 PK
85 PK601 20250724 7998.0 ... 8016.0 7994.0 PK
86 PK603 20250724 8014.0 ... 8034.0 8022.0 PK
87 PK604 20250724 8030.0 ... 8032.0 8028.0 PK
88 PK605 20250724 8040.0 ... 8036.0 8036.0 PK
89 PL601 20250724 6594.0 ... 6590.0 6595.0 PL
90 PL602 20250724 6641.0 ... 6668.0 6645.0 PL
91 PL603 20250724 6578.0 ... 6584.0 6573.0 PL
92 PL604 20250724 6494.0 ... 6494.0 6610.0 PL
93 PL605 20250724 6520.0 ... 6524.0 6519.0 PL
94 PL606 20250724 0.0 ... 6611.0 6611.0 PL
95 PL607 20250724 0.0 ... 6596.0 6596.0 PL
96 PM509 20250724 0.0 ... 3122.0 3122.0 PM
97 PM511 20250724 0.0 ... 3122.0 3122.0 PM
98 PM601 20250724 0.0 ... 3122.0 3122.0 PM
99 PM603 20250724 0.0 ... 3122.0 3122.0 PM
100 PM605 20250724 0.0 ... 3122.0 3122.0 PM
101 PM607 20250724 0.0 ... 3122.0 3122.0 PM
102 PR508 20250724 6014.0 ... 6034.0 6030.0 PR
103 PR509 20250724 5976.0 ... 6018.0 6012.0 PR
104 PR510 20250724 5992.0 ... 6024.0 6022.0 PR
105 PR511 20250724 5982.0 ... 6012.0 5996.0 PR
106 PR512 20250724 6010.0 ... 6018.0 5986.0 PR
107 PR601 20250724 5982.0 ... 5994.0 5972.0 PR
108 PR602 20250724 6008.0 ... 5992.0 5974.0 PR
109 PR603 20250724 6016.0 ... 5996.0 6012.0 PR
110 PR604 20250724 6012.0 ... 6010.0 6008.0 PR
111 PR605 20250724 6020.0 ... 6020.0 6014.0 PR
112 PR606 20250724 0.0 ... 6016.0 5998.0 PR
113 PR607 20250724 5980.0 ... 5980.0 5978.0 PR
114 PX508 20250724 6924.0 ... 6926.0 6924.0 PX
115 PX509 20250724 6860.0 ... 6902.0 6890.0 PX
116 PX510 20250724 6848.0 ... 6888.0 6870.0 PX
117 PX511 20250724 6804.0 ... 6844.0 6834.0 PX
118 PX512 20250724 6800.0 ... 6822.0 6818.0 PX
119 PX601 20250724 6782.0 ... 6804.0 6802.0 PX
120 PX602 20250724 6786.0 ... 6760.0 6772.0 PX
121 PX603 20250724 0.0 ... 6806.0 6754.0 PX
122 PX604 20250724 0.0 ... 6804.0 6740.0 PX
123 PX605 20250724 6748.0 ... 6756.0 6752.0 PX
124 PX606 20250724 6756.0 ... 6760.0 6728.0 PX
125 PX607 20250724 6760.0 ... 6764.0 6740.0 PX
126 RI509 20250724 0.0 ... 2479.0 2479.0 RI
127 RI511 20250724 0.0 ... 2479.0 2479.0 RI
128 RI601 20250724 0.0 ... 2479.0 2479.0 RI
129 RI603 20250724 0.0 ... 2479.0 2479.0 RI
130 RI605 20250724 0.0 ... 2479.0 2479.0 RI
131 RI607 20250724 0.0 ... 2479.0 2479.0 RI
132 RM508 20250724 2747.0 ... 2688.0 2744.0 RM
133 RM509 20250724 2757.0 ... 2706.0 2754.0 RM
134 RM511 20250724 2590.0 ... 2562.0 2584.0 RM
135 RM601 20250724 2445.0 ... 2414.0 2448.0 RM
136 RM603 20250724 2407.0 ... 2383.0 2411.0 RM
137 RM605 20250724 2385.0 ... 2368.0 2385.0 RM
138 RM607 20250724 2371.0 ... 2355.0 2372.0 RM
139 RS508 20250724 0.0 ... 4975.0 4976.0 RS
140 RS509 20250724 5080.0 ... 5092.0 5121.0 RS
141 RS511 20250724 5261.0 ... 5244.0 5245.0 RS
142 RS607 20250724 0.0 ... 5200.0 5200.0 RS
143 SA508 20250724 1319.0 ... 1344.0 1337.0 SA
144 SA509 20250724 1330.0 ... 1364.0 1349.0 SA
145 SA510 20250724 1359.0 ... 1378.0 1374.0 SA
146 SA511 20250724 1367.0 ... 1389.0 1385.0 SA
147 SA512 20250724 1405.0 ... 1424.0 1418.0 SA
148 SA601 20250724 1407.0 ... 1438.0 1414.0 SA
149 SA602 20250724 1418.0 ... 1458.0 1435.0 SA
150 SA603 20250724 1420.0 ... 1450.0 1425.0 SA
151 SA604 20250724 1443.0 ... 1492.0 1443.0 SA
152 SA605 20250724 1446.0 ... 1483.0 1454.0 SA
153 SA606 20250724 1459.0 ... 1510.0 1439.0 SA
154 SA607 20250724 1460.0 ... 1500.0 1459.0 SA
155 SF508 20250724 5806.0 ... 5748.0 5850.0 SF
156 SF509 20250724 5832.0 ... 5762.0 5844.0 SF
157 SF510 20250724 5796.0 ... 5752.0 5822.0 SF
158 SF511 20250724 5960.0 ... 5920.0 5984.0 SF
159 SF512 20250724 5936.0 ... 5894.0 5954.0 SF
160 SF601 20250724 5916.0 ... 5874.0 5956.0 SF
161 SF602 20250724 5836.0 ... 5810.0 5878.0 SF
162 SF603 20250724 5954.0 ... 5966.0 6042.0 SF
163 SF604 20250724 5890.0 ... 5918.0 6056.0 SF
164 SF605 20250724 5928.0 ... 5924.0 5990.0 SF
165 SF606 20250724 5846.0 ... 5878.0 5890.0 SF
166 SF607 20250724 5958.0 ... 5984.0 6028.0 SF
167 SH508 20250724 2582.0 ... 2608.0 2579.0 SH
168 SH509 20250724 2635.0 ... 2665.0 2633.0 SH
169 SH510 20250724 2681.0 ... 2703.0 2671.0 SH
170 SH511 20250724 2658.0 ... 2680.0 2654.0 SH
171 SH512 20250724 2667.0 ... 2696.0 2666.0 SH
172 SH601 20250724 2648.0 ... 2686.0 2658.0 SH
173 SH602 20250724 2692.0 ... 2712.0 2681.0 SH
174 SH603 20250724 2692.0 ... 2718.0 2684.0 SH
175 SH604 20250724 2725.0 ... 2764.0 2708.0 SH
176 SH605 20250724 2732.0 ... 2753.0 2722.0 SH
177 SH606 20250724 2728.0 ... 2773.0 2740.0 SH
178 SH607 20250724 2739.0 ... 2757.0 2713.0 SH
179 SM508 20250724 5922.0 ... 5922.0 5922.0 SM
180 SM509 20250724 5930.0 ... 5938.0 5956.0 SM
181 SM510 20250724 5910.0 ... 5924.0 5932.0 SM
182 SM511 20250724 5978.0 ... 5994.0 6004.0 SM
183 SM512 20250724 6000.0 ... 5998.0 6008.0 SM
184 SM601 20250724 5988.0 ... 5998.0 6016.0 SM
185 SM602 20250724 5938.0 ... 6000.0 6016.0 SM
186 SM603 20250724 5928.0 ... 6014.0 6024.0 SM
187 SM604 20250724 5936.0 ... 6014.0 6016.0 SM
188 SM605 20250724 6022.0 ... 6046.0 6038.0 SM
189 SM606 20250724 5994.0 ... 6086.0 5970.0 SM
190 SM607 20250724 5986.0 ... 6070.0 6040.0 SM
191 SR509 20250724 5835.0 ... 5853.0 5826.0 SR
192 SR511 20250724 5715.0 ... 5727.0 5713.0 SR
193 SR601 20250724 5658.0 ... 5664.0 5650.0 SR
194 SR603 20250724 5630.0 ... 5635.0 5623.0 SR
195 SR605 20250724 5605.0 ... 5609.0 5604.0 SR
196 SR607 20250724 5597.0 ... 5605.0 5600.0 SR
197 TA508 20250724 4780.0 ... 4816.0 4824.0 TA
198 TA509 20250724 4788.0 ... 4814.0 4808.0 TA
199 TA510 20250724 4792.0 ... 4810.0 4810.0 TA
200 TA511 20250724 4786.0 ... 4808.0 4800.0 TA
201 TA512 20250724 4784.0 ... 4802.0 4794.0 TA
202 TA601 20250724 4786.0 ... 4798.0 4792.0 TA
203 TA602 20250724 4780.0 ... 4802.0 4796.0 TA
204 TA603 20250724 4788.0 ... 4790.0 4794.0 TA
205 TA604 20250724 4782.0 ... 4802.0 4802.0 TA
206 TA605 20250724 4794.0 ... 4814.0 4808.0 TA
207 TA606 20250724 0.0 ... 4842.0 4814.0 TA
208 TA607 20250724 4812.0 ... 4826.0 4858.0 TA
209 UR508 20250724 1761.0 ... 1768.0 1772.0 UR
210 UR509 20250724 1775.0 ... 1782.0 1788.0 UR
211 UR510 20250724 1765.0 ... 1774.0 1777.0 UR
212 UR511 20250724 1792.0 ... 1798.0 1795.0 UR
213 UR512 20250724 1779.0 ... 1799.0 1786.0 UR
214 UR601 20250724 1780.0 ... 1790.0 1787.0 UR
215 UR602 20250724 1776.0 ... 1788.0 1774.0 UR
216 UR603 20250724 1788.0 ... 1806.0 1803.0 UR
217 UR604 20250724 1797.0 ... 1803.0 1793.0 UR
218 UR605 20250724 1790.0 ... 1805.0 1798.0 UR
219 UR606 20250724 1790.0 ... 1801.0 1794.0 UR
220 UR607 20250724 1803.0 ... 1809.0 1805.0 UR
221 WH509 20250724 0.0 ... 3198.0 3198.0 WH
222 WH511 20250724 0.0 ... 3198.0 3198.0 WH
223 WH601 20250724 0.0 ... 3198.0 3198.0 WH
224 WH603 20250724 0.0 ... 3198.0 3198.0 WH
225 WH605 20250724 0.0 ... 3198.0 3198.0 WH
226 WH607 20250724 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250724 0.0 ... 801.4 801.4 ZC
228 ZC509 20250724 0.0 ... 801.4 801.4 ZC
229 ZC510 20250724 0.0 ... 801.4 801.4 ZC
230 ZC511 20250724 0.0 ... 801.4 801.4 ZC
231 ZC512 20250724 0.0 ... 801.4 801.4 ZC
232 ZC601 20250724 0.0 ... 801.4 801.4 ZC
233 ZC602 20250724 0.0 ... 801.4 801.4 ZC
234 ZC603 20250724 0.0 ... 801.4 801.4 ZC
235 ZC604 20250724 0.0 ... 801.4 801.4 ZC
236 ZC605 20250724 0.0 ... 801.4 801.4 ZC
237 ZC606 20250724 0.0 ... 801.4 801.4 ZC
238 ZC607 20250724 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 16:26:05,599 - future_1d - INFO - ak.get_czce_daily('2025-07-24') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250724 520.4 528 ... 3786.74 518.7 519.2 SC
1 SC2509 20250724 502 511 ... 6236615.93 504.3 503.9 SC
2 SC2510 20250724 496.4 504.4 ... 756833.27 498.7 498.1 SC
3 SC2511 20250724 492.5 499.6 ... 187482.78 494.5 493.1 SC
4 SC2512 20250724 488.1 495.8 ... 11843.25 491.4 489.9 SC
5 SC2601 20250724 486.5 492.3 ... 7769.43 488.6 487.2 SC
6 SC2602 20250724 483.8 488.9 ... 4864.41 486.4 484.1 SC
7 SC2603 20250724 481.1 486 ... 725.87 483.9 482.9 SC
8 SC2604 20250724 480.3 482.7 ... 192.54 481.3 480.3 SC
9 SC2605 20250724 ... 0 479 479 SC
10 SC2606 20250724 476.3 478.6 ... 525.34 477.5 476.7 SC
11 SC2607 20250724 ... 0 475.5 475.5 SC
12 SC2609 20250724 476.5 476.5 ... 94.76 473.8 471.6 SC
13 SC2612 20250724 471.9 471.9 ... 47.19 471.9 469.4 SC
14 SC2703 20250724 ... 0 469.5 469.5 SC
15 SC2706 20250724 ... 0 468.4 468.4 SC
16 SC2709 20250724 ... 0 467 462.8 SC
17 SC2712 20250724 ... 0 467.2 467.2 SC
18 SC2803 20250724 464.9 464.9 ... 46.49 464.9 463.4 SC
19 SC2806 20250724 464.6 466.8 ... 510.46 464 464.2 SC
21 LU2508 20250724 3530 3623 ... 814.158 3539 3548 LU
22 LU2509 20250724 3560 3599 ... 63743.905 3557 3564 LU
23 LU2510 20250724 3557 3596 ... 432984.453 3556 3567 LU
24 LU2511 20250724 3541 3581 ... 36011.263 3547 3552 LU
25 LU2512 20250724 3521 3568 ... 1140.913 3521 3528 LU
26 LU2601 20250724 3501 3553 ... 1882.098 3511 3514 LU
27 LU2602 20250724 3480 3535 ... 38.585 3507 3501 LU
28 LU2603 20250724 3572 3572 ... 66.297 3489 3488 LU
29 LU2604 20250724 3456 3501 ... 24.368 3481 3473 LU
30 LU2605 20250724 3450 3485 ... 27.769 3471 3474 LU
31 LU2606 20250724 3451 3481 ... 10.406 3468 3459 LU
32 LU2607 20250724 3439 3472 ... 34.559 3455 3453 LU
34 NR2508 20250724 12750 13240 ... 135677.65 12905 12790 NR
35 NR2509 20250724 12775 13290 ... 2527939.41 12980 12820 NR
36 NR2510 20250724 12800 13245 ... 770551.205 12975 12810 NR
37 NR2511 20250724 12810 13225 ... 94007.08 13070 12830 NR
38 NR2512 20250724 12845 13225 ... 64668.965 13090 12890 NR
39 NR2601 20250724 12895 13275 ... 68692.915 13105 12925 NR
40 NR2602 20250724 13050 13260 ... 867.79 13145 12995 NR
41 NR2603 20250724 ... 0 12900 12900 NR
42 NR2604 20250724 13265 13265 ... 13.265 13265 12995 NR
43 NR2605 20250724 13250 13250 ... 92.605 13225 12995 NR
44 NR2606 20250724 13280 13280 ... 13.28 13280 12950 NR
45 NR2607 20250724 ... 0 12935 12810 NR
47 BC2508 20250724 70990 71060 ... 151780.14 70900 70880 BC
48 BC2509 20250724 71090 71200 ... 76772.905 70980 70930 BC
49 BC2510 20250724 70870 70870 ... 35.435 70870 70720 BC
50 BC2511 20250724 ... 0 69190 69190 BC
51 BC2512 20250724 ... 0 70620 70400 BC
52 BC2601 20250724 ... 0 69620 69480 BC
53 BC2602 20250724 ... 0 69550 69410 BC
54 BC2603 20250724 ... 0 69430 69290 BC
55 BC2604 20250724 ... 0 69570 69430 BC
56 BC2605 20250724 ... 0 69480 69480 BC
57 BC2606 20250724 ... 0 69340 69340 BC
58 BC2607 20250724 ... 0 68670 68670 BC
60 EC2508 20250724 2229 2250 ... 33870.5165 2230.5 2212.3 EC
61 EC2510 20250724 1520 1608 ... 511739.585 1570 1526.9 EC
62 EC2512 20250724 1714.7 1808.9 ... 71483.768 1747.5 1687.9 EC
63 EC2602 20250724 1477.3 1574.9 ... 18208.8575 1523.1 1458 EC
64 EC2604 20250724 1324 1400 ... 17546.694 1359.6 1316.3 EC
65 EC2606 20250724 1476.2 1513.8 ... 2233.168 1483.8 1454.3 EC
68 SC_TAS2509 20250724 ... SC_TAS
69 SC_TAS2510 20250724 ... SC_TAS
70 SC_TAS2511 20250724 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 16:26:05,675 - future_1d - INFO - ak.get_ine_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 PS2508 20250724 49170.0 ... 52225.0 51395.0 PS
1 PS2509 20250724 50025.0 ... 52150.0 51130.0 PS
2 PS2510 20250724 49500.0 ... 51760.0 51075.0 PS
3 PS2511 20250724 49750.0 ... 51665.0 50860.0 PS
4 PS2512 20250724 52375.0 ... 53635.0 53140.0 PS
5 PS2601 20250724 50980.0 ... 53195.0 52640.0 PS
6 PS2602 20250724 51040.0 ... 52345.0 52300.0 PS
7 PS2603 20250724 51360.0 ... 52605.0 52170.0 PS
8 PS2604 20250724 51035.0 ... 52130.0 52070.0 PS
9 PS2605 20250724 51045.0 ... 52610.0 52335.0 PS
10 PS2606 20250724 52520.0 ... 53400.0 53410.0 PS
11 PS2607 20250724 51455.0 ... 52825.0 53175.0 PS
13 SI2508 20250724 9640.0 ... 9595.0 9705.0 SI
14 SI2509 20250724 9560.0 ... 9680.0 9710.0 SI
15 SI2510 20250724 9325.0 ... 9610.0 9635.0 SI
16 SI2511 20250724 9385.0 ... 9520.0 9535.0 SI
17 SI2512 20250724 9555.0 ... 9795.0 9795.0 SI
18 SI2601 20250724 9585.0 ... 9720.0 9710.0 SI
19 SI2602 20250724 9525.0 ... 9710.0 9735.0 SI
20 SI2603 20250724 9505.0 ... 9675.0 9695.0 SI
21 SI2604 20250724 9490.0 ... 9690.0 9665.0 SI
22 SI2605 20250724 9510.0 ... 9685.0 9615.0 SI
23 SI2606 20250724 9475.0 ... 9620.0 9605.0 SI
24 SI2607 20250724 9445.0 ... 9650.0 9650.0 SI
27 LC2508 20250724 68680.0 ... 73520.0 72280.0 LC
28 LC2509 20250724 70180.0 ... 74560.0 71520.0 LC
29 LC2510 20250724 69200.0 ... 74040.0 71120.0 LC
30 LC2511 20250724 69400.0 ... 73300.0 70640.0 LC
31 LC2512 20250724 68980.0 ... 73220.0 70220.0 LC
32 LC2601 20250724 68820.0 ... 73220.0 70440.0 LC
33 LC2602 20250724 68940.0 ... 72780.0 70680.0 LC
34 LC2603 20250724 68600.0 ... 72320.0 70220.0 LC
35 LC2604 20250724 68940.0 ... 72640.0 70480.0 LC
36 LC2605 20250724 68300.0 ... 72540.0 70040.0 LC
37 LC2606 20250724 68700.0 ... 72180.0 70220.0 LC
38 LC2607 20250724 68820.0 ... 72640.0 70300.0 LC
[36 rows x 12 columns]
2025-07-29 16:26:05,815 - future_1d - INFO - ak.get_gfex_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 a2509 20250724 4214.00 ... 4206.00 4229.00 A
1 a2511 20250724 4136.00 ... 4128.00 4142.00 A
2 a2601 20250724 4124.00 ... 4112.00 4127.00 A
3 a2603 20250724 4113.00 ... 4098.00 4116.00 A
4 a2605 20250724 4151.00 ... 4132.00 4150.00 A
5 a2607 20250724 4147.00 ... 4133.00 4148.00 A
6 b2508 20250724 3620.00 ... 3584.00 3639.00 B
7 b2509 20250724 3723.00 ... 3679.00 3732.00 B
8 b2510 20250724 3780.00 ... 3735.00 3780.00 B
9 b2511 20250724 3794.00 ... 3750.00 3793.00 B
10 b2512 20250724 3803.00 ... 3767.00 3799.00 B
11 b2601 20250724 3776.00 ... 3742.00 3779.00 B
12 b2602 20250724 3705.00 ... 3690.00 3728.00 B
13 b2603 20250724 3625.00 ... 3600.00 3621.00 B
14 b2604 20250724 3519.00 ... 3499.00 3511.00 B
15 b2605 20250724 3445.00 ... 3439.00 3440.00 B
16 b2606 20250724 3434.00 ... 3439.00 3434.00 B
17 b2607 20250724 3450.00 ... 3443.00 3432.00 B
18 bb2509 20250724 149.70 ... 151.60 153.45 BB
19 bb2511 20250724 151.00 ... 152.30 153.50 BB
20 bb2601 20250724 145.75 ... 147.10 147.60 BB
21 bb2603 20250724 0.00 ... 153.65 154.15 BB
22 bb2605 20250724 0.00 ... 153.65 154.15 BB
23 bb2607 20250724 0.00 ... 153.65 154.15 BB
24 bz2603 20250724 6219.00 ... 6221.00 6222.00 BZ
25 bz2604 20250724 6180.00 ... 6203.00 6198.00 BZ
26 bz2605 20250724 6298.00 ... 6201.00 6213.00 BZ
27 bz2606 20250724 6200.00 ... 6207.00 6225.00 BZ
28 c2509 20250724 2320.00 ... 2318.00 2311.00 C
29 c2511 20250724 2274.00 ... 2268.00 2271.00 C
30 c2601 20250724 2249.00 ... 2242.00 2244.00 C
31 c2603 20250724 2248.00 ... 2244.00 2244.00 C
32 c2605 20250724 2290.00 ... 2285.00 2285.00 C
33 c2607 20250724 2300.00 ... 2297.00 2294.00 C
34 cs2509 20250724 2680.00 ... 2672.00 2669.00 CS
35 cs2511 20250724 2613.00 ... 2603.00 2614.00 CS
36 cs2601 20250724 2626.00 ... 2622.00 2626.00 CS
37 cs2603 20250724 2617.00 ... 2616.00 2616.00 CS
38 cs2605 20250724 2663.00 ... 2659.00 2658.00 CS
39 cs2607 20250724 2660.00 ... 2659.00 2662.00 CS
40 eb2507 20250724 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250724 7412.00 ... 7442.00 7465.00 EB
42 eb2509 20250724 7381.00 ... 7406.00 7433.00 EB
43 eb2510 20250724 7350.00 ... 7378.00 7398.00 EB
44 eb2511 20250724 7327.00 ... 7343.00 7356.00 EB
45 eb2512 20250724 7297.00 ... 7323.00 7334.00 EB
46 eb2601 20250724 7300.00 ... 7329.00 7335.00 EB
47 eb2602 20250724 7321.00 ... 7346.00 7349.00 EB
48 eb2603 20250724 7330.00 ... 7361.00 7358.00 EB
49 eb2604 20250724 7326.00 ... 7379.00 7366.00 EB
50 eb2605 20250724 7343.00 ... 7377.00 7363.00 EB
51 eb2606 20250724 7327.00 ... 7389.00 7375.00 EB
52 eg2507 20250724 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250724 4416.00 ... 4434.00 4405.00 EG
54 eg2509 20250724 4440.00 ... 4469.00 4440.00 EG
55 eg2510 20250724 4450.00 ... 4475.00 4445.00 EG
56 eg2511 20250724 4447.00 ... 4474.00 4448.00 EG
57 eg2512 20250724 4439.00 ... 4474.00 4462.00 EG
58 eg2601 20250724 4436.00 ... 4470.00 4446.00 EG
59 eg2602 20250724 0.00 ... 4440.00 4440.00 EG
60 eg2603 20250724 4467.00 ... 4474.00 4430.00 EG
61 eg2604 20250724 0.00 ... 4462.00 4462.00 EG
62 eg2605 20250724 4463.00 ... 4507.00 4473.00 EG
63 eg2606 20250724 4516.00 ... 4503.00 4440.00 EG
64 fb2508 20250724 1386.50 ... 1392.50 1378.00 FB
65 fb2509 20250724 1282.50 ... 1280.00 1286.00 FB
66 fb2510 20250724 1312.50 ... 1314.00 1314.50 FB
67 fb2511 20250724 1313.50 ... 1312.50 1314.00 FB
68 fb2512 20250724 1315.50 ... 1311.50 1314.50 FB
69 fb2601 20250724 1334.00 ... 1314.50 1315.00 FB
70 fb2602 20250724 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250724 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250724 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250724 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250724 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250724 0.00 ... 1295.00 1295.00 FB
76 i2508 20250724 816.00 ... 813.00 819.00 I
77 i2509 20250724 815.50 ... 811.50 815.50 I
78 i2510 20250724 809.50 ... 807.00 810.00 I
79 i2511 20250724 802.00 ... 801.00 803.50 I
80 i2512 20250724 795.00 ... 794.00 796.50 I
81 i2601 20250724 783.50 ... 783.50 786.50 I
82 i2602 20250724 780.00 ... 779.00 780.50 I
83 i2603 20250724 775.00 ... 776.00 777.00 I
84 i2604 20250724 773.00 ... 770.50 772.50 I
85 i2605 20250724 763.50 ... 762.00 763.50 I
86 i2606 20250724 757.50 ... 757.00 760.00 I
87 i2607 20250724 753.00 ... 750.50 754.50 I
88 j2508 20250724 1692.00 ... 1676.50 1673.50 J
89 j2509 20250724 1702.00 ... 1722.00 1701.50 J
90 j2510 20250724 1735.00 ... 1736.50 1713.50 J
91 j2511 20250724 1704.00 ... 1761.50 1730.00 J
92 j2512 20250724 1735.50 ... 1774.50 1739.50 J
93 j2601 20250724 1736.00 ... 1762.50 1743.00 J
94 j2602 20250724 1742.00 ... 1749.00 1759.00 J
95 j2603 20250724 0.00 ... 1788.00 1788.00 J
96 j2604 20250724 1887.00 ... 1887.00 1803.00 J
97 j2605 20250724 1801.00 ... 1802.00 1773.50 J
98 j2606 20250724 1755.00 ... 1849.00 1767.50 J
99 j2607 20250724 0.00 ... 1813.50 1781.50 J
100 jd2507 20250724 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250724 3605.00 ... 3578.00 3607.00 JD
102 jd2509 20250724 3635.00 ... 3634.00 3646.00 JD
103 jd2510 20250724 3407.00 ... 3397.00 3409.00 JD
104 jd2511 20250724 3410.00 ... 3406.00 3415.00 JD
105 jd2512 20250724 3560.00 ... 3563.00 3565.00 JD
106 jd2601 20250724 3640.00 ... 3652.00 3643.00 JD
107 jd2602 20250724 3215.00 ... 3216.00 3213.00 JD
108 jd2603 20250724 3195.00 ... 3213.00 3217.00 JD
109 jd2604 20250724 3350.00 ... 3355.00 3352.00 JD
110 jd2605 20250724 3441.00 ... 3443.00 3435.00 JD
111 jd2606 20250724 3261.00 ... 3268.00 3271.00 JD
112 jm2508 20250724 1024.50 ... 1061.00 1007.00 JM
113 jm2509 20250724 1140.50 ... 1166.00 1110.00 JM
114 jm2510 20250724 1180.00 ... 1183.00 1137.50 JM
115 jm2511 20250724 1183.50 ... 1201.00 1152.50 JM
116 jm2512 20250724 1187.50 ... 1208.00 1164.50 JM
117 jm2601 20250724 1180.00 ... 1221.00 1177.50 JM
118 jm2602 20250724 1202.00 ... 1239.00 1186.00 JM
119 jm2603 20250724 1203.00 ... 1230.00 1185.50 JM
120 jm2604 20250724 1204.00 ... 1236.50 1197.50 JM
121 jm2605 20250724 1220.00 ... 1242.00 1204.50 JM
122 jm2606 20250724 1220.00 ... 1254.50 1219.00 JM
123 jm2607 20250724 1254.50 ... 1285.50 1246.00 JM
124 l2508 20250724 7240.00 ... 7302.00 7278.00 L
125 l2509 20250724 7288.00 ... 7339.00 7320.00 L
126 l2510 20250724 7311.00 ... 7371.00 7339.00 L
127 l2511 20250724 7325.00 ... 7374.00 7351.00 L
128 l2512 20250724 7343.00 ... 7387.00 7362.00 L
129 l2601 20250724 7332.00 ... 7392.00 7370.00 L
130 l2602 20250724 7329.00 ... 7392.00 7356.00 L
131 l2603 20250724 7361.00 ... 7379.00 7348.00 L
132 l2604 20250724 7354.00 ... 7393.00 7410.00 L
133 l2605 20250724 7340.00 ... 7394.00 7358.00 L
134 l2606 20250724 7393.00 ... 7380.00 7356.00 L
135 l2607 20250724 7359.00 ... 7381.00 7384.00 L
136 lg2507 20250724 806.00 ... 809.50 818.50 LG
137 lg2509 20250724 824.00 ... 828.00 829.00 LG
138 lg2511 20250724 830.00 ... 833.00 831.00 LG
139 lg2601 20250724 831.00 ... 837.50 839.00 LG
140 lg2603 20250724 837.50 ... 837.00 837.00 LG
141 lg2605 20250724 842.00 ... 841.50 842.50 LG
142 lh2507 20250724 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250724 14460.00 ... 14345.00 14695.00 LH
144 lh2511 20250724 14200.00 ... 14145.00 14375.00 LH
145 lh2601 20250724 14895.00 ... 14560.00 14750.00 LH
146 lh2603 20250724 13440.00 ... 13645.00 13670.00 LH
147 lh2605 20250724 13925.00 ... 14065.00 13995.00 LH
148 m2508 20250724 3080.00 ... 3017.00 3073.00 M
149 m2509 20250724 3091.00 ... 3041.00 3096.00 M
150 m2511 20250724 3132.00 ... 3079.00 3133.00 M
151 m2512 20250724 3152.00 ... 3106.00 3150.00 M
152 m2601 20250724 3117.00 ... 3072.00 3116.00 M
153 m2603 20250724 2955.00 ... 2927.00 2954.00 M
154 m2605 20250724 2769.00 ... 2753.00 2767.00 M
155 m2607 20250724 2753.00 ... 2735.00 2752.00 M
156 p2508 20250724 8970.00 ... 8970.00 8898.00 P
157 p2509 20250724 9020.00 ... 9022.00 8984.00 P
158 p2510 20250724 8984.00 ... 9026.00 8984.00 P
159 p2511 20250724 8988.00 ... 8998.00 8956.00 P
160 p2512 20250724 8998.00 ... 9012.00 8966.00 P
161 p2601 20250724 8988.00 ... 8998.00 8960.00 P
162 p2602 20250724 8946.00 ... 8974.00 8886.00 P
163 p2603 20250724 8888.00 ... 8890.00 8800.00 P
164 p2604 20250724 0.00 ... 8702.00 8702.00 P
165 p2605 20250724 8652.00 ... 8690.00 8640.00 P
166 p2606 20250724 8574.00 ... 8610.00 8552.00 P
167 p2607 20250724 8600.00 ... 8616.00 8536.00 P
168 pg2507 20250724 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250724 4009.00 ... 4036.00 4013.00 PG
170 pg2509 20250724 3960.00 ... 3994.00 3972.00 PG
171 pg2510 20250724 4397.00 ... 4426.00 4400.00 PG
172 pg2511 20250724 4325.00 ... 4359.00 4336.00 PG
173 pg2512 20250724 4262.00 ... 4289.00 4273.00 PG
174 pg2601 20250724 4209.00 ... 4220.00 4209.00 PG
175 pg2602 20250724 4129.00 ... 4137.00 4122.00 PG
176 pg2603 20250724 4040.00 ... 4055.00 4046.00 PG
177 pg2604 20250724 4331.00 ... 4338.00 4337.00 PG
178 pg2605 20250724 4241.00 ... 4243.00 4238.00 PG
179 pg2606 20250724 4187.00 ... 4185.00 4178.00 PG
180 pp2508 20250724 7049.00 ... 7117.00 7098.00 PP
181 pp2509 20250724 7101.00 ... 7149.00 7126.00 PP
182 pp2510 20250724 7110.00 ... 7159.00 7136.00 PP
183 pp2511 20250724 7118.00 ... 7160.00 7134.00 PP
184 pp2512 20250724 7120.00 ... 7165.00 7135.00 PP
185 pp2601 20250724 7110.00 ... 7165.00 7143.00 PP
186 pp2602 20250724 7151.00 ... 7158.00 7121.00 PP
187 pp2603 20250724 7129.00 ... 7136.00 7130.00 PP
188 pp2604 20250724 7161.00 ... 7149.00 7124.00 PP
189 pp2605 20250724 7115.00 ... 7158.00 7137.00 PP
190 pp2606 20250724 7117.00 ... 7159.00 7103.00 PP
191 pp2607 20250724 7162.00 ... 7162.00 7173.00 PP
192 rr2508 20250724 3595.00 ... 3594.00 3563.00 RR
193 rr2509 20250724 3612.00 ... 3618.00 3601.00 RR
194 rr2510 20250724 3630.00 ... 3633.00 3629.00 RR
195 rr2511 20250724 3625.00 ... 3627.00 3622.00 RR
196 rr2512 20250724 3625.00 ... 3626.00 3621.00 RR
197 rr2601 20250724 3626.00 ... 3629.00 3623.00 RR
198 rr2602 20250724 3626.00 ... 3629.00 3623.00 RR
199 rr2603 20250724 3635.00 ... 3636.00 3630.00 RR
200 rr2604 20250724 3636.00 ... 3635.00 3634.00 RR
201 rr2605 20250724 3636.00 ... 3631.00 3629.00 RR
202 rr2606 20250724 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250724 0.00 ... 3617.00 3617.00 RR
204 v2508 20250724 5141.00 ... 5164.00 5169.00 V
205 v2509 20250724 5158.00 ... 5207.00 5194.00 V
206 v2510 20250724 5186.00 ... 5235.00 5220.00 V
207 v2511 20250724 5217.00 ... 5269.00 5265.00 V
208 v2512 20250724 5252.00 ... 5303.00 5279.00 V
209 v2601 20250724 5270.00 ... 5323.00 5307.00 V
210 v2602 20250724 5294.00 ... 5352.00 5344.00 V
211 v2603 20250724 5312.00 ... 5365.00 5361.00 V
212 v2604 20250724 5467.00 ... 5511.00 5496.00 V
213 v2605 20250724 5475.00 ... 5519.00 5500.00 V
214 v2606 20250724 5502.00 ... 5535.00 5524.00 V
215 v2607 20250724 5495.00 ... 5550.00 5544.00 V
216 y2508 20250724 8092.00 ... 8114.00 8062.00 Y
217 y2509 20250724 8094.00 ... 8112.00 8072.00 Y
218 y2511 20250724 8088.00 ... 8102.00 8080.00 Y
219 y2512 20250724 8108.00 ... 8118.00 8086.00 Y
220 y2601 20250724 8040.00 ... 8060.00 8022.00 Y
221 y2603 20250724 7928.00 ... 7934.00 7894.00 Y
222 y2605 20250724 7688.00 ... 7716.00 7668.00 Y
223 y2607 20250724 7686.00 ... 7700.00 7664.00 Y
[224 rows x 12 columns]
2025-07-29 16:26:06,381 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 IC2508 20250724 6158.600 ... 6262.600 6170.200 IC
1 IC2509 20250724 6120.400 ... 6217.800 6120.800 IC
2 IC2512 20250724 6003.000 ... 6092.600 5997.000 IC
3 IC2603 20250724 5882.000 ... 5979.400 5882.800 IC
4 IF2508 20250724 4115.000 ... 4142.800 4117.800 IF
5 IF2509 20250724 4103.000 ... 4136.800 4109.800 IF
6 IF2512 20250724 4080.000 ... 4105.200 4079.800 IF
7 IF2603 20250724 4050.000 ... 4074.000 4051.600 IF
8 IH2508 20250724 2798.800 ... 2812.000 2801.800 IH
9 IH2509 20250724 2798.000 ... 2813.800 2802.600 IH
10 IH2512 20250724 2804.800 ... 2815.200 2804.200 IH
11 IH2603 20250724 2802.600 ... 2816.400 2805.800 IH
12 IM2508 20250724 6583.000 ... 6666.200 6570.800 IM
13 IM2509 20250724 6492.000 ... 6603.600 6499.200 IM
14 IM2512 20250724 6322.000 ... 6423.400 6316.800 IM
15 IM2603 20250724 6160.000 ... 6263.000 6158.400 IM
16 T2509 20250724 108.445 ... 108.260 108.530 T
17 T2512 20250724 108.525 ... 108.310 108.600 T
18 T2603 20250724 108.470 ... 108.300 108.585 T
19 TF2509 20250724 105.720 ... 105.610 105.805 TF
20 TF2512 20250724 105.835 ... 105.695 105.885 TF
21 TF2603 20250724 105.860 ... 105.765 105.950 TF
22 TL2509 20250724 119.090 ... 118.520 119.350 TL
23 TL2512 20250724 118.950 ... 118.320 119.160 TL
24 TL2603 20250724 118.600 ... 118.090 118.960 TL
25 TS2509 20250724 102.366 ... 102.310 102.380 TS
26 TS2512 20250724 102.452 ... 102.400 102.464 TS
27 TS2603 20250724 102.506 ... 102.490 102.552 TS
[28 rows x 12 columns]
2025-07-29 16:26:06,696 - future_1d - INFO - ak.get_cffex_daily('2025-07-24') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250724 ... 79720 79680 CU
1 1 CU2509 20250724 ... 79840 79810 CU
2 2 CU2510 20250724 ... 79850 79810 CU
3 3 CU2511 20250724 ... 79800 79800 CU
4 4 CU2512 20250724 ... 79780 79760 CU
5 5 CU2601 20250724 ... 79740 79710 CU
6 6 CU2602 20250724 ... 79750 79670 CU
7 7 CU2603 20250724 ... 79760 79700 CU
8 8 CU2604 20250724 ... 79720 79650 CU
9 9 CU2605 20250724 ... 79760 79690 CU
10 10 CU2606 20250724 ... 79740 79660 CU
11 11 CU2607 20250724 ... 79710 79610 CU
12 12 BC2508 20250724 ... 70900 70880 BC
13 13 BC2509 20250724 ... 70980 70930 BC
14 14 BC2510 20250724 ... 70870 70720 BC
15 15 BC2511 20250724 ... 69190 69190 BC
16 16 BC2512 20250724 ... 70620 70400 BC
17 17 BC2601 20250724 ... 69620 69480 BC
18 18 BC2602 20250724 ... 69550 69410 BC
19 19 BC2603 20250724 ... 69430 69290 BC
20 20 BC2604 20250724 ... 69570 69430 BC
21 21 BC2605 20250724 ... 69480 69480 BC
22 22 BC2606 20250724 ... 69340 69340 BC
23 23 BC2607 20250724 ... 68670 68670 BC
24 24 AL2508 20250724 ... 20745 20850 AL
25 25 AL2509 20250724 ... 20735 20845 AL
26 26 AL2510 20250724 ... 20700 20780 AL
27 27 AL2511 20250724 ... 20635 20710 AL
28 28 AL2512 20250724 ... 20585 20665 AL
29 29 AL2601 20250724 ... 20570 20615 AL
30 30 AL2602 20250724 ... 20550 20645 AL
31 31 AL2603 20250724 ... 20585 20615 AL
32 32 AL2604 20250724 ... 20570 20670 AL
33 33 AL2605 20250724 ... 20605 20650 AL
34 34 AL2606 20250724 ... 20610 20665 AL
35 35 AL2607 20250724 ... 20590 20680 AL
36 36 ZN2508 20250724 ... 22930 22855 ZN
37 37 ZN2509 20250724 ... 22980 22905 ZN
38 38 ZN2510 20250724 ... 22975 22900 ZN
39 39 ZN2511 20250724 ... 22935 22870 ZN
40 40 ZN2512 20250724 ... 22880 22825 ZN
41 41 ZN2601 20250724 ... 22850 22765 ZN
42 42 ZN2602 20250724 ... 22830 22725 ZN
43 43 ZN2603 20250724 ... 22840 22720 ZN
44 44 ZN2604 20250724 ... 22855 22740 ZN
45 45 ZN2605 20250724 ... 22830 22735 ZN
46 46 ZN2606 20250724 ... 22840 22720 ZN
47 47 ZN2607 20250724 ... 22810 22720 ZN
48 48 PB2508 20250724 ... 16870 16895 PB
49 49 PB2509 20250724 ... 16890 16905 PB
50 50 PB2510 20250724 ... 16925 16925 PB
51 51 PB2511 20250724 ... 16940 16910 PB
52 52 PB2512 20250724 ... 16955 16975 PB
53 53 PB2601 20250724 ... 16995 16985 PB
54 54 PB2602 20250724 ... 17035 16985 PB
55 55 PB2603 20250724 ... 17050 17000 PB
56 56 PB2604 20250724 ... 17070 17070 PB
57 57 PB2605 20250724 ... 17050 17015 PB
58 58 PB2606 20250724 ... 17040 17015 PB
59 59 PB2607 20250724 ... 17055 17030 PB
60 60 NI2508 20250724 ... 123840 123410 NI
61 61 NI2509 20250724 ... 124040 123540 NI
62 62 NI2510 20250724 ... 124230 123650 NI
63 63 NI2511 20250724 ... 124400 123840 NI
64 64 NI2512 20250724 ... 124630 124020 NI
65 65 NI2601 20250724 ... 124870 124190 NI
66 66 NI2602 20250724 ... 124990 124550 NI
67 67 NI2603 20250724 ... 125130 124790 NI
68 68 NI2604 20250724 ... 125410 125200 NI
69 69 NI2605 20250724 ... 125630 125200 NI
70 70 NI2606 20250724 ... 125910 125510 NI
71 71 NI2607 20250724 ... 126320 125170 NI
72 72 SN2508 20250724 ... 273670 268900 SN
73 73 SN2509 20250724 ... 273920 269160 SN
74 74 SN2510 20250724 ... 273780 269100 SN
75 75 SN2511 20250724 ... 273750 269000 SN
76 76 SN2512 20250724 ... 273410 268900 SN
77 77 SN2601 20250724 ... 273290 269060 SN
78 78 SN2602 20250724 ... 272970 269210 SN
79 79 SN2603 20250724 ... 273910 267970 SN
80 80 SN2604 20250724 ... 274050 268310 SN
81 81 SN2605 20250724 ... 273630 267810 SN
82 82 SN2606 20250724 ... 274010 268130 SN
83 83 SN2607 20250724 ... 273640 269330 SN
84 84 AO2508 20250724 ... 3384 3415 AO
85 85 AO2509 20250724 ... 3385 3419 AO
86 86 AO2510 20250724 ... 3343 3372 AO
87 87 AO2511 20250724 ... 3333 3353 AO
88 88 AO2512 20250724 ... 3330 3353 AO
89 89 AO2601 20250724 ... 3328 3345 AO
90 90 AO2602 20250724 ... 3312 3304 AO
91 91 AO2603 20250724 ... 3314 3328 AO
92 92 AO2604 20250724 ... 3299 3325 AO
93 93 AO2605 20250724 ... 3298 3310 AO
94 94 AO2606 20250724 ... 3290 3306 AO
95 95 AO2607 20250724 ... 3266 3323 AO
96 96 AD2511 20250724 ... 20130 20210 AD
97 97 AD2512 20250724 ... 20080 20150 AD
98 98 AD2601 20250724 ... 20040 20135 AD
99 99 AD2602 20250724 ... 20010 20175 AD
100 100 AD2603 20250724 ... 20135 20135 AD
101 101 AD2604 20250724 ... 19935 19935 AD
102 102 AD2605 20250724 ... 19960 20035 AD
103 103 AD2606 20250724 ... 19920 19920 AD
104 104 AD2607 20250724 ... 19790 19790 AD
105 105 AU2508 20250724 ... 782.82 788.8 AU
106 106 AU2509 20250724 ... 778.42 790.1 AU
107 107 AU2510 20250724 ... 784.22 791.4 AU
108 108 AU2512 20250724 ... 785.2 793.4 AU
109 109 AU2602 20250724 ... 788.38 795.5 AU
110 110 AU2604 20250724 ... 788.22 797.94 AU
111 111 AU2606 20250724 ... 790.24 800.72 AU
112 112 AU2608 20250724 ... 792.28 802.18 AU
113 113 AG2508 20250724 ... 9381 9438 AG
114 114 AG2509 20250724 ... 9399 9455 AG
115 115 AG2510 20250724 ... 9421 9465 AG
116 116 AG2511 20250724 ... 9432 9478 AG
117 117 AG2512 20250724 ... 9430 9484 AG
118 118 AG2601 20250724 ... 9445 9497 AG
119 119 AG2602 20250724 ... 9454 9508 AG
120 120 AG2603 20250724 ... 9463 9519 AG
121 121 AG2604 20250724 ... 9481 9530 AG
122 122 AG2605 20250724 ... 9488 9546 AG
123 123 AG2606 20250724 ... 9498 9557 AG
124 124 AG2607 20250724 ... 9523 9567 AG
125 125 RB2508 20250724 ... 3225 3221 RB
126 126 RB2509 20250724 ... 3232 3236 RB
127 127 RB2510 20250724 ... 3280 3283 RB
128 128 RB2511 20250724 ... 3293 3301 RB
129 129 RB2512 20250724 ... 3333 3335 RB
130 130 RB2601 20250724 ... 3337 3337 RB
131 131 RB2602 20250724 ... 3327 3319 RB
132 132 RB2603 20250724 ... 3332 3335 RB
133 133 RB2604 20250724 ... 3348 3345 RB
134 134 RB2605 20250724 ... 3362 3357 RB
135 135 RB2606 20250724 ... 3363 3359 RB
136 136 RB2607 20250724 ... 3374 3372 RB
137 137 WR2508 20250724 ... 3212 3212 WR
138 138 WR2509 20250724 ... 3335 3335 WR
139 139 WR2510 20250724 ... 3546 3611 WR
140 140 WR2511 20250724 ... 3583 3639 WR
141 141 WR2512 20250724 ... 3570 3570 WR
142 142 WR2601 20250724 ... 3572 3625 WR
143 143 WR2602 20250724 ... 3607 3607 WR
144 144 WR2603 20250724 ... 3606 3606 WR
145 145 WR2604 20250724 ... 3570 3556 WR
146 146 WR2605 20250724 ... 3640 3640 WR
147 147 WR2606 20250724 ... 3680 3708 WR
148 148 WR2607 20250724 ... 3668 3668 WR
149 149 HC2508 20250724 ... 3441 3435 HC
150 150 HC2509 20250724 ... 3443 3442 HC
151 151 HC2510 20250724 ... 3439 3444 HC
152 152 HC2511 20250724 ... 3442 3444 HC
153 153 HC2512 20250724 ... 3441 3463 HC
154 154 HC2601 20250724 ... 3458 3458 HC
155 155 HC2602 20250724 ... 3448 3447 HC
156 156 HC2603 20250724 ... 3466 3463 HC
157 157 HC2604 20250724 ... 3484 3470 HC
158 158 HC2605 20250724 ... 3475 3470 HC
159 159 HC2606 20250724 ... 3487 3445 HC
160 160 HC2607 20250724 ... 3470 3487 HC
161 161 SS2508 20250724 ... 12925 12950 SS
162 162 SS2509 20250724 ... 12910 12945 SS
163 163 SS2510 20250724 ... 12940 12980 SS
164 164 SS2511 20250724 ... 12980 13025 SS
165 165 SS2512 20250724 ... 13005 13020 SS
166 166 SS2601 20250724 ... 13040 13080 SS
167 167 SS2602 20250724 ... 13090 13120 SS
168 168 SS2603 20250724 ... 13135 13185 SS
169 169 SS2604 20250724 ... 13210 13225 SS
170 170 SS2605 20250724 ... 13260 13265 SS
171 171 SS2606 20250724 ... 13265 13295 SS
172 172 SS2607 20250724 ... 13305 13365 SS
173 173 SC2508 20250724 ... 518.7 519.2 SC
174 174 SC2509 20250724 ... 504.3 503.9 SC
175 175 SC2510 20250724 ... 498.7 498.1 SC
176 176 SC2511 20250724 ... 494.5 493.1 SC
177 177 SC2512 20250724 ... 491.4 489.9 SC
178 178 SC2601 20250724 ... 488.6 487.2 SC
179 179 SC2602 20250724 ... 486.4 484.1 SC
180 180 SC2603 20250724 ... 483.9 482.9 SC
181 181 SC2604 20250724 ... 481.3 480.3 SC
182 182 SC2605 20250724 ... 479 479 SC
183 183 SC2606 20250724 ... 477.5 476.7 SC
184 184 SC2607 20250724 ... 475.5 475.5 SC
185 185 SC2609 20250724 ... 473.8 471.6 SC
186 186 SC2612 20250724 ... 471.9 469.4 SC
187 187 SC2703 20250724 ... 469.5 469.5 SC
188 188 SC2706 20250724 ... 468.4 468.4 SC
189 189 SC2709 20250724 ... 467 462.8 SC
190 190 SC2712 20250724 ... 467.2 467.2 SC
191 191 SC2803 20250724 ... 464.9 463.4 SC
192 192 SC2806 20250724 ... 464 464.2 SC
193 193 LU2508 20250724 ... 3539 3548 LU
194 194 LU2509 20250724 ... 3557 3564 LU
195 195 LU2510 20250724 ... 3556 3567 LU
196 196 LU2511 20250724 ... 3547 3552 LU
197 197 LU2512 20250724 ... 3521 3528 LU
198 198 LU2601 20250724 ... 3511 3514 LU
199 199 LU2602 20250724 ... 3507 3501 LU
200 200 LU2603 20250724 ... 3489 3488 LU
201 201 LU2604 20250724 ... 3481 3473 LU
202 202 LU2605 20250724 ... 3471 3474 LU
203 203 LU2606 20250724 ... 3468 3459 LU
204 204 LU2607 20250724 ... 3455 3453 LU
205 205 FU2508 20250724 ... 2822 2843 FU
206 206 FU2509 20250724 ... 2862 2879 FU
207 207 FU2510 20250724 ... 2872 2890 FU
208 208 FU2511 20250724 ... 2878 2891 FU
209 209 FU2512 20250724 ... 2872 2879 FU
210 210 FU2601 20250724 ... 2871 2876 FU
211 211 FU2602 20250724 ... 2860 2863 FU
212 212 FU2603 20250724 ... 2854 2854 FU
213 213 FU2604 20250724 ... 2846 2845 FU
214 214 FU2605 20250724 ... 2836 2833 FU
215 215 FU2606 20250724 ... 2827 2824 FU
216 216 FU2607 20250724 ... 2810 2808 FU
217 217 BU2508 20250724 ... 3610 3640 BU
218 218 BU2509 20250724 ... 3587 3612 BU
219 219 BU2510 20250724 ... 3557 3575 BU
220 220 BU2511 20250724 ... 3511 3534 BU
221 221 BU2512 20250724 ... 3447 3469 BU
222 222 BU2601 20250724 ... 3416 3437 BU
223 223 BU2602 20250724 ... 3397 3431 BU
224 224 BU2603 20250724 ... 3392 3417 BU
225 225 BU2604 20250724 ... 3384 3393 BU
226 226 BU2605 20250724 ... 3389 3407 BU
227 227 BU2606 20250724 ... 3381 3405 BU
228 228 BU2607 20250724 ... 3375 3392 BU
229 229 BU2609 20250724 ... 3371 3392 BU
230 230 BU2612 20250724 ... 3324 3341 BU
231 231 BU2703 20250724 ... 3321 3332 BU
232 232 BU2706 20250724 ... 3334 3332 BU
233 233 BR2508 20250724 ... 12070 12015 BR
234 234 BR2509 20250724 ... 12055 12000 BR
235 235 BR2510 20250724 ... 12025 11960 BR
236 236 BR2511 20250724 ... 12020 11960 BR
237 237 BR2512 20250724 ... 12040 11965 BR
238 238 BR2601 20250724 ... 12050 11980 BR
239 239 BR2602 20250724 ... 12040 11990 BR
240 240 BR2603 20250724 ... 11965 12020 BR
241 241 BR2604 20250724 ... 11940 12025 BR
242 242 BR2605 20250724 ... 12040 12000 BR
243 243 BR2606 20250724 ... 12045 12020 BR
244 244 BR2607 20250724 ... 12225 11995 BR
245 245 RU2508 20250724 ... 15185 14960 RU
246 246 RU2509 20250724 ... 15140 15015 RU
247 247 RU2510 20250724 ... 15075 14985 RU
248 248 RU2511 20250724 ... 15165 15010 RU
249 249 RU2601 20250724 ... 15915 15800 RU
250 250 RU2603 20250724 ... 16025 15815 RU
251 251 RU2604 20250724 ... 16000 15880 RU
252 252 RU2605 20250724 ... 16050 15935 RU
253 253 RU2606 20250724 ... 16225 15830 RU
254 254 RU2607 20250724 ... 15930 15805 RU
255 255 NR2508 20250724 ... 12905 12790 NR
256 256 NR2509 20250724 ... 12980 12820 NR
257 257 NR2510 20250724 ... 12975 12810 NR
258 258 NR2511 20250724 ... 13070 12830 NR
259 259 NR2512 20250724 ... 13090 12890 NR
260 260 NR2601 20250724 ... 13105 12925 NR
261 261 NR2602 20250724 ... 13145 12995 NR
262 262 NR2603 20250724 ... 12900 12900 NR
263 263 NR2604 20250724 ... 13265 12995 NR
264 264 NR2605 20250724 ... 13225 12995 NR
265 265 NR2606 20250724 ... 13280 12950 NR
266 266 NR2607 20250724 ... 12935 12810 NR
267 267 SP2508 20250724 ... 5340 5418 SP
268 268 SP2509 20250724 ... 5386 5424 SP
269 269 SP2510 20250724 ... 5336 5364 SP
270 270 SP2511 20250724 ... 5328 5362 SP
271 271 SP2512 20250724 ... 5294 5312 SP
272 272 SP2601 20250724 ... 5506 5532 SP
273 273 SP2602 20250724 ... 5438 5472 SP
274 274 SP2603 20250724 ... 5440 5460 SP
275 275 SP2604 20250724 ... 5432 5442 SP
276 276 SP2605 20250724 ... 5428 5456 SP
277 277 SP2606 20250724 ... 5446 5426 SP
278 278 SP2607 20250724 ... 5424 5456 SP
279 279 EC2508 20250724 ... 2230.5 2212.3 EC
280 280 EC2510 20250724 ... 1570 1526.9 EC
281 281 EC2512 20250724 ... 1747.5 1687.9 EC
282 282 EC2602 20250724 ... 1523.1 1458 EC
283 283 EC2604 20250724 ... 1359.6 1316.3 EC
284 284 EC2606 20250724 ... 1483.8 1454.3 EC
285 285 SC_TAS2509 20250724 ... SC_TAS
286 286 SC_TAS2510 20250724 ... SC_TAS
287 287 SC_TAS2511 20250724 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 16:26:06,807 - future_1d - INFO - ak.get_shfe_daily('2025-07-24') done
2025-07-29 16:26:08,549 - future_1d - INFO - save future_daily 2025-07-24 completed
symbol date open ... settle pre_settle variety
0 AP510 20250725 7990.0 ... 8001.0 7967.0 AP
1 AP511 20250725 7717.0 ... 7725.0 7704.0 AP
2 AP512 20250725 7768.0 ... 7779.0 7747.0 AP
3 AP601 20250725 7878.0 ... 7870.0 7834.0 AP
4 AP603 20250725 7744.0 ... 7785.0 7766.0 AP
5 AP604 20250725 7795.0 ... 7795.0 7769.0 AP
6 AP605 20250725 7786.0 ... 7832.0 7812.0 AP
7 CF509 20250725 14190.0 ... 14230.0 14160.0 CF
8 CF511 20250725 14015.0 ... 14070.0 13995.0 CF
9 CF601 20250725 14095.0 ... 14155.0 14070.0 CF
10 CF603 20250725 14060.0 ... 14120.0 14030.0 CF
11 CF605 20250725 14040.0 ... 14080.0 14005.0 CF
12 CF607 20250725 14100.0 ... 14095.0 14025.0 CF
13 CJ509 20250725 9580.0 ... 9470.0 9495.0 CJ
14 CJ512 20250725 10355.0 ... 10315.0 10315.0 CJ
15 CJ601 20250725 10510.0 ... 10465.0 10475.0 CJ
16 CJ603 20250725 10575.0 ... 10520.0 10545.0 CJ
17 CJ605 20250725 10710.0 ... 10670.0 10700.0 CJ
18 CJ607 20250725 10825.0 ... 10780.0 10790.0 CJ
19 CY508 20250725 0.0 ... 20165.0 20165.0 CY
20 CY509 20250725 20390.0 ... 20420.0 20350.0 CY
21 CY510 20250725 0.0 ... 20030.0 19960.0 CY
22 CY511 20250725 0.0 ... 20180.0 20155.0 CY
23 CY512 20250725 0.0 ... 20045.0 20045.0 CY
24 CY601 20250725 20335.0 ... 20340.0 20260.0 CY
25 CY602 20250725 0.0 ... 20055.0 20055.0 CY
26 CY603 20250725 0.0 ... 20305.0 20305.0 CY
27 CY604 20250725 0.0 ... 20040.0 20040.0 CY
28 CY605 20250725 20250.0 ... 20250.0 20215.0 CY
29 CY606 20250725 0.0 ... 20010.0 20010.0 CY
30 CY607 20250725 20335.0 ... 20335.0 20595.0 CY
31 FG508 20250725 1315.0 ... 1344.0 1258.0 FG
32 FG509 20250725 1310.0 ... 1344.0 1261.0 FG
33 FG510 20250725 1359.0 ... 1383.0 1319.0 FG
34 FG511 20250725 1345.0 ... 1369.0 1301.0 FG
35 FG512 20250725 1423.0 ... 1436.0 1366.0 FG
36 FG601 20250725 1400.0 ... 1426.0 1354.0 FG
37 FG602 20250725 1400.0 ... 1454.0 1389.0 FG
38 FG603 20250725 1430.0 ... 1447.0 1377.0 FG
39 FG604 20250725 1460.0 ... 1474.0 1412.0 FG
40 FG605 20250725 1435.0 ... 1462.0 1411.0 FG
41 FG606 20250725 1455.0 ... 1475.0 1428.0 FG
42 FG607 20250725 1460.0 ... 1456.0 1414.0 FG
43 JR509 20250725 0.0 ... 2662.0 2662.0 JR
44 JR511 20250725 0.0 ... 2662.0 2662.0 JR
45 JR601 20250725 0.0 ... 2662.0 2662.0 JR
46 JR603 20250725 0.0 ... 2662.0 2662.0 JR
47 JR605 20250725 0.0 ... 2662.0 2662.0 JR
48 JR607 20250725 0.0 ... 2662.0 2662.0 JR
49 LR509 20250725 0.0 ... 2360.0 2360.0 LR
50 LR511 20250725 0.0 ... 2360.0 2360.0 LR
51 LR601 20250725 0.0 ... 2360.0 2360.0 LR
52 MA508 20250725 2449.0 ... 2470.0 2417.0 MA
53 MA509 20250725 2479.0 ... 2500.0 2465.0 MA
54 MA510 20250725 2512.0 ... 2528.0 2498.0 MA
55 MA511 20250725 2529.0 ... 2545.0 2517.0 MA
56 MA512 20250725 2545.0 ... 2562.0 2532.0 MA
57 MA601 20250725 2552.0 ... 2569.0 2539.0 MA
58 MA602 20250725 2542.0 ... 2561.0 2536.0 MA
59 MA603 20250725 2530.0 ... 2547.0 2526.0 MA
60 MA604 20250725 2511.0 ... 2521.0 2502.0 MA
61 MA605 20250725 2480.0 ... 2493.0 2463.0 MA
62 MA606 20250725 2482.0 ... 2505.0 2475.0 MA
63 MA607 20250725 2471.0 ... 2491.0 2457.0 MA
64 OI509 20250725 9495.0 ... 9441.0 9462.0 OI
65 OI511 20250725 9475.0 ... 9423.0 9441.0 OI
66 OI601 20250725 9458.0 ... 9388.0 9409.0 OI
67 OI603 20250725 9384.0 ... 9360.0 9382.0 OI
68 OI605 20250725 9332.0 ... 9303.0 9315.0 OI
69 OI607 20250725 9312.0 ... 9275.0 9314.0 OI
70 PF508 20250725 6530.0 ... 6560.0 6474.0 PF
71 PF509 20250725 6532.0 ... 6568.0 6472.0 PF
72 PF510 20250725 6580.0 ... 6628.0 6534.0 PF
73 PF511 20250725 6578.0 ... 6620.0 6524.0 PF
74 PF512 20250725 6546.0 ... 6594.0 6510.0 PF
75 PF601 20250725 6578.0 ... 6590.0 6516.0 PF
76 PF602 20250725 6570.0 ... 6616.0 6514.0 PF
77 PF603 20250725 6582.0 ... 6612.0 6528.0 PF
78 PF604 20250725 6582.0 ... 6626.0 6556.0 PF
79 PF605 20250725 6600.0 ... 6632.0 6566.0 PF
80 PF606 20250725 6600.0 ... 6622.0 6576.0 PF
81 PF607 20250725 0.0 ... 6570.0 6570.0 PF
82 PK510 20250725 8140.0 ... 8138.0 8140.0 PK
83 PK511 20250725 7990.0 ... 7996.0 7984.0 PK
84 PK512 20250725 7970.0 ... 7998.0 7984.0 PK
85 PK601 20250725 8036.0 ... 8034.0 8016.0 PK
86 PK603 20250725 8014.0 ... 8034.0 8034.0 PK
87 PK604 20250725 8048.0 ... 8034.0 8032.0 PK
88 PK605 20250725 8048.0 ... 8036.0 8036.0 PK
89 PL601 20250725 6630.0 ... 6643.0 6590.0 PL
90 PL602 20250725 6707.0 ... 6701.0 6668.0 PL
91 PL603 20250725 6599.0 ... 6611.0 6584.0 PL
92 PL604 20250725 6608.0 ... 6632.0 6494.0 PL
93 PL605 20250725 6555.0 ... 6586.0 6524.0 PL
94 PL606 20250725 6647.0 ... 6647.0 6611.0 PL
95 PL607 20250725 6646.0 ... 6646.0 6596.0 PL
96 PM509 20250725 0.0 ... 3122.0 3122.0 PM
97 PM511 20250725 0.0 ... 3122.0 3122.0 PM
98 PM601 20250725 0.0 ... 3122.0 3122.0 PM
99 PM603 20250725 0.0 ... 3122.0 3122.0 PM
100 PM605 20250725 0.0 ... 3122.0 3122.0 PM
101 PM607 20250725 0.0 ... 3122.0 3122.0 PM
102 PR508 20250725 6068.0 ... 6086.0 6034.0 PR
103 PR509 20250725 6048.0 ... 6088.0 6018.0 PR
104 PR510 20250725 6058.0 ... 6100.0 6024.0 PR
105 PR511 20250725 6054.0 ... 6082.0 6012.0 PR
106 PR512 20250725 6038.0 ... 6072.0 6018.0 PR
107 PR601 20250725 6012.0 ... 6062.0 5994.0 PR
108 PR602 20250725 6094.0 ... 6094.0 5992.0 PR
109 PR603 20250725 6090.0 ... 6090.0 5996.0 PR
110 PR604 20250725 0.0 ... 6114.0 6010.0 PR
111 PR605 20250725 6080.0 ... 6072.0 6020.0 PR
112 PR606 20250725 0.0 ... 6090.0 6016.0 PR
113 PR607 20250725 0.0 ... 6058.0 5980.0 PR
114 PX508 20250725 7036.0 ... 7094.0 6926.0 PX
115 PX509 20250725 6964.0 ... 7022.0 6902.0 PX
116 PX510 20250725 6954.0 ... 7010.0 6888.0 PX
117 PX511 20250725 6908.0 ... 6970.0 6844.0 PX
118 PX512 20250725 6894.0 ... 6956.0 6822.0 PX
119 PX601 20250725 6870.0 ... 6916.0 6804.0 PX
120 PX602 20250725 6760.0 ... 6840.0 6760.0 PX
121 PX603 20250725 6820.0 ... 6870.0 6806.0 PX
122 PX604 20250725 6822.0 ... 6882.0 6804.0 PX
123 PX605 20250725 6846.0 ... 6880.0 6756.0 PX
124 PX606 20250725 6846.0 ... 6888.0 6760.0 PX
125 PX607 20250725 6818.0 ... 6874.0 6764.0 PX
126 RI509 20250725 0.0 ... 2479.0 2479.0 RI
127 RI511 20250725 0.0 ... 2479.0 2479.0 RI
128 RI601 20250725 0.0 ... 2479.0 2479.0 RI
129 RI603 20250725 0.0 ... 2479.0 2479.0 RI
130 RI605 20250725 0.0 ... 2479.0 2479.0 RI
131 RI607 20250725 0.0 ... 2479.0 2479.0 RI
132 RM508 20250725 2683.0 ... 2670.0 2688.0 RM
133 RM509 20250725 2690.0 ... 2682.0 2706.0 RM
134 RM511 20250725 2536.0 ... 2531.0 2562.0 RM
135 RM601 20250725 2417.0 ... 2407.0 2414.0 RM
136 RM603 20250725 2395.0 ... 2386.0 2383.0 RM
137 RM605 20250725 2375.0 ... 2371.0 2368.0 RM
138 RM607 20250725 2358.0 ... 2357.0 2355.0 RM
139 RS508 20250725 0.0 ... 5019.0 4975.0 RS
140 RS509 20250725 5072.0 ... 5102.0 5092.0 RS
141 RS511 20250725 5255.0 ... 5290.0 5244.0 RS
142 RS607 20250725 0.0 ... 5210.0 5200.0 RS
143 SA508 20250725 1401.0 ... 1415.0 1344.0 SA
144 SA509 20250725 1411.0 ... 1431.0 1364.0 SA
145 SA510 20250725 1432.0 ... 1455.0 1378.0 SA
146 SA511 20250725 1443.0 ... 1464.0 1389.0 SA
147 SA512 20250725 1475.0 ... 1500.0 1424.0 SA
148 SA601 20250725 1491.0 ... 1508.0 1438.0 SA
149 SA602 20250725 1500.0 ... 1517.0 1458.0 SA
150 SA603 20250725 1502.0 ... 1518.0 1450.0 SA
151 SA604 20250725 1497.0 ... 1536.0 1492.0 SA
152 SA605 20250725 1520.0 ... 1541.0 1483.0 SA
153 SA606 20250725 1537.0 ... 1544.0 1510.0 SA
154 SA607 20250725 1538.0 ... 1536.0 1500.0 SA
155 SF508 20250725 5758.0 ... 5990.0 5748.0 SF
156 SF509 20250725 5786.0 ... 5986.0 5762.0 SF
157 SF510 20250725 5780.0 ... 5958.0 5752.0 SF
158 SF511 20250725 5940.0 ... 6132.0 5920.0 SF
159 SF512 20250725 5900.0 ... 6086.0 5894.0 SF
160 SF601 20250725 5888.0 ... 6084.0 5874.0 SF
161 SF602 20250725 5844.0 ... 6038.0 5810.0 SF
162 SF603 20250725 5992.0 ... 6332.0 5966.0 SF
163 SF604 20250725 5978.0 ... 6202.0 5918.0 SF
164 SF605 20250725 5960.0 ... 6178.0 5924.0 SF
165 SF606 20250725 5878.0 ... 6136.0 5878.0 SF
166 SF607 20250725 6010.0 ... 6280.0 5984.0 SF
167 SH508 20250725 2634.0 ... 2585.0 2608.0 SH
168 SH509 20250725 2683.0 ... 2648.0 2665.0 SH
169 SH510 20250725 2723.0 ... 2705.0 2703.0 SH
170 SH511 20250725 2690.0 ... 2692.0 2680.0 SH
171 SH512 20250725 2714.0 ... 2706.0 2696.0 SH
172 SH601 20250725 2715.0 ... 2702.0 2686.0 SH
173 SH602 20250725 2733.0 ... 2721.0 2712.0 SH
174 SH603 20250725 2734.0 ... 2727.0 2718.0 SH
175 SH604 20250725 2773.0 ... 2754.0 2764.0 SH
176 SH605 20250725 2759.0 ... 2761.0 2753.0 SH
177 SH606 20250725 2756.0 ... 2754.0 2773.0 SH
178 SH607 20250725 2736.0 ... 2737.0 2757.0 SH
179 SM508 20250725 5966.0 ... 6238.0 5922.0 SM
180 SM509 20250725 6000.0 ... 6212.0 5938.0 SM
181 SM510 20250725 5994.0 ... 6120.0 5924.0 SM
182 SM511 20250725 6068.0 ... 6224.0 5994.0 SM
183 SM512 20250725 6076.0 ... 6252.0 5998.0 SM
184 SM601 20250725 6064.0 ... 6268.0 5998.0 SM
185 SM602 20250725 6074.0 ... 6266.0 6000.0 SM
186 SM603 20250725 6064.0 ... 6330.0 6014.0 SM
187 SM604 20250725 6102.0 ... 6318.0 6014.0 SM
188 SM605 20250725 6100.0 ... 6336.0 6046.0 SM
189 SM606 20250725 6106.0 ... 6274.0 6086.0 SM
190 SM607 20250725 6114.0 ... 6310.0 6070.0 SM
191 SR509 20250725 5875.0 ... 5876.0 5853.0 SR
192 SR511 20250725 5748.0 ... 5755.0 5727.0 SR
193 SR601 20250725 5675.0 ... 5691.0 5664.0 SR
194 SR603 20250725 5650.0 ... 5658.0 5635.0 SR
195 SR605 20250725 5625.0 ... 5633.0 5609.0 SR
196 SR607 20250725 5623.0 ... 5626.0 5605.0 SR
197 TA508 20250725 4834.0 ... 4884.0 4816.0 TA
198 TA509 20250725 4860.0 ... 4902.0 4814.0 TA
199 TA510 20250725 4846.0 ... 4892.0 4810.0 TA
200 TA511 20250725 4844.0 ... 4890.0 4808.0 TA
201 TA512 20250725 4836.0 ... 4878.0 4802.0 TA
202 TA601 20250725 4834.0 ... 4870.0 4798.0 TA
203 TA602 20250725 4836.0 ... 4862.0 4802.0 TA
204 TA603 20250725 4834.0 ... 4878.0 4790.0 TA
205 TA604 20250725 4838.0 ... 4870.0 4802.0 TA
206 TA605 20250725 4840.0 ... 4882.0 4814.0 TA
207 TA606 20250725 4860.0 ... 4872.0 4842.0 TA
208 TA607 20250725 4850.0 ... 4878.0 4826.0 TA
209 UR508 20250725 1775.0 ... 1783.0 1768.0 UR
210 UR509 20250725 1786.0 ... 1798.0 1782.0 UR
211 UR510 20250725 1785.0 ... 1794.0 1774.0 UR
212 UR511 20250725 1800.0 ... 1808.0 1798.0 UR
213 UR512 20250725 1794.0 ... 1797.0 1799.0 UR
214 UR601 20250725 1795.0 ... 1803.0 1790.0 UR
215 UR602 20250725 1796.0 ... 1799.0 1788.0 UR
216 UR603 20250725 1805.0 ... 1815.0 1806.0 UR
217 UR604 20250725 1805.0 ... 1816.0 1803.0 UR
218 UR605 20250725 1808.0 ... 1817.0 1805.0 UR
219 UR606 20250725 1799.0 ... 1810.0 1801.0 UR
220 UR607 20250725 1808.0 ... 1816.0 1809.0 UR
221 WH509 20250725 0.0 ... 3198.0 3198.0 WH
222 WH511 20250725 0.0 ... 3198.0 3198.0 WH
223 WH601 20250725 0.0 ... 3198.0 3198.0 WH
224 WH603 20250725 0.0 ... 3198.0 3198.0 WH
225 WH605 20250725 0.0 ... 3198.0 3198.0 WH
226 WH607 20250725 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250725 0.0 ... 801.4 801.4 ZC
228 ZC509 20250725 0.0 ... 801.4 801.4 ZC
229 ZC510 20250725 0.0 ... 801.4 801.4 ZC
230 ZC511 20250725 0.0 ... 801.4 801.4 ZC
231 ZC512 20250725 0.0 ... 801.4 801.4 ZC
232 ZC601 20250725 0.0 ... 801.4 801.4 ZC
233 ZC602 20250725 0.0 ... 801.4 801.4 ZC
234 ZC603 20250725 0.0 ... 801.4 801.4 ZC
235 ZC604 20250725 0.0 ... 801.4 801.4 ZC
236 ZC605 20250725 0.0 ... 801.4 801.4 ZC
237 ZC606 20250725 0.0 ... 801.4 801.4 ZC
238 ZC607 20250725 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 16:26:12,921 - future_1d - INFO - ak.get_czce_daily('2025-07-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250725 526.9 532.7 ... 55427.05 526.8 518.7 SC
1 SC2509 20250725 509 513.1 ... 7761359.9 508.6 504.3 SC
2 SC2510 20250725 502.5 506.7 ... 828034.39 502.9 498.7 SC
3 SC2511 20250725 498 502.1 ... 297203.72 498 494.5 SC
4 SC2512 20250725 494.6 498.2 ... 49437.79 496.3 491.4 SC
5 SC2601 20250725 492 495.6 ... 12526.73 493.1 488.6 SC
6 SC2602 20250725 488.4 492.8 ... 12821.79 491.2 486.4 SC
7 SC2603 20250725 484.9 491.2 ... 13467.98 489.7 483.9 SC
8 SC2604 20250725 483.3 488.7 ... 585.21 487.6 481.3 SC
9 SC2605 20250725 486.3 486.4 ... 389.06 486.3 479 SC
10 SC2606 20250725 482.3 486.8 ... 6938.71 485.2 477.5 SC
11 SC2607 20250725 483.2 483.2 ... 48.32 483.2 475.5 SC
12 SC2609 20250725 471.4 480.8 ... 713.81 475.8 473.8 SC
13 SC2612 20250725 474 477.7 ... 95.17 475.8 471.9 SC
14 SC2703 20250725 474.1 474.1 ... 94.63 473.1 469.5 SC
15 SC2706 20250725 ... 0 469.4 468.4 SC
16 SC2709 20250725 ... 0 469.8 467 SC
17 SC2712 20250725 ... 0 468.4 467.2 SC
18 SC2803 20250725 ... 0 466.3 464.9 SC
19 SC2806 20250725 462.6 467 ... 511.42 464.9 464 SC
21 LU2508 20250725 3544 3544 ... 1215.177 3542 3539 LU
22 LU2509 20250725 3588 3613 ... 58603.249 3585 3557 LU
23 LU2510 20250725 3581 3614 ... 432506.398 3582 3556 LU
24 LU2511 20250725 3559 3595 ... 35717.794 3569 3547 LU
25 LU2512 20250725 3547 3575 ... 1270.635 3559 3521 LU
26 LU2601 20250725 3539 3554 ... 1777.322 3540 3511 LU
27 LU2602 20250725 3514 3531 ... 49.275 3519 3507 LU
28 LU2603 20250725 3495 3520 ... 77.08 3503 3489 LU
29 LU2604 20250725 3481 3502 ... 34.903 3490 3481 LU
30 LU2605 20250725 3471 3506 ... 41.807 3483 3471 LU
31 LU2606 20250725 3468 3487 ... 20.846 3474 3468 LU
32 LU2607 20250725 3460 3478 ... 38.103 3463 3455 LU
34 NR2508 20250725 13075 13355 ... 81682.805 13185 12905 NR
35 NR2509 20250725 13150 13420 ... 2354291.41 13255 12980 NR
36 NR2510 20250725 13080 13390 ... 667236.1 13230 12975 NR
37 NR2511 20250725 13090 13375 ... 61948.715 13225 13070 NR
38 NR2512 20250725 13135 13395 ... 9901.115 13235 13090 NR
39 NR2601 20250725 13130 13440 ... 38009.655 13280 13105 NR
40 NR2602 20250725 13230 13395 ... 530.765 13265 13145 NR
41 NR2603 20250725 13250 13390 ... 53.42 13355 12900 NR
42 NR2604 20250725 13270 13380 ... 106.41 13300 13265 NR
43 NR2605 20250725 13295 13435 ... 147.01 13360 13225 NR
44 NR2606 20250725 ... 0 13280 13280 NR
45 NR2607 20250725 13480 13480 ... 13.48 13480 12935 NR
47 BC2508 20250725 70560 70650 ... 165350.62 70420 70900 BC
48 BC2509 20250725 70640 70690 ... 118463.05 70510 70980 BC
49 BC2510 20250725 70610 71100 ... 8994.125 70540 70870 BC
50 BC2511 20250725 ... 0 69500 69190 BC
51 BC2512 20250725 ... 0 70620 70620 BC
52 BC2601 20250725 ... 0 70020 69620 BC
53 BC2602 20250725 ... 0 70000 69550 BC
54 BC2603 20250725 ... 0 70000 69430 BC
55 BC2604 20250725 ... 0 70000 69570 BC
56 BC2605 20250725 ... 0 70000 69480 BC
57 BC2606 20250725 ... 0 69340 69340 BC
58 BC2607 20250725 ... 0 68670 68670 BC
60 EC2508 20250725 2202 2221 ... 25915.0655 2202.7 2230.5 EC
61 EC2510 20250725 1570 1585 ... 327287.904 1530.9 1570 EC
62 EC2512 20250725 1767 1780 ... 38318.498 1730.7 1747.5 EC
63 EC2602 20250725 1579.4 1582.5 ... 12589.484 1534.3 1523.1 EC
64 EC2604 20250725 1390 1420 ... 12475.346 1376.9 1359.6 EC
65 EC2606 20250725 1509.2 1537.9 ... 1998.558 1514 1483.8 EC
68 SC_TAS2509 20250725 ... SC_TAS
69 SC_TAS2510 20250725 ... SC_TAS
70 SC_TAS2511 20250725 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 16:26:13,038 - future_1d - INFO - ak.get_ine_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 PS2508 20250725 53520.0 ... 52505.0 52225.0 PS
1 PS2509 20250725 52820.0 ... 52470.0 52150.0 PS
2 PS2510 20250725 52590.0 ... 52260.0 51760.0 PS
3 PS2511 20250725 52440.0 ... 51760.0 51665.0 PS
4 PS2512 20250725 54395.0 ... 53940.0 53635.0 PS
5 PS2601 20250725 55400.0 ... 53670.0 53195.0 PS
6 PS2602 20250725 54785.0 ... 53535.0 52345.0 PS
7 PS2603 20250725 54585.0 ... 53415.0 52605.0 PS
8 PS2604 20250725 54145.0 ... 53220.0 52130.0 PS
9 PS2605 20250725 54505.0 ... 53335.0 52610.0 PS
10 PS2606 20250725 55490.0 ... 54465.0 53400.0 PS
11 PS2607 20250725 55110.0 ... 54135.0 52825.0 PS
13 SI2508 20250725 9620.0 ... 9640.0 9595.0 SI
14 SI2509 20250725 9750.0 ... 9690.0 9680.0 SI
15 SI2510 20250725 9650.0 ... 9625.0 9610.0 SI
16 SI2511 20250725 9610.0 ... 9575.0 9520.0 SI
17 SI2512 20250725 9750.0 ... 9825.0 9795.0 SI
18 SI2601 20250725 9845.0 ... 9785.0 9720.0 SI
19 SI2602 20250725 9755.0 ... 9730.0 9710.0 SI
20 SI2603 20250725 9735.0 ... 9735.0 9675.0 SI
21 SI2604 20250725 9775.0 ... 9725.0 9690.0 SI
22 SI2605 20250725 9820.0 ... 9725.0 9685.0 SI
23 SI2606 20250725 9705.0 ... 9710.0 9620.0 SI
24 SI2607 20250725 9705.0 ... 9685.0 9650.0 SI
27 LC2508 20250725 76560.0 ... 79120.0 73520.0 LC
28 LC2509 20250725 77500.0 ... 79460.0 74560.0 LC
29 LC2510 20250725 76940.0 ... 78220.0 74040.0 LC
30 LC2511 20250725 76000.0 ... 77620.0 73300.0 LC
31 LC2512 20250725 75040.0 ... 77040.0 73220.0 LC
32 LC2601 20250725 75000.0 ... 76720.0 73220.0 LC
33 LC2602 20250725 74580.0 ... 75940.0 72780.0 LC
34 LC2603 20250725 73600.0 ... 75460.0 72320.0 LC
35 LC2604 20250725 73820.0 ... 75300.0 72640.0 LC
36 LC2605 20250725 73600.0 ... 75280.0 72540.0 LC
37 LC2606 20250725 74000.0 ... 74900.0 72180.0 LC
38 LC2607 20250725 73600.0 ... 74840.0 72640.0 LC
[36 rows x 12 columns]
2025-07-29 16:26:13,208 - future_1d - INFO - ak.get_gfex_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250725 4225.00 ... 4223.00 4206.00 A
1 a2511 20250725 4136.00 ... 4134.00 4128.00 A
2 a2601 20250725 4120.00 ... 4119.00 4112.00 A
3 a2603 20250725 4107.00 ... 4105.00 4098.00 A
4 a2605 20250725 4147.00 ... 4140.00 4132.00 A
5 a2607 20250725 4144.00 ... 4137.00 4133.00 A
6 b2508 20250725 3547.00 ... 3553.00 3584.00 B
7 b2509 20250725 3668.00 ... 3667.00 3679.00 B
8 b2510 20250725 3735.00 ... 3731.00 3735.00 B
9 b2511 20250725 3756.00 ... 3749.00 3750.00 B
10 b2512 20250725 3766.00 ... 3766.00 3767.00 B
11 b2601 20250725 3747.00 ... 3746.00 3742.00 B
12 b2602 20250725 3718.00 ... 3715.00 3690.00 B
13 b2603 20250725 3615.00 ... 3607.00 3600.00 B
14 b2604 20250725 3521.00 ... 3511.00 3499.00 B
15 b2605 20250725 3448.00 ... 3446.00 3439.00 B
16 b2606 20250725 3449.00 ... 3441.00 3439.00 B
17 b2607 20250725 3622.00 ... 3438.00 3443.00 B
18 bb2509 20250725 153.20 ... 154.00 151.60 BB
19 bb2511 20250725 152.80 ... 154.30 152.30 BB
20 bb2601 20250725 148.45 ... 150.35 147.10 BB
21 bb2603 20250725 0.00 ... 157.00 153.65 BB
22 bb2605 20250725 0.00 ... 157.00 153.65 BB
23 bb2607 20250725 0.00 ... 157.00 153.65 BB
24 bz2603 20250725 6225.00 ... 6326.00 6221.00 BZ
25 bz2604 20250725 6227.00 ... 6288.00 6203.00 BZ
26 bz2605 20250725 6224.00 ... 6277.00 6201.00 BZ
27 bz2606 20250725 6250.00 ... 6283.00 6207.00 BZ
28 c2509 20250725 2320.00 ... 2314.00 2318.00 C
29 c2511 20250725 2265.00 ... 2263.00 2268.00 C
30 c2601 20250725 2238.00 ... 2235.00 2242.00 C
31 c2603 20250725 2238.00 ... 2238.00 2244.00 C
32 c2605 20250725 2282.00 ... 2279.00 2285.00 C
33 c2607 20250725 2293.00 ... 2291.00 2297.00 C
34 cs2509 20250725 2671.00 ... 2669.00 2672.00 CS
35 cs2511 20250725 2601.00 ... 2599.00 2603.00 CS
36 cs2601 20250725 2616.00 ... 2614.00 2622.00 CS
37 cs2603 20250725 2609.00 ... 2612.00 2616.00 CS
38 cs2605 20250725 2652.00 ... 2652.00 2659.00 CS
39 cs2607 20250725 2664.00 ... 2660.00 2659.00 CS
40 eb2507 20250725 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250725 7456.00 ... 7517.00 7442.00 EB
42 eb2509 20250725 7446.00 ... 7506.00 7406.00 EB
43 eb2510 20250725 7421.00 ... 7490.00 7378.00 EB
44 eb2511 20250725 7383.00 ... 7460.00 7343.00 EB
45 eb2512 20250725 7366.00 ... 7450.00 7323.00 EB
46 eb2601 20250725 7362.00 ... 7455.00 7329.00 EB
47 eb2602 20250725 7392.00 ... 7441.00 7346.00 EB
48 eb2603 20250725 7410.00 ... 7425.00 7361.00 EB
49 eb2604 20250725 7406.00 ... 7423.00 7379.00 EB
50 eb2605 20250725 7416.00 ... 7495.00 7377.00 EB
51 eb2606 20250725 7413.00 ... 7481.00 7389.00 EB
52 eg2507 20250725 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250725 4490.00 ... 4474.00 4434.00 EG
54 eg2509 20250725 4487.00 ... 4529.00 4469.00 EG
55 eg2510 20250725 4493.00 ... 4528.00 4475.00 EG
56 eg2511 20250725 4517.00 ... 4531.00 4474.00 EG
57 eg2512 20250725 4521.00 ... 4533.00 4474.00 EG
58 eg2601 20250725 4506.00 ... 4529.00 4470.00 EG
59 eg2602 20250725 4527.00 ... 4528.00 4440.00 EG
60 eg2603 20250725 4528.00 ... 4530.00 4474.00 EG
61 eg2604 20250725 4534.00 ... 4534.00 4462.00 EG
62 eg2605 20250725 4528.00 ... 4556.00 4507.00 EG
63 eg2606 20250725 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250725 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250725 1280.00 ... 1277.50 1280.00 FB
66 fb2510 20250725 1307.00 ... 1313.50 1314.00 FB
67 fb2511 20250725 1309.00 ... 1313.00 1312.50 FB
68 fb2512 20250725 1313.00 ... 1312.00 1311.50 FB
69 fb2601 20250725 1308.00 ... 1310.50 1314.50 FB
70 fb2602 20250725 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250725 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250725 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250725 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250725 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250725 0.00 ... 1295.00 1295.00 FB
76 i2508 20250725 814.00 ... 801.00 813.00 I
77 i2509 20250725 815.00 ... 800.00 811.50 I
78 i2510 20250725 807.00 ... 795.50 807.00 I
79 i2511 20250725 804.50 ... 789.50 801.00 I
80 i2512 20250725 797.00 ... 783.50 794.00 I
81 i2601 20250725 787.50 ... 772.50 783.50 I
82 i2602 20250725 779.50 ... 769.00 779.00 I
83 i2603 20250725 779.50 ... 767.00 776.00 I
84 i2604 20250725 775.00 ... 761.50 770.50 I
85 i2605 20250725 763.00 ... 751.50 762.00 I
86 i2606 20250725 760.50 ... 747.50 757.00 I
87 i2607 20250725 754.50 ... 741.00 750.50 I
88 j2508 20250725 0.00 ... 1681.50 1676.50 J
89 j2509 20250725 1738.00 ... 1748.00 1722.00 J
90 j2510 20250725 1758.00 ... 1757.00 1736.50 J
91 j2511 20250725 1777.50 ... 1777.50 1761.50 J
92 j2512 20250725 1804.00 ... 1789.50 1774.50 J
93 j2601 20250725 1805.00 ... 1794.00 1762.50 J
94 j2602 20250725 1808.00 ... 1808.00 1749.00 J
95 j2603 20250725 1837.50 ... 1827.00 1788.00 J
96 j2604 20250725 1850.00 ... 1850.00 1887.00 J
97 j2605 20250725 1852.00 ... 1822.00 1802.00 J
98 j2606 20250725 1817.50 ... 1814.00 1849.00 J
99 j2607 20250725 0.00 ... 1854.50 1813.50 J
100 jd2507 20250725 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250725 3544.00 ... 3526.00 3578.00 JD
102 jd2509 20250725 3639.00 ... 3630.00 3634.00 JD
103 jd2510 20250725 3400.00 ... 3404.00 3397.00 JD
104 jd2511 20250725 3409.00 ... 3411.00 3406.00 JD
105 jd2512 20250725 3567.00 ... 3571.00 3563.00 JD
106 jd2601 20250725 3667.00 ... 3664.00 3652.00 JD
107 jd2602 20250725 3219.00 ... 3226.00 3216.00 JD
108 jd2603 20250725 3215.00 ... 3227.00 3213.00 JD
109 jd2604 20250725 3366.00 ... 3378.00 3355.00 JD
110 jd2605 20250725 3455.00 ... 3471.00 3443.00 JD
111 jd2606 20250725 3272.00 ... 3285.00 3268.00 JD
112 jm2508 20250725 1070.00 ... 1120.50 1061.00 JM
113 jm2509 20250725 1207.00 ... 1236.50 1166.00 JM
114 jm2510 20250725 1227.50 ... 1252.50 1183.00 JM
115 jm2511 20250725 1238.00 ... 1262.00 1201.00 JM
116 jm2512 20250725 1249.50 ... 1267.50 1208.00 JM
117 jm2601 20250725 1270.00 ... 1282.50 1221.00 JM
118 jm2602 20250725 1271.50 ... 1301.50 1239.00 JM
119 jm2603 20250725 1281.00 ... 1293.00 1230.00 JM
120 jm2604 20250725 1292.00 ... 1296.00 1236.50 JM
121 jm2605 20250725 1282.00 ... 1287.50 1242.00 JM
122 jm2606 20250725 1300.00 ... 1302.00 1254.50 JM
123 jm2607 20250725 1330.00 ... 1321.50 1285.50 JM
124 l2508 20250725 7369.00 ... 7403.00 7302.00 L
125 l2509 20250725 7391.00 ... 7439.00 7339.00 L
126 l2510 20250725 7419.00 ... 7467.00 7371.00 L
127 l2511 20250725 7422.00 ... 7467.00 7374.00 L
128 l2512 20250725 7444.00 ... 7486.00 7387.00 L
129 l2601 20250725 7450.00 ... 7484.00 7392.00 L
130 l2602 20250725 7449.00 ... 7467.00 7392.00 L
131 l2603 20250725 7451.00 ... 7470.00 7379.00 L
132 l2604 20250725 7481.00 ... 7493.00 7393.00 L
133 l2605 20250725 7447.00 ... 7476.00 7394.00 L
134 l2606 20250725 7448.00 ... 7468.00 7380.00 L
135 l2607 20250725 7482.00 ... 7497.00 7381.00 L
136 lg2507 20250725 810.00 ... 807.00 809.50 LG
137 lg2509 20250725 829.00 ... 827.50 828.00 LG
138 lg2511 20250725 838.00 ... 834.50 833.00 LG
139 lg2601 20250725 832.00 ... 837.00 837.50 LG
140 lg2603 20250725 837.50 ... 838.50 837.00 LG
141 lg2605 20250725 842.50 ... 843.00 841.50 LG
142 lh2507 20250725 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250725 14350.00 ... 14435.00 14345.00 LH
144 lh2511 20250725 14230.00 ... 14380.00 14145.00 LH
145 lh2601 20250725 14570.00 ... 14705.00 14560.00 LH
146 lh2603 20250725 13730.00 ... 13815.00 13645.00 LH
147 lh2605 20250725 14250.00 ... 14305.00 14065.00 LH
148 m2508 20250725 3004.00 ... 3013.00 3017.00 M
149 m2509 20250725 3029.00 ... 3025.00 3041.00 M
150 m2511 20250725 3068.00 ... 3061.00 3079.00 M
151 m2512 20250725 3098.00 ... 3092.00 3106.00 M
152 m2601 20250725 3060.00 ... 3061.00 3072.00 M
153 m2603 20250725 2928.00 ... 2922.00 2927.00 M
154 m2605 20250725 2754.00 ... 2755.00 2753.00 M
155 m2607 20250725 2735.00 ... 2736.00 2735.00 M
156 p2508 20250725 8950.00 ... 8894.00 8970.00 P
157 p2509 20250725 9058.00 ... 8984.00 9022.00 P
158 p2510 20250725 9074.00 ... 8990.00 9026.00 P
159 p2511 20250725 9044.00 ... 8952.00 8998.00 P
160 p2512 20250725 9032.00 ... 8982.00 9012.00 P
161 p2601 20250725 9050.00 ... 8972.00 8998.00 P
162 p2602 20250725 8968.00 ... 8930.00 8974.00 P
163 p2603 20250725 8906.00 ... 8858.00 8890.00 P
164 p2604 20250725 8732.00 ... 8750.00 8702.00 P
165 p2605 20250725 8730.00 ... 8682.00 8690.00 P
166 p2606 20250725 8640.00 ... 8600.00 8610.00 P
167 p2607 20250725 8628.00 ... 8602.00 8616.00 P
168 pg2507 20250725 4070.00 ... 4058.00 4019.00 PG
169 pg2508 20250725 4049.00 ... 4054.00 4036.00 PG
170 pg2509 20250725 4013.00 ... 4037.00 3994.00 PG
171 pg2510 20250725 4447.00 ... 4456.00 4426.00 PG
172 pg2511 20250725 4379.00 ... 4390.00 4359.00 PG
173 pg2512 20250725 4312.00 ... 4323.00 4289.00 PG
174 pg2601 20250725 4250.00 ... 4253.00 4220.00 PG
175 pg2602 20250725 4153.00 ... 4169.00 4137.00 PG
176 pg2603 20250725 4067.00 ... 4085.00 4055.00 PG
177 pg2604 20250725 4382.00 ... 4379.00 4338.00 PG
178 pg2605 20250725 4288.00 ... 4290.00 4243.00 PG
179 pg2606 20250725 4206.00 ... 4218.00 4185.00 PG
180 pp2508 20250725 7144.00 ... 7164.00 7117.00 PP
181 pp2509 20250725 7185.00 ... 7205.00 7149.00 PP
182 pp2510 20250725 7184.00 ... 7202.00 7159.00 PP
183 pp2511 20250725 7190.00 ... 7208.00 7160.00 PP
184 pp2512 20250725 7193.00 ... 7211.00 7165.00 PP
185 pp2601 20250725 7200.00 ... 7221.00 7165.00 PP
186 pp2602 20250725 7190.00 ... 7195.00 7158.00 PP
187 pp2603 20250725 7187.00 ... 7200.00 7136.00 PP
188 pp2604 20250725 7200.00 ... 7208.00 7149.00 PP
189 pp2605 20250725 7190.00 ... 7208.00 7158.00 PP
190 pp2606 20250725 7176.00 ... 7180.00 7159.00 PP
191 pp2607 20250725 0.00 ... 7162.00 7162.00 PP
192 rr2508 20250725 3593.00 ... 3594.00 3594.00 RR
193 rr2509 20250725 3602.00 ... 3605.00 3618.00 RR
194 rr2510 20250725 3631.00 ... 3629.00 3633.00 RR
195 rr2511 20250725 3624.00 ... 3622.00 3627.00 RR
196 rr2512 20250725 3630.00 ... 3630.00 3626.00 RR
197 rr2601 20250725 3631.00 ... 3628.00 3629.00 RR
198 rr2602 20250725 3626.00 ... 3627.00 3629.00 RR
199 rr2603 20250725 3642.00 ... 3633.00 3636.00 RR
200 rr2604 20250725 3636.00 ... 3633.00 3635.00 RR
201 rr2605 20250725 3634.00 ... 3633.00 3631.00 RR
202 rr2606 20250725 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250725 0.00 ... 3617.00 3617.00 RR
204 v2508 20250725 5182.00 ... 5241.00 5164.00 V
205 v2509 20250725 5240.00 ... 5291.00 5207.00 V
206 v2510 20250725 5261.00 ... 5325.00 5235.00 V
207 v2511 20250725 5294.00 ... 5345.00 5269.00 V
208 v2512 20250725 5342.00 ... 5367.00 5303.00 V
209 v2601 20250725 5374.00 ... 5408.00 5323.00 V
210 v2602 20250725 5379.00 ... 5444.00 5352.00 V
211 v2603 20250725 5425.00 ... 5469.00 5365.00 V
212 v2604 20250725 5554.00 ... 5623.00 5511.00 V
213 v2605 20250725 5545.00 ... 5623.00 5519.00 V
214 v2606 20250725 5587.00 ... 5609.00 5535.00 V
215 v2607 20250725 5593.00 ... 5661.00 5550.00 V
216 y2508 20250725 8230.00 ... 8232.00 8114.00 Y
217 y2509 20250725 8166.00 ... 8160.00 8112.00 Y
218 y2511 20250725 8154.00 ... 8160.00 8102.00 Y
219 y2512 20250725 8168.00 ... 8166.00 8118.00 Y
220 y2601 20250725 8102.00 ... 8114.00 8060.00 Y
221 y2603 20250725 7974.00 ... 7982.00 7934.00 Y
222 y2605 20250725 7738.00 ... 7746.00 7716.00 Y
223 y2607 20250725 7752.00 ... 7738.00 7700.00 Y
[224 rows x 12 columns]
2025-07-29 16:26:13,729 - future_1d - INFO - ak.get_dce_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 IC2508 20250725 6275.000 ... 6263.000 6262.600 IC
1 IC2509 20250725 6218.000 ... 6216.200 6217.800 IC
2 IC2512 20250725 6105.800 ... 6090.600 6092.600 IC
3 IC2603 20250725 6009.200 ... 5973.200 5979.400 IC
4 IF2508 20250725 4147.000 ... 4123.600 4142.800 IF
5 IF2509 20250725 4136.000 ... 4115.600 4136.800 IF
6 IF2512 20250725 4111.800 ... 4086.200 4105.200 IF
7 IF2603 20250725 4083.400 ... 4054.000 4074.000 IF
8 IH2508 20250725 2812.000 ... 2795.000 2812.000 IH
9 IH2509 20250725 2812.400 ... 2795.800 2813.800 IH
10 IH2512 20250725 2814.800 ... 2797.800 2815.200 IH
11 IH2603 20250725 2815.800 ... 2800.000 2816.400 IH
12 IM2508 20250725 6677.000 ... 6667.200 6666.200 IM
13 IM2509 20250725 6619.000 ... 6604.400 6603.600 IM
14 IM2512 20250725 6430.400 ... 6421.400 6423.400 IM
15 IM2603 20250725 6289.000 ... 6259.800 6263.000 IM
16 T2509 20250725 108.230 ... 108.195 108.260 T
17 T2512 20250725 108.305 ... 108.210 108.310 T
18 T2603 20250725 108.285 ... 108.165 108.300 T
19 TF2509 20250725 105.580 ... 105.585 105.610 TF
20 TF2512 20250725 105.695 ... 105.645 105.695 TF
21 TF2603 20250725 105.755 ... 105.695 105.765 TF
22 TL2509 20250725 118.350 ... 118.120 118.520 TL
23 TL2512 20250725 118.170 ... 117.900 118.320 TL
24 TL2603 20250725 117.850 ... 117.730 118.090 TL
25 TS2509 20250725 102.300 ... 102.326 102.310 TS
26 TS2512 20250725 102.398 ... 102.408 102.400 TS
27 TS2603 20250725 102.464 ... 102.494 102.490 TS
[28 rows x 12 columns]
2025-07-29 16:26:14,043 - future_1d - INFO - ak.get_cffex_daily('2025-07-25') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250725 ... 79260 79720 CU
1 1 CU2509 20250725 ... 79330 79840 CU
2 2 CU2510 20250725 ... 79350 79850 CU
3 3 CU2511 20250725 ... 79310 79800 CU
4 4 CU2512 20250725 ... 79260 79780 CU
5 5 CU2601 20250725 ... 79220 79740 CU
6 6 CU2602 20250725 ... 79190 79750 CU
7 7 CU2603 20250725 ... 79230 79760 CU
8 8 CU2604 20250725 ... 79260 79720 CU
9 9 CU2605 20250725 ... 79230 79760 CU
10 10 CU2606 20250725 ... 79280 79740 CU
11 11 CU2607 20250725 ... 79250 79710 CU
12 12 BC2508 20250725 ... 70420 70900 BC
13 13 BC2509 20250725 ... 70510 70980 BC
14 14 BC2510 20250725 ... 70540 70870 BC
15 15 BC2511 20250725 ... 69500 69190 BC
16 16 BC2512 20250725 ... 70620 70620 BC
17 17 BC2601 20250725 ... 70020 69620 BC
18 18 BC2602 20250725 ... 70000 69550 BC
19 19 BC2603 20250725 ... 70000 69430 BC
20 20 BC2604 20250725 ... 70000 69570 BC
21 21 BC2605 20250725 ... 70000 69480 BC
22 22 BC2606 20250725 ... 69340 69340 BC
23 23 BC2607 20250725 ... 68670 68670 BC
24 24 AL2508 20250725 ... 20760 20745 AL
25 25 AL2509 20250725 ... 20750 20735 AL
26 26 AL2510 20250725 ... 20715 20700 AL
27 27 AL2511 20250725 ... 20655 20635 AL
28 28 AL2512 20250725 ... 20605 20585 AL
29 29 AL2601 20250725 ... 20575 20570 AL
30 30 AL2602 20250725 ... 20575 20550 AL
31 31 AL2603 20250725 ... 20585 20585 AL
32 32 AL2604 20250725 ... 20605 20570 AL
33 33 AL2605 20250725 ... 20620 20605 AL
34 34 AL2606 20250725 ... 20635 20610 AL
35 35 AL2607 20250725 ... 20635 20590 AL
36 36 ZN2508 20250725 ... 22800 22930 ZN
37 37 ZN2509 20250725 ... 22845 22980 ZN
38 38 ZN2510 20250725 ... 22840 22975 ZN
39 39 ZN2511 20250725 ... 22810 22935 ZN
40 40 ZN2512 20250725 ... 22760 22880 ZN
41 41 ZN2601 20250725 ... 22715 22850 ZN
42 42 ZN2602 20250725 ... 22715 22830 ZN
43 43 ZN2603 20250725 ... 22730 22840 ZN
44 44 ZN2604 20250725 ... 22760 22855 ZN
45 45 ZN2605 20250725 ... 22755 22830 ZN
46 46 ZN2606 20250725 ... 22735 22840 ZN
47 47 ZN2607 20250725 ... 22725 22810 ZN
48 48 PB2508 20250725 ... 16895 16870 PB
49 49 PB2509 20250725 ... 16910 16890 PB
50 50 PB2510 20250725 ... 16950 16925 PB
51 51 PB2511 20250725 ... 16970 16940 PB
52 52 PB2512 20250725 ... 16995 16955 PB
53 53 PB2601 20250725 ... 17040 16995 PB
54 54 PB2602 20250725 ... 17035 17035 PB
55 55 PB2603 20250725 ... 17075 17050 PB
56 56 PB2604 20250725 ... 17095 17070 PB
57 57 PB2605 20250725 ... 17080 17050 PB
58 58 PB2606 20250725 ... 17065 17040 PB
59 59 PB2607 20250725 ... 17095 17055 PB
60 60 NI2508 20250725 ... 123330 123840 NI
61 61 NI2509 20250725 ... 123470 124040 NI
62 62 NI2510 20250725 ... 123650 124230 NI
63 63 NI2511 20250725 ... 123900 124400 NI
64 64 NI2512 20250725 ... 124020 124630 NI
65 65 NI2601 20250725 ... 124250 124870 NI
66 66 NI2602 20250725 ... 124510 124990 NI
67 67 NI2603 20250725 ... 124900 125130 NI
68 68 NI2604 20250725 ... 124980 125410 NI
69 69 NI2605 20250725 ... 125170 125630 NI
70 70 NI2606 20250725 ... 125260 125910 NI
71 71 NI2607 20250725 ... 125410 126320 NI
72 72 SN2508 20250725 ... 270950 273670 SN
73 73 SN2509 20250725 ... 271310 273920 SN
74 74 SN2510 20250725 ... 271330 273780 SN
75 75 SN2511 20250725 ... 271140 273750 SN
76 76 SN2512 20250725 ... 270720 273410 SN
77 77 SN2601 20250725 ... 270860 273290 SN
78 78 SN2602 20250725 ... 270900 272970 SN
79 79 SN2603 20250725 ... 271110 273910 SN
80 80 SN2604 20250725 ... 272800 274050 SN
81 81 SN2605 20250725 ... 270750 273630 SN
82 82 SN2606 20250725 ... 271970 274010 SN
83 83 SN2607 20250725 ... 271960 273640 SN
84 84 AO2508 20250725 ... 3446 3384 AO
85 85 AO2509 20250725 ... 3460 3385 AO
86 86 AO2510 20250725 ... 3416 3343 AO
87 87 AO2511 20250725 ... 3409 3333 AO
88 88 AO2512 20250725 ... 3414 3330 AO
89 89 AO2601 20250725 ... 3402 3328 AO
90 90 AO2602 20250725 ... 3407 3312 AO
91 91 AO2603 20250725 ... 3386 3314 AO
92 92 AO2604 20250725 ... 3377 3299 AO
93 93 AO2605 20250725 ... 3373 3298 AO
94 94 AO2606 20250725 ... 3371 3290 AO
95 95 AO2607 20250725 ... 3366 3266 AO
96 96 AD2511 20250725 ... 20150 20130 AD
97 97 AD2512 20250725 ... 20105 20080 AD
98 98 AD2601 20250725 ... 20030 20040 AD
99 99 AD2602 20250725 ... 20010 20010 AD
100 100 AD2603 20250725 ... 20135 20135 AD
101 101 AD2604 20250725 ... 19935 19935 AD
102 102 AD2605 20250725 ... 19960 19960 AD
103 103 AD2606 20250725 ... 19830 19920 AD
104 104 AD2607 20250725 ... 19790 19790 AD
105 105 AU2508 20250725 ... 774.68 782.82 AU
106 106 AU2509 20250725 ... 776.28 778.42 AU
107 107 AU2510 20250725 ... 777.34 784.22 AU
108 108 AU2512 20250725 ... 779.26 785.2 AU
109 109 AU2602 20250725 ... 781.58 788.38 AU
110 110 AU2604 20250725 ... 783.86 788.22 AU
111 111 AU2606 20250725 ... 785.9 790.24 AU
112 112 AU2608 20250725 ... 788.9 792.28 AU
113 113 AG2508 20250725 ... 9346 9381 AG
114 114 AG2509 20250725 ... 9360 9399 AG
115 115 AG2510 20250725 ... 9372 9421 AG
116 116 AG2511 20250725 ... 9381 9432 AG
117 117 AG2512 20250725 ... 9391 9430 AG
118 118 AG2601 20250725 ... 9405 9445 AG
119 119 AG2602 20250725 ... 9418 9454 AG
120 120 AG2603 20250725 ... 9432 9463 AG
121 121 AG2604 20250725 ... 9435 9481 AG
122 122 AG2605 20250725 ... 9449 9488 AG
123 123 AG2606 20250725 ... 9465 9498 AG
124 124 AG2607 20250725 ... 9473 9523 AG
125 125 RB2508 20250725 ... 3249 3225 RB
126 126 RB2509 20250725 ... 3263 3232 RB
127 127 RB2510 20250725 ... 3316 3280 RB
128 128 RB2511 20250725 ... 3328 3293 RB
129 129 RB2512 20250725 ... 3358 3333 RB
130 130 RB2601 20250725 ... 3368 3337 RB
131 131 RB2602 20250725 ... 3350 3327 RB
132 132 RB2603 20250725 ... 3370 3332 RB
133 133 RB2604 20250725 ... 3384 3348 RB
134 134 RB2605 20250725 ... 3394 3362 RB
135 135 RB2606 20250725 ... 3394 3363 RB
136 136 RB2607 20250725 ... 3398 3374 RB
137 137 WR2508 20250725 ... 3212 3212 WR
138 138 WR2509 20250725 ... 3335 3335 WR
139 139 WR2510 20250725 ... 3592 3546 WR
140 140 WR2511 20250725 ... 3541 3583 WR
141 141 WR2512 20250725 ... 3570 3570 WR
142 142 WR2601 20250725 ... 3583 3572 WR
143 143 WR2602 20250725 ... 3607 3607 WR
144 144 WR2603 20250725 ... 3606 3606 WR
145 145 WR2604 20250725 ... 3570 3570 WR
146 146 WR2605 20250725 ... 3640 3640 WR
147 147 WR2606 20250725 ... 3680 3680 WR
148 148 WR2607 20250725 ... 3668 3668 WR
149 149 HC2508 20250725 ... 3447 3441 HC
150 150 HC2509 20250725 ... 3481 3443 HC
151 151 HC2510 20250725 ... 3477 3439 HC
152 152 HC2511 20250725 ... 3478 3442 HC
153 153 HC2512 20250725 ... 3484 3441 HC
154 154 HC2601 20250725 ... 3492 3458 HC
155 155 HC2602 20250725 ... 3481 3448 HC
156 156 HC2603 20250725 ... 3488 3466 HC
157 157 HC2604 20250725 ... 3505 3484 HC
158 158 HC2605 20250725 ... 3500 3475 HC
159 159 HC2606 20250725 ... 3510 3487 HC
160 160 HC2607 20250725 ... 3510 3470 HC
161 161 SS2508 20250725 ... 12940 12925 SS
162 162 SS2509 20250725 ... 12935 12910 SS
163 163 SS2510 20250725 ... 12970 12940 SS
164 164 SS2511 20250725 ... 13010 12980 SS
165 165 SS2512 20250725 ... 13035 13005 SS
166 166 SS2601 20250725 ... 13080 13040 SS
167 167 SS2602 20250725 ... 13145 13090 SS
168 168 SS2603 20250725 ... 13205 13135 SS
169 169 SS2604 20250725 ... 13210 13210 SS
170 170 SS2605 20250725 ... 13265 13260 SS
171 171 SS2606 20250725 ... 13305 13265 SS
172 172 SS2607 20250725 ... 13375 13305 SS
173 173 SC2508 20250725 ... 526.8 518.7 SC
174 174 SC2509 20250725 ... 508.6 504.3 SC
175 175 SC2510 20250725 ... 502.9 498.7 SC
176 176 SC2511 20250725 ... 498 494.5 SC
177 177 SC2512 20250725 ... 496.3 491.4 SC
178 178 SC2601 20250725 ... 493.1 488.6 SC
179 179 SC2602 20250725 ... 491.2 486.4 SC
180 180 SC2603 20250725 ... 489.7 483.9 SC
181 181 SC2604 20250725 ... 487.6 481.3 SC
182 182 SC2605 20250725 ... 486.3 479 SC
183 183 SC2606 20250725 ... 485.2 477.5 SC
184 184 SC2607 20250725 ... 483.2 475.5 SC
185 185 SC2609 20250725 ... 475.8 473.8 SC
186 186 SC2612 20250725 ... 475.8 471.9 SC
187 187 SC2703 20250725 ... 473.1 469.5 SC
188 188 SC2706 20250725 ... 469.4 468.4 SC
189 189 SC2709 20250725 ... 469.8 467 SC
190 190 SC2712 20250725 ... 468.4 467.2 SC
191 191 SC2803 20250725 ... 466.3 464.9 SC
192 192 SC2806 20250725 ... 464.9 464 SC
193 193 LU2508 20250725 ... 3542 3539 LU
194 194 LU2509 20250725 ... 3585 3557 LU
195 195 LU2510 20250725 ... 3582 3556 LU
196 196 LU2511 20250725 ... 3569 3547 LU
197 197 LU2512 20250725 ... 3559 3521 LU
198 198 LU2601 20250725 ... 3540 3511 LU
199 199 LU2602 20250725 ... 3519 3507 LU
200 200 LU2603 20250725 ... 3503 3489 LU
201 201 LU2604 20250725 ... 3490 3481 LU
202 202 LU2605 20250725 ... 3483 3471 LU
203 203 LU2606 20250725 ... 3474 3468 LU
204 204 LU2607 20250725 ... 3463 3455 LU
205 205 FU2508 20250725 ... 2825 2822 FU
206 206 FU2509 20250725 ... 2895 2862 FU
207 207 FU2510 20250725 ... 2903 2872 FU
208 208 FU2511 20250725 ... 2910 2878 FU
209 209 FU2512 20250725 ... 2902 2872 FU
210 210 FU2601 20250725 ... 2902 2871 FU
211 211 FU2602 20250725 ... 2888 2860 FU
212 212 FU2603 20250725 ... 2878 2854 FU
213 213 FU2604 20250725 ... 2871 2846 FU
214 214 FU2605 20250725 ... 2859 2836 FU
215 215 FU2606 20250725 ... 2849 2827 FU
216 216 FU2607 20250725 ... 2826 2810 FU
217 217 BU2508 20250725 ... 3636 3610 BU
218 218 BU2509 20250725 ... 3607 3587 BU
219 219 BU2510 20250725 ... 3583 3557 BU
220 220 BU2511 20250725 ... 3541 3511 BU
221 221 BU2512 20250725 ... 3471 3447 BU
222 222 BU2601 20250725 ... 3441 3416 BU
223 223 BU2602 20250725 ... 3423 3397 BU
224 224 BU2603 20250725 ... 3423 3392 BU
225 225 BU2604 20250725 ... 3407 3384 BU
226 226 BU2605 20250725 ... 3407 3389 BU
227 227 BU2606 20250725 ... 3405 3381 BU
228 228 BU2607 20250725 ... 3375 3375 BU
229 229 BU2609 20250725 ... 3390 3371 BU
230 230 BU2612 20250725 ... 3343 3324 BU
231 231 BU2703 20250725 ... 3346 3321 BU
232 232 BU2706 20250725 ... 3335 3334 BU
233 233 BR2508 20250725 ... 12295 12070 BR
234 234 BR2509 20250725 ... 12320 12055 BR
235 235 BR2510 20250725 ... 12280 12025 BR
236 236 BR2511 20250725 ... 12295 12020 BR
237 237 BR2512 20250725 ... 12290 12040 BR
238 238 BR2601 20250725 ... 12320 12050 BR
239 239 BR2602 20250725 ... 12270 12040 BR
240 240 BR2603 20250725 ... 12275 11965 BR
241 241 BR2604 20250725 ... 12320 11940 BR
242 242 BR2605 20250725 ... 12315 12040 BR
243 243 BR2606 20250725 ... 12305 12045 BR
244 244 BR2607 20250725 ... 12390 12225 BR
245 245 RU2508 20250725 ... 15415 15185 RU
246 246 RU2509 20250725 ... 15455 15140 RU
247 247 RU2510 20250725 ... 15385 15075 RU
248 248 RU2511 20250725 ... 15425 15165 RU
249 249 RU2601 20250725 ... 16270 15915 RU
250 250 RU2603 20250725 ... 16355 16025 RU
251 251 RU2604 20250725 ... 16380 16000 RU
252 252 RU2605 20250725 ... 16415 16050 RU
253 253 RU2606 20250725 ... 16435 16225 RU
254 254 RU2607 20250725 ... 16395 15930 RU
255 255 NR2508 20250725 ... 13185 12905 NR
256 256 NR2509 20250725 ... 13255 12980 NR
257 257 NR2510 20250725 ... 13230 12975 NR
258 258 NR2511 20250725 ... 13225 13070 NR
259 259 NR2512 20250725 ... 13235 13090 NR
260 260 NR2601 20250725 ... 13280 13105 NR
261 261 NR2602 20250725 ... 13265 13145 NR
262 262 NR2603 20250725 ... 13355 12900 NR
263 263 NR2604 20250725 ... 13300 13265 NR
264 264 NR2605 20250725 ... 13360 13225 NR
265 265 NR2606 20250725 ... 13280 13280 NR
266 266 NR2607 20250725 ... 13480 12935 NR
267 267 SP2508 20250725 ... 5454 5340 SP
268 268 SP2509 20250725 ... 5454 5386 SP
269 269 SP2510 20250725 ... 5396 5336 SP
270 270 SP2511 20250725 ... 5376 5328 SP
271 271 SP2512 20250725 ... 5358 5294 SP
272 272 SP2601 20250725 ... 5542 5506 SP
273 273 SP2602 20250725 ... 5468 5438 SP
274 274 SP2603 20250725 ... 5454 5440 SP
275 275 SP2604 20250725 ... 5456 5432 SP
276 276 SP2605 20250725 ... 5444 5428 SP
277 277 SP2606 20250725 ... 5436 5446 SP
278 278 SP2607 20250725 ... 5442 5424 SP
279 279 EC2508 20250725 ... 2202.7 2230.5 EC
280 280 EC2510 20250725 ... 1530.9 1570 EC
281 281 EC2512 20250725 ... 1730.7 1747.5 EC
282 282 EC2602 20250725 ... 1534.3 1523.1 EC
283 283 EC2604 20250725 ... 1376.9 1359.6 EC
284 284 EC2606 20250725 ... 1514 1483.8 EC
285 285 SC_TAS2509 20250725 ... SC_TAS
286 286 SC_TAS2510 20250725 ... SC_TAS
287 287 SC_TAS2511 20250725 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 16:26:14,145 - future_1d - INFO - ak.get_shfe_daily('2025-07-25') done
2025-07-29 16:26:15,872 - future_1d - INFO - save future_daily 2025-07-25 completed
symbol date open ... settle pre_settle variety
0 AP510 20250728 7979.0 ... 8161.0 8001.0 AP
1 AP511 20250728 7735.0 ... 7851.0 7725.0 AP
2 AP512 20250728 7717.0 ... 7927.0 7779.0 AP
3 AP601 20250728 7840.0 ... 7980.0 7870.0 AP
4 AP603 20250728 7788.0 ... 7920.0 7785.0 AP
5 AP604 20250728 7795.0 ... 7917.0 7795.0 AP
6 AP605 20250728 7815.0 ... 7956.0 7832.0 AP
7 CF509 20250728 14175.0 ... 14190.0 14230.0 CF
8 CF511 20250728 14000.0 ... 14040.0 14070.0 CF
9 CF601 20250728 14095.0 ... 14130.0 14155.0 CF
10 CF603 20250728 14040.0 ... 14100.0 14120.0 CF
11 CF605 20250728 14045.0 ... 14055.0 14080.0 CF
12 CF607 20250728 14035.0 ... 14090.0 14095.0 CF
13 CJ509 20250728 9550.0 ... 9835.0 9470.0 CJ
14 CJ512 20250728 10375.0 ... 10795.0 10315.0 CJ
15 CJ601 20250728 10550.0 ... 10935.0 10465.0 CJ
16 CJ603 20250728 10625.0 ... 10960.0 10520.0 CJ
17 CJ605 20250728 10760.0 ... 11135.0 10670.0 CJ
18 CJ607 20250728 11035.0 ... 11185.0 10780.0 CJ
19 CY508 20250728 0.0 ... 20165.0 20165.0 CY
20 CY509 20250728 20375.0 ... 20385.0 20420.0 CY
21 CY510 20250728 0.0 ... 20030.0 20030.0 CY
22 CY511 20250728 20200.0 ... 20200.0 20180.0 CY
23 CY512 20250728 20055.0 ... 20055.0 20045.0 CY
24 CY601 20250728 20260.0 ... 20270.0 20340.0 CY
25 CY602 20250728 0.0 ... 20055.0 20055.0 CY
26 CY603 20250728 0.0 ... 20305.0 20305.0 CY
27 CY604 20250728 0.0 ... 20040.0 20040.0 CY
28 CY605 20250728 20190.0 ... 20190.0 20250.0 CY
29 CY606 20250728 0.0 ... 20010.0 20010.0 CY
30 CY607 20250728 0.0 ... 20335.0 20335.0 CY
31 FG508 20250728 1351.0 ... 1280.0 1344.0 FG
32 FG509 20250728 1355.0 ... 1280.0 1344.0 FG
33 FG510 20250728 1389.0 ... 1315.0 1383.0 FG
34 FG511 20250728 1371.0 ... 1303.0 1369.0 FG
35 FG512 20250728 1435.0 ... 1369.0 1436.0 FG
36 FG601 20250728 1422.0 ... 1354.0 1426.0 FG
37 FG602 20250728 1440.0 ... 1377.0 1454.0 FG
38 FG603 20250728 1429.0 ... 1374.0 1447.0 FG
39 FG604 20250728 1461.0 ... 1403.0 1474.0 FG
40 FG605 20250728 1450.0 ... 1384.0 1462.0 FG
41 FG606 20250728 1455.0 ... 1395.0 1475.0 FG
42 FG607 20250728 1450.0 ... 1383.0 1456.0 FG
43 JR509 20250728 0.0 ... 2662.0 2662.0 JR
44 JR511 20250728 0.0 ... 2662.0 2662.0 JR
45 JR601 20250728 0.0 ... 2662.0 2662.0 JR
46 JR603 20250728 0.0 ... 2662.0 2662.0 JR
47 JR605 20250728 0.0 ... 2662.0 2662.0 JR
48 JR607 20250728 0.0 ... 2662.0 2662.0 JR
49 LR509 20250728 0.0 ... 2360.0 2360.0 LR
50 LR511 20250728 0.0 ... 2360.0 2360.0 LR
51 LR601 20250728 0.0 ... 2360.0 2360.0 LR
52 MA508 20250728 2484.0 ... 2417.0 2470.0 MA
53 MA509 20250728 2521.0 ... 2442.0 2500.0 MA
54 MA510 20250728 2546.0 ... 2467.0 2528.0 MA
55 MA511 20250728 2564.0 ... 2485.0 2545.0 MA
56 MA512 20250728 2579.0 ... 2512.0 2562.0 MA
57 MA601 20250728 2590.0 ... 2520.0 2569.0 MA
58 MA602 20250728 2556.0 ... 2512.0 2561.0 MA
59 MA603 20250728 2553.0 ... 2499.0 2547.0 MA
60 MA604 20250728 2526.0 ... 2480.0 2521.0 MA
61 MA605 20250728 2505.0 ... 2441.0 2493.0 MA
62 MA606 20250728 2513.0 ... 2453.0 2505.0 MA
63 MA607 20250728 2487.0 ... 2449.0 2491.0 MA
64 OI509 20250728 9457.0 ... 9412.0 9441.0 OI
65 OI511 20250728 9420.0 ... 9388.0 9423.0 OI
66 OI601 20250728 9409.0 ... 9359.0 9388.0 OI
67 OI603 20250728 9356.0 ... 9336.0 9360.0 OI
68 OI605 20250728 9301.0 ... 9277.0 9303.0 OI
69 OI607 20250728 9273.0 ... 9276.0 9275.0 OI
70 PF508 20250728 6598.0 ... 6540.0 6560.0 PF
71 PF509 20250728 6608.0 ... 6522.0 6568.0 PF
72 PF510 20250728 6668.0 ... 6570.0 6628.0 PF
73 PF511 20250728 6654.0 ... 6566.0 6620.0 PF
74 PF512 20250728 6648.0 ... 6552.0 6594.0 PF
75 PF601 20250728 6640.0 ... 6542.0 6590.0 PF
76 PF602 20250728 6618.0 ... 6526.0 6616.0 PF
77 PF603 20250728 6650.0 ... 6534.0 6612.0 PF
78 PF604 20250728 6538.0 ... 6532.0 6626.0 PF
79 PF605 20250728 6626.0 ... 6554.0 6632.0 PF
80 PF606 20250728 6572.0 ... 6564.0 6622.0 PF
81 PF607 20250728 6586.0 ... 6592.0 6570.0 PF
82 PK510 20250728 8148.0 ... 8192.0 8138.0 PK
83 PK511 20250728 8020.0 ... 8058.0 7996.0 PK
84 PK512 20250728 8022.0 ... 8058.0 7998.0 PK
85 PK601 20250728 8056.0 ... 8070.0 8034.0 PK
86 PK603 20250728 8046.0 ... 8082.0 8034.0 PK
87 PK604 20250728 8028.0 ... 8066.0 8034.0 PK
88 PK605 20250728 8054.0 ... 8064.0 8036.0 PK
89 PL601 20250728 6648.0 ... 6595.0 6643.0 PL
90 PL602 20250728 6671.0 ... 6651.0 6701.0 PL
91 PL603 20250728 6596.0 ... 6573.0 6611.0 PL
92 PL604 20250728 6605.0 ... 6620.0 6632.0 PL
93 PL605 20250728 6551.0 ... 6514.0 6586.0 PL
94 PL606 20250728 6589.0 ... 6589.0 6647.0 PL
95 PL607 20250728 0.0 ... 6593.0 6646.0 PL
96 PM509 20250728 0.0 ... 3122.0 3122.0 PM
97 PM511 20250728 0.0 ... 3122.0 3122.0 PM
98 PM601 20250728 0.0 ... 3122.0 3122.0 PM
99 PM603 20250728 0.0 ... 3122.0 3122.0 PM
100 PM605 20250728 0.0 ... 3122.0 3122.0 PM
101 PM607 20250728 0.0 ... 3122.0 3122.0 PM
102 PR508 20250728 6100.0 ... 6004.0 6086.0 PR
103 PR509 20250728 6130.0 ... 6038.0 6088.0 PR
104 PR510 20250728 6136.0 ... 6038.0 6100.0 PR
105 PR511 20250728 6114.0 ... 6020.0 6082.0 PR
106 PR512 20250728 6102.0 ... 6030.0 6072.0 PR
107 PR601 20250728 6110.0 ... 6020.0 6062.0 PR
108 PR602 20250728 6144.0 ... 6118.0 6094.0 PR
109 PR603 20250728 6124.0 ... 6124.0 6090.0 PR
110 PR604 20250728 6134.0 ... 6118.0 6114.0 PR
111 PR605 20250728 6100.0 ... 6050.0 6072.0 PR
112 PR606 20250728 5998.0 ... 5998.0 6090.0 PR
113 PR607 20250728 6006.0 ... 6006.0 6058.0 PR
114 PX508 20250728 7100.0 ... 6904.0 7094.0 PX
115 PX509 20250728 7076.0 ... 6972.0 7022.0 PX
116 PX510 20250728 7070.0 ... 6938.0 7010.0 PX
117 PX511 20250728 7044.0 ... 6914.0 6970.0 PX
118 PX512 20250728 6992.0 ... 6888.0 6956.0 PX
119 PX601 20250728 6952.0 ... 6854.0 6916.0 PX
120 PX602 20250728 6852.0 ... 6826.0 6840.0 PX
121 PX603 20250728 6848.0 ... 6848.0 6870.0 PX
122 PX604 20250728 6780.0 ... 6780.0 6882.0 PX
123 PX605 20250728 6944.0 ... 6796.0 6880.0 PX
124 PX606 20250728 6936.0 ... 6908.0 6888.0 PX
125 PX607 20250728 6918.0 ... 6834.0 6874.0 PX
126 RI509 20250728 0.0 ... 2479.0 2479.0 RI
127 RI511 20250728 0.0 ... 2479.0 2479.0 RI
128 RI601 20250728 0.0 ... 2479.0 2479.0 RI
129 RI603 20250728 0.0 ... 2479.0 2479.0 RI
130 RI605 20250728 0.0 ... 2479.0 2479.0 RI
131 RI607 20250728 0.0 ... 2479.0 2479.0 RI
132 RM508 20250728 2666.0 ... 2655.0 2670.0 RM
133 RM509 20250728 2672.0 ... 2664.0 2682.0 RM
134 RM511 20250728 2527.0 ... 2520.0 2531.0 RM
135 RM601 20250728 2403.0 ... 2394.0 2407.0 RM
136 RM603 20250728 2391.0 ... 2377.0 2386.0 RM
137 RM605 20250728 2372.0 ... 2368.0 2371.0 RM
138 RM607 20250728 2360.0 ... 2356.0 2357.0 RM
139 RS508 20250728 0.0 ... 5288.0 5019.0 RS
140 RS509 20250728 5171.0 ... 5375.0 5102.0 RS
141 RS511 20250728 5357.0 ... 5420.0 5290.0 RS
142 RS607 20250728 5358.0 ... 5388.0 5210.0 RS
143 SA508 20250728 1432.0 ... 1350.0 1415.0 SA
144 SA509 20250728 1430.0 ... 1367.0 1431.0 SA
145 SA510 20250728 1455.0 ... 1398.0 1455.0 SA
146 SA511 20250728 1470.0 ... 1406.0 1464.0 SA
147 SA512 20250728 1505.0 ... 1440.0 1500.0 SA
148 SA601 20250728 1500.0 ... 1441.0 1508.0 SA
149 SA602 20250728 1510.0 ... 1437.0 1517.0 SA
150 SA603 20250728 1505.0 ... 1436.0 1518.0 SA
151 SA604 20250728 1520.0 ... 1452.0 1536.0 SA
152 SA605 20250728 1530.0 ... 1458.0 1541.0 SA
153 SA606 20250728 1527.0 ... 1440.0 1544.0 SA
154 SA607 20250728 1529.0 ... 1438.0 1536.0 SA
155 SF508 20250728 5870.0 ... 5892.0 5990.0 SF
156 SF509 20250728 5820.0 ... 5902.0 5986.0 SF
157 SF510 20250728 5800.0 ... 5906.0 5958.0 SF
158 SF511 20250728 5850.0 ... 6050.0 6132.0 SF
159 SF512 20250728 5988.0 ... 6052.0 6086.0 SF
160 SF601 20250728 5834.0 ... 6018.0 6084.0 SF
161 SF602 20250728 6020.0 ... 5944.0 6038.0 SF
162 SF603 20250728 6014.0 ... 6030.0 6332.0 SF
163 SF604 20250728 5942.0 ... 6064.0 6202.0 SF
164 SF605 20250728 6100.0 ... 6034.0 6178.0 SF
165 SF606 20250728 6106.0 ... 6026.0 6136.0 SF
166 SF607 20250728 6030.0 ... 6154.0 6280.0 SF
167 SH508 20250728 2556.0 ... 2527.0 2585.0 SH
168 SH509 20250728 2625.0 ... 2584.0 2648.0 SH
169 SH510 20250728 2690.0 ... 2644.0 2705.0 SH
170 SH511 20250728 2684.0 ... 2625.0 2692.0 SH
171 SH512 20250728 2699.0 ... 2643.0 2706.0 SH
172 SH601 20250728 2688.0 ... 2636.0 2702.0 SH
173 SH602 20250728 2711.0 ... 2655.0 2721.0 SH
174 SH603 20250728 2702.0 ... 2655.0 2727.0 SH
175 SH604 20250728 2736.0 ... 2694.0 2754.0 SH
176 SH605 20250728 2750.0 ... 2699.0 2761.0 SH
177 SH606 20250728 2719.0 ... 2699.0 2754.0 SH
178 SH607 20250728 2718.0 ... 2692.0 2737.0 SH
179 SM508 20250728 6230.0 ... 6048.0 6238.0 SM
180 SM509 20250728 5850.0 ... 6044.0 6212.0 SM
181 SM510 20250728 5826.0 ... 6074.0 6120.0 SM
182 SM511 20250728 5960.0 ... 6138.0 6224.0 SM
183 SM512 20250728 5910.0 ... 6162.0 6252.0 SM
184 SM601 20250728 5900.0 ... 6124.0 6268.0 SM
185 SM602 20250728 6156.0 ... 6196.0 6266.0 SM
186 SM603 20250728 6300.0 ... 6174.0 6330.0 SM
187 SM604 20250728 6040.0 ... 6178.0 6318.0 SM
188 SM605 20250728 6118.0 ... 6150.0 6336.0 SM
189 SM606 20250728 6400.0 ... 6188.0 6274.0 SM
190 SM607 20250728 6480.0 ... 6206.0 6310.0 SM
191 SR509 20250728 5872.0 ... 5857.0 5876.0 SR
192 SR511 20250728 5758.0 ... 5752.0 5755.0 SR
193 SR601 20250728 5705.0 ... 5693.0 5691.0 SR
194 SR603 20250728 5670.0 ... 5663.0 5658.0 SR
195 SR605 20250728 5641.0 ... 5640.0 5633.0 SR
196 SR607 20250728 5633.0 ... 5631.0 5626.0 SR
197 TA508 20250728 4930.0 ... 4826.0 4884.0 TA
198 TA509 20250728 4940.0 ... 4852.0 4902.0 TA
199 TA510 20250728 4930.0 ... 4852.0 4892.0 TA
200 TA511 20250728 4930.0 ... 4860.0 4890.0 TA
201 TA512 20250728 4918.0 ... 4850.0 4878.0 TA
202 TA601 20250728 4912.0 ... 4844.0 4870.0 TA
203 TA602 20250728 4914.0 ... 4800.0 4862.0 TA
204 TA603 20250728 4918.0 ... 4818.0 4878.0 TA
205 TA604 20250728 4920.0 ... 4810.0 4870.0 TA
206 TA605 20250728 4920.0 ... 4854.0 4882.0 TA
207 TA606 20250728 4832.0 ... 4822.0 4872.0 TA
208 TA607 20250728 4850.0 ... 4846.0 4878.0 TA
209 UR508 20250728 1740.0 ... 1735.0 1783.0 UR
210 UR509 20250728 1750.0 ... 1745.0 1798.0 UR
211 UR510 20250728 1781.0 ... 1747.0 1794.0 UR
212 UR511 20250728 1768.0 ... 1771.0 1808.0 UR
213 UR512 20250728 1750.0 ... 1766.0 1797.0 UR
214 UR601 20250728 1761.0 ... 1763.0 1803.0 UR
215 UR602 20250728 1775.0 ... 1754.0 1799.0 UR
216 UR603 20250728 1771.0 ... 1779.0 1815.0 UR
217 UR604 20250728 1779.0 ... 1781.0 1816.0 UR
218 UR605 20250728 1784.0 ... 1782.0 1817.0 UR
219 UR606 20250728 1765.0 ... 1778.0 1810.0 UR
220 UR607 20250728 1782.0 ... 1787.0 1816.0 UR
221 WH509 20250728 0.0 ... 3198.0 3198.0 WH
222 WH511 20250728 0.0 ... 3198.0 3198.0 WH
223 WH601 20250728 0.0 ... 3198.0 3198.0 WH
224 WH603 20250728 0.0 ... 3198.0 3198.0 WH
225 WH605 20250728 0.0 ... 3198.0 3198.0 WH
226 WH607 20250728 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250728 0.0 ... 801.4 801.4 ZC
228 ZC509 20250728 0.0 ... 801.4 801.4 ZC
229 ZC510 20250728 0.0 ... 801.4 801.4 ZC
230 ZC511 20250728 0.0 ... 801.4 801.4 ZC
231 ZC512 20250728 0.0 ... 801.4 801.4 ZC
232 ZC601 20250728 0.0 ... 801.4 801.4 ZC
233 ZC602 20250728 0.0 ... 801.4 801.4 ZC
234 ZC603 20250728 0.0 ... 801.4 801.4 ZC
235 ZC604 20250728 0.0 ... 801.4 801.4 ZC
236 ZC605 20250728 0.0 ... 801.4 801.4 ZC
237 ZC606 20250728 0.0 ... 801.4 801.4 ZC
238 ZC607 20250728 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 16:26:25,473 - future_1d - INFO - ak.get_czce_daily('2025-07-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250728 529.4 540 ... 5432.55 532.6 526.8 SC
1 SC2509 20250728 513.4 513.7 ... 5947577.83 505.5 508.6 SC
2 SC2510 20250728 507 507.1 ... 812149.87 500.1 502.9 SC
3 SC2511 20250728 502.2 502.2 ... 257580.15 495.6 498 SC
4 SC2512 20250728 495.7 496.9 ... 56537.31 492.9 496.3 SC
5 SC2601 20250728 493.2 494.4 ... 14739.25 489.6 493.1 SC
6 SC2602 20250728 491 491.9 ... 7949.61 487.7 491.2 SC
7 SC2603 20250728 489.7 490.1 ... 4479.51 486.9 489.7 SC
8 SC2604 20250728 483.7 489.2 ... 1354.13 483.6 487.6 SC
9 SC2605 20250728 ... 0 486.3 486.3 SC
10 SC2606 20250728 483 483.9 ... 4485.5 482.3 485.2 SC
11 SC2607 20250728 483.2 483.2 ... 143.57 478.5 483.2 SC
12 SC2609 20250728 474.9 474.9 ... 47.49 474.9 475.8 SC
13 SC2612 20250728 472.7 472.7 ... 94.53 472.6 475.8 SC
14 SC2703 20250728 ... 0 473 473.1 SC
15 SC2706 20250728 ... 0 469.4 469.4 SC
16 SC2709 20250728 467.5 467.5 ... 46.75 467.5 469.8 SC
17 SC2712 20250728 ... 0 468.4 468.4 SC
18 SC2803 20250728 ... 0 466.3 466.3 SC
19 SC2806 20250728 462.1 464.7 ... 185.42 463.5 464.9 SC
21 LU2508 20250728 3596 3596 ... 31.097 3455 3542 LU
22 LU2509 20250728 3595 3610 ... 71249.771 3547 3585 LU
23 LU2510 20250728 3606 3610 ... 464392.04 3548 3582 LU
24 LU2511 20250728 3599 3599 ... 61261.122 3528 3569 LU
25 LU2512 20250728 3560 3568 ... 3592.462 3511 3559 LU
26 LU2601 20250728 3550 3557 ... 3785.248 3498 3540 LU
27 LU2602 20250728 3520 3524 ... 218.773 3472 3519 LU
28 LU2603 20250728 3494 3494 ... 135.273 3468 3503 LU
29 LU2604 20250728 3471 3471 ... 55.385 3461 3490 LU
30 LU2605 20250728 3466 3466 ... 62.142 3452 3483 LU
31 LU2606 20250728 3485 3485 ... 55.314 3457 3474 LU
32 LU2607 20250728 3480 3480 ... 69.079 3453 3463 LU
34 NR2508 20250728 13300 13320 ... 62327.08 12990 13185 NR
35 NR2509 20250728 13340 13385 ... 2049067.72 12985 13255 NR
36 NR2510 20250728 13300 13355 ... 754704.125 12955 13230 NR
37 NR2511 20250728 13315 13360 ... 126083.415 12930 13225 NR
38 NR2512 20250728 13330 13380 ... 12954.35 13005 13235 NR
39 NR2601 20250728 13390 13405 ... 42095.18 13010 13280 NR
40 NR2602 20250728 13370 13375 ... 290.72 13210 13265 NR
41 NR2603 20250728 ... 0 13065 13355 NR
42 NR2604 20250728 13310 13310 ... 39.435 13145 13300 NR
43 NR2605 20250728 13030 13030 ... 38.995 12995 13360 NR
44 NR2606 20250728 ... 0 13140 13280 NR
45 NR2607 20250728 ... 0 13140 13480 NR
47 BC2508 20250728 70210 70400 ... 141258.22 70080 70420 BC
48 BC2509 20250728 70410 70460 ... 122258.3 70160 70510 BC
49 BC2510 20250728 70400 70550 ... 19809.31 70240 70540 BC
50 BC2511 20250728 ... 0 69850 69500 BC
51 BC2512 20250728 ... 0 70620 70620 BC
52 BC2601 20250728 ... 0 70020 70020 BC
53 BC2602 20250728 ... 0 70000 70000 BC
54 BC2603 20250728 ... 0 70000 70000 BC
55 BC2604 20250728 ... 0 70000 70000 BC
56 BC2605 20250728 ... 0 70000 70000 BC
57 BC2606 20250728 ... 0 69340 69340 BC
58 BC2607 20250728 ... 0 68670 68670 BC
60 EC2508 20250728 2172.7 2218.8 ... 27633.4375 2188.7 2202.7 EC
61 EC2510 20250728 1503 1522 ... 416289.36 1486.3 1530.9 EC
62 EC2512 20250728 1687.5 1772 ... 58816.6675 1722.3 1730.7 EC
63 EC2602 20250728 1501.5 1569.1 ... 21501.6095 1528.7 1534.3 EC
64 EC2604 20250728 1350 1404 ... 15947.1925 1363 1376.9 EC
65 EC2606 20250728 1500.1 1520 ... 2407.5135 1490.7 1514 EC
68 SC_TAS2509 20250728 ... SC_TAS
69 SC_TAS2510 20250728 ... SC_TAS
70 SC_TAS2511 20250728 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 16:26:25,592 - future_1d - INFO - ak.get_ine_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 PS2508 20250728 47885.0 ... 49000.0 52505.0 PS
1 PS2509 20250728 48000.0 ... 48965.0 52470.0 PS
2 PS2510 20250728 47565.0 ... 49060.0 52260.0 PS
3 PS2511 20250728 48125.0 ... 48830.0 51760.0 PS
4 PS2512 20250728 49770.0 ... 51080.0 53940.0 PS
5 PS2601 20250728 49740.0 ... 50980.0 53670.0 PS
6 PS2602 20250728 50445.0 ... 51030.0 53535.0 PS
7 PS2603 20250728 50100.0 ... 50780.0 53415.0 PS
8 PS2604 20250728 49490.0 ... 50685.0 53220.0 PS
9 PS2605 20250728 49305.0 ... 50455.0 53335.0 PS
10 PS2606 20250728 51765.0 ... 51745.0 54465.0 PS
11 PS2607 20250728 50635.0 ... 51515.0 54135.0 PS
13 SI2508 20250728 9235.0 ... 9125.0 9640.0 SI
14 SI2509 20250728 9100.0 ... 9135.0 9690.0 SI
15 SI2510 20250728 9200.0 ... 9090.0 9625.0 SI
16 SI2511 20250728 9120.0 ... 9045.0 9575.0 SI
17 SI2512 20250728 9330.0 ... 9285.0 9825.0 SI
18 SI2601 20250728 9260.0 ... 9245.0 9785.0 SI
19 SI2602 20250728 9170.0 ... 9150.0 9730.0 SI
20 SI2603 20250728 9170.0 ... 9165.0 9735.0 SI
21 SI2604 20250728 9185.0 ... 9160.0 9725.0 SI
22 SI2605 20250728 9270.0 ... 9185.0 9725.0 SI
23 SI2606 20250728 9125.0 ... 9125.0 9710.0 SI
24 SI2607 20250728 9320.0 ... 9115.0 9685.0 SI
27 LC2508 20250728 77200.0 ... 74160.0 79120.0 LC
28 LC2509 20250728 73200.0 ... 75280.0 79460.0 LC
29 LC2510 20250728 73420.0 ... 74340.0 78220.0 LC
30 LC2511 20250728 74700.0 ... 74120.0 77620.0 LC
31 LC2512 20250728 72100.0 ... 73660.0 77040.0 LC
32 LC2601 20250728 70680.0 ... 72980.0 76720.0 LC
33 LC2602 20250728 73860.0 ... 71060.0 75940.0 LC
34 LC2603 20250728 73060.0 ... 71620.0 75460.0 LC
35 LC2604 20250728 72860.0 ... 71780.0 75300.0 LC
36 LC2605 20250728 73000.0 ... 71540.0 75280.0 LC
37 LC2606 20250728 73480.0 ... 71460.0 74900.0 LC
38 LC2607 20250728 73380.0 ... 71240.0 74840.0 LC
[36 rows x 12 columns]
2025-07-29 16:26:25,835 - future_1d - INFO - ak.get_gfex_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250728 4215.00 ... 4183.00 4223.00 A
1 a2511 20250728 4130.00 ... 4115.00 4134.00 A
2 a2601 20250728 4123.00 ... 4100.00 4119.00 A
3 a2603 20250728 4100.00 ... 4090.00 4105.00 A
4 a2605 20250728 4140.00 ... 4128.00 4140.00 A
5 a2607 20250728 4133.00 ... 4123.00 4137.00 A
6 b2508 20250728 3553.00 ... 3538.00 3553.00 B
7 b2509 20250728 3652.00 ... 3632.00 3667.00 B
8 b2510 20250728 3716.00 ... 3693.00 3731.00 B
9 b2511 20250728 3731.00 ... 3716.00 3749.00 B
10 b2512 20250728 3754.00 ... 3734.00 3766.00 B
11 b2601 20250728 3743.00 ... 3724.00 3746.00 B
12 b2602 20250728 3698.00 ... 3698.00 3715.00 B
13 b2603 20250728 3595.00 ... 3604.00 3607.00 B
14 b2604 20250728 3506.00 ... 3503.00 3511.00 B
15 b2605 20250728 3445.00 ... 3436.00 3446.00 B
16 b2606 20250728 3440.00 ... 3430.00 3441.00 B
17 b2607 20250728 3435.00 ... 3424.00 3438.00 B
18 bb2509 20250728 152.35 ... 151.10 154.00 BB
19 bb2511 20250728 154.50 ... 153.10 154.30 BB
20 bb2601 20250728 151.00 ... 149.75 150.35 BB
21 bb2603 20250728 142.00 ... 142.00 157.00 BB
22 bb2605 20250728 0.00 ... 142.05 157.00 BB
23 bb2607 20250728 0.00 ... 142.05 157.00 BB
24 bz2603 20250728 6439.00 ... 6296.00 6326.00 BZ
25 bz2604 20250728 6315.00 ... 6226.00 6288.00 BZ
26 bz2605 20250728 6320.00 ... 6239.00 6277.00 BZ
27 bz2606 20250728 6328.00 ... 6250.00 6283.00 BZ
28 c2509 20250728 2308.00 ... 2313.00 2314.00 C
29 c2511 20250728 2260.00 ... 2260.00 2263.00 C
30 c2601 20250728 2231.00 ... 2232.00 2235.00 C
31 c2603 20250728 2234.00 ... 2233.00 2238.00 C
32 c2605 20250728 2275.00 ... 2275.00 2279.00 C
33 c2607 20250728 2289.00 ... 2288.00 2291.00 C
34 cs2509 20250728 2665.00 ... 2674.00 2669.00 CS
35 cs2511 20250728 2596.00 ... 2597.00 2599.00 CS
36 cs2601 20250728 2609.00 ... 2611.00 2614.00 CS
37 cs2603 20250728 2606.00 ... 2608.00 2612.00 CS
38 cs2605 20250728 2650.00 ... 2649.00 2652.00 CS
39 cs2607 20250728 2644.00 ... 2653.00 2660.00 CS
40 eb2507 20250728 0.00 ... 7330.00 7387.00 EB
41 eb2508 20250728 7588.00 ... 7448.00 7517.00 EB
42 eb2509 20250728 7580.00 ... 7441.00 7506.00 EB
43 eb2510 20250728 7599.00 ... 7438.00 7490.00 EB
44 eb2511 20250728 7537.00 ... 7420.00 7460.00 EB
45 eb2512 20250728 7519.00 ... 7399.00 7450.00 EB
46 eb2601 20250728 7530.00 ... 7419.00 7455.00 EB
47 eb2602 20250728 7462.00 ... 7399.00 7441.00 EB
48 eb2603 20250728 7469.00 ... 7406.00 7425.00 EB
49 eb2604 20250728 7427.00 ... 7379.00 7423.00 EB
50 eb2605 20250728 7526.00 ... 7428.00 7495.00 EB
51 eb2606 20250728 0.00 ... 7481.00 7481.00 EB
52 eg2507 20250728 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250728 4474.00 ... 4410.00 4474.00 EG
54 eg2509 20250728 4545.00 ... 4469.00 4529.00 EG
55 eg2510 20250728 4543.00 ... 4468.00 4528.00 EG
56 eg2511 20250728 4519.00 ... 4462.00 4531.00 EG
57 eg2512 20250728 4532.00 ... 4472.00 4533.00 EG
58 eg2601 20250728 4536.00 ... 4472.00 4529.00 EG
59 eg2602 20250728 4516.00 ... 4488.00 4528.00 EG
60 eg2603 20250728 4469.00 ... 4471.00 4530.00 EG
61 eg2604 20250728 0.00 ... 4534.00 4534.00 EG
62 eg2605 20250728 4540.00 ... 4499.00 4556.00 EG
63 eg2606 20250728 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250728 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250728 1272.50 ... 1274.00 1277.50 FB
66 fb2510 20250728 1313.50 ... 1312.00 1313.50 FB
67 fb2511 20250728 1314.00 ... 1316.00 1313.00 FB
68 fb2512 20250728 1313.00 ... 1316.50 1312.00 FB
69 fb2601 20250728 1306.00 ... 1319.00 1310.50 FB
70 fb2602 20250728 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250728 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250728 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250728 1330.50 ... 1327.50 1302.50 FB
74 fb2606 20250728 1326.50 ... 1326.50 1297.00 FB
75 fb2607 20250728 0.00 ... 1295.00 1295.00 FB
76 i2508 20250728 805.00 ... 791.50 801.00 I
77 i2509 20250728 802.50 ... 793.00 800.00 I
78 i2510 20250728 795.50 ... 788.00 795.50 I
79 i2511 20250728 789.50 ... 781.50 789.50 I
80 i2512 20250728 781.50 ... 775.00 783.50 I
81 i2601 20250728 773.00 ... 765.50 772.50 I
82 i2602 20250728 765.50 ... 762.00 769.00 I
83 i2603 20250728 761.50 ... 758.50 767.00 I
84 i2604 20250728 757.50 ... 755.00 761.50 I
85 i2605 20250728 753.00 ... 745.00 751.50 I
86 i2606 20250728 744.50 ... 739.50 747.50 I
87 i2607 20250728 740.00 ... 733.50 741.00 I
88 j2508 20250728 1599.00 ... 1601.00 1681.50 J
89 j2509 20250728 1748.50 ... 1677.00 1748.00 J
90 j2510 20250728 1769.00 ... 1682.00 1757.00 J
91 j2511 20250728 1764.50 ... 1684.50 1777.50 J
92 j2512 20250728 1707.00 ... 1685.50 1789.50 J
93 j2601 20250728 1800.00 ... 1719.50 1794.00 J
94 j2602 20250728 1801.50 ... 1727.00 1808.00 J
95 j2603 20250728 1788.00 ... 1733.00 1827.00 J
96 j2604 20250728 1749.50 ... 1738.50 1850.00 J
97 j2605 20250728 1840.00 ... 1741.00 1822.00 J
98 j2606 20250728 1812.00 ... 1741.50 1814.00 J
99 j2607 20250728 0.00 ... 1780.50 1854.50 J
100 jd2507 20250728 0.00 ... 2917.00 3160.00 JD
101 jd2508 20250728 3422.00 ... 3378.00 3526.00 JD
102 jd2509 20250728 3598.00 ... 3587.00 3630.00 JD
103 jd2510 20250728 3394.00 ... 3398.00 3404.00 JD
104 jd2511 20250728 3400.00 ... 3409.00 3411.00 JD
105 jd2512 20250728 3571.00 ... 3565.00 3571.00 JD
106 jd2601 20250728 3651.00 ... 3653.00 3664.00 JD
107 jd2602 20250728 3226.00 ... 3219.00 3226.00 JD
108 jd2603 20250728 3231.00 ... 3221.00 3227.00 JD
109 jd2604 20250728 3376.00 ... 3375.00 3378.00 JD
110 jd2605 20250728 3491.00 ... 3481.00 3471.00 JD
111 jd2606 20250728 3286.00 ... 3296.00 3285.00 JD
112 jm2508 20250728 1127.00 ... 1092.50 1120.50 JM
113 jm2509 20250728 1264.50 ... 1200.00 1236.50 JM
114 jm2510 20250728 1270.00 ... 1206.50 1252.50 JM
115 jm2511 20250728 1289.00 ... 1205.50 1262.00 JM
116 jm2512 20250728 1295.50 ... 1217.50 1267.50 JM
117 jm2601 20250728 1305.00 ... 1232.50 1282.50 JM
118 jm2602 20250728 1324.00 ... 1238.00 1301.50 JM
119 jm2603 20250728 1328.00 ... 1244.00 1293.00 JM
120 jm2604 20250728 1328.50 ... 1228.00 1296.00 JM
121 jm2605 20250728 1302.50 ... 1223.50 1287.50 JM
122 jm2606 20250728 1321.00 ... 1227.00 1302.00 JM
123 jm2607 20250728 1317.00 ... 1249.50 1321.50 JM
124 l2508 20250728 7389.00 ... 7327.00 7403.00 L
125 l2509 20250728 7456.00 ... 7367.00 7439.00 L
126 l2510 20250728 7477.00 ... 7388.00 7467.00 L
127 l2511 20250728 7483.00 ... 7405.00 7467.00 L
128 l2512 20250728 7491.00 ... 7429.00 7486.00 L
129 l2601 20250728 7494.00 ... 7423.00 7484.00 L
130 l2602 20250728 7443.00 ... 7414.00 7467.00 L
131 l2603 20250728 7394.00 ... 7403.00 7470.00 L
132 l2604 20250728 7419.00 ... 7407.00 7493.00 L
133 l2605 20250728 7490.00 ... 7416.00 7476.00 L
134 l2606 20250728 7455.00 ... 7427.00 7468.00 L
135 l2607 20250728 7474.00 ... 7417.00 7497.00 L
136 lg2507 20250728 791.00 ... 808.50 807.00 LG
137 lg2509 20250728 820.50 ... 829.00 827.50 LG
138 lg2511 20250728 831.00 ... 835.50 834.50 LG
139 lg2601 20250728 833.50 ... 836.50 837.00 LG
140 lg2603 20250728 835.00 ... 836.50 838.50 LG
141 lg2605 20250728 841.00 ... 841.50 843.00 LG
142 lh2507 20250728 0.00 ... 14000.00 14010.00 LH
143 lh2509 20250728 14180.00 ... 14220.00 14435.00 LH
144 lh2511 20250728 14250.00 ... 14305.00 14380.00 LH
145 lh2601 20250728 14410.00 ... 14585.00 14705.00 LH
146 lh2603 20250728 13605.00 ... 13655.00 13815.00 LH
147 lh2605 20250728 13980.00 ... 14100.00 14305.00 LH
148 m2508 20250728 3004.00 ... 2988.00 3013.00 M
149 m2509 20250728 3017.00 ... 3001.00 3025.00 M
150 m2511 20250728 3050.00 ... 3035.00 3061.00 M
151 m2512 20250728 3085.00 ... 3071.00 3092.00 M
152 m2601 20250728 3055.00 ... 3045.00 3061.00 M
153 m2603 20250728 2927.00 ... 2919.00 2922.00 M
154 m2605 20250728 2754.00 ... 2750.00 2755.00 M
155 m2607 20250728 2742.00 ... 2735.00 2736.00 M
156 p2508 20250728 8834.00 ... 8828.00 8894.00 P
157 p2509 20250728 8936.00 ... 8916.00 8984.00 P
158 p2510 20250728 8956.00 ... 8918.00 8990.00 P
159 p2511 20250728 8932.00 ... 8908.00 8952.00 P
160 p2512 20250728 8936.00 ... 8904.00 8982.00 P
161 p2601 20250728 8940.00 ... 8900.00 8972.00 P
162 p2602 20250728 8870.00 ... 8878.00 8930.00 P
163 p2603 20250728 8808.00 ... 8810.00 8858.00 P
164 p2604 20250728 8686.00 ... 8744.00 8750.00 P
165 p2605 20250728 8670.00 ... 8670.00 8682.00 P
166 p2606 20250728 8572.00 ... 8572.00 8600.00 P
167 p2607 20250728 8612.00 ... 8596.00 8602.00 P
168 pg2507 20250728 4060.00 ... 4051.00 4058.00 PG
169 pg2508 20250728 4054.00 ... 3983.00 4054.00 PG
170 pg2509 20250728 4050.00 ... 3997.00 4037.00 PG
171 pg2510 20250728 4461.00 ... 4409.00 4456.00 PG
172 pg2511 20250728 4403.00 ... 4349.00 4390.00 PG
173 pg2512 20250728 4337.00 ... 4288.00 4323.00 PG
174 pg2601 20250728 4267.00 ... 4223.00 4253.00 PG
175 pg2602 20250728 4172.00 ... 4152.00 4169.00 PG
176 pg2603 20250728 4094.00 ... 4066.00 4085.00 PG
177 pg2604 20250728 4360.00 ... 4352.00 4379.00 PG
178 pg2605 20250728 4252.00 ... 4254.00 4290.00 PG
179 pg2606 20250728 4182.00 ... 4182.00 4218.00 PG
180 pp2508 20250728 7144.00 ... 7092.00 7164.00 PP
181 pp2509 20250728 7240.00 ... 7147.00 7205.00 PP
182 pp2510 20250728 7219.00 ... 7137.00 7202.00 PP
183 pp2511 20250728 7223.00 ... 7146.00 7208.00 PP
184 pp2512 20250728 7233.00 ... 7151.00 7211.00 PP
185 pp2601 20250728 7236.00 ... 7155.00 7221.00 PP
186 pp2602 20250728 7120.00 ... 7117.00 7195.00 PP
187 pp2603 20250728 7174.00 ... 7170.00 7200.00 PP
188 pp2604 20250728 7204.00 ... 7144.00 7208.00 PP
189 pp2605 20250728 7211.00 ... 7158.00 7208.00 PP
190 pp2606 20250728 7142.00 ... 7111.00 7180.00 PP
191 pp2607 20250728 7150.00 ... 7150.00 7162.00 PP
192 rr2508 20250728 3591.00 ... 3591.00 3594.00 RR
193 rr2509 20250728 3607.00 ... 3606.00 3605.00 RR
194 rr2510 20250728 3630.00 ... 3630.00 3629.00 RR
195 rr2511 20250728 3621.00 ... 3620.00 3622.00 RR
196 rr2512 20250728 0.00 ... 3629.00 3630.00 RR
197 rr2601 20250728 3623.00 ... 3622.00 3628.00 RR
198 rr2602 20250728 3625.00 ... 3627.00 3627.00 RR
199 rr2603 20250728 0.00 ... 3633.00 3633.00 RR
200 rr2604 20250728 3634.00 ... 3634.00 3633.00 RR
201 rr2605 20250728 3630.00 ... 3630.00 3633.00 RR
202 rr2606 20250728 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250728 0.00 ... 3617.00 3617.00 RR
204 v2508 20250728 5266.00 ... 5223.00 5241.00 V
205 v2509 20250728 5373.00 ... 5232.00 5291.00 V
206 v2510 20250728 5393.00 ... 5269.00 5325.00 V
207 v2511 20250728 5413.00 ... 5298.00 5345.00 V
208 v2512 20250728 5439.00 ... 5312.00 5367.00 V
209 v2601 20250728 5439.00 ... 5358.00 5408.00 V
210 v2602 20250728 5488.00 ... 5353.00 5444.00 V
211 v2603 20250728 5512.00 ... 5375.00 5469.00 V
212 v2604 20250728 5657.00 ... 5576.00 5623.00 V
213 v2605 20250728 5659.00 ... 5585.00 5623.00 V
214 v2606 20250728 5677.00 ... 5611.00 5609.00 V
215 v2607 20250728 5658.00 ... 5595.00 5661.00 V
216 y2508 20250728 8232.00 ... 8214.00 8232.00 Y
217 y2509 20250728 8160.00 ... 8114.00 8160.00 Y
218 y2511 20250728 8160.00 ... 8120.00 8160.00 Y
219 y2512 20250728 8164.00 ... 8112.00 8166.00 Y
220 y2601 20250728 8104.00 ... 8068.00 8114.00 Y
221 y2603 20250728 7982.00 ... 7958.00 7982.00 Y
222 y2605 20250728 7736.00 ... 7720.00 7746.00 Y
223 y2607 20250728 7732.00 ... 7700.00 7738.00 Y
[224 rows x 12 columns]
2025-07-29 16:26:26,408 - future_1d - INFO - ak.get_dce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 IC2508 20250728 6265.200 ... 6275.000 6263.000 IC
1 IC2509 20250728 6218.400 ... 6221.800 6216.200 IC
2 IC2512 20250728 6093.000 ... 6091.800 6090.600 IC
3 IC2603 20250728 5976.600 ... 5971.000 5973.200 IC
4 IF2508 20250728 4122.400 ... 4129.200 4123.600 IF
5 IF2509 20250728 4116.000 ... 4119.000 4115.600 IF
6 IF2512 20250728 4091.000 ... 4089.000 4086.200 IF
7 IF2603 20250728 4059.800 ... 4053.000 4054.000 IF
8 IH2508 20250728 2794.200 ... 2803.400 2795.000 IH
9 IH2509 20250728 2796.200 ... 2803.200 2795.800 IH
10 IH2512 20250728 2798.000 ... 2805.200 2797.800 IH
11 IH2603 20250728 2805.800 ... 2807.000 2800.000 IH
12 IM2508 20250728 6669.600 ... 6675.200 6667.200 IM
13 IM2509 20250728 6608.600 ... 6605.000 6604.400 IM
14 IM2512 20250728 6428.000 ... 6420.600 6421.400 IM
15 IM2603 20250728 6275.000 ... 6253.800 6259.800 IM
16 T2509 20250728 108.380 ... 108.400 108.195 T
17 T2512 20250728 108.315 ... 108.395 108.210 T
18 T2603 20250728 108.310 ... 108.375 108.165 T
19 TF2509 20250728 105.670 ... 105.720 105.585 TF
20 TF2512 20250728 105.725 ... 105.775 105.645 TF
21 TF2603 20250728 105.755 ... 105.835 105.695 TF
22 TL2509 20250728 118.550 ... 118.800 118.120 TL
23 TL2512 20250728 118.300 ... 118.490 117.900 TL
24 TL2603 20250728 118.050 ... 118.280 117.730 TL
25 TS2509 20250728 102.336 ... 102.364 102.326 TS
26 TS2512 20250728 102.422 ... 102.438 102.408 TS
27 TS2603 20250728 102.498 ... 102.522 102.494 TS
[28 rows x 12 columns]
2025-07-29 16:26:26,748 - future_1d - INFO - ak.get_cffex_daily('2025-07-28') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250728 ... 78950 79260 CU
1 1 CU2509 20250728 ... 78980 79330 CU
2 2 CU2510 20250728 ... 79000 79350 CU
3 3 CU2511 20250728 ... 78970 79310 CU
4 4 CU2512 20250728 ... 78950 79260 CU
5 5 CU2601 20250728 ... 78900 79220 CU
6 6 CU2602 20250728 ... 78870 79190 CU
7 7 CU2603 20250728 ... 78880 79230 CU
8 8 CU2604 20250728 ... 78870 79260 CU
9 9 CU2605 20250728 ... 78900 79230 CU
10 10 CU2606 20250728 ... 78920 79280 CU
11 11 CU2607 20250728 ... 78890 79250 CU
12 12 BC2508 20250728 ... 70080 70420 BC
13 13 BC2509 20250728 ... 70160 70510 BC
14 14 BC2510 20250728 ... 70240 70540 BC
15 15 BC2511 20250728 ... 69850 69500 BC
16 16 BC2512 20250728 ... 70620 70620 BC
17 17 BC2601 20250728 ... 70020 70020 BC
18 18 BC2602 20250728 ... 70000 70000 BC
19 19 BC2603 20250728 ... 70000 70000 BC
20 20 BC2604 20250728 ... 70000 70000 BC
21 21 BC2605 20250728 ... 70000 70000 BC
22 22 BC2606 20250728 ... 69340 69340 BC
23 23 BC2607 20250728 ... 68670 68670 BC
24 24 AL2508 20250728 ... 20660 20760 AL
25 25 AL2509 20250728 ... 20650 20750 AL
26 26 AL2510 20250728 ... 20615 20715 AL
27 27 AL2511 20250728 ... 20550 20655 AL
28 28 AL2512 20250728 ... 20500 20605 AL
29 29 AL2601 20250728 ... 20475 20575 AL
30 30 AL2602 20250728 ... 20460 20575 AL
31 31 AL2603 20250728 ... 20470 20585 AL
32 32 AL2604 20250728 ... 20485 20605 AL
33 33 AL2605 20250728 ... 20510 20620 AL
34 34 AL2606 20250728 ... 20530 20635 AL
35 35 AL2607 20250728 ... 20510 20635 AL
36 36 ZN2508 20250728 ... 22680 22800 ZN
37 37 ZN2509 20250728 ... 22735 22845 ZN
38 38 ZN2510 20250728 ... 22740 22840 ZN
39 39 ZN2511 20250728 ... 22700 22810 ZN
40 40 ZN2512 20250728 ... 22670 22760 ZN
41 41 ZN2601 20250728 ... 22615 22715 ZN
42 42 ZN2602 20250728 ... 22590 22715 ZN
43 43 ZN2603 20250728 ... 22640 22730 ZN
44 44 ZN2604 20250728 ... 22630 22760 ZN
45 45 ZN2605 20250728 ... 22625 22755 ZN
46 46 ZN2606 20250728 ... 22610 22735 ZN
47 47 ZN2607 20250728 ... 22620 22725 ZN
48 48 PB2508 20250728 ... 16920 16895 PB
49 49 PB2509 20250728 ... 16940 16910 PB
50 50 PB2510 20250728 ... 16960 16950 PB
51 51 PB2511 20250728 ... 16960 16970 PB
52 52 PB2512 20250728 ... 17035 16995 PB
53 53 PB2601 20250728 ... 17035 17040 PB
54 54 PB2602 20250728 ... 17110 17035 PB
55 55 PB2603 20250728 ... 17110 17075 PB
56 56 PB2604 20250728 ... 17095 17095 PB
57 57 PB2605 20250728 ... 17140 17080 PB
58 58 PB2606 20250728 ... 17130 17065 PB
59 59 PB2607 20250728 ... 17085 17095 PB
60 60 NI2508 20250728 ... 122680 123330 NI
61 61 NI2509 20250728 ... 122840 123470 NI
62 62 NI2510 20250728 ... 122980 123650 NI
63 63 NI2511 20250728 ... 122970 123900 NI
64 64 NI2512 20250728 ... 123360 124020 NI
65 65 NI2601 20250728 ... 123530 124250 NI
66 66 NI2602 20250728 ... 123230 124510 NI
67 67 NI2603 20250728 ... 123880 124900 NI
68 68 NI2604 20250728 ... 124170 124980 NI
69 69 NI2605 20250728 ... 123520 125170 NI
70 70 NI2606 20250728 ... 124880 125260 NI
71 71 NI2607 20250728 ... 123630 125410 NI
72 72 SN2508 20250728 ... 268550 270950 SN
73 73 SN2509 20250728 ... 268690 271310 SN
74 74 SN2510 20250728 ... 268660 271330 SN
75 75 SN2511 20250728 ... 268390 271140 SN
76 76 SN2512 20250728 ... 268070 270720 SN
77 77 SN2601 20250728 ... 267800 270860 SN
78 78 SN2602 20250728 ... 267920 270900 SN
79 79 SN2603 20250728 ... 267640 271110 SN
80 80 SN2604 20250728 ... 269110 272800 SN
81 81 SN2605 20250728 ... 268890 270750 SN
82 82 SN2606 20250728 ... 269600 271970 SN
83 83 SN2607 20250728 ... 269320 271960 SN
84 84 AO2508 20250728 ... 3323 3446 AO
85 85 AO2509 20250728 ... 3274 3460 AO
86 86 AO2510 20250728 ... 3268 3416 AO
87 87 AO2511 20250728 ... 3264 3409 AO
88 88 AO2512 20250728 ... 3262 3414 AO
89 89 AO2601 20250728 ... 3266 3402 AO
90 90 AO2602 20250728 ... 3248 3407 AO
91 91 AO2603 20250728 ... 3252 3386 AO
92 92 AO2604 20250728 ... 3249 3377 AO
93 93 AO2605 20250728 ... 3244 3373 AO
94 94 AO2606 20250728 ... 3221 3371 AO
95 95 AO2607 20250728 ... 3236 3366 AO
96 96 AD2511 20250728 ... 20035 20150 AD
97 97 AD2512 20250728 ... 19995 20105 AD
98 98 AD2601 20250728 ... 19930 20030 AD
99 99 AD2602 20250728 ... 20010 20010 AD
100 100 AD2603 20250728 ... 20135 20135 AD
101 101 AD2604 20250728 ... 19935 19935 AD
102 102 AD2605 20250728 ... 19960 19960 AD
103 103 AD2606 20250728 ... 19695 19830 AD
104 104 AD2607 20250728 ... 19790 19790 AD
105 105 AU2508 20250728 ... 770.94 774.68 AU
106 106 AU2509 20250728 ... 771.72 776.28 AU
107 107 AU2510 20250728 ... 773.26 777.34 AU
108 108 AU2512 20250728 ... 775.48 779.26 AU
109 109 AU2602 20250728 ... 777.74 781.58 AU
110 110 AU2604 20250728 ... 779.86 783.86 AU
111 111 AU2606 20250728 ... 782.78 785.9 AU
112 112 AU2608 20250728 ... 784.34 788.9 AU
113 113 AG2508 20250728 ... 9212 9346 AG
114 114 AG2509 20250728 ... 9211 9360 AG
115 115 AG2510 20250728 ... 9225 9372 AG
116 116 AG2511 20250728 ... 9236 9381 AG
117 117 AG2512 20250728 ... 9246 9391 AG
118 118 AG2601 20250728 ... 9263 9405 AG
119 119 AG2602 20250728 ... 9270 9418 AG
120 120 AG2603 20250728 ... 9291 9432 AG
121 121 AG2604 20250728 ... 9294 9435 AG
122 122 AG2605 20250728 ... 9305 9449 AG
123 123 AG2606 20250728 ... 9313 9465 AG
124 124 AG2607 20250728 ... 9335 9473 AG
125 125 RB2508 20250728 ... 3227 3249 RB
126 126 RB2509 20250728 ... 3260 3263 RB
127 127 RB2510 20250728 ... 3282 3316 RB
128 128 RB2511 20250728 ... 3291 3328 RB
129 129 RB2512 20250728 ... 3316 3358 RB
130 130 RB2601 20250728 ... 3326 3368 RB
131 131 RB2602 20250728 ... 3311 3350 RB
132 132 RB2603 20250728 ... 3333 3370 RB
133 133 RB2604 20250728 ... 3337 3384 RB
134 134 RB2605 20250728 ... 3351 3394 RB
135 135 RB2606 20250728 ... 3343 3394 RB
136 136 RB2607 20250728 ... 3350 3398 RB
137 137 WR2508 20250728 ... 3212 3212 WR
138 138 WR2509 20250728 ... 3335 3335 WR
139 139 WR2510 20250728 ... 3473 3592 WR
140 140 WR2511 20250728 ... 3506 3541 WR
141 141 WR2512 20250728 ... 3532 3570 WR
142 142 WR2601 20250728 ... 3495 3583 WR
143 143 WR2602 20250728 ... 3570 3607 WR
144 144 WR2603 20250728 ... 3565 3606 WR
145 145 WR2604 20250728 ... 3559 3570 WR
146 146 WR2605 20250728 ... 3616 3640 WR
147 147 WR2606 20250728 ... 3600 3680 WR
148 148 WR2607 20250728 ... 3635 3668 WR
149 149 HC2508 20250728 ... 3396 3447 HC
150 150 HC2509 20250728 ... 3482 3481 HC
151 151 HC2510 20250728 ... 3434 3477 HC
152 152 HC2511 20250728 ... 3438 3478 HC
153 153 HC2512 20250728 ... 3439 3484 HC
154 154 HC2601 20250728 ... 3442 3492 HC
155 155 HC2602 20250728 ... 3433 3481 HC
156 156 HC2603 20250728 ... 3438 3488 HC
157 157 HC2604 20250728 ... 3453 3505 HC
158 158 HC2605 20250728 ... 3449 3500 HC
159 159 HC2606 20250728 ... 3467 3510 HC
160 160 HC2607 20250728 ... 3442 3510 HC
161 161 SS2508 20250728 ... 12925 12940 SS
162 162 SS2509 20250728 ... 12935 12935 SS
163 163 SS2510 20250728 ... 12970 12970 SS
164 164 SS2511 20250728 ... 13020 13010 SS
165 165 SS2512 20250728 ... 13040 13035 SS
166 166 SS2601 20250728 ... 13090 13080 SS
167 167 SS2602 20250728 ... 13080 13145 SS
168 168 SS2603 20250728 ... 13110 13205 SS
169 169 SS2604 20250728 ... 13215 13210 SS
170 170 SS2605 20250728 ... 13240 13265 SS
171 171 SS2606 20250728 ... 13255 13305 SS
172 172 SS2607 20250728 ... 13315 13375 SS
173 173 SC2508 20250728 ... 532.6 526.8 SC
174 174 SC2509 20250728 ... 505.5 508.6 SC
175 175 SC2510 20250728 ... 500.1 502.9 SC
176 176 SC2511 20250728 ... 495.6 498 SC
177 177 SC2512 20250728 ... 492.9 496.3 SC
178 178 SC2601 20250728 ... 489.6 493.1 SC
179 179 SC2602 20250728 ... 487.7 491.2 SC
180 180 SC2603 20250728 ... 486.9 489.7 SC
181 181 SC2604 20250728 ... 483.6 487.6 SC
182 182 SC2605 20250728 ... 486.3 486.3 SC
183 183 SC2606 20250728 ... 482.3 485.2 SC
184 184 SC2607 20250728 ... 478.5 483.2 SC
185 185 SC2609 20250728 ... 474.9 475.8 SC
186 186 SC2612 20250728 ... 472.6 475.8 SC
187 187 SC2703 20250728 ... 473 473.1 SC
188 188 SC2706 20250728 ... 469.4 469.4 SC
189 189 SC2709 20250728 ... 467.5 469.8 SC
190 190 SC2712 20250728 ... 468.4 468.4 SC
191 191 SC2803 20250728 ... 466.3 466.3 SC
192 192 SC2806 20250728 ... 463.5 464.9 SC
193 193 LU2508 20250728 ... 3455 3542 LU
194 194 LU2509 20250728 ... 3547 3585 LU
195 195 LU2510 20250728 ... 3548 3582 LU
196 196 LU2511 20250728 ... 3528 3569 LU
197 197 LU2512 20250728 ... 3511 3559 LU
198 198 LU2601 20250728 ... 3498 3540 LU
199 199 LU2602 20250728 ... 3472 3519 LU
200 200 LU2603 20250728 ... 3468 3503 LU
201 201 LU2604 20250728 ... 3461 3490 LU
202 202 LU2605 20250728 ... 3452 3483 LU
203 203 LU2606 20250728 ... 3457 3474 LU
204 204 LU2607 20250728 ... 3453 3463 LU
205 205 FU2508 20250728 ... 2883 2825 FU
206 206 FU2509 20250728 ... 2860 2895 FU
207 207 FU2510 20250728 ... 2874 2903 FU
208 208 FU2511 20250728 ... 2879 2910 FU
209 209 FU2512 20250728 ... 2876 2902 FU
210 210 FU2601 20250728 ... 2876 2902 FU
211 211 FU2602 20250728 ... 2862 2888 FU
212 212 FU2603 20250728 ... 2857 2878 FU
213 213 FU2604 20250728 ... 2849 2871 FU
214 214 FU2605 20250728 ... 2839 2859 FU
215 215 FU2606 20250728 ... 2830 2849 FU
216 216 FU2607 20250728 ... 2808 2826 FU
217 217 BU2508 20250728 ... 3618 3636 BU
218 218 BU2509 20250728 ... 3591 3607 BU
219 219 BU2510 20250728 ... 3560 3583 BU
220 220 BU2511 20250728 ... 3521 3541 BU
221 221 BU2512 20250728 ... 3451 3471 BU
222 222 BU2601 20250728 ... 3421 3441 BU
223 223 BU2602 20250728 ... 3423 3423 BU
224 224 BU2603 20250728 ... 3405 3423 BU
225 225 BU2604 20250728 ... 3390 3407 BU
226 226 BU2605 20250728 ... 3405 3407 BU
227 227 BU2606 20250728 ... 3391 3405 BU
228 228 BU2607 20250728 ... 3395 3375 BU
229 229 BU2609 20250728 ... 3385 3390 BU
230 230 BU2612 20250728 ... 3342 3343 BU
231 231 BU2703 20250728 ... 3342 3346 BU
232 232 BU2706 20250728 ... 3333 3335 BU
233 233 BR2508 20250728 ... 12130 12295 BR
234 234 BR2509 20250728 ... 12125 12320 BR
235 235 BR2510 20250728 ... 12095 12280 BR
236 236 BR2511 20250728 ... 12030 12295 BR
237 237 BR2512 20250728 ... 12060 12290 BR
238 238 BR2601 20250728 ... 12050 12320 BR
239 239 BR2602 20250728 ... 11995 12270 BR
240 240 BR2603 20250728 ... 11990 12275 BR
241 241 BR2604 20250728 ... 12055 12320 BR
242 242 BR2605 20250728 ... 12085 12315 BR
243 243 BR2606 20250728 ... 12090 12305 BR
244 244 BR2607 20250728 ... 12230 12390 BR
245 245 RU2508 20250728 ... 15315 15415 RU
246 246 RU2509 20250728 ... 15240 15455 RU
247 247 RU2510 20250728 ... 15230 15385 RU
248 248 RU2511 20250728 ... 15160 15425 RU
249 249 RU2601 20250728 ... 16005 16270 RU
250 250 RU2603 20250728 ... 15990 16355 RU
251 251 RU2604 20250728 ... 16115 16380 RU
252 252 RU2605 20250728 ... 16150 16415 RU
253 253 RU2606 20250728 ... 16290 16435 RU
254 254 RU2607 20250728 ... 16135 16395 RU
255 255 NR2508 20250728 ... 12990 13185 NR
256 256 NR2509 20250728 ... 12985 13255 NR
257 257 NR2510 20250728 ... 12955 13230 NR
258 258 NR2511 20250728 ... 12930 13225 NR
259 259 NR2512 20250728 ... 13005 13235 NR
260 260 NR2601 20250728 ... 13010 13280 NR
261 261 NR2602 20250728 ... 13210 13265 NR
262 262 NR2603 20250728 ... 13065 13355 NR
263 263 NR2604 20250728 ... 13145 13300 NR
264 264 NR2605 20250728 ... 12995 13360 NR
265 265 NR2606 20250728 ... 13140 13280 NR
266 266 NR2607 20250728 ... 13140 13480 NR
267 267 SP2508 20250728 ... 5400 5454 SP
268 268 SP2509 20250728 ... 5422 5454 SP
269 269 SP2510 20250728 ... 5352 5396 SP
270 270 SP2511 20250728 ... 5350 5376 SP
271 271 SP2512 20250728 ... 5330 5358 SP
272 272 SP2601 20250728 ... 5522 5542 SP
273 273 SP2602 20250728 ... 5442 5468 SP
274 274 SP2603 20250728 ... 5428 5454 SP
275 275 SP2604 20250728 ... 5422 5456 SP
276 276 SP2605 20250728 ... 5406 5444 SP
277 277 SP2606 20250728 ... 5402 5436 SP
278 278 SP2607 20250728 ... 5404 5442 SP
279 279 EC2508 20250728 ... 2188.7 2202.7 EC
280 280 EC2510 20250728 ... 1486.3 1530.9 EC
281 281 EC2512 20250728 ... 1722.3 1730.7 EC
282 282 EC2602 20250728 ... 1528.7 1534.3 EC
283 283 EC2604 20250728 ... 1363 1376.9 EC
284 284 EC2606 20250728 ... 1490.7 1514 EC
285 285 SC_TAS2509 20250728 ... SC_TAS
286 286 SC_TAS2510 20250728 ... SC_TAS
287 287 SC_TAS2511 20250728 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 16:26:26,874 - future_1d - INFO - ak.get_shfe_daily('2025-07-28') done
2025-07-29 16:26:28,599 - future_1d - INFO - save future_daily 2025-07-28 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250729 8050.0 8060.0 ... 752506.41 7940.0 8161.0 AP
1 AP511 20250729 7789.0 7807.0 ... 7375.39 7747.0 7851.0 AP
2 AP512 20250729 7817.0 7817.0 ... 325.30 7745.0 7927.0 AP
3 AP601 20250729 7880.0 7903.0 ... 53136.18 7823.0 7980.0 AP
4 AP603 20250729 7789.0 7801.0 ... 603.89 7742.0 7920.0 AP
5 AP604 20250729 7831.0 7833.0 ... 187.13 7797.0 7917.0 AP
6 AP605 20250729 7890.0 7913.0 ... 879.64 7854.0 7956.0 AP
7 CF509 20250729 14085.0 14160.0 ... 2368573.19 14020.0 14190.0 CF
8 CF511 20250729 13995.0 14065.0 ... 156319.74 13980.0 14040.0 CF
9 CF601 20250729 14065.0 14145.0 ... 923527.15 14065.0 14130.0 CF
10 CF603 20250729 14065.0 14095.0 ... 3163.90 14030.0 14100.0 CF
11 CF605 20250729 14025.0 14075.0 ... 23933.96 13990.0 14055.0 CF
12 CF607 20250729 14050.0 14065.0 ... 322.05 14000.0 14090.0 CF
13 CJ509 20250729 9635.0 9740.0 ... 173581.00 9675.0 9835.0 CJ
14 CJ512 20250729 10570.0 10680.0 ... 12494.90 10590.0 10795.0 CJ
15 CJ601 20250729 10750.0 10825.0 ... 879162.70 10735.0 10935.0 CJ
16 CJ603 20250729 10790.0 10895.0 ... 12808.46 10805.0 10960.0 CJ
17 CJ605 20250729 10955.0 11040.0 ... 93362.99 10935.0 11135.0 CJ
18 CJ607 20250729 11035.0 11125.0 ... 325.67 11040.0 11185.0 CJ
19 CY508 20250729 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250729 20215.0 20310.0 ... 147322.66 20140.0 20385.0 CY
21 CY510 20250729 0.0 0.0 ... 0.00 20030.0 20030.0 CY
22 CY511 20250729 0.0 0.0 ... 0.00 20025.0 20200.0 CY
23 CY512 20250729 0.0 0.0 ... 0.00 19755.0 20055.0 CY
24 CY601 20250729 20220.0 20220.0 ... 942.64 20055.0 20270.0 CY
25 CY602 20250729 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250729 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250729 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250729 0.0 0.0 ... 0.00 20130.0 20190.0 CY
29 CY606 20250729 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250729 0.0 0.0 ... 0.00 20335.0 20335.0 CY
31 FG508 20250729 1224.0 1226.0 ... 5455.40 1175.0 1280.0 FG
32 FG509 20250729 1220.0 1227.0 ... 8242041.13 1182.0 1280.0 FG
33 FG510 20250729 1271.0 1273.0 ... 84850.92 1241.0 1315.0 FG
34 FG511 20250729 1253.0 1260.0 ... 101176.47 1232.0 1303.0 FG
35 FG512 20250729 1320.0 1326.0 ... 45496.63 1305.0 1369.0 FG
36 FG601 20250729 1308.0 1320.0 ... 2257702.60 1294.0 1354.0 FG
37 FG602 20250729 1338.0 1351.0 ... 2611.75 1320.0 1377.0 FG
38 FG603 20250729 1328.0 1346.0 ... 2745.09 1317.0 1374.0 FG
39 FG604 20250729 1353.0 1378.0 ... 1412.95 1351.0 1403.0 FG
40 FG605 20250729 1338.0 1370.0 ... 48750.84 1340.0 1384.0 FG
41 FG606 20250729 1346.0 1383.0 ... 2197.35 1351.0 1395.0 FG
42 FG607 20250729 1337.0 1373.0 ... 1394.28 1346.0 1383.0 FG
43 JR509 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250729 2343.0 2415.0 ... 1676.35 2378.0 2417.0 MA
53 MA509 20250729 2416.0 2437.0 ... 1392633.41 2417.0 2442.0 MA
54 MA510 20250729 2440.0 2466.0 ... 41346.98 2447.0 2467.0 MA
55 MA511 20250729 2465.0 2488.0 ... 64505.36 2471.0 2485.0 MA
56 MA512 20250729 2482.0 2515.0 ... 20261.72 2497.0 2512.0 MA
57 MA601 20250729 2500.0 2524.0 ... 323040.21 2507.0 2520.0 MA
58 MA602 20250729 2494.0 2514.0 ... 25.06 2506.0 2512.0 MA
59 MA603 20250729 2479.0 2503.0 ... 101.87 2485.0 2499.0 MA
60 MA604 20250729 2461.0 2483.0 ... 29.60 2467.0 2480.0 MA
61 MA605 20250729 2432.0 2458.0 ... 6324.08 2442.0 2441.0 MA
62 MA606 20250729 2443.0 2464.0 ... 14.69 2449.0 2453.0 MA
63 MA607 20250729 2427.0 2450.0 ... 51.20 2438.0 2449.0 MA
64 OI509 20250729 9422.0 9520.0 ... 2605083.09 9464.0 9412.0 OI
65 OI511 20250729 9400.0 9505.0 ... 121140.50 9447.0 9388.0 OI
66 OI601 20250729 9364.0 9466.0 ... 643474.59 9411.0 9359.0 OI
67 OI603 20250729 9333.0 9410.0 ... 1331.00 9373.0 9336.0 OI
68 OI605 20250729 9272.0 9351.0 ... 5331.80 9321.0 9277.0 OI
69 OI607 20250729 9303.0 9333.0 ... 139.67 9312.0 9276.0 OI
70 PF508 20250729 6494.0 6508.0 ... 1879.61 6494.0 6540.0 PF
71 PF509 20250729 6506.0 6522.0 ... 262923.99 6502.0 6522.0 PF
72 PF510 20250729 6560.0 6572.0 ... 104907.24 6552.0 6570.0 PF
73 PF511 20250729 6544.0 6566.0 ... 39347.97 6542.0 6566.0 PF
74 PF512 20250729 6530.0 6554.0 ... 11892.87 6530.0 6552.0 PF
75 PF601 20250729 6542.0 6554.0 ... 12528.90 6532.0 6542.0 PF
76 PF602 20250729 0.0 0.0 ... 0.00 6532.0 6526.0 PF
77 PF603 20250729 0.0 0.0 ... 0.00 6538.0 6534.0 PF
78 PF604 20250729 0.0 0.0 ... 0.00 6532.0 6532.0 PF
79 PF605 20250729 6564.0 6586.0 ... 6.58 6576.0 6554.0 PF
80 PF606 20250729 0.0 0.0 ... 0.00 6564.0 6564.0 PF
81 PF607 20250729 0.0 0.0 ... 0.00 6592.0 6592.0 PF
82 PK510 20250729 8122.0 8130.0 ... 283173.04 8090.0 8192.0 PK
83 PK511 20250729 8020.0 8020.0 ... 91795.28 7992.0 8058.0 PK
84 PK512 20250729 8032.0 8032.0 ... 727.11 7990.0 8058.0 PK
85 PK601 20250729 8050.0 8092.0 ... 14550.28 8014.0 8070.0 PK
86 PK603 20250729 8020.0 8068.0 ... 208.45 8018.0 8082.0 PK
87 PK604 20250729 8014.0 8048.0 ... 116.28 8020.0 8066.0 PK
88 PK605 20250729 8038.0 8042.0 ... 1058.64 8020.0 8064.0 PK
89 PL601 20250729 6569.0 6594.0 ... 40517.36 6575.0 6595.0 PL
90 PL602 20250729 6654.0 6655.0 ... 1234.63 6638.0 6651.0 PL
91 PL603 20250729 6570.0 6571.0 ... 78.79 6566.0 6573.0 PL
92 PL604 20250729 6573.0 6573.0 ... 13.15 6573.0 6620.0 PL
93 PL605 20250729 0.0 0.0 ... 0.00 6509.0 6514.0 PL
94 PL606 20250729 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250729 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250729 6030.0 6030.0 ... 955.50 6010.0 6004.0 PR
103 PR509 20250729 6020.0 6036.0 ... 265213.28 6014.0 6038.0 PR
104 PR510 20250729 6038.0 6046.0 ... 168379.97 6032.0 6038.0 PR
105 PR511 20250729 6026.0 6036.0 ... 32002.62 6016.0 6020.0 PR
106 PR512 20250729 6032.0 6032.0 ... 54.27 6030.0 6030.0 PR
107 PR601 20250729 6012.0 6038.0 ... 613.83 6018.0 6020.0 PR
108 PR602 20250729 0.0 0.0 ... 0.00 6052.0 6118.0 PR
109 PR603 20250729 6044.0 6044.0 ... 18.13 6044.0 6124.0 PR
110 PR604 20250729 0.0 0.0 ... 0.00 6058.0 6118.0 PR
111 PR605 20250729 0.0 0.0 ... 0.00 6050.0 6050.0 PR
112 PR606 20250729 0.0 0.0 ... 0.00 6020.0 5998.0 PR
113 PR607 20250729 0.0 0.0 ... 0.00 6026.0 6006.0 PR
114 PX508 20250729 6862.0 6908.0 ... 759.88 6846.0 6904.0 PX
115 PX509 20250729 6918.0 6976.0 ... 541054.94 6938.0 6972.0 PX
116 PX510 20250729 6904.0 6948.0 ... 44877.51 6906.0 6938.0 PX
117 PX511 20250729 6858.0 6910.0 ... 64693.34 6868.0 6914.0 PX
118 PX512 20250729 6856.0 6894.0 ... 27450.64 6866.0 6888.0 PX
119 PX601 20250729 6822.0 6864.0 ... 83037.97 6834.0 6854.0 PX
120 PX602 20250729 6822.0 6824.0 ... 13.64 6822.0 6826.0 PX
121 PX603 20250729 0.0 0.0 ... 0.00 6824.0 6848.0 PX
122 PX604 20250729 0.0 0.0 ... 0.00 6784.0 6780.0 PX
123 PX605 20250729 6796.0 6806.0 ... 285.00 6786.0 6796.0 PX
124 PX606 20250729 6804.0 6804.0 ... 3.40 6804.0 6908.0 PX
125 PX607 20250729 0.0 0.0 ... 0.00 6824.0 6834.0 PX
126 RI509 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250729 2652.0 2655.0 ... 4690.27 2642.0 2655.0 RM
133 RM509 20250729 2662.0 2668.0 ... 856741.15 2640.0 2664.0 RM
134 RM511 20250729 2510.0 2511.0 ... 8459.78 2498.0 2520.0 RM
135 RM601 20250729 2394.0 2397.0 ... 259575.28 2381.0 2394.0 RM
136 RM603 20250729 2379.0 2380.0 ... 16382.06 2365.0 2377.0 RM
137 RM605 20250729 2370.0 2377.0 ... 35505.39 2369.0 2368.0 RM
138 RM607 20250729 2360.0 2366.0 ... 2516.13 2356.0 2356.0 RM
139 RS508 20250729 0.0 0.0 ... 0.00 5056.0 5288.0 RS
140 RS509 20250729 5245.0 5249.0 ... 745.21 5139.0 5375.0 RS
141 RS511 20250729 5248.0 5266.0 ... 140.86 5217.0 5420.0 RS
142 RS607 20250729 5234.0 5316.0 ... 73.70 5264.0 5388.0 RS
143 SA508 20250729 1312.0 1314.0 ... 5010.60 1289.0 1350.0 SA
144 SA509 20250729 1318.0 1330.0 ... 6236237.91 1305.0 1367.0 SA
145 SA510 20250729 1349.0 1357.0 ... 223531.04 1335.0 1398.0 SA
146 SA511 20250729 1363.0 1367.0 ... 296517.69 1346.0 1406.0 SA
147 SA512 20250729 1385.0 1406.0 ... 106855.26 1381.0 1440.0 SA
148 SA601 20250729 1389.0 1411.0 ... 2617712.67 1388.0 1441.0 SA
149 SA602 20250729 1392.0 1414.0 ... 11764.23 1392.0 1437.0 SA
150 SA603 20250729 1380.0 1414.0 ... 9631.14 1389.0 1436.0 SA
151 SA604 20250729 1423.0 1442.0 ... 4752.59 1420.0 1452.0 SA
152 SA605 20250729 1416.0 1447.0 ... 98186.84 1422.0 1458.0 SA
153 SA606 20250729 1420.0 1445.0 ... 5448.97 1421.0 1440.0 SA
154 SA607 20250729 1413.0 1432.0 ... 6054.77 1411.0 1438.0 SA
155 SF508 20250729 5916.0 6104.0 ... 4924.27 5944.0 5892.0 SF
156 SF509 20250729 5840.0 6130.0 ... 2166001.68 5962.0 5902.0 SF
157 SF510 20250729 5832.0 6108.0 ... 185531.95 5940.0 5906.0 SF
158 SF511 20250729 6000.0 6270.0 ... 363586.69 6110.0 6050.0 SF
159 SF512 20250729 5970.0 6248.0 ... 42548.19 6092.0 6052.0 SF
160 SF601 20250729 5950.0 6232.0 ... 192586.28 6092.0 6018.0 SF
161 SF602 20250729 5940.0 6162.0 ... 2512.72 6026.0 5944.0 SF
162 SF603 20250729 6114.0 6278.0 ... 735.32 6128.0 6030.0 SF
163 SF604 20250729 6398.0 6398.0 ... 252.22 6152.0 6064.0 SF
164 SF605 20250729 5970.0 6254.0 ... 3220.10 6110.0 6034.0 SF
165 SF606 20250729 5944.0 6184.0 ... 568.62 6050.0 6026.0 SF
166 SF607 20250729 6118.0 6278.0 ... 354.72 6170.0 6154.0 SF
167 SH508 20250729 2534.0 2560.0 ... 4796.26 2542.0 2527.0 SH
168 SH509 20250729 2609.0 2649.0 ... 4131360.89 2610.0 2584.0 SH
169 SH510 20250729 2658.0 2690.0 ... 320462.33 2656.0 2644.0 SH
170 SH511 20250729 2634.0 2663.0 ... 209835.16 2633.0 2625.0 SH
171 SH512 20250729 2648.0 2669.0 ... 32395.63 2647.0 2643.0 SH
172 SH601 20250729 2641.0 2660.0 ... 545286.92 2638.0 2636.0 SH
173 SH602 20250729 2663.0 2674.0 ... 1629.01 2662.0 2655.0 SH
174 SH603 20250729 2651.0 2682.0 ... 575.00 2662.0 2655.0 SH
175 SH604 20250729 2687.0 2719.0 ... 388.55 2698.0 2694.0 SH
176 SH605 20250729 2698.0 2724.0 ... 8881.56 2706.0 2699.0 SH
177 SH606 20250729 2698.0 2717.0 ... 40.55 2703.0 2699.0 SH
178 SH607 20250729 0.0 0.0 ... 0.00 2697.0 2692.0 SH
179 SM508 20250729 5990.0 6238.0 ... 3853.51 6146.0 6048.0 SM
180 SM509 20250729 6030.0 6250.0 ... 3098528.80 6142.0 6044.0 SM
181 SM510 20250729 6050.0 6252.0 ... 134617.72 6144.0 6074.0 SM
182 SM511 20250729 6116.0 6320.0 ... 228793.31 6210.0 6138.0 SM
183 SM512 20250729 6114.0 6326.0 ... 81334.66 6222.0 6162.0 SM
184 SM601 20250729 6106.0 6318.0 ... 646675.29 6214.0 6124.0 SM
185 SM602 20250729 6108.0 6322.0 ... 3007.70 6222.0 6196.0 SM
186 SM603 20250729 6098.0 6322.0 ... 2101.51 6190.0 6174.0 SM
187 SM604 20250729 6116.0 6314.0 ... 462.88 6214.0 6178.0 SM
188 SM605 20250729 6156.0 6346.0 ... 6478.37 6236.0 6150.0 SM
189 SM606 20250729 6150.0 6324.0 ... 193.75 6250.0 6188.0 SM
190 SM607 20250729 6140.0 6346.0 ... 143.88 6256.0 6206.0 SM
191 SR509 20250729 5840.0 5870.0 ... 937069.00 5858.0 5857.0 SR
192 SR511 20250729 5744.0 5777.0 ... 99075.06 5763.0 5752.0 SR
193 SR601 20250729 5700.0 5734.0 ... 404096.25 5718.0 5693.0 SR
194 SR603 20250729 5663.0 5702.0 ... 5204.43 5682.0 5663.0 SR
195 SR605 20250729 5641.0 5671.0 ... 25172.20 5653.0 5640.0 SR
196 SR607 20250729 5635.0 5662.0 ... 829.69 5644.0 5631.0 SR
197 TA508 20250729 4810.0 4842.0 ... 12365.01 4820.0 4826.0 TA
198 TA509 20250729 4832.0 4856.0 ... 1306349.86 4836.0 4852.0 TA
199 TA510 20250729 4836.0 4858.0 ... 41212.23 4838.0 4852.0 TA
200 TA511 20250729 4836.0 4858.0 ... 30593.14 4836.0 4860.0 TA
201 TA512 20250729 4826.0 4854.0 ... 16545.89 4832.0 4850.0 TA
202 TA601 20250729 4824.0 4852.0 ... 428283.62 4832.0 4844.0 TA
203 TA602 20250729 4844.0 4844.0 ... 202.59 4824.0 4800.0 TA
204 TA603 20250729 4840.0 4844.0 ... 243.52 4822.0 4818.0 TA
205 TA604 20250729 4838.0 4838.0 ... 24.09 4818.0 4810.0 TA
206 TA605 20250729 4832.0 4860.0 ... 3636.69 4842.0 4854.0 TA
207 TA606 20250729 4858.0 4858.0 ... 4.86 4858.0 4822.0 TA
208 TA607 20250729 4856.0 4870.0 ... 12.16 4864.0 4846.0 TA
209 UR508 20250729 1727.0 1745.0 ... 1233.99 1738.0 1735.0 UR
210 UR509 20250729 1730.0 1754.0 ... 527502.26 1739.0 1745.0 UR
211 UR510 20250729 1730.0 1753.0 ... 18753.49 1743.0 1747.0 UR
212 UR511 20250729 1759.0 1779.0 ... 16455.87 1768.0 1771.0 UR
213 UR512 20250729 1749.0 1770.0 ... 246.50 1761.0 1766.0 UR
214 UR601 20250729 1750.0 1774.0 ... 152665.75 1760.0 1763.0 UR
215 UR602 20250729 1750.0 1768.0 ... 491.76 1756.0 1754.0 UR
216 UR603 20250729 1771.0 1793.0 ... 121.19 1782.0 1779.0 UR
217 UR604 20250729 1777.0 1788.0 ... 64.14 1782.0 1781.0 UR
218 UR605 20250729 1776.0 1799.0 ... 4537.52 1786.0 1782.0 UR
219 UR606 20250729 1774.0 1791.0 ... 274.38 1782.0 1778.0 UR
220 UR607 20250729 1787.0 1800.0 ... 42.98 1791.0 1787.0 UR
221 WH509 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 16:26:38,212 - future_1d - INFO - ak.get_czce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 SC2508 20250729 541.4 ... 540.2 532.6 SC
1 SC2509 20250729 510.3 ... 514.7 505.5 SC
2 SC2510 20250729 504.5 ... 507.8 500.1 SC
3 SC2511 20250729 500.2 ... 503.8 495.6 SC
4 SC2512 20250729 496 ... 500.5 492.9 SC
5 SC2601 20250729 494.8 ... 497.5 489.6 SC
6 SC2602 20250729 490 ... 495.1 487.7 SC
7 SC2603 20250729 487.9 ... 492.1 486.9 SC
8 SC2604 20250729 486.4 ... 490.9 483.6 SC
9 SC2605 20250729 488 ... 487.9 486.3 SC
10 SC2606 20250729 484.6 ... 488.5 482.3 SC
11 SC2607 20250729 480 ... 482.7 478.5 SC
12 SC2609 20250729 ... 483.2 474.9 SC
13 SC2612 20250729 479 ... 478.7 472.6 SC
14 SC2703 20250729 ... 473 473 SC
15 SC2706 20250729 474.6 ... 474.6 469.4 SC
16 SC2709 20250729 ... 470.9 467.5 SC
17 SC2712 20250729 474.9 ... 474.9 468.4 SC
18 SC2803 20250729 ... 466.3 466.3 SC
19 SC2806 20250729 468.2 ... 467.7 463.5 SC
21 LU2508 20250729 3498 ... 3498 3455 LU
22 LU2509 20250729 3571 ... 3615 3547 LU
23 LU2510 20250729 3570 ... 3620 3548 LU
24 LU2511 20250729 3555 ... 3608 3528 LU
25 LU2512 20250729 3533 ... 3574 3511 LU
26 LU2601 20250729 3505 ... 3546 3498 LU
27 LU2602 20250729 3526 ... 3530 3472 LU
28 LU2603 20250729 3487 ... 3512 3468 LU
29 LU2604 20250729 3485 ... 3507 3461 LU
30 LU2605 20250729 3484 ... 3504 3452 LU
31 LU2606 20250729 3465 ... 3492 3457 LU
32 LU2607 20250729 3465 ... 3483 3453 LU
34 NR2508 20250729 12740 ... 12605 12990 NR
35 NR2509 20250729 12810 ... 12665 12985 NR
36 NR2510 20250729 12800 ... 12665 12955 NR
37 NR2511 20250729 12800 ... 12665 12930 NR
38 NR2512 20250729 12845 ... 12665 13005 NR
39 NR2601 20250729 12865 ... 12750 13010 NR
40 NR2602 20250729 12840 ... 12840 13210 NR
41 NR2603 20250729 12645 ... 12665 13065 NR
42 NR2604 20250729 12725 ... 12760 13145 NR
43 NR2605 20250729 12925 ... 12790 12995 NR
44 NR2606 20250729 ... 13050 13140 NR
45 NR2607 20250729 ... 13020 13140 NR
47 BC2508 20250729 70290 ... 70050 70080 BC
48 BC2509 20250729 70250 ... 70130 70160 BC
49 BC2510 20250729 70400 ... 70180 70240 BC
50 BC2511 20250729 ... 69850 69850 BC
51 BC2512 20250729 70540 ... 70400 70620 BC
52 BC2601 20250729 ... 70020 70020 BC
53 BC2602 20250729 ... 70000 70000 BC
54 BC2603 20250729 ... 70000 70000 BC
55 BC2604 20250729 ... 70000 70000 BC
56 BC2605 20250729 ... 70000 70000 BC
57 BC2606 20250729 ... 69340 69340 BC
58 BC2607 20250729 ... 68670 68670 BC
60 EC2508 20250729 1858 ... 2105.6 2188.7 EC
61 EC2510 20250729 1486 ... 1475.4 1486.3 EC
62 EC2512 20250729 1760 ... 1734.5 1722.3 EC
63 EC2602 20250729 1545 ... 1522.7 1528.7 EC
64 EC2604 20250729 1369.9 ... 1366.2 1363 EC
65 EC2606 20250729 1503.8 ... 1501.8 1490.7 EC
68 SC_TAS2509 20250729 ... SC_TAS
69 SC_TAS2510 20250729 ... SC_TAS
70 SC_TAS2511 20250729 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 16:26:38,319 - future_1d - INFO - ak.get_ine_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 PS2508 20250729 49500.0 ... 50080.0 49000.0 PS
1 PS2509 20250729 49500.0 ... 50250.0 48965.0 PS
2 PS2510 20250729 49995.0 ... 50390.0 49060.0 PS
3 PS2511 20250729 49800.0 ... 50350.0 48830.0 PS
4 PS2512 20250729 51350.0 ... 52625.0 51080.0 PS
5 PS2601 20250729 52000.0 ... 52410.0 50980.0 PS
6 PS2602 20250729 51565.0 ... 52050.0 51030.0 PS
7 PS2603 20250729 51600.0 ... 52370.0 50780.0 PS
8 PS2604 20250729 52010.0 ... 52520.0 50685.0 PS
9 PS2605 20250729 51305.0 ... 52415.0 50455.0 PS
10 PS2606 20250729 52350.0 ... 53795.0 51745.0 PS
11 PS2607 20250729 52360.0 ... 53835.0 51515.0 PS
13 SI2508 20250729 8890.0 ... 8995.0 9125.0 SI
14 SI2509 20250729 8915.0 ... 9085.0 9135.0 SI
15 SI2510 20250729 8880.0 ... 9050.0 9090.0 SI
16 SI2511 20250729 8810.0 ... 9005.0 9045.0 SI
17 SI2512 20250729 9040.0 ... 9270.0 9285.0 SI
18 SI2601 20250729 9025.0 ... 9265.0 9245.0 SI
19 SI2602 20250729 8960.0 ... 9265.0 9150.0 SI
20 SI2603 20250729 8980.0 ... 9200.0 9165.0 SI
21 SI2604 20250729 8980.0 ... 9235.0 9160.0 SI
22 SI2605 20250729 8890.0 ... 9185.0 9185.0 SI
23 SI2606 20250729 8935.0 ... 9165.0 9125.0 SI
24 SI2607 20250729 8950.0 ... 9180.0 9115.0 SI
27 LC2508 20250729 70320.0 ... 70040.0 74160.0 LC
28 LC2509 20250729 70160.0 ... 70300.0 75280.0 LC
29 LC2510 20250729 70040.0 ... 69900.0 74340.0 LC
30 LC2511 20250729 70620.0 ... 69800.0 74120.0 LC
31 LC2512 20250729 70880.0 ... 69960.0 73660.0 LC
32 LC2601 20250729 72000.0 ... 69980.0 72980.0 LC
33 LC2602 20250729 70080.0 ... 69740.0 71060.0 LC
34 LC2603 20250729 69660.0 ... 69400.0 71620.0 LC
35 LC2604 20250729 70880.0 ... 69740.0 71780.0 LC
36 LC2605 20250729 69000.0 ... 69820.0 71540.0 LC
37 LC2606 20250729 69040.0 ... 69400.0 71460.0 LC
38 LC2607 20250729 68900.0 ... 69480.0 71240.0 LC
[36 rows x 12 columns]
2025-07-29 16:26:38,424 - future_1d - INFO - ak.get_gfex_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 a2509 20250729 4145.00 ... 4136.00 4183.00 A
1 a2511 20250729 4103.00 ... 4105.00 4115.00 A
2 a2601 20250729 4095.00 ... 4090.00 4100.00 A
3 a2603 20250729 4090.00 ... 4080.00 4090.00 A
4 a2605 20250729 4114.00 ... 4119.00 4128.00 A
5 a2607 20250729 4112.00 ... 4117.00 4123.00 A
6 b2508 20250729 3536.00 ... 3521.00 3538.00 B
7 b2509 20250729 3619.00 ... 3621.00 3632.00 B
8 b2510 20250729 3676.00 ... 3669.00 3693.00 B
9 b2511 20250729 3697.00 ... 3695.00 3716.00 B
10 b2512 20250729 3723.00 ... 3720.00 3734.00 B
11 b2601 20250729 3718.00 ... 3714.00 3724.00 B
12 b2602 20250729 3683.00 ... 3684.00 3698.00 B
13 b2603 20250729 3590.00 ... 3603.00 3604.00 B
14 b2604 20250729 3499.00 ... 3500.00 3503.00 B
15 b2605 20250729 3437.00 ... 3438.00 3436.00 B
16 b2606 20250729 3424.00 ... 3421.00 3430.00 B
17 b2607 20250729 3420.00 ... 3414.00 3424.00 B
18 bb2509 20250729 148.15 ... 147.60 151.10 BB
19 bb2511 20250729 153.10 ... 152.40 153.10 BB
20 bb2601 20250729 150.85 ... 150.25 149.75 BB
21 bb2603 20250729 0.00 ... 142.45 142.00 BB
22 bb2605 20250729 0.00 ... 142.50 142.05 BB
23 bb2607 20250729 0.00 ... 142.50 142.05 BB
24 bz2603 20250729 6279.00 ... 6283.00 6296.00 BZ
25 bz2604 20250729 6205.00 ... 6228.00 6226.00 BZ
26 bz2605 20250729 6188.00 ... 6220.00 6239.00 BZ
27 bz2606 20250729 6250.00 ... 6244.00 6250.00 BZ
28 bz2607 20250729 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250729 2317.00 ... 2306.00 2313.00 C
30 c2511 20250729 2255.00 ... 2242.00 2260.00 C
31 c2601 20250729 2226.00 ... 2217.00 2232.00 C
32 c2603 20250729 2226.00 ... 2219.00 2233.00 C
33 c2605 20250729 2270.00 ... 2263.00 2275.00 C
34 c2607 20250729 2285.00 ... 2277.00 2288.00 C
35 cs2509 20250729 2681.00 ... 2671.00 2674.00 CS
36 cs2511 20250729 2601.00 ... 2584.00 2597.00 CS
37 cs2601 20250729 2615.00 ... 2599.00 2611.00 CS
38 cs2603 20250729 2605.00 ... 2600.00 2608.00 CS
39 cs2605 20250729 2646.00 ... 2641.00 2649.00 CS
40 cs2607 20250729 0.00 ... 2653.00 2653.00 CS
41 eb2508 20250729 7370.00 ... 7347.00 7448.00 EB
42 eb2509 20250729 7372.00 ... 7359.00 7441.00 EB
43 eb2510 20250729 7395.00 ... 7374.00 7438.00 EB
44 eb2511 20250729 7375.00 ... 7381.00 7420.00 EB
45 eb2512 20250729 7366.00 ... 7392.00 7399.00 EB
46 eb2601 20250729 7375.00 ... 7412.00 7419.00 EB
47 eb2602 20250729 7411.00 ... 7417.00 7399.00 EB
48 eb2603 20250729 7424.00 ... 7412.00 7406.00 EB
49 eb2604 20250729 7438.00 ... 7432.00 7379.00 EB
50 eb2605 20250729 7440.00 ... 7437.00 7428.00 EB
51 eb2606 20250729 7442.00 ... 7446.00 7481.00 EB
52 eb2607 20250729 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250729 4403.00 ... 4417.00 4410.00 EG
54 eg2509 20250729 4423.00 ... 4450.00 4469.00 EG
55 eg2510 20250729 4447.00 ... 4449.00 4468.00 EG
56 eg2511 20250729 4462.00 ... 4459.00 4462.00 EG
57 eg2512 20250729 4467.00 ... 4469.00 4472.00 EG
58 eg2601 20250729 4480.00 ... 4480.00 4472.00 EG
59 eg2602 20250729 4474.00 ... 4476.00 4488.00 EG
60 eg2603 20250729 4487.00 ... 4490.00 4471.00 EG
61 eg2604 20250729 4497.00 ... 4497.00 4534.00 EG
62 eg2605 20250729 4499.00 ... 4501.00 4499.00 EG
63 eg2606 20250729 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250729 4561.00 ... 4561.00 4503.00 EG
65 fb2508 20250729 0.00 ... 1395.00 1392.50 FB
66 fb2509 20250729 1277.00 ... 1271.00 1274.00 FB
67 fb2510 20250729 1308.00 ... 1305.00 1312.00 FB
68 fb2511 20250729 1312.00 ... 1307.50 1316.00 FB
69 fb2512 20250729 1309.50 ... 1309.50 1316.50 FB
70 fb2601 20250729 1317.00 ... 1313.00 1319.00 FB
71 fb2602 20250729 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250729 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250729 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250729 0.00 ... 1330.50 1327.50 FB
75 fb2606 20250729 1331.50 ... 1331.50 1326.50 FB
76 fb2607 20250729 0.00 ... 1295.00 1295.00 FB
77 i2508 20250729 788.00 ... 791.50 791.50 I
78 i2509 20250729 786.50 ... 792.50 793.00 I
79 i2510 20250729 781.00 ... 786.50 788.00 I
80 i2511 20250729 774.00 ... 780.00 781.50 I
81 i2512 20250729 770.00 ... 773.00 775.00 I
82 i2601 20250729 756.00 ... 764.50 765.50 I
83 i2602 20250729 754.00 ... 760.00 762.00 I
84 i2603 20250729 750.00 ... 755.50 758.50 I
85 i2604 20250729 746.50 ... 752.00 755.00 I
86 i2605 20250729 737.00 ... 743.50 745.00 I
87 i2606 20250729 732.50 ... 737.50 739.50 I
88 i2607 20250729 729.00 ... 733.50 733.50 I
89 j2508 20250729 1541.50 ... 1557.00 1601.00 J
90 j2509 20250729 1610.00 ... 1612.00 1677.00 J
91 j2510 20250729 1653.00 ... 1632.00 1682.00 J
92 j2511 20250729 1664.50 ... 1655.00 1684.50 J
93 j2512 20250729 1649.50 ... 1644.00 1685.50 J
94 j2601 20250729 1641.50 ... 1664.50 1719.50 J
95 j2602 20250729 0.00 ... 1727.00 1727.00 J
96 j2603 20250729 0.00 ... 1733.00 1733.00 J
97 j2604 20250729 1724.50 ... 1724.50 1738.50 J
98 j2605 20250729 1696.00 ... 1717.50 1741.00 J
99 j2606 20250729 1719.00 ... 1714.50 1741.50 J
100 j2607 20250729 0.00 ... 1780.50 1780.50 J
101 jd2508 20250729 3380.00 ... 3347.00 3378.00 JD
102 jd2509 20250729 3560.00 ... 3570.00 3587.00 JD
103 jd2510 20250729 3390.00 ... 3386.00 3398.00 JD
104 jd2511 20250729 3408.00 ... 3413.00 3409.00 JD
105 jd2512 20250729 3553.00 ... 3552.00 3565.00 JD
106 jd2601 20250729 3660.00 ... 3640.00 3653.00 JD
107 jd2602 20250729 3229.00 ... 3210.00 3219.00 JD
108 jd2603 20250729 3220.00 ... 3210.00 3221.00 JD
109 jd2604 20250729 3370.00 ... 3365.00 3375.00 JD
110 jd2605 20250729 3474.00 ... 3471.00 3481.00 JD
111 jd2606 20250729 3290.00 ... 3290.00 3296.00 JD
112 jd2607 20250729 3488.00 ... 3500.00 3296.00 JD
113 jm2508 20250729 990.00 ... 956.00 1092.50 JM
114 jm2509 20250729 1090.00 ... 1087.50 1200.00 JM
115 jm2510 20250729 1101.00 ... 1106.00 1206.50 JM
116 jm2511 20250729 1120.00 ... 1119.50 1205.50 JM
117 jm2512 20250729 1150.50 ... 1140.00 1217.50 JM
118 jm2601 20250729 1158.00 ... 1164.00 1232.50 JM
119 jm2602 20250729 1136.50 ... 1161.50 1238.00 JM
120 jm2603 20250729 1160.00 ... 1167.50 1244.00 JM
121 jm2604 20250729 1150.00 ... 1166.50 1228.00 JM
122 jm2605 20250729 1154.00 ... 1181.50 1223.50 JM
123 jm2606 20250729 1164.00 ... 1184.00 1227.00 JM
124 jm2607 20250729 1169.00 ... 1192.50 1249.50 JM
125 l2508 20250729 7305.00 ... 7331.00 7327.00 L
126 l2509 20250729 7341.00 ... 7369.00 7367.00 L
127 l2510 20250729 7384.00 ... 7400.00 7388.00 L
128 l2511 20250729 7414.00 ... 7415.00 7405.00 L
129 l2512 20250729 7429.00 ... 7428.00 7429.00 L
130 l2601 20250729 7420.00 ... 7427.00 7423.00 L
131 l2602 20250729 7415.00 ... 7416.00 7414.00 L
132 l2603 20250729 7410.00 ... 7410.00 7403.00 L
133 l2604 20250729 7428.00 ... 7434.00 7407.00 L
134 l2605 20250729 7396.00 ... 7415.00 7416.00 L
135 l2606 20250729 0.00 ... 7427.00 7427.00 L
136 l2607 20250729 7433.00 ... 7439.00 7417.00 L
137 lg2509 20250729 828.00 ... 830.00 829.00 LG
138 lg2511 20250729 840.00 ... 833.50 835.50 LG
139 lg2601 20250729 843.00 ... 835.50 836.50 LG
140 lg2603 20250729 836.50 ... 833.50 836.50 LG
141 lg2605 20250729 844.00 ... 839.00 841.50 LG
142 lg2607 20250729 0.00 ... 841.50 841.50 LG
143 lh2509 20250729 14350.00 ... 14145.00 14220.00 LH
144 lh2511 20250729 14200.00 ... 14160.00 14305.00 LH
145 lh2601 20250729 14520.00 ... 14420.00 14585.00 LH
146 lh2603 20250729 13620.00 ... 13540.00 13655.00 LH
147 lh2605 20250729 14030.00 ... 14055.00 14100.00 LH
148 lh2607 20250729 14550.00 ... 14495.00 14100.00 LH
149 m2508 20250729 2988.00 ... 2970.00 2988.00 M
150 m2509 20250729 2989.00 ... 2974.00 3001.00 M
151 m2511 20250729 3027.00 ... 3011.00 3035.00 M
152 m2512 20250729 3063.00 ... 3048.00 3071.00 M
153 m2601 20250729 3040.00 ... 3024.00 3045.00 M
154 m2603 20250729 2919.00 ... 2912.00 2919.00 M
155 m2605 20250729 2751.00 ... 2744.00 2750.00 M
156 m2607 20250729 2731.00 ... 2730.00 2735.00 M
157 p2508 20250729 8882.00 ... 8838.00 8828.00 P
158 p2509 20250729 8952.00 ... 8926.00 8916.00 P
159 p2510 20250729 8956.00 ... 8922.00 8918.00 P
160 p2511 20250729 8948.00 ... 8942.00 8908.00 P
161 p2512 20250729 8952.00 ... 8938.00 8904.00 P
162 p2601 20250729 8936.00 ... 8924.00 8900.00 P
163 p2602 20250729 8854.00 ... 8904.00 8878.00 P
164 p2603 20250729 8836.00 ... 8848.00 8810.00 P
165 p2604 20250729 8808.00 ... 8796.00 8744.00 P
166 p2605 20250729 8730.00 ... 8720.00 8670.00 P
167 p2606 20250729 8664.00 ... 8666.00 8572.00 P
168 p2607 20250729 8644.00 ... 8624.00 8596.00 P
169 pg2508 20250729 3990.00 ... 4013.00 3983.00 PG
170 pg2509 20250729 4001.00 ... 4020.00 3997.00 PG
171 pg2510 20250729 4411.00 ... 4430.00 4409.00 PG
172 pg2511 20250729 4355.00 ... 4366.00 4349.00 PG
173 pg2512 20250729 4291.00 ... 4305.00 4288.00 PG
174 pg2601 20250729 4238.00 ... 4241.00 4223.00 PG
175 pg2602 20250729 4170.00 ... 4158.00 4152.00 PG
176 pg2603 20250729 4056.00 ... 4076.00 4066.00 PG
177 pg2604 20250729 4367.00 ... 4365.00 4352.00 PG
178 pg2605 20250729 4288.00 ... 4278.00 4254.00 PG
179 pg2606 20250729 4212.00 ... 4218.00 4182.00 PG
180 pg2607 20250729 4224.00 ... 4209.00 4182.00 PG
181 pp2508 20250729 7098.00 ... 7108.00 7092.00 PP
182 pp2509 20250729 7139.00 ... 7147.00 7147.00 PP
183 pp2510 20250729 7125.00 ... 7137.00 7137.00 PP
184 pp2511 20250729 7134.00 ... 7145.00 7146.00 PP
185 pp2512 20250729 7151.00 ... 7150.00 7151.00 PP
186 pp2601 20250729 7140.00 ... 7157.00 7155.00 PP
187 pp2602 20250729 7141.00 ... 7130.00 7117.00 PP
188 pp2603 20250729 7139.00 ... 7130.00 7170.00 PP
189 pp2604 20250729 0.00 ... 7144.00 7144.00 PP
190 pp2605 20250729 7148.00 ... 7150.00 7158.00 PP
191 pp2606 20250729 7124.00 ... 7124.00 7111.00 PP
192 pp2607 20250729 7185.00 ... 7178.00 7150.00 PP
193 rr2508 20250729 3594.00 ... 3574.00 3591.00 RR
194 rr2509 20250729 3602.00 ... 3611.00 3606.00 RR
195 rr2510 20250729 3631.00 ... 3631.00 3630.00 RR
196 rr2511 20250729 3624.00 ... 3623.00 3620.00 RR
197 rr2512 20250729 0.00 ... 3629.00 3629.00 RR
198 rr2601 20250729 3629.00 ... 3625.00 3622.00 RR
199 rr2602 20250729 3626.00 ... 3626.00 3627.00 RR
200 rr2603 20250729 3634.00 ... 3634.00 3633.00 RR
201 rr2604 20250729 3626.00 ... 3629.00 3634.00 RR
202 rr2605 20250729 3626.00 ... 3626.00 3630.00 RR
203 rr2606 20250729 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250729 0.00 ... 3629.00 3617.00 RR
205 v2508 20250729 5124.00 ... 5137.00 5223.00 V
206 v2509 20250729 5150.00 ... 5161.00 5232.00 V
207 v2510 20250729 5182.00 ... 5194.00 5269.00 V
208 v2511 20250729 5220.00 ... 5227.00 5298.00 V
209 v2512 20250729 5254.00 ... 5250.00 5312.00 V
210 v2601 20250729 5280.00 ... 5290.00 5358.00 V
211 v2602 20250729 5323.00 ... 5321.00 5353.00 V
212 v2603 20250729 5323.00 ... 5320.00 5375.00 V
213 v2604 20250729 5505.00 ... 5521.00 5576.00 V
214 v2605 20250729 5543.00 ... 5557.00 5585.00 V
215 v2606 20250729 5556.00 ... 5569.00 5611.00 V
216 v2607 20250729 5560.00 ... 5574.00 5595.00 V
217 y2508 20250729 8218.00 ... 8188.00 8214.00 Y
218 y2509 20250729 8130.00 ... 8174.00 8114.00 Y
219 y2511 20250729 8120.00 ... 8176.00 8120.00 Y
220 y2512 20250729 8136.00 ... 8220.00 8112.00 Y
221 y2601 20250729 8086.00 ... 8138.00 8068.00 Y
222 y2603 20250729 7986.00 ... 8014.00 7958.00 Y
223 y2605 20250729 7750.00 ... 7784.00 7720.00 Y
224 y2607 20250729 7736.00 ... 7754.00 7700.00 Y
[225 rows x 12 columns]
2025-07-29 16:26:39,021 - future_1d - INFO - ak.get_dce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 IC2508 20250729 6258.800 ... 6298.000 6275.000 IC
1 IC2509 20250729 6211.000 ... 6241.600 6221.800 IC
2 IC2512 20250729 6081.400 ... 6101.200 6091.800 IC
3 IC2603 20250729 5960.000 ... 5973.800 5971.000 IC
4 IF2508 20250729 4123.000 ... 4145.400 4129.200 IF
5 IF2509 20250729 4112.000 ... 4134.600 4119.000 IF
6 IF2512 20250729 4086.000 ... 4102.000 4089.000 IF
7 IF2603 20250729 4045.000 ... 4069.000 4053.000 IF
8 IH2508 20250729 2800.000 ... 2812.400 2803.400 IH
9 IH2509 20250729 2801.000 ... 2812.200 2803.200 IH
10 IH2512 20250729 2803.200 ... 2813.800 2805.200 IH
11 IH2603 20250729 2803.200 ... 2814.200 2807.000 IH
12 IM2508 20250729 6668.400 ... 6705.400 6675.200 IM
13 IM2509 20250729 6583.000 ... 6633.000 6605.000 IM
14 IM2512 20250729 6412.200 ... 6443.200 6420.600 IM
15 IM2603 20250729 6244.600 ... 6277.000 6253.800 IM
16 T2509 20250729 108.320 ... 108.140 108.400 T
17 T2512 20250729 108.315 ... 108.120 108.395 T
18 T2603 20250729 108.385 ... 108.100 108.375 T
19 TF2509 20250729 105.670 ... 105.550 105.720 TF
20 TF2512 20250729 105.745 ... 105.610 105.775 TF
21 TF2603 20250729 105.810 ... 105.660 105.835 TF
22 TL2509 20250729 118.660 ... 117.890 118.800 TL
23 TL2512 20250729 118.300 ... 117.550 118.490 TL
24 TL2603 20250729 118.150 ... 117.320 118.280 TL
25 TS2509 20250729 102.362 ... 102.302 102.364 TS
26 TS2512 20250729 102.424 ... 102.372 102.438 TS
27 TS2603 20250729 102.500 ... 102.454 102.522 TS
[28 rows x 12 columns]
2025-07-29 16:26:39,327 - future_1d - INFO - ak.get_cffex_daily('2025-07-29') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250729 ... 78920 78950 CU
1 1 CU2509 20250729 ... 78980 78980 CU
2 2 CU2510 20250729 ... 78990 79000 CU
3 3 CU2511 20250729 ... 78940 78970 CU
4 4 CU2512 20250729 ... 78890 78950 CU
5 5 CU2601 20250729 ... 78830 78900 CU
6 6 CU2602 20250729 ... 78750 78870 CU
7 7 CU2603 20250729 ... 78710 78880 CU
8 8 CU2604 20250729 ... 78750 78870 CU
9 9 CU2605 20250729 ... 78800 78900 CU
10 10 CU2606 20250729 ... 78790 78920 CU
11 11 CU2607 20250729 ... 78810 78890 CU
12 12 BC2508 20250729 ... 70050 70080 BC
13 13 BC2509 20250729 ... 70130 70160 BC
14 14 BC2510 20250729 ... 70180 70240 BC
15 15 BC2511 20250729 ... 69850 69850 BC
16 16 BC2512 20250729 ... 70400 70620 BC
17 17 BC2601 20250729 ... 70020 70020 BC
18 18 BC2602 20250729 ... 70000 70000 BC
19 19 BC2603 20250729 ... 70000 70000 BC
20 20 BC2604 20250729 ... 70000 70000 BC
21 21 BC2605 20250729 ... 70000 70000 BC
22 22 BC2606 20250729 ... 69340 69340 BC
23 23 BC2607 20250729 ... 68670 68670 BC
24 24 AL2508 20250729 ... 20650 20660 AL
25 25 AL2509 20250729 ... 20625 20650 AL
26 26 AL2510 20250729 ... 20590 20615 AL
27 27 AL2511 20250729 ... 20540 20550 AL
28 28 AL2512 20250729 ... 20480 20500 AL
29 29 AL2601 20250729 ... 20450 20475 AL
30 30 AL2602 20250729 ... 20460 20460 AL
31 31 AL2603 20250729 ... 20475 20470 AL
32 32 AL2604 20250729 ... 20490 20485 AL
33 33 AL2605 20250729 ... 20490 20510 AL
34 34 AL2606 20250729 ... 20515 20530 AL
35 35 AL2607 20250729 ... 20525 20510 AL
36 36 ZN2508 20250729 ... 22625 22680 ZN
37 37 ZN2509 20250729 ... 22660 22735 ZN
38 38 ZN2510 20250729 ... 22665 22740 ZN
39 39 ZN2511 20250729 ... 22650 22700 ZN
40 40 ZN2512 20250729 ... 22600 22670 ZN
41 41 ZN2601 20250729 ... 22555 22615 ZN
42 42 ZN2602 20250729 ... 22545 22590 ZN
43 43 ZN2603 20250729 ... 22495 22640 ZN
44 44 ZN2604 20250729 ... 22590 22630 ZN
45 45 ZN2605 20250729 ... 22595 22625 ZN
46 46 ZN2606 20250729 ... 22550 22610 ZN
47 47 ZN2607 20250729 ... 22525 22620 ZN
48 48 PB2508 20250729 ... 16920 16920 PB
49 49 PB2509 20250729 ... 16945 16940 PB
50 50 PB2510 20250729 ... 16965 16960 PB
51 51 PB2511 20250729 ... 16990 16960 PB
52 52 PB2512 20250729 ... 17010 17035 PB
53 53 PB2601 20250729 ... 17000 17035 PB
54 54 PB2602 20250729 ... 17090 17110 PB
55 55 PB2603 20250729 ... 17110 17110 PB
56 56 PB2604 20250729 ... 17095 17095 PB
57 57 PB2605 20250729 ... 17150 17140 PB
58 58 PB2606 20250729 ... 17100 17130 PB
59 59 PB2607 20250729 ... 17160 17085 PB
60 60 NI2508 20250729 ... 121700 122680 NI
61 61 NI2509 20250729 ... 121900 122840 NI
62 62 NI2510 20250729 ... 121990 122980 NI
63 63 NI2511 20250729 ... 122240 122970 NI
64 64 NI2512 20250729 ... 122430 123360 NI
65 65 NI2601 20250729 ... 122690 123530 NI
66 66 NI2602 20250729 ... 122770 123230 NI
67 67 NI2603 20250729 ... 123040 123880 NI
68 68 NI2604 20250729 ... 123060 124170 NI
69 69 NI2605 20250729 ... 123420 123520 NI
70 70 NI2606 20250729 ... 123670 124880 NI
71 71 NI2607 20250729 ... 123840 123630 NI
72 72 SN2508 20250729 ... 267300 268550 SN
73 73 SN2509 20250729 ... 267360 268690 SN
74 74 SN2510 20250729 ... 267290 268660 SN
75 75 SN2511 20250729 ... 267050 268390 SN
76 76 SN2512 20250729 ... 267110 268070 SN
77 77 SN2601 20250729 ... 267390 267800 SN
78 78 SN2602 20250729 ... 267150 267920 SN
79 79 SN2603 20250729 ... 267340 267640 SN
80 80 SN2604 20250729 ... 267850 269110 SN
81 81 SN2605 20250729 ... 267880 268890 SN
82 82 SN2606 20250729 ... 267960 269600 SN
83 83 SN2607 20250729 ... 268480 269320 SN
84 84 AO2508 20250729 ... 3274 3323 AO
85 85 AO2509 20250729 ... 3272 3274 AO
86 86 AO2510 20250729 ... 3255 3268 AO
87 87 AO2511 20250729 ... 3253 3264 AO
88 88 AO2512 20250729 ... 3249 3262 AO
89 89 AO2601 20250729 ... 3246 3266 AO
90 90 AO2602 20250729 ... 3237 3248 AO
91 91 AO2603 20250729 ... 3237 3252 AO
92 92 AO2604 20250729 ... 3235 3249 AO
93 93 AO2605 20250729 ... 3233 3244 AO
94 94 AO2606 20250729 ... 3228 3221 AO
95 95 AO2607 20250729 ... 3226 3236 AO
96 96 AD2511 20250729 ... 20040 20035 AD
97 97 AD2512 20250729 ... 20020 19995 AD
98 98 AD2601 20250729 ... 19955 19930 AD
99 99 AD2602 20250729 ... 19930 20010 AD
100 100 AD2603 20250729 ... 19880 20135 AD
101 101 AD2604 20250729 ... 19890 19935 AD
102 102 AD2605 20250729 ... 19960 19960 AD
103 103 AD2606 20250729 ... 19695 19695 AD
104 104 AD2607 20250729 ... 19790 19790 AD
105 105 AU2508 20250729 ... 768 770.94 AU
106 106 AU2509 20250729 ... 768.88 771.72 AU
107 107 AU2510 20250729 ... 770.56 773.26 AU
108 108 AU2512 20250729 ... 772.84 775.48 AU
109 109 AU2602 20250729 ... 774.98 777.74 AU
110 110 AU2604 20250729 ... 777.02 779.86 AU
111 111 AU2606 20250729 ... 779.48 782.78 AU
112 112 AU2608 20250729 ... 781.96 784.34 AU
113 113 AG2508 20250729 ... 9168 9212 AG
114 114 AG2509 20250729 ... 9176 9211 AG
115 115 AG2510 20250729 ... 9192 9225 AG
116 116 AG2511 20250729 ... 9201 9236 AG
117 117 AG2512 20250729 ... 9213 9246 AG
118 118 AG2601 20250729 ... 9222 9263 AG
119 119 AG2602 20250729 ... 9238 9270 AG
120 120 AG2603 20250729 ... 9245 9291 AG
121 121 AG2604 20250729 ... 9254 9294 AG
122 122 AG2605 20250729 ... 9269 9305 AG
123 123 AG2606 20250729 ... 9284 9313 AG
124 124 AG2607 20250729 ... 9296 9335 AG
125 125 RB2508 20250729 ... 3217 3227 RB
126 126 RB2509 20250729 ... 3236 3260 RB
127 127 RB2510 20250729 ... 3301 3282 RB
128 128 RB2511 20250729 ... 3295 3291 RB
129 129 RB2512 20250729 ... 3322 3316 RB
130 130 RB2601 20250729 ... 3338 3326 RB
131 131 RB2602 20250729 ... 3333 3311 RB
132 132 RB2603 20250729 ... 3334 3333 RB
133 133 RB2604 20250729 ... 3361 3337 RB
134 134 RB2605 20250729 ... 3365 3351 RB
135 135 RB2606 20250729 ... 3346 3343 RB
136 136 RB2607 20250729 ... 3352 3350 RB
137 137 WR2508 20250729 ... 3212 3212 WR
138 138 WR2509 20250729 ... 3335 3335 WR
139 139 WR2510 20250729 ... 3516 3473 WR
140 140 WR2511 20250729 ... 3490 3506 WR
141 141 WR2512 20250729 ... 3532 3532 WR
142 142 WR2601 20250729 ... 3550 3495 WR
143 143 WR2602 20250729 ... 3570 3570 WR
144 144 WR2603 20250729 ... 3565 3565 WR
145 145 WR2604 20250729 ... 3559 3559 WR
146 146 WR2605 20250729 ... 3616 3616 WR
147 147 WR2606 20250729 ... 3600 3600 WR
148 148 WR2607 20250729 ... 3635 3635 WR
149 149 HC2508 20250729 ... 3468 3396 HC
150 150 HC2509 20250729 ... 3432 3482 HC
151 151 HC2510 20250729 ... 3455 3434 HC
152 152 HC2511 20250729 ... 3451 3438 HC
153 153 HC2512 20250729 ... 3469 3439 HC
154 154 HC2601 20250729 ... 3467 3442 HC
155 155 HC2602 20250729 ... 3429 3433 HC
156 156 HC2603 20250729 ... 3447 3438 HC
157 157 HC2604 20250729 ... 3451 3453 HC
158 158 HC2605 20250729 ... 3456 3449 HC
159 159 HC2606 20250729 ... 3471 3467 HC
160 160 HC2607 20250729 ... 3490 3442 HC
161 161 SS2508 20250729 ... 12885 12925 SS
162 162 SS2509 20250729 ... 12880 12935 SS
163 163 SS2510 20250729 ... 12920 12970 SS
164 164 SS2511 20250729 ... 12970 13020 SS
165 165 SS2512 20250729 ... 12995 13040 SS
166 166 SS2601 20250729 ... 13020 13090 SS
167 167 SS2602 20250729 ... 13065 13080 SS
168 168 SS2603 20250729 ... 13125 13110 SS
169 169 SS2604 20250729 ... 13215 13215 SS
170 170 SS2605 20250729 ... 13225 13240 SS
171 171 SS2606 20250729 ... 13235 13255 SS
172 172 SS2607 20250729 ... 13275 13315 SS
173 173 SC2508 20250729 ... 540.2 532.6 SC
174 174 SC2509 20250729 ... 514.7 505.5 SC
175 175 SC2510 20250729 ... 507.8 500.1 SC
176 176 SC2511 20250729 ... 503.8 495.6 SC
177 177 SC2512 20250729 ... 500.5 492.9 SC
178 178 SC2601 20250729 ... 497.5 489.6 SC
179 179 SC2602 20250729 ... 495.1 487.7 SC
180 180 SC2603 20250729 ... 492.1 486.9 SC
181 181 SC2604 20250729 ... 490.9 483.6 SC
182 182 SC2605 20250729 ... 487.9 486.3 SC
183 183 SC2606 20250729 ... 488.5 482.3 SC
184 184 SC2607 20250729 ... 482.7 478.5 SC
185 185 SC2609 20250729 ... 483.2 474.9 SC
186 186 SC2612 20250729 ... 478.7 472.6 SC
187 187 SC2703 20250729 ... 473 473 SC
188 188 SC2706 20250729 ... 474.6 469.4 SC
189 189 SC2709 20250729 ... 470.9 467.5 SC
190 190 SC2712 20250729 ... 474.9 468.4 SC
191 191 SC2803 20250729 ... 466.3 466.3 SC
192 192 SC2806 20250729 ... 467.7 463.5 SC
193 193 LU2508 20250729 ... 3498 3455 LU
194 194 LU2509 20250729 ... 3615 3547 LU
195 195 LU2510 20250729 ... 3620 3548 LU
196 196 LU2511 20250729 ... 3608 3528 LU
197 197 LU2512 20250729 ... 3574 3511 LU
198 198 LU2601 20250729 ... 3546 3498 LU
199 199 LU2602 20250729 ... 3530 3472 LU
200 200 LU2603 20250729 ... 3512 3468 LU
201 201 LU2604 20250729 ... 3507 3461 LU
202 202 LU2605 20250729 ... 3504 3452 LU
203 203 LU2606 20250729 ... 3492 3457 LU
204 204 LU2607 20250729 ... 3483 3453 LU
205 205 FU2508 20250729 ... 2883 2883 FU
206 206 FU2509 20250729 ... 2913 2860 FU
207 207 FU2510 20250729 ... 2917 2874 FU
208 208 FU2511 20250729 ... 2922 2879 FU
209 209 FU2512 20250729 ... 2915 2876 FU
210 210 FU2601 20250729 ... 2913 2876 FU
211 211 FU2602 20250729 ... 2901 2862 FU
212 212 FU2603 20250729 ... 2891 2857 FU
213 213 FU2604 20250729 ... 2877 2849 FU
214 214 FU2605 20250729 ... 2865 2839 FU
215 215 FU2606 20250729 ... 2857 2830 FU
216 216 FU2607 20250729 ... 2832 2808 FU
217 217 BU2508 20250729 ... 3640 3618 BU
218 218 BU2509 20250729 ... 3614 3591 BU
219 219 BU2510 20250729 ... 3592 3560 BU
220 220 BU2511 20250729 ... 3548 3521 BU
221 221 BU2512 20250729 ... 3480 3451 BU
222 222 BU2601 20250729 ... 3450 3421 BU
223 223 BU2602 20250729 ... 3427 3423 BU
224 224 BU2603 20250729 ... 3431 3405 BU
225 225 BU2604 20250729 ... 3421 3390 BU
226 226 BU2605 20250729 ... 3417 3405 BU
227 227 BU2606 20250729 ... 3411 3391 BU
228 228 BU2607 20250729 ... 3395 3395 BU
229 229 BU2609 20250729 ... 3398 3385 BU
230 230 BU2612 20250729 ... 3350 3342 BU
231 231 BU2703 20250729 ... 3352 3342 BU
232 232 BU2706 20250729 ... 3353 3333 BU
233 233 BR2508 20250729 ... 11845 12130 BR
234 234 BR2509 20250729 ... 11855 12125 BR
235 235 BR2510 20250729 ... 11815 12095 BR
236 236 BR2511 20250729 ... 11795 12030 BR
237 237 BR2512 20250729 ... 11855 12060 BR
238 238 BR2601 20250729 ... 11860 12050 BR
239 239 BR2602 20250729 ... 11820 11995 BR
240 240 BR2603 20250729 ... 11880 11990 BR
241 241 BR2604 20250729 ... 11820 12055 BR
242 242 BR2605 20250729 ... 11800 12085 BR
243 243 BR2606 20250729 ... 11820 12090 BR
244 244 BR2607 20250729 ... 11890 12230 BR
245 245 RU2508 20250729 ... 14940 15315 RU
246 246 RU2509 20250729 ... 14975 15240 RU
247 247 RU2510 20250729 ... 14955 15230 RU
248 248 RU2511 20250729 ... 14930 15160 RU
249 249 RU2601 20250729 ... 15750 16005 RU
250 250 RU2603 20250729 ... 15810 15990 RU
251 251 RU2604 20250729 ... 15800 16115 RU
252 252 RU2605 20250729 ... 15880 16150 RU
253 253 RU2606 20250729 ... 15890 16290 RU
254 254 RU2607 20250729 ... 15985 16135 RU
255 255 NR2508 20250729 ... 12605 12990 NR
256 256 NR2509 20250729 ... 12665 12985 NR
257 257 NR2510 20250729 ... 12665 12955 NR
258 258 NR2511 20250729 ... 12665 12930 NR
259 259 NR2512 20250729 ... 12665 13005 NR
260 260 NR2601 20250729 ... 12750 13010 NR
261 261 NR2602 20250729 ... 12840 13210 NR
262 262 NR2603 20250729 ... 12665 13065 NR
263 263 NR2604 20250729 ... 12760 13145 NR
264 264 NR2605 20250729 ... 12790 12995 NR
265 265 NR2606 20250729 ... 13050 13140 NR
266 266 NR2607 20250729 ... 13020 13140 NR
267 267 SP2508 20250729 ... 5352 5400 SP
268 268 SP2509 20250729 ... 5384 5422 SP
269 269 SP2510 20250729 ... 5344 5352 SP
270 270 SP2511 20250729 ... 5352 5350 SP
271 271 SP2512 20250729 ... 5328 5330 SP
272 272 SP2601 20250729 ... 5528 5522 SP
273 273 SP2602 20250729 ... 5438 5442 SP
274 274 SP2603 20250729 ... 5430 5428 SP
275 275 SP2604 20250729 ... 5420 5422 SP
276 276 SP2605 20250729 ... 5402 5406 SP
277 277 SP2606 20250729 ... 5402 5402 SP
278 278 SP2607 20250729 ... 5414 5404 SP
279 279 EC2508 20250729 ... 2105.6 2188.7 EC
280 280 EC2510 20250729 ... 1475.4 1486.3 EC
281 281 EC2512 20250729 ... 1734.5 1722.3 EC
282 282 EC2602 20250729 ... 1522.7 1528.7 EC
283 283 EC2604 20250729 ... 1366.2 1363 EC
284 284 EC2606 20250729 ... 1501.8 1490.7 EC
285 285 SC_TAS2509 20250729 ... SC_TAS
286 286 SC_TAS2510 20250729 ... SC_TAS
287 287 SC_TAS2511 20250729 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 16:26:39,433 - future_1d - INFO - ak.get_shfe_daily('2025-07-29') done
2025-07-29 16:26:41,231 - future_1d - INFO - save future_daily 2025-07-29 add
2025-07-29 16:26:41,238 - future_1d - INFO - 0 1 2 3 4
symbol AP510 AP511 AP512 AP601 AP603
date 2025-07-29 2025-07-29 2025-07-29 2025-07-29 2025-07-29
opencol 8050.0 7789.0 7817.0 7880.0 7789.0
high 8060.0 7807.0 7817.0 7903.0 7801.0
low 7868.0 7673.0 7692.0 7746.0 7678.0
close 7908.0 7712.0 7738.0 7792.0 7744.0
volume 94772.0 952.0 42.0 6792.0 78.0
open_interest 103588.0 3762.0 126.0 12367.0 96.0
turnover 752506.41 7375.39 325.3 53136.18 603.89
settle 7940.0 7747.0 7745.0 7823.0 7742.0
pre_settle 8161.0 7851.0 7927.0 7980.0 7920.0
variety AP AP AP AP AP
exchange CZCE CZCE CZCE CZCE CZCE
comd AP AP AP AP AP
contract AP510 AP511 AP512 AP601 AP603
contract_yymm 2510 2511 2512 2601 2603
maturity_month 3 4 5 6 8
maturity_day 64 95 125 156 215
=========================================================================
2025-07-29 18:25:48 Tue START TASK.01 future_1d future_daily
=========================================================================
2025-07-29 18:25:50,711 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250721 7900.0 7958.0 ... 375658.99 7929.0 7878.0 AP
1 AP511 20250721 7687.0 7735.0 ... 2472.12 7701.0 7663.0 AP
2 AP512 20250721 7728.0 7757.0 ... 324.64 7730.0 7692.0 AP
3 AP601 20250721 7775.0 7825.0 ... 20406.76 7801.0 7742.0 AP
4 AP603 20250721 7686.0 7725.0 ... 277.52 7709.0 7680.0 AP
5 AP604 20250721 7727.0 7756.0 ... 100.57 7736.0 7716.0 AP
6 AP605 20250721 7783.0 7800.0 ... 256.89 7784.0 7756.0 AP
7 CF509 20250721 14295.0 14295.0 ... 2067628.59 14210.0 14300.0 CF
8 CF511 20250721 13910.0 13980.0 ... 135917.27 13925.0 13955.0 CF
9 CF601 20250721 13990.0 14040.0 ... 434827.07 13980.0 13980.0 CF
10 CF603 20250721 13920.0 13995.0 ... 3092.89 13930.0 13940.0 CF
11 CF605 20250721 13950.0 13995.0 ... 16398.15 13930.0 13935.0 CF
12 CF607 20250721 13915.0 13995.0 ... 195.46 13960.0 13965.0 CF
13 CJ509 20250721 9370.0 9495.0 ... 131475.60 9410.0 9395.0 CJ
14 CJ512 20250721 10220.0 10370.0 ... 12073.71 10245.0 10270.0 CJ
15 CJ601 20250721 10370.0 10530.0 ... 1111814.31 10410.0 10400.0 CJ
16 CJ603 20250721 10450.0 10590.0 ... 14116.21 10485.0 10480.0 CJ
17 CJ605 20250721 10600.0 10725.0 ... 79717.18 10620.0 10620.0 CJ
18 CJ607 20250721 10700.0 10835.0 ... 1132.64 10735.0 10695.0 CJ
19 CY508 20250721 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250721 20540.0 20540.0 ... 90622.28 20450.0 20525.0 CY
21 CY510 20250721 0.0 0.0 ... 0.00 20060.0 20135.0 CY
22 CY511 20250721 20165.0 20165.0 ... 10.08 20165.0 20150.0 CY
23 CY512 20250721 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250721 20225.0 20295.0 ... 232.84 20245.0 20285.0 CY
25 CY602 20250721 0.0 0.0 ... 0.00 19980.0 19980.0 CY
26 CY603 20250721 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250721 0.0 0.0 ... 0.00 19955.0 19905.0 CY
28 CY605 20250721 20190.0 20190.0 ... 10.10 20190.0 20170.0 CY
29 CY606 20250721 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250721 0.0 0.0 ... 0.00 19970.0 19970.0 CY
31 FG508 20250721 1104.0 1194.0 ... 21486.10 1160.0 1110.0 FG
32 FG509 20250721 1095.0 1186.0 ... 9509176.11 1145.0 1095.0 FG
33 FG510 20250721 1147.0 1240.0 ... 56637.12 1205.0 1151.0 FG
34 FG511 20250721 1135.0 1225.0 ... 76073.53 1186.0 1131.0 FG
35 FG512 20250721 1191.0 1285.0 ... 42700.88 1248.0 1190.0 FG
36 FG601 20250721 1175.0 1271.0 ... 1439757.53 1231.0 1175.0 FG
37 FG602 20250721 1216.0 1311.0 ... 2996.86 1273.0 1220.0 FG
38 FG603 20250721 1215.0 1304.0 ... 3628.61 1264.0 1215.0 FG
39 FG604 20250721 1250.0 1339.0 ... 3241.34 1302.0 1251.0 FG
40 FG605 20250721 1251.0 1336.0 ... 34449.12 1295.0 1247.0 FG
41 FG606 20250721 1265.0 1348.0 ... 2524.37 1311.0 1266.0 FG
42 FG607 20250721 1260.0 1341.0 ... 723.46 1306.0 1264.0 FG
43 JR509 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250721 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250721 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250721 2346.0 2384.0 ... 1698.93 2373.0 2353.0 MA
53 MA509 20250721 2368.0 2417.0 ... 2059355.30 2399.0 2374.0 MA
54 MA510 20250721 2396.0 2442.0 ... 63296.48 2428.0 2398.0 MA
55 MA511 20250721 2413.0 2459.0 ... 91700.47 2445.0 2414.0 MA
56 MA512 20250721 2433.0 2477.0 ... 37121.89 2463.0 2434.0 MA
57 MA601 20250721 2440.0 2487.0 ... 314840.39 2468.0 2442.0 MA
58 MA602 20250721 2442.0 2472.0 ... 113.09 2459.0 2427.0 MA
59 MA603 20250721 2440.0 2464.0 ... 196.12 2451.0 2428.0 MA
60 MA604 20250721 2411.0 2438.0 ... 50.95 2426.0 2404.0 MA
61 MA605 20250721 2370.0 2408.0 ... 6073.98 2392.0 2370.0 MA
62 MA606 20250721 2394.0 2411.0 ... 48.01 2400.0 2379.0 MA
63 MA607 20250721 2382.0 2406.0 ... 64.66 2395.0 2373.0 MA
64 OI509 20250721 9600.0 9659.0 ... 2333649.79 9597.0 9529.0 OI
65 OI511 20250721 9570.0 9636.0 ... 148420.91 9576.0 9516.0 OI
66 OI601 20250721 9518.0 9580.0 ... 401857.17 9520.0 9458.0 OI
67 OI603 20250721 9465.0 9514.0 ... 2043.80 9462.0 9397.0 OI
68 OI605 20250721 9394.0 9438.0 ... 6349.65 9379.0 9347.0 OI
69 OI607 20250721 9354.0 9359.0 ... 112.19 9350.0 9343.0 OI
70 PF508 20250721 6420.0 6480.0 ... 28320.85 6442.0 6500.0 PF
71 PF509 20250721 6378.0 6456.0 ... 434865.28 6422.0 6406.0 PF
72 PF510 20250721 6416.0 6512.0 ... 177786.37 6468.0 6432.0 PF
73 PF511 20250721 6406.0 6500.0 ... 84272.22 6448.0 6410.0 PF
74 PF512 20250721 6392.0 6484.0 ... 16321.20 6432.0 6390.0 PF
75 PF601 20250721 6398.0 6482.0 ... 6447.42 6442.0 6388.0 PF
76 PF602 20250721 6458.0 6478.0 ... 22.66 6476.0 6392.0 PF
77 PF603 20250721 6466.0 6484.0 ... 12.94 6472.0 6402.0 PF
78 PF604 20250721 6504.0 6504.0 ... 9.74 6496.0 6450.0 PF
79 PF605 20250721 6472.0 6530.0 ... 29.20 6490.0 6476.0 PF
80 PF606 20250721 0.0 0.0 ... 0.00 6490.0 6412.0 PF
81 PF607 20250721 0.0 0.0 ... 0.00 6482.0 6412.0 PF
82 PK510 20250721 8210.0 8234.0 ... 193971.73 8208.0 8242.0 PK
83 PK511 20250721 8032.0 8066.0 ... 65651.94 8054.0 8072.0 PK
84 PK512 20250721 8026.0 8028.0 ... 809.89 8020.0 8028.0 PK
85 PK601 20250721 8012.0 8040.0 ... 8573.16 8028.0 8036.0 PK
86 PK603 20250721 8036.0 8042.0 ... 265.02 8032.0 8024.0 PK
87 PK604 20250721 8034.0 8046.0 ... 92.44 8038.0 8024.0 PK
88 PK605 20250721 8028.0 8068.0 ... 1627.52 8038.0 8028.0 PK
89 PM509 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250721 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250721 5956.0 6034.0 ... 8835.77 6012.0 5962.0 PR
96 PR509 20250721 5938.0 6014.0 ... 502836.47 5976.0 5938.0 PR
97 PR510 20250721 5944.0 6022.0 ... 230026.70 5984.0 5944.0 PR
98 PR511 20250721 5940.0 6004.0 ... 50326.38 5966.0 5932.0 PR
99 PR512 20250721 5946.0 5964.0 ... 17.87 5956.0 5910.0 PR
100 PR601 20250721 5912.0 5970.0 ... 1076.72 5932.0 5892.0 PR
101 PR602 20250721 5966.0 5966.0 ... 8.95 5966.0 5922.0 PR
102 PR603 20250721 5974.0 5974.0 ... 8.96 5974.0 5922.0 PR
103 PR604 20250721 5924.0 5980.0 ... 35.74 5958.0 5910.0 PR
104 PR605 20250721 5940.0 5978.0 ... 62.61 5964.0 5940.0 PR
105 PR606 20250721 0.0 0.0 ... 0.00 5946.0 5914.0 PR
106 PR607 20250721 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250721 6962.0 7004.0 ... 3261.67 6956.0 6950.0 PX
108 PX509 20250721 6828.0 6894.0 ... 745722.19 6850.0 6808.0 PX
109 PX510 20250721 6802.0 6882.0 ... 66284.00 6830.0 6754.0 PX
110 PX511 20250721 6746.0 6838.0 ... 148781.72 6782.0 6712.0 PX
111 PX512 20250721 6722.0 6814.0 ... 40875.74 6760.0 6698.0 PX
112 PX601 20250721 6684.0 6784.0 ... 78427.74 6736.0 6662.0 PX
113 PX602 20250721 6700.0 6710.0 ... 30.17 6704.0 6654.0 PX
114 PX603 20250721 0.0 0.0 ... 0.00 6724.0 6638.0 PX
115 PX604 20250721 6674.0 6686.0 ... 6.68 6680.0 6630.0 PX
116 PX605 20250721 6648.0 6712.0 ... 126.70 6668.0 6640.0 PX
117 PX606 20250721 6708.0 6708.0 ... 6.70 6700.0 6616.0 PX
118 PX607 20250721 6644.0 6710.0 ... 20.05 6686.0 6628.0 PX
119 RI509 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250721 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250721 2720.0 2732.0 ... 6435.54 2715.0 2710.0 RM
126 RM509 20250721 2726.0 2745.0 ... 837958.36 2727.0 2721.0 RM
127 RM511 20250721 2538.0 2562.0 ... 14990.69 2549.0 2529.0 RM
128 RM601 20250721 2396.0 2421.0 ... 230124.45 2407.0 2386.0 RM
129 RM603 20250721 2361.0 2389.0 ... 39873.08 2374.0 2351.0 RM
130 RM605 20250721 2355.0 2372.0 ... 47973.34 2365.0 2346.0 RM
131 RM607 20250721 2352.0 2365.0 ... 2146.56 2359.0 2340.0 RM
132 RS508 20250721 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250721 5162.0 5162.0 ... 194.96 5131.0 5141.0 RS
134 RS511 20250721 5200.0 5275.0 ... 207.92 5198.0 5181.0 RS
135 RS607 20250721 0.0 0.0 ... 0.00 5180.0 5176.0 RS
136 SA508 20250721 1216.0 1297.0 ... 14123.12 1268.0 1217.0 SA
137 SA509 20250721 1232.0 1309.0 ... 9596856.89 1273.0 1226.0 SA
138 SA510 20250721 1239.0 1327.0 ... 296120.29 1301.0 1240.0 SA
139 SA511 20250721 1249.0 1330.0 ... 433296.72 1304.0 1244.0 SA
140 SA512 20250721 1265.0 1360.0 ... 186250.71 1329.0 1272.0 SA
141 SA601 20250721 1280.0 1365.0 ... 2650502.06 1327.0 1273.0 SA
142 SA602 20250721 1289.0 1374.0 ... 29395.18 1342.0 1286.0 SA
143 SA603 20250721 1286.0 1375.0 ... 23175.83 1347.0 1282.0 SA
144 SA604 20250721 1312.0 1400.0 ... 7165.39 1363.0 1312.0 SA
145 SA605 20250721 1315.0 1402.0 ... 88422.37 1366.0 1314.0 SA
146 SA606 20250721 1322.0 1409.0 ... 6355.43 1377.0 1323.0 SA
147 SA607 20250721 1324.0 1400.0 ... 2454.41 1371.0 1322.0 SA
148 SF508 20250721 5576.0 5696.0 ... 19344.71 5642.0 5524.0 SF
149 SF509 20250721 5620.0 5728.0 ... 870674.20 5662.0 5532.0 SF
150 SF510 20250721 5564.0 5688.0 ... 168100.80 5628.0 5488.0 SF
151 SF511 20250721 5722.0 5838.0 ... 232845.36 5778.0 5636.0 SF
152 SF512 20250721 5686.0 5802.0 ... 14831.68 5742.0 5604.0 SF
153 SF601 20250721 5678.0 5784.0 ... 38997.83 5718.0 5584.0 SF
154 SF602 20250721 5636.0 5720.0 ... 803.06 5656.0 5528.0 SF
155 SF603 20250721 6066.0 6066.0 ... 115.77 5790.0 5676.0 SF
156 SF604 20250721 5750.0 5788.0 ... 23.03 5758.0 5618.0 SF
157 SF605 20250721 5730.0 5820.0 ... 720.97 5768.0 5642.0 SF
158 SF606 20250721 5712.0 5764.0 ... 51.43 5716.0 5570.0 SF
159 SF607 20250721 5868.0 5914.0 ... 32.13 5842.0 5640.0 SF
160 SH508 20250721 2452.0 2564.0 ... 68831.87 2518.0 2453.0 SH
161 SH509 20250721 2475.0 2625.0 ... 7039880.46 2557.0 2482.0 SH
162 SH510 20250721 2486.0 2641.0 ... 781913.51 2571.0 2500.0 SH
163 SH511 20250721 2469.0 2618.0 ... 640463.82 2545.0 2477.0 SH
164 SH512 20250721 2472.0 2622.0 ... 148428.69 2547.0 2481.0 SH
165 SH601 20250721 2458.0 2604.0 ... 407953.52 2538.0 2458.0 SH
166 SH602 20250721 2488.0 2626.0 ... 2212.80 2570.0 2481.0 SH
167 SH603 20250721 2493.0 2623.0 ... 1621.97 2562.0 2487.0 SH
168 SH604 20250721 2546.0 2650.0 ... 280.01 2593.0 2516.0 SH
169 SH605 20250721 2522.0 2659.0 ... 8663.15 2599.0 2522.0 SH
170 SH606 20250721 2553.0 2668.0 ... 401.90 2627.0 2548.0 SH
171 SH607 20250721 2553.0 2666.0 ... 220.12 2621.0 2543.0 SH
172 SM508 20250721 5890.0 5938.0 ... 3921.36 5898.0 5814.0 SM
173 SM509 20250721 5898.0 5950.0 ... 1152426.45 5908.0 5824.0 SM
174 SM510 20250721 5862.0 5926.0 ... 59783.88 5886.0 5800.0 SM
175 SM511 20250721 5912.0 5992.0 ... 145420.24 5950.0 5864.0 SM
176 SM512 20250721 5924.0 5990.0 ... 34128.29 5948.0 5860.0 SM
177 SM601 20250721 5948.0 5984.0 ... 146454.85 5944.0 5850.0 SM
178 SM602 20250721 5938.0 5978.0 ... 228.77 5942.0 5856.0 SM
179 SM603 20250721 5900.0 5984.0 ... 202.10 5944.0 5860.0 SM
180 SM604 20250721 5952.0 5996.0 ... 92.47 5966.0 5860.0 SM
181 SM605 20250721 5950.0 6004.0 ... 2428.83 5960.0 5862.0 SM
182 SM606 20250721 5958.0 5998.0 ... 29.82 5964.0 5876.0 SM
183 SM607 20250721 0.0 0.0 ... 0.00 5862.0 5862.0 SM
184 SR509 20250721 5840.0 5854.0 ... 1090661.67 5840.0 5828.0 SR
185 SR511 20250721 5725.0 5744.0 ... 134964.27 5734.0 5722.0 SR
186 SR601 20250721 5668.0 5678.0 ... 161173.63 5670.0 5659.0 SR
187 SR603 20250721 5626.0 5643.0 ... 3330.78 5636.0 5623.0 SR
188 SR605 20250721 5608.0 5618.0 ... 9493.81 5611.0 5596.0 SR
189 SR607 20250721 5599.0 5612.0 ... 571.83 5606.0 5589.0 SR
190 TA508 20250721 4772.0 4808.0 ... 9779.35 4784.0 4760.0 TA
191 TA509 20250721 4758.0 4810.0 ... 2274962.39 4776.0 4752.0 TA
192 TA510 20250721 4740.0 4808.0 ... 81965.40 4774.0 4730.0 TA
193 TA511 20250721 4734.0 4796.0 ... 55920.64 4760.0 4722.0 TA
194 TA512 20250721 4726.0 4780.0 ... 26305.74 4746.0 4716.0 TA
195 TA601 20250721 4706.0 4774.0 ... 553157.26 4740.0 4686.0 TA
196 TA602 20250721 4714.0 4770.0 ... 154.12 4742.0 4682.0 TA
197 TA603 20250721 4710.0 4770.0 ... 123.22 4740.0 4690.0 TA
198 TA604 20250721 4718.0 4768.0 ... 42.72 4748.0 4680.0 TA
199 TA605 20250721 4712.0 4780.0 ... 8661.57 4756.0 4700.0 TA
200 TA606 20250721 4728.0 4772.0 ... 33.28 4754.0 4692.0 TA
201 TA607 20250721 4760.0 4780.0 ... 35.75 4768.0 4692.0 TA
202 UR508 20250721 1763.0 1808.0 ... 6165.21 1795.0 1754.0 UR
203 UR509 20250721 1790.0 1818.0 ... 1189792.96 1807.0 1758.0 UR
204 UR510 20250721 1758.0 1797.0 ... 32428.25 1790.0 1749.0 UR
205 UR511 20250721 1773.0 1798.0 ... 34961.13 1792.0 1749.0 UR
206 UR512 20250721 1778.0 1790.0 ... 499.39 1784.0 1735.0 UR
207 UR601 20250721 1760.0 1783.0 ... 237965.14 1774.0 1730.0 UR
208 UR602 20250721 1728.0 1777.0 ... 1033.62 1770.0 1724.0 UR
209 UR603 20250721 1784.0 1799.0 ... 1103.92 1792.0 1755.0 UR
210 UR604 20250721 1776.0 1795.0 ... 339.44 1787.0 1745.0 UR
211 UR605 20250721 1752.0 1789.0 ... 8031.87 1778.0 1738.0 UR
212 UR606 20250721 1752.0 1781.0 ... 695.37 1774.0 1733.0 UR
213 UR607 20250721 1769.0 1797.0 ... 121.56 1788.0 1743.0 UR
214 WH509 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250721 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250721 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-29 18:25:51,071 - future_1d - INFO - ak.get_czce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 PS2508 20250721 45200.0 ... 45290.0 44670.0 PS
1 PS2509 20250721 45280.0 ... 45055.0 44175.0 PS
2 PS2510 20250721 44400.0 ... 44835.0 43905.0 PS
3 PS2511 20250721 44260.0 ... 44625.0 43535.0 PS
4 PS2512 20250721 45800.0 ... 46680.0 45790.0 PS
5 PS2601 20250721 46010.0 ... 46365.0 45550.0 PS
6 PS2602 20250721 45200.0 ... 46140.0 45270.0 PS
7 PS2603 20250721 45200.0 ... 46135.0 45325.0 PS
8 PS2604 20250721 45140.0 ... 46090.0 44790.0 PS
9 PS2605 20250721 45460.0 ... 46100.0 45200.0 PS
10 PS2606 20250721 46000.0 ... 47085.0 46070.0 PS
11 PS2607 20250721 46350.0 ... 46580.0 45585.0 PS
13 SI2508 20250721 8810.0 ... 9085.0 8840.0 SI
14 SI2509 20250721 8960.0 ... 9110.0 8820.0 SI
15 SI2510 20250721 8770.0 ... 9030.0 8805.0 SI
16 SI2511 20250721 8850.0 ... 8975.0 8730.0 SI
17 SI2512 20250721 9105.0 ... 9275.0 9035.0 SI
18 SI2601 20250721 8970.0 ... 9195.0 8970.0 SI
19 SI2602 20250721 9020.0 ... 9160.0 8970.0 SI
20 SI2603 20250721 9005.0 ... 9140.0 8955.0 SI
21 SI2604 20250721 9035.0 ... 9160.0 8950.0 SI
22 SI2605 20250721 8935.0 ... 9130.0 8910.0 SI
23 SI2606 20250721 9005.0 ... 9130.0 8885.0 SI
24 SI2607 20250721 9000.0 ... 9125.0 8875.0 SI
27 LC2508 20250721 70880.0 ... 70900.0 69620.0 LC
28 LC2509 20250721 71160.0 ... 70960.0 69520.0 LC
29 LC2510 20250721 70000.0 ... 70140.0 68800.0 LC
30 LC2511 20250721 69560.0 ... 69780.0 68360.0 LC
31 LC2512 20250721 69500.0 ... 69740.0 68380.0 LC
32 LC2601 20250721 69500.0 ... 69700.0 68240.0 LC
33 LC2602 20250721 68800.0 ... 69360.0 68120.0 LC
34 LC2603 20250721 69500.0 ... 69300.0 68100.0 LC
35 LC2604 20250721 69640.0 ... 69800.0 68440.0 LC
36 LC2605 20250721 70000.0 ... 69820.0 68440.0 LC
37 LC2606 20250721 69080.0 ... 69700.0 68300.0 LC
38 LC2607 20250721 68980.0 ... 69640.0 68300.0 LC
[36 rows x 12 columns]
2025-07-29 18:25:51,303 - future_1d - INFO - ak.get_gfex_daily('2025-07-21') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250721 ... 79230 78310 CU
1 1 CU2509 20250721 ... 79260 78330 CU
2 2 CU2510 20250721 ... 79390 78290 CU
3 3 CU2511 20250721 ... 79440 78230 CU
4 4 CU2512 20250721 ... 79200 78160 CU
5 5 CU2601 20250721 ... 79100 78120 CU
6 6 CU2602 20250721 ... 79140 78100 CU
7 7 CU2603 20250721 ... 79050 78040 CU
8 8 CU2604 20250721 ... 79080 78020 CU
9 9 CU2605 20250721 ... 79130 78070 CU
10 10 CU2606 20250721 ... 79180 78080 CU
11 11 CU2607 20250721 ... 79360 78120 CU
12 12 BC2508 20250721 ... 70350 69490 BC
13 13 BC2509 20250721 ... 70450 69570 BC
14 14 BC2510 20250721 ... 70810 69630 BC
15 15 BC2511 20250721 ... 69190 69190 BC
16 16 BC2512 20250721 ... 70180 69320 BC
17 17 BC2601 20250721 ... 69480 69480 BC
18 18 BC2602 20250721 ... 69410 69410 BC
19 19 BC2603 20250721 ... 69290 69290 BC
20 20 BC2604 20250721 ... 69430 69430 BC
21 21 BC2605 20250721 ... 69480 69460 BC
22 22 BC2606 20250721 ... 69340 68190 BC
23 23 BC2607 20250721 ... 67820 67820 BC
24 24 AL2508 20250721 ... 20780 20550 AL
25 25 AL2509 20250721 ... 20745 20505 AL
26 26 AL2510 20250721 ... 20695 20435 AL
27 27 AL2511 20250721 ... 20615 20365 AL
28 28 AL2512 20250721 ... 20555 20315 AL
29 29 AL2601 20250721 ... 20540 20285 AL
30 30 AL2602 20250721 ... 20560 20285 AL
31 31 AL2603 20250721 ... 20505 20285 AL
32 32 AL2604 20250721 ... 20545 20300 AL
33 33 AL2605 20250721 ... 20570 20295 AL
34 34 AL2606 20250721 ... 20520 20315 AL
35 35 AL2607 20250721 ... 20485 20315 AL
36 36 ZN2508 20250721 ... 22750 22295 ZN
37 37 ZN2509 20250721 ... 22785 22300 ZN
38 38 ZN2510 20250721 ... 22775 22275 ZN
39 39 ZN2511 20250721 ... 22730 22235 ZN
40 40 ZN2512 20250721 ... 22675 22190 ZN
41 41 ZN2601 20250721 ... 22585 22165 ZN
42 42 ZN2602 20250721 ... 22615 22110 ZN
43 43 ZN2603 20250721 ... 22590 22150 ZN
44 44 ZN2604 20250721 ... 22550 22165 ZN
45 45 ZN2605 20250721 ... 22565 22125 ZN
46 46 ZN2606 20250721 ... 22580 22135 ZN
47 47 ZN2607 20250721 ... 22565 22135 ZN
48 48 PB2508 20250721 ... 16935 16815 PB
49 49 PB2509 20250721 ... 16965 16850 PB
50 50 PB2510 20250721 ... 16985 16875 PB
51 51 PB2511 20250721 ... 17000 16890 PB
52 52 PB2512 20250721 ... 17030 16905 PB
53 53 PB2601 20250721 ... 17060 16900 PB
54 54 PB2602 20250721 ... 17065 16965 PB
55 55 PB2603 20250721 ... 17080 16955 PB
56 56 PB2604 20250721 ... 17110 16950 PB
57 57 PB2605 20250721 ... 17080 16975 PB
58 58 PB2606 20250721 ... 16980 16980 PB
59 59 PB2607 20250721 ... 17110 16980 PB
60 60 NI2508 20250721 ... 121690 120250 NI
61 61 NI2509 20250721 ... 121870 120330 NI
62 62 NI2510 20250721 ... 122090 120400 NI
63 63 NI2511 20250721 ... 122450 120370 NI
64 64 NI2512 20250721 ... 122400 120660 NI
65 65 NI2601 20250721 ... 122890 120920 NI
66 66 NI2602 20250721 ... 122900 121100 NI
67 67 NI2603 20250721 ... 123270 121260 NI
68 68 NI2604 20250721 ... 122810 121480 NI
69 69 NI2605 20250721 ... 123280 121770 NI
70 70 NI2606 20250721 ... 123570 122040 NI
71 71 NI2607 20250721 ... 123980 121820 NI
72 72 SN2508 20250721 ... 265570 263900 SN
73 73 SN2509 20250721 ... 265900 264190 SN
74 74 SN2510 20250721 ... 266240 264280 SN
75 75 SN2511 20250721 ... 266360 264400 SN
76 76 SN2512 20250721 ... 266690 264710 SN
77 77 SN2601 20250721 ... 266020 264790 SN
78 78 SN2602 20250721 ... 266770 264700 SN
79 79 SN2603 20250721 ... 266950 264500 SN
80 80 SN2604 20250721 ... 267120 265010 SN
81 81 SN2605 20250721 ... 263850 265510 SN
82 82 SN2606 20250721 ... 267180 266120 SN
83 83 SN2607 20250721 ... 265840 265090 SN
84 84 AO2508 20250721 ... 3343 3148 AO
85 85 AO2509 20250721 ... 3312 3124 AO
86 86 AO2510 20250721 ... 3266 3106 AO
87 87 AO2511 20250721 ... 3253 3099 AO
88 88 AO2512 20250721 ... 3243 3093 AO
89 89 AO2601 20250721 ... 3237 3087 AO
90 90 AO2602 20250721 ... 3208 3087 AO
91 91 AO2603 20250721 ... 3202 3073 AO
92 92 AO2604 20250721 ... 3194 3058 AO
93 93 AO2605 20250721 ... 3180 3055 AO
94 94 AO2606 20250721 ... 3166 3048 AO
95 95 AO2607 20250721 ... 3158 3046 AO
96 96 AD2511 20250721 ... 20100 19885 AD
97 97 AD2512 20250721 ... 20080 19820 AD
98 98 AD2601 20250721 ... 20050 19740 AD
99 99 AD2602 20250721 ... 19940 19685 AD
100 100 AD2603 20250721 ... 19960 19680 AD
101 101 AD2604 20250721 ... 19895 19690 AD
102 102 AD2605 20250721 ... 19880 19640 AD
103 103 AD2606 20250721 ... 19845 19635 AD
104 104 AD2607 20250721 ... 19550 19550 AD
105 105 AU2508 20250721 ... 777.66 773 AU
106 106 AU2509 20250721 ... 778.46 773.84 AU
107 107 AU2510 20250721 ... 779.84 775.34 AU
108 108 AU2512 20250721 ... 781.96 777.26 AU
109 109 AU2602 20250721 ... 784.18 779.48 AU
110 110 AU2604 20250721 ... 786.8 782.12 AU
111 111 AU2606 20250721 ... 789.14 783.84 AU
112 112 AU2608 20250721 ... 791.16 786.84 AU
113 113 AG2508 20250721 ... 9224 9159 AG
114 114 AG2509 20250721 ... 9237 9176 AG
115 115 AG2510 20250721 ... 9249 9186 AG
116 116 AG2511 20250721 ... 9261 9199 AG
117 117 AG2512 20250721 ... 9271 9205 AG
118 118 AG2601 20250721 ... 9285 9221 AG
119 119 AG2602 20250721 ... 9294 9234 AG
120 120 AG2603 20250721 ... 9305 9251 AG
121 121 AG2604 20250721 ... 9316 9256 AG
122 122 AG2605 20250721 ... 9328 9272 AG
123 123 AG2606 20250721 ... 9341 9285 AG
124 124 AG2607 20250721 ... 9354 9315 AG
125 125 RB2508 20250721 ... 3121 3083 RB
126 126 RB2509 20250721 ... 3152 3103 RB
127 127 RB2510 20250721 ... 3207 3156 RB
128 128 RB2511 20250721 ... 3229 3178 RB
129 129 RB2512 20250721 ... 3255 3200 RB
130 130 RB2601 20250721 ... 3260 3200 RB
131 131 RB2602 20250721 ... 3242 3190 RB
132 132 RB2603 20250721 ... 3259 3196 RB
133 133 RB2604 20250721 ... 3266 3197 RB
134 134 RB2605 20250721 ... 3271 3213 RB
135 135 RB2606 20250721 ... 3281 3220 RB
136 136 RB2607 20250721 ... 3298 3225 RB
137 137 WR2508 20250721 ... 3212 3212 WR
138 138 WR2509 20250721 ... 3335 3335 WR
139 139 WR2510 20250721 ... 3498 3431 WR
140 140 WR2511 20250721 ... 3481 3408 WR
141 141 WR2512 20250721 ... 3536 3447 WR
142 142 WR2601 20250721 ... 3513 3400 WR
143 143 WR2602 20250721 ... 3496 3396 WR
144 144 WR2603 20250721 ... 3462 3387 WR
145 145 WR2604 20250721 ... 3524 3437 WR
146 146 WR2605 20250721 ... 3594 3379 WR
147 147 WR2606 20250721 ... 3543 3400 WR
148 148 WR2607 20250721 ... 3640 3400 WR
149 149 HC2508 20250721 ... 3358 3304 HC
150 150 HC2509 20250721 ... 3393 3326 HC
151 151 HC2510 20250721 ... 3381 3321 HC
152 152 HC2511 20250721 ... 3387 3325 HC
153 153 HC2512 20250721 ... 3393 3328 HC
154 154 HC2601 20250721 ... 3396 3332 HC
155 155 HC2602 20250721 ... 3399 3335 HC
156 156 HC2603 20250721 ... 3403 3338 HC
157 157 HC2604 20250721 ... 3393 3353 HC
158 158 HC2605 20250721 ... 3396 3333 HC
159 159 HC2606 20250721 ... 3421 3344 HC
160 160 HC2607 20250721 ... 3411 3336 HC
161 161 SS2508 20250721 ... 12865 12745 SS
162 162 SS2509 20250721 ... 12870 12735 SS
163 163 SS2510 20250721 ... 12910 12775 SS
164 164 SS2511 20250721 ... 12920 12805 SS
165 165 SS2512 20250721 ... 12950 12830 SS
166 166 SS2601 20250721 ... 13015 12875 SS
167 167 SS2602 20250721 ... 13040 12910 SS
168 168 SS2603 20250721 ... 13090 12965 SS
169 169 SS2604 20250721 ... 13120 13005 SS
170 170 SS2605 20250721 ... 13170 13025 SS
171 171 SS2606 20250721 ... 13190 13045 SS
172 172 SS2607 20250721 ... 13240 13090 SS
173 173 SC2508 20250721 ... 534.6 523.5 SC
174 174 SC2509 20250721 ... 515.3 511.1 SC
175 175 SC2510 20250721 ... 507.3 504.1 SC
176 176 SC2511 20250721 ... 500.7 498.6 SC
177 177 SC2512 20250721 ... 496.9 495 SC
178 178 SC2601 20250721 ... 493.5 490.5 SC
179 179 SC2602 20250721 ... 490.5 488 SC
180 180 SC2603 20250721 ... 487.8 485.7 SC
181 181 SC2604 20250721 ... 485 483.9 SC
182 182 SC2605 20250721 ... 486.3 479.5 SC
183 183 SC2606 20250721 ... 480.8 480.5 SC
184 184 SC2607 20250721 ... 475.5 475.5 SC
185 185 SC2609 20250721 ... 473.4 471.9 SC
186 186 SC2612 20250721 ... 477 471.1 SC
187 187 SC2703 20250721 ... 472.1 472.1 SC
188 188 SC2706 20250721 ... 470.6 471.4 SC
189 189 SC2709 20250721 ... 470.3 469.1 SC
190 190 SC2712 20250721 ... 467.2 467.2 SC
191 191 SC2803 20250721 ... 465.3 465 SC
192 192 SC2806 20250721 ... 467.1 466.8 SC
193 193 LU2508 20250721 ... 3596 3592 LU
194 194 LU2509 20250721 ... 3613 3596 LU
195 195 LU2510 20250721 ... 3610 3595 LU
196 196 LU2511 20250721 ... 3596 3572 LU
197 197 LU2512 20250721 ... 3575 3545 LU
198 198 LU2601 20250721 ... 3550 3541 LU
199 199 LU2602 20250721 ... 3553 3527 LU
200 200 LU2603 20250721 ... 3546 3514 LU
201 201 LU2604 20250721 ... 3503 3477 LU
202 202 LU2605 20250721 ... 3496 3494 LU
203 203 LU2606 20250721 ... 3489 3486 LU
204 204 LU2607 20250721 ... 3485 3456 LU
205 205 FU2508 20250721 ... 2885 2854 FU
206 206 FU2509 20250721 ... 2921 2880 FU
207 207 FU2510 20250721 ... 2929 2889 FU
208 208 FU2511 20250721 ... 2921 2882 FU
209 209 FU2512 20250721 ... 2901 2871 FU
210 210 FU2601 20250721 ... 2889 2863 FU
211 211 FU2602 20250721 ... 2874 2851 FU
212 212 FU2603 20250721 ... 2862 2838 FU
213 213 FU2604 20250721 ... 2845 2825 FU
214 214 FU2605 20250721 ... 2827 2803 FU
215 215 FU2606 20250721 ... 2814 2796 FU
216 216 FU2607 20250721 ... 2804 2785 FU
217 217 BU2508 20250721 ... 3685 3669 BU
218 218 BU2509 20250721 ... 3661 3647 BU
219 219 BU2510 20250721 ... 3612 3594 BU
220 220 BU2511 20250721 ... 3560 3542 BU
221 221 BU2512 20250721 ... 3487 3471 BU
222 222 BU2601 20250721 ... 3449 3433 BU
223 223 BU2602 20250721 ... 3435 3412 BU
224 224 BU2603 20250721 ... 3429 3409 BU
225 225 BU2604 20250721 ... 3421 3408 BU
226 226 BU2605 20250721 ... 3419 3399 BU
227 227 BU2606 20250721 ... 3413 3398 BU
228 228 BU2607 20250721 ... 3464 3407 BU
229 229 BU2609 20250721 ... 3397 3403 BU
230 230 BU2612 20250721 ... 3347 3338 BU
231 231 BU2703 20250721 ... 3329 3325 BU
232 232 BU2706 20250721 ... 3342 3326 BU
233 233 BR2508 20250721 ... 11910 11710 BR
234 234 BR2509 20250721 ... 11895 11675 BR
235 235 BR2510 20250721 ... 11875 11650 BR
236 236 BR2511 20250721 ... 11900 11655 BR
237 237 BR2512 20250721 ... 11885 11655 BR
238 238 BR2601 20250721 ... 11880 11650 BR
239 239 BR2602 20250721 ... 11860 11630 BR
240 240 BR2603 20250721 ... 11865 11650 BR
241 241 BR2604 20250721 ... 11925 11630 BR
242 242 BR2605 20250721 ... 11925 11640 BR
243 243 BR2606 20250721 ... 11885 11640 BR
244 244 BR2607 20250721 ... 11900 11665 BR
245 245 RU2508 20250721 ... 14880 14795 RU
246 246 RU2509 20250721 ... 14900 14840 RU
247 247 RU2510 20250721 ... 14905 14835 RU
248 248 RU2511 20250721 ... 14895 14820 RU
249 249 RU2601 20250721 ... 15695 15650 RU
250 250 RU2603 20250721 ... 15695 15620 RU
251 251 RU2604 20250721 ... 15740 15670 RU
252 252 RU2605 20250721 ... 15800 15685 RU
253 253 RU2606 20250721 ... 15670 15670 RU
254 254 RU2607 20250721 ... 15805 15695 RU
255 255 NR2508 20250721 ... 12710 12700 NR
256 256 NR2509 20250721 ... 12745 12730 NR
257 257 NR2510 20250721 ... 12745 12730 NR
258 258 NR2511 20250721 ... 12755 12765 NR
259 259 NR2512 20250721 ... 12805 12825 NR
260 260 NR2601 20250721 ... 12810 12805 NR
261 261 NR2602 20250721 ... 12815 12825 NR
262 262 NR2603 20250721 ... 12845 12860 NR
263 263 NR2604 20250721 ... 12765 12840 NR
264 264 NR2605 20250721 ... 12865 12885 NR
265 265 NR2606 20250721 ... 12815 12950 NR
266 266 NR2607 20250721 ... 12520 12520 NR
267 267 SP2508 20250721 ... 5302 5276 SP
268 268 SP2509 20250721 ... 5328 5292 SP
269 269 SP2510 20250721 ... 5304 5284 SP
270 270 SP2511 20250721 ... 5294 5262 SP
271 271 SP2512 20250721 ... 5250 5218 SP
272 272 SP2601 20250721 ... 5470 5444 SP
273 273 SP2602 20250721 ... 5418 5396 SP
274 274 SP2603 20250721 ... 5422 5392 SP
275 275 SP2604 20250721 ... 5396 5384 SP
276 276 SP2605 20250721 ... 5416 5386 SP
277 277 SP2606 20250721 ... 5422 5380 SP
278 278 SP2607 20250721 ... 5410 5390 SP
279 279 EC2508 20250721 ... 2300.3 2219.6 EC
280 280 EC2510 20250721 ... 1648.5 1631.1 EC
281 281 EC2512 20250721 ... 1807 1809.5 EC
282 282 EC2602 20250721 ... 1513.8 1513.1 EC
283 283 EC2604 20250721 ... 1355.6 1332.9 EC
284 284 EC2606 20250721 ... 1467.1 1459.3 EC
285 285 SC_TAS2508 20250721 ... SC_TAS
286 286 SC_TAS2509 20250721 ... SC_TAS
287 287 SC_TAS2510 20250721 ... SC_TAS
288 288 SC_TAS2511 20250721 ... SC_TAS
[289 rows x 13 columns]
2025-07-29 18:25:51,466 - future_1d - INFO - ak.get_shfe_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 a2509 20250721 4178.00 ... 4176.00 4198.00 A
1 a2511 20250721 4118.00 ... 4109.00 4117.00 A
2 a2601 20250721 4106.00 ... 4100.00 4108.00 A
3 a2603 20250721 4098.00 ... 4088.00 4097.00 A
4 a2605 20250721 4108.00 ... 4118.00 4132.00 A
5 a2607 20250721 4108.00 ... 4123.00 4122.00 A
6 b2508 20250721 3660.00 ... 3646.00 3641.00 B
7 b2509 20250721 3728.00 ... 3720.00 3711.00 B
8 b2510 20250721 3766.00 ... 3757.00 3752.00 B
9 b2511 20250721 3780.00 ... 3770.00 3757.00 B
10 b2512 20250721 3787.00 ... 3783.00 3766.00 B
11 b2601 20250721 3764.00 ... 3764.00 3756.00 B
12 b2602 20250721 3712.00 ... 3716.00 3700.00 B
13 b2603 20250721 3608.00 ... 3613.00 3602.00 B
14 b2604 20250721 3507.00 ... 3503.00 3492.00 B
15 b2605 20250721 3430.00 ... 3433.00 3419.00 B
16 b2606 20250721 3422.00 ... 3428.00 3410.00 B
17 b2607 20250721 3438.00 ... 3424.00 3417.00 B
18 bb2509 20250721 151.35 ... 155.95 152.30 BB
19 bb2511 20250721 151.40 ... 153.80 150.80 BB
20 bb2601 20250721 147.10 ... 147.60 146.45 BB
21 bb2603 20250721 0.00 ... 154.15 152.95 BB
22 bb2605 20250721 0.00 ... 154.15 152.95 BB
23 bb2607 20250721 0.00 ... 154.15 152.95 BB
24 bz2603 20250721 6165.00 ... 6219.00 6156.00 BZ
25 bz2604 20250721 6163.00 ... 6203.00 6139.00 BZ
26 bz2605 20250721 6167.00 ... 6209.00 6132.00 BZ
27 bz2606 20250721 6193.00 ... 6201.00 6130.00 BZ
28 c2509 20250721 2318.00 ... 2319.00 2305.00 C
29 c2511 20250721 2281.00 ... 2282.00 2273.00 C
30 c2601 20250721 2244.00 ... 2245.00 2240.00 C
31 c2603 20250721 2245.00 ... 2245.00 2242.00 C
32 c2605 20250721 2288.00 ... 2289.00 2281.00 C
33 c2607 20250721 2304.00 ... 2301.00 2294.00 C
34 cs2509 20250721 2658.00 ... 2668.00 2650.00 CS
35 cs2511 20250721 2608.00 ... 2621.00 2600.00 CS
36 cs2601 20250721 2618.00 ... 2635.00 2611.00 CS
37 cs2603 20250721 2614.00 ... 2619.00 2600.00 CS
38 cs2605 20250721 2659.00 ... 2662.00 2645.00 CS
39 cs2607 20250721 2656.00 ... 2662.00 2652.00 CS
40 eb2507 20250721 7539.00 ... 7387.00 7350.00 EB
41 eb2508 20250721 7378.00 ... 7451.00 7317.00 EB
42 eb2509 20250721 7288.00 ... 7371.00 7246.00 EB
43 eb2510 20250721 7210.00 ... 7305.00 7189.00 EB
44 eb2511 20250721 7147.00 ... 7237.00 7131.00 EB
45 eb2512 20250721 7122.00 ... 7197.00 7107.00 EB
46 eb2601 20250721 7127.00 ... 7199.00 7108.00 EB
47 eb2602 20250721 7158.00 ... 7242.00 7124.00 EB
48 eb2603 20250721 7168.00 ... 7245.00 7134.00 EB
49 eb2604 20250721 7233.00 ... 7242.00 7151.00 EB
50 eb2605 20250721 7182.00 ... 7236.00 7142.00 EB
51 eb2606 20250721 7180.00 ... 7226.00 7144.00 EB
52 eg2507 20250721 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250721 4345.00 ... 4358.00 4345.00 EG
54 eg2509 20250721 4390.00 ... 4404.00 4376.00 EG
55 eg2510 20250721 4380.00 ... 4405.00 4371.00 EG
56 eg2511 20250721 4386.00 ... 4408.00 4372.00 EG
57 eg2512 20250721 4389.00 ... 4404.00 4367.00 EG
58 eg2601 20250721 4362.00 ... 4395.00 4362.00 EG
59 eg2602 20250721 4406.00 ... 4399.00 4365.00 EG
60 eg2603 20250721 4384.00 ... 4402.00 4366.00 EG
61 eg2604 20250721 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250721 4403.00 ... 4426.00 4393.00 EG
63 eg2606 20250721 4440.00 ... 4440.00 4380.00 EG
64 fb2508 20250721 1367.00 ... 1369.00 1358.50 FB
65 fb2509 20250721 1280.50 ... 1289.50 1285.00 FB
66 fb2510 20250721 1299.50 ... 1309.00 1302.50 FB
67 fb2511 20250721 1311.50 ... 1312.00 1302.00 FB
68 fb2512 20250721 1317.50 ... 1313.00 1309.00 FB
69 fb2601 20250721 1302.50 ... 1305.50 1302.00 FB
70 fb2602 20250721 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250721 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250721 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250721 1277.00 ... 1302.50 1292.50 FB
74 fb2606 20250721 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250721 0.00 ... 1297.00 1297.00 FB
76 i2508 20250721 791.00 ... 806.50 794.00 I
77 i2509 20250721 786.50 ... 803.00 792.50 I
78 i2510 20250721 780.00 ... 797.00 784.50 I
79 i2511 20250721 771.50 ... 789.50 776.50 I
80 i2512 20250721 764.50 ... 782.50 769.50 I
81 i2601 20250721 755.00 ... 771.50 759.00 I
82 i2602 20250721 750.00 ... 767.00 755.50 I
83 i2603 20250721 745.50 ... 763.00 751.50 I
84 i2604 20250721 739.50 ... 757.00 745.50 I
85 i2605 20250721 731.00 ... 747.50 735.50 I
86 i2606 20250721 727.00 ... 743.00 730.50 I
87 i2607 20250721 721.50 ... 737.00 725.00 I
88 j2508 20250721 1536.00 ... 1567.00 1477.00 J
89 j2509 20250721 1530.00 ... 1572.00 1526.00 J
90 j2510 20250721 1536.00 ... 1593.50 1544.00 J
91 j2511 20250721 1550.00 ... 1612.00 1549.50 J
92 j2512 20250721 1598.00 ... 1638.50 1565.50 J
93 j2601 20250721 1569.50 ... 1623.00 1570.00 J
94 j2602 20250721 1619.50 ... 1642.00 1572.50 J
95 j2603 20250721 0.00 ... 1589.00 1589.00 J
96 j2604 20250721 0.00 ... 1652.50 1575.50 J
97 j2605 20250721 1621.00 ... 1671.00 1601.00 J
98 j2606 20250721 1640.00 ... 1664.00 1620.00 J
99 j2607 20250721 1646.00 ... 1662.50 1591.50 J
100 jd2507 20250721 3160.00 ... 3160.00 2982.00 JD
101 jd2508 20250721 3531.00 ... 3568.00 3513.00 JD
102 jd2509 20250721 3618.00 ... 3624.00 3613.00 JD
103 jd2510 20250721 3385.00 ... 3393.00 3373.00 JD
104 jd2511 20250721 3396.00 ... 3399.00 3387.00 JD
105 jd2512 20250721 3540.00 ... 3548.00 3543.00 JD
106 jd2601 20250721 3606.00 ... 3609.00 3606.00 JD
107 jd2602 20250721 3190.00 ... 3184.00 3175.00 JD
108 jd2603 20250721 3183.00 ... 3186.00 3179.00 JD
109 jd2604 20250721 3315.00 ... 3316.00 3311.00 JD
110 jd2605 20250721 3392.00 ... 3400.00 3394.00 JD
111 jd2606 20250721 3240.00 ... 3248.00 3254.00 JD
112 jm2508 20250721 871.50 ... 903.00 869.50 JM
113 jm2509 20250721 934.00 ... 971.00 932.50 JM
114 jm2510 20250721 940.00 ... 988.50 943.00 JM
115 jm2511 20250721 956.50 ... 1001.50 957.00 JM
116 jm2512 20250721 971.00 ... 1015.50 970.00 JM
117 jm2601 20250721 980.00 ... 1024.50 978.00 JM
118 jm2602 20250721 989.00 ... 1039.00 983.00 JM
119 jm2603 20250721 1000.50 ... 1037.00 987.00 JM
120 jm2604 20250721 1001.50 ... 1042.00 990.00 JM
121 jm2605 20250721 994.50 ... 1040.00 995.00 JM
122 jm2606 20250721 1008.00 ... 1052.50 1001.00 JM
123 jm2607 20250721 993.00 ... 1067.00 1020.50 JM
124 l2508 20250721 7203.00 ... 7258.00 7203.00 L
125 l2509 20250721 7225.00 ... 7276.00 7225.00 L
126 l2510 20250721 7235.00 ... 7295.00 7236.00 L
127 l2511 20250721 7241.00 ... 7294.00 7239.00 L
128 l2512 20250721 7253.00 ... 7305.00 7243.00 L
129 l2601 20250721 7255.00 ... 7309.00 7248.00 L
130 l2602 20250721 7252.00 ... 7289.00 7224.00 L
131 l2603 20250721 7271.00 ... 7287.00 7225.00 L
132 l2604 20250721 7269.00 ... 7306.00 7230.00 L
133 l2605 20250721 7237.00 ... 7285.00 7224.00 L
134 l2606 20250721 7249.00 ... 7268.00 7228.00 L
135 l2607 20250721 7270.00 ... 7293.00 7229.00 L
136 lg2507 20250721 815.00 ... 821.50 807.00 LG
137 lg2509 20250721 838.00 ... 842.00 834.00 LG
138 lg2511 20250721 835.50 ... 845.50 832.50 LG
139 lg2601 20250721 848.00 ... 857.50 841.50 LG
140 lg2603 20250721 836.50 ... 854.00 840.50 LG
141 lg2605 20250721 841.50 ... 861.50 849.50 LG
142 lh2507 20250721 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250721 14185.00 ... 14350.00 14115.00 LH
144 lh2511 20250721 13700.00 ... 13865.00 13610.00 LH
145 lh2601 20250721 14020.00 ... 14105.00 13805.00 LH
146 lh2603 20250721 13060.00 ... 13190.00 12990.00 LH
147 lh2605 20250721 13300.00 ... 13405.00 13195.00 LH
148 m2508 20250721 3040.00 ... 3039.00 3025.00 M
149 m2509 20250721 3060.00 ... 3059.00 3043.00 M
150 m2511 20250721 3098.00 ... 3097.00 3083.00 M
151 m2512 20250721 3103.00 ... 3108.00 3097.00 M
152 m2601 20250721 3080.00 ... 3081.00 3070.00 M
153 m2603 20250721 2921.00 ... 2926.00 2912.00 M
154 m2605 20250721 2744.00 ... 2748.00 2738.00 M
155 m2607 20250721 2740.00 ... 2739.00 2734.00 M
156 p2508 20250721 8938.00 ... 8942.00 8904.00 P
157 p2509 20250721 8976.00 ... 8958.00 8896.00 P
158 p2510 20250721 8944.00 ... 8938.00 8902.00 P
159 p2511 20250721 8924.00 ... 8934.00 8868.00 P
160 p2512 20250721 8926.00 ... 8946.00 8880.00 P
161 p2601 20250721 8950.00 ... 8922.00 8876.00 P
162 p2602 20250721 8870.00 ... 8890.00 8830.00 P
163 p2603 20250721 8866.00 ... 8792.00 8764.00 P
164 p2604 20250721 8696.00 ... 8700.00 8632.00 P
165 p2605 20250721 8616.00 ... 8620.00 8608.00 P
166 p2606 20250721 8594.00 ... 8542.00 8544.00 P
167 p2607 20250721 8586.00 ... 8498.00 8508.00 P
168 pg2507 20250721 4045.00 ... 4087.00 4048.00 PG
169 pg2508 20250721 4058.00 ... 4068.00 4062.00 PG
170 pg2509 20250721 3990.00 ... 4021.00 3988.00 PG
171 pg2510 20250721 4407.00 ... 4454.00 4402.00 PG
172 pg2511 20250721 4334.00 ... 4379.00 4322.00 PG
173 pg2512 20250721 4243.00 ... 4304.00 4251.00 PG
174 pg2601 20250721 4186.00 ... 4228.00 4178.00 PG
175 pg2602 20250721 4117.00 ... 4152.00 4101.00 PG
176 pg2603 20250721 4028.00 ... 4059.00 4019.00 PG
177 pg2604 20250721 4329.00 ... 4353.00 4315.00 PG
178 pg2605 20250721 4217.00 ... 4250.00 4212.00 PG
179 pg2606 20250721 4150.00 ... 4201.00 4153.00 PG
180 pp2508 20250721 7000.00 ... 7047.00 7000.00 PP
181 pp2509 20250721 7024.00 ... 7075.00 7022.00 PP
182 pp2510 20250721 7012.00 ... 7066.00 7015.00 PP
183 pp2511 20250721 7024.00 ... 7069.00 7018.00 PP
184 pp2512 20250721 7020.00 ... 7070.00 7023.00 PP
185 pp2601 20250721 7020.00 ... 7072.00 7021.00 PP
186 pp2602 20250721 7029.00 ... 7052.00 7021.00 PP
187 pp2603 20250721 7016.00 ... 7034.00 7009.00 PP
188 pp2604 20250721 7030.00 ... 7018.00 7014.00 PP
189 pp2605 20250721 7011.00 ... 7063.00 7020.00 PP
190 pp2606 20250721 7043.00 ... 7053.00 7001.00 PP
191 pp2607 20250721 0.00 ... 7032.00 7032.00 PP
192 rr2508 20250721 3579.00 ... 3587.00 3579.00 RR
193 rr2509 20250721 3619.00 ... 3622.00 3618.00 RR
194 rr2510 20250721 3630.00 ... 3634.00 3630.00 RR
195 rr2511 20250721 3623.00 ... 3627.00 3621.00 RR
196 rr2512 20250721 3615.00 ... 3622.00 3614.00 RR
197 rr2601 20250721 3620.00 ... 3622.00 3618.00 RR
198 rr2602 20250721 3620.00 ... 3626.00 3621.00 RR
199 rr2603 20250721 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250721 3630.00 ... 3630.00 3626.00 RR
201 rr2605 20250721 3632.00 ... 3632.00 3628.00 RR
202 rr2606 20250721 3624.00 ... 3626.00 3620.00 RR
203 rr2607 20250721 3638.00 ... 3638.00 3618.00 RR
204 v2508 20250721 4915.00 ... 5030.00 4921.00 V
205 v2509 20250721 4956.00 ... 5073.00 4957.00 V
206 v2510 20250721 4977.00 ... 5109.00 4989.00 V
207 v2511 20250721 5009.00 ... 5133.00 5014.00 V
208 v2512 20250721 5039.00 ... 5147.00 5047.00 V
209 v2601 20250721 5074.00 ... 5193.00 5075.00 V
210 v2602 20250721 5109.00 ... 5225.00 5101.00 V
211 v2603 20250721 5120.00 ... 5228.00 5127.00 V
212 v2604 20250721 5290.00 ... 5381.00 5263.00 V
213 v2605 20250721 5264.00 ... 5390.00 5271.00 V
214 v2606 20250721 5320.00 ... 5419.00 5291.00 V
215 v2607 20250721 5350.00 ... 5411.00 5305.00 V
216 y2508 20250721 8146.00 ... 8132.00 8138.00 Y
217 y2509 20250721 8156.00 ... 8124.00 8130.00 Y
218 y2511 20250721 8168.00 ... 8124.00 8138.00 Y
219 y2512 20250721 8138.00 ... 8134.00 8154.00 Y
220 y2601 20250721 8130.00 ... 8082.00 8094.00 Y
221 y2603 20250721 7960.00 ... 7952.00 7950.00 Y
222 y2605 20250721 7748.00 ... 7710.00 7716.00 Y
223 y2607 20250721 7722.00 ... 7692.00 7714.00 Y
[224 rows x 12 columns]
2025-07-29 18:25:52,172 - future_1d - INFO - ak.get_dce_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 IC2508 20250721 6077.400 ... 6110.600 6046.600 IC
1 IC2509 20250721 6036.000 ... 6059.800 5993.200 IC
2 IC2512 20250721 5890.000 ... 5932.400 5866.200 IC
3 IC2603 20250721 5804.600 ... 5817.400 5866.200 IC
4 IF2508 20250721 4070.000 ... 4075.200 4047.000 IF
5 IF2509 20250721 4055.200 ... 4064.400 4035.200 IF
6 IF2512 20250721 4019.800 ... 4031.600 3999.200 IF
7 IF2603 20250721 3998.000 ... 4002.200 3999.200 IF
8 IH2508 20250721 2772.000 ... 2771.600 2764.200 IH
9 IH2509 20250721 2775.000 ... 2771.800 2763.200 IH
10 IH2512 20250721 2775.000 ... 2774.600 2764.400 IH
11 IH2603 20250721 2770.200 ... 2776.200 2764.400 IH
12 IM2508 20250721 6502.000 ... 6545.200 6478.200 IM
13 IM2509 20250721 6440.000 ... 6472.600 6403.800 IM
14 IM2512 20250721 6245.000 ... 6288.400 6220.800 IM
15 IM2603 20250721 6121.000 ... 6128.400 6220.800 IM
16 T2509 20250721 108.695 ... 108.730 108.810 T
17 T2512 20250721 108.800 ... 108.775 108.865 T
18 T2603 20250721 108.695 ... 108.745 108.840 T
19 TF2509 20250721 105.980 ... 105.935 106.005 TF
20 TF2512 20250721 106.050 ... 106.005 106.060 TF
21 TF2603 20250721 106.120 ... 106.085 106.110 TF
22 TL2509 20250721 120.210 ... 119.930 120.530 TL
23 TL2512 20250721 120.100 ... 119.750 120.350 TL
24 TL2603 20250721 119.970 ... 119.550 120.130 TL
25 TS2509 20250721 102.408 ... 102.416 102.434 TS
26 TS2512 20250721 102.498 ... 102.490 102.500 TS
27 TS2603 20250721 102.580 ... 102.582 102.592 TS
[28 rows x 12 columns]
2025-07-29 18:25:52,487 - future_1d - INFO - ak.get_cffex_daily('2025-07-21') done
symbol date open ... settle pre_settle variety
0 SC2508 20250721 533 ... 534.6 523.5 SC
1 SC2509 20250721 517.7 ... 515.3 511.1 SC
2 SC2510 20250721 509.9 ... 507.3 504.1 SC
3 SC2511 20250721 502.9 ... 500.7 498.6 SC
4 SC2512 20250721 499.5 ... 496.9 495 SC
5 SC2601 20250721 494 ... 493.5 490.5 SC
6 SC2602 20250721 490.2 ... 490.5 488 SC
7 SC2603 20250721 488.1 ... 487.8 485.7 SC
8 SC2604 20250721 485 ... 485 483.9 SC
9 SC2605 20250721 486.3 ... 486.3 479.5 SC
10 SC2606 20250721 481.6 ... 480.8 480.5 SC
11 SC2607 20250721 ... 475.5 475.5 SC
12 SC2609 20250721 ... 473.4 471.9 SC
13 SC2612 20250721 477 ... 477 471.1 SC
14 SC2703 20250721 ... 472.1 472.1 SC
15 SC2706 20250721 467 ... 470.6 471.4 SC
16 SC2709 20250721 472.1 ... 470.3 469.1 SC
17 SC2712 20250721 ... 467.2 467.2 SC
18 SC2803 20250721 ... 465.3 465 SC
19 SC2806 20250721 467.1 ... 467.1 466.8 SC
21 LU2508 20250721 3635 ... 3596 3592 LU
22 LU2509 20250721 3660 ... 3613 3596 LU
23 LU2510 20250721 3642 ... 3610 3595 LU
24 LU2511 20250721 3608 ... 3596 3572 LU
25 LU2512 20250721 3580 ... 3575 3545 LU
26 LU2601 20250721 3568 ... 3550 3541 LU
27 LU2602 20250721 3557 ... 3553 3527 LU
28 LU2603 20250721 3556 ... 3546 3514 LU
29 LU2604 20250721 3507 ... 3503 3477 LU
30 LU2605 20250721 3505 ... 3496 3494 LU
31 LU2606 20250721 3503 ... 3489 3486 LU
32 LU2607 20250721 3500 ... 3485 3456 LU
34 NR2508 20250721 12660 ... 12710 12700 NR
35 NR2509 20250721 12665 ... 12745 12730 NR
36 NR2510 20250721 12650 ... 12745 12730 NR
37 NR2511 20250721 12660 ... 12755 12765 NR
38 NR2512 20250721 12660 ... 12805 12825 NR
39 NR2601 20250721 12760 ... 12810 12805 NR
40 NR2602 20250721 12690 ... 12815 12825 NR
41 NR2603 20250721 ... 12845 12860 NR
42 NR2604 20250721 12765 ... 12765 12840 NR
43 NR2605 20250721 12795 ... 12865 12885 NR
44 NR2606 20250721 12815 ... 12815 12950 NR
45 NR2607 20250721 ... 12520 12520 NR
47 BC2508 20250721 69680 ... 70350 69490 BC
48 BC2509 20250721 69800 ... 70450 69570 BC
49 BC2510 20250721 70810 ... 70810 69630 BC
50 BC2511 20250721 ... 69190 69190 BC
51 BC2512 20250721 ... 70180 69320 BC
52 BC2601 20250721 ... 69480 69480 BC
53 BC2602 20250721 ... 69410 69410 BC
54 BC2603 20250721 ... 69290 69290 BC
55 BC2604 20250721 ... 69430 69430 BC
56 BC2605 20250721 ... 69480 69460 BC
57 BC2606 20250721 ... 69340 68190 BC
58 BC2607 20250721 ... 67820 67820 BC
60 EC2508 20250721 2266 ... 2300.3 2219.6 EC
61 EC2510 20250721 1660 ... 1648.5 1631.1 EC
62 EC2512 20250721 1810 ... 1807 1809.5 EC
63 EC2602 20250721 1548 ... 1513.8 1513.1 EC
64 EC2604 20250721 1397.9 ... 1355.6 1332.9 EC
65 EC2606 20250721 1448.8 ... 1467.1 1459.3 EC
68 SC_TAS2508 20250721 ... SC_TAS
69 SC_TAS2509 20250721 ... SC_TAS
70 SC_TAS2510 20250721 ... SC_TAS
71 SC_TAS2511 20250721 ... SC_TAS
[66 rows x 12 columns]
2025-07-29 18:25:52,558 - future_1d - INFO - ak.get_ine_daily('2025-07-21') done
2025-07-29 18:25:54,300 - future_1d - INFO - save future_daily 2025-07-21 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250722 7923.0 7949.0 ... 399068.97 7898.0 7929.0 AP
1 AP511 20250722 7708.0 7716.0 ... 3647.33 7679.0 7701.0 AP
2 AP512 20250722 7740.0 7740.0 ... 416.42 7711.0 7730.0 AP
3 AP601 20250722 7800.0 7828.0 ... 24526.77 7779.0 7801.0 AP
4 AP603 20250722 7671.0 7715.0 ... 99.90 7685.0 7709.0 AP
5 AP604 20250722 7736.0 7736.0 ... 38.59 7717.0 7736.0 AP
6 AP605 20250722 7763.0 7799.0 ... 155.45 7772.0 7784.0 AP
7 CF509 20250722 14155.0 14245.0 ... 1747501.36 14175.0 14210.0 CF
8 CF511 20250722 13920.0 14005.0 ... 124301.95 13950.0 13925.0 CF
9 CF601 20250722 13960.0 14065.0 ... 544153.14 14015.0 13980.0 CF
10 CF603 20250722 13930.0 14020.0 ... 2967.86 13965.0 13930.0 CF
11 CF605 20250722 13950.0 14020.0 ... 17206.21 13965.0 13930.0 CF
12 CF607 20250722 13945.0 14015.0 ... 125.76 13975.0 13960.0 CF
13 CJ509 20250722 9425.0 9530.0 ... 104223.67 9445.0 9410.0 CJ
14 CJ512 20250722 10220.0 10395.0 ... 8106.02 10280.0 10245.0 CJ
15 CJ601 20250722 10370.0 10565.0 ... 861140.07 10440.0 10410.0 CJ
16 CJ603 20250722 10450.0 10650.0 ... 12853.80 10530.0 10485.0 CJ
17 CJ605 20250722 10620.0 10755.0 ... 52851.14 10660.0 10620.0 CJ
18 CJ607 20250722 10710.0 10815.0 ... 831.22 10725.0 10735.0 CJ
19 CY508 20250722 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250722 20420.0 20465.0 ... 113142.60 20390.0 20450.0 CY
21 CY510 20250722 0.0 0.0 ... 0.00 20000.0 20060.0 CY
22 CY511 20250722 20190.0 20330.0 ... 50.42 20170.0 20165.0 CY
23 CY512 20250722 0.0 0.0 ... 0.00 20380.0 20380.0 CY
24 CY601 20250722 20225.0 20270.0 ... 192.31 20245.0 20245.0 CY
25 CY602 20250722 0.0 0.0 ... 0.00 20055.0 19980.0 CY
26 CY603 20250722 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250722 0.0 0.0 ... 0.00 20040.0 19955.0 CY
28 CY605 20250722 0.0 0.0 ... 0.00 20200.0 20190.0 CY
29 CY606 20250722 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250722 20690.0 20690.0 ... 30.94 20625.0 19970.0 CY
31 FG508 20250722 1189.0 1264.0 ... 12972.95 1205.0 1160.0 FG
32 FG509 20250722 1173.0 1249.0 ... 8888277.58 1203.0 1145.0 FG
33 FG510 20250722 1226.0 1314.0 ... 74088.12 1261.0 1205.0 FG
34 FG511 20250722 1212.0 1293.0 ... 87044.39 1246.0 1186.0 FG
35 FG512 20250722 1267.0 1361.0 ... 49607.77 1308.0 1248.0 FG
36 FG601 20250722 1255.0 1342.0 ... 2058448.00 1294.0 1231.0 FG
37 FG602 20250722 1291.0 1380.0 ... 2894.40 1339.0 1273.0 FG
38 FG603 20250722 1284.0 1376.0 ... 3656.34 1330.0 1264.0 FG
39 FG604 20250722 1318.0 1411.0 ... 2400.20 1368.0 1302.0 FG
40 FG605 20250722 1317.0 1406.0 ... 51536.63 1362.0 1295.0 FG
41 FG606 20250722 1342.0 1417.0 ... 2185.08 1376.0 1311.0 FG
42 FG607 20250722 1329.0 1410.0 ... 616.88 1365.0 1306.0 FG
43 JR509 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250722 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250722 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250722 2381.0 2427.0 ... 1555.15 2400.0 2373.0 MA
53 MA509 20250722 2408.0 2461.0 ... 2569551.05 2425.0 2399.0 MA
54 MA510 20250722 2437.0 2489.0 ... 64630.28 2454.0 2428.0 MA
55 MA511 20250722 2455.0 2509.0 ... 122039.70 2469.0 2445.0 MA
56 MA512 20250722 2471.0 2531.0 ... 71034.86 2486.0 2463.0 MA
57 MA601 20250722 2477.0 2542.0 ... 569632.51 2503.0 2468.0 MA
58 MA602 20250722 2463.0 2529.0 ... 592.52 2469.0 2459.0 MA
59 MA603 20250722 2451.0 2520.0 ... 597.17 2457.0 2451.0 MA
60 MA604 20250722 2446.0 2490.0 ... 68.96 2463.0 2426.0 MA
61 MA605 20250722 2405.0 2464.0 ... 10377.06 2428.0 2392.0 MA
62 MA606 20250722 2411.0 2472.0 ... 90.23 2439.0 2400.0 MA
63 MA607 20250722 2412.0 2462.0 ... 97.13 2428.0 2395.0 MA
64 OI509 20250722 9563.0 9586.0 ... 2843409.54 9517.0 9597.0 OI
65 OI511 20250722 9546.0 9567.0 ... 175111.36 9497.0 9576.0 OI
66 OI601 20250722 9509.0 9514.0 ... 487612.32 9445.0 9520.0 OI
67 OI603 20250722 9455.0 9457.0 ... 1425.80 9380.0 9462.0 OI
68 OI605 20250722 9375.0 9379.0 ... 5103.60 9313.0 9379.0 OI
69 OI607 20250722 9306.0 9306.0 ... 27.89 9297.0 9350.0 OI
70 PF508 20250722 6442.0 6484.0 ... 15016.07 6442.0 6442.0 PF
71 PF509 20250722 6426.0 6484.0 ... 458101.68 6430.0 6422.0 PF
72 PF510 20250722 6482.0 6546.0 ... 153195.72 6494.0 6468.0 PF
73 PF511 20250722 6486.0 6528.0 ... 56681.25 6486.0 6448.0 PF
74 PF512 20250722 6470.0 6504.0 ... 16552.47 6472.0 6432.0 PF
75 PF601 20250722 6474.0 6508.0 ... 6044.19 6478.0 6442.0 PF
76 PF602 20250722 6470.0 6514.0 ... 461.91 6506.0 6476.0 PF
77 PF603 20250722 6474.0 6474.0 ... 12.93 6468.0 6472.0 PF
78 PF604 20250722 6510.0 6510.0 ... 9.74 6494.0 6496.0 PF
79 PF605 20250722 6498.0 6524.0 ... 16.26 6502.0 6490.0 PF
80 PF606 20250722 6464.0 6464.0 ... 3.23 6464.0 6490.0 PF
81 PF607 20250722 6506.0 6506.0 ... 9.74 6496.0 6482.0 PF
82 PK510 20250722 8206.0 8206.0 ... 283424.58 8140.0 8208.0 PK
83 PK511 20250722 8042.0 8048.0 ... 105679.99 7998.0 8054.0 PK
84 PK512 20250722 8008.0 8010.0 ... 1723.95 7982.0 8020.0 PK
85 PK601 20250722 8022.0 8026.0 ... 13997.72 8000.0 8028.0 PK
86 PK603 20250722 8020.0 8030.0 ... 232.50 8018.0 8032.0 PK
87 PK604 20250722 8034.0 8042.0 ... 108.34 8026.0 8038.0 PK
88 PK605 20250722 8044.0 8060.0 ... 1618.58 8034.0 8038.0 PK
89 PL601 20250722 6550.0 6708.0 ... 579139.98 6597.0 6350.0 PL
90 PL602 20250722 6526.0 6757.0 ... 31528.99 6649.0 6350.0 PL
91 PL603 20250722 6500.0 6715.0 ... 9013.16 6618.0 6350.0 PL
92 PL604 20250722 6596.0 6633.0 ... 277.17 6599.0 6350.0 PL
93 PL605 20250722 6450.0 6660.0 ... 3502.50 6584.0 6350.0 PL
94 PL606 20250722 6654.0 6688.0 ... 159.06 6627.0 6350.0 PL
95 PL607 20250722 6637.0 6698.0 ... 199.07 6636.0 6350.0 PL
96 PM509 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250722 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250722 6014.0 6040.0 ... 5168.94 6004.0 6012.0 PR
103 PR509 20250722 5994.0 6012.0 ... 471749.56 5980.0 5976.0 PR
104 PR510 20250722 6000.0 6016.0 ... 219402.97 5988.0 5984.0 PR
105 PR511 20250722 6004.0 6004.0 ... 50642.72 5980.0 5966.0 PR
106 PR512 20250722 5960.0 5964.0 ... 35.72 5954.0 5956.0 PR
107 PR601 20250722 5972.0 5982.0 ... 955.59 5954.0 5932.0 PR
108 PR602 20250722 0.0 0.0 ... 0.00 5972.0 5966.0 PR
109 PR603 20250722 0.0 0.0 ... 0.00 5984.0 5974.0 PR
110 PR604 20250722 0.0 0.0 ... 0.00 5990.0 5958.0 PR
111 PR605 20250722 0.0 0.0 ... 0.00 5988.0 5964.0 PR
112 PR606 20250722 0.0 0.0 ... 0.00 5974.0 5946.0 PR
113 PR607 20250722 0.0 0.0 ... 0.00 5978.0 5926.0 PR
114 PX508 20250722 6984.0 6986.0 ... 452.66 6912.0 6956.0 PX
115 PX509 20250722 6862.0 6904.0 ... 700646.81 6852.0 6850.0 PX
116 PX510 20250722 6842.0 6884.0 ... 89026.02 6832.0 6830.0 PX
117 PX511 20250722 6802.0 6846.0 ... 146614.31 6792.0 6782.0 PX
118 PX512 20250722 6810.0 6828.0 ... 30397.80 6776.0 6760.0 PX
119 PX601 20250722 6774.0 6804.0 ... 96562.32 6758.0 6736.0 PX
120 PX602 20250722 6754.0 6770.0 ... 91.05 6744.0 6704.0 PX
121 PX603 20250722 0.0 0.0 ... 0.00 6754.0 6724.0 PX
122 PX604 20250722 6722.0 6722.0 ... 3.36 6722.0 6680.0 PX
123 PX605 20250722 6746.0 6750.0 ... 153.98 6696.0 6668.0 PX
124 PX606 20250722 0.0 0.0 ... 0.00 6724.0 6700.0 PX
125 PX607 20250722 6716.0 6716.0 ... 3.36 6716.0 6686.0 PX
126 RI509 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250722 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250722 2713.0 2740.0 ... 6163.90 2717.0 2715.0 RM
133 RM509 20250722 2725.0 2760.0 ... 1068574.34 2726.0 2727.0 RM
134 RM511 20250722 2558.0 2597.0 ... 15978.51 2564.0 2549.0 RM
135 RM601 20250722 2415.0 2461.0 ... 309572.60 2434.0 2407.0 RM
136 RM603 20250722 2387.0 2422.0 ... 20626.52 2401.0 2374.0 RM
137 RM605 20250722 2365.0 2389.0 ... 48038.70 2373.0 2365.0 RM
138 RM607 20250722 2364.0 2374.0 ... 3449.15 2364.0 2359.0 RM
139 RS508 20250722 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250722 5138.0 5188.0 ... 123.72 5155.0 5131.0 RS
141 RS511 20250722 5142.0 5280.0 ... 245.08 5214.0 5198.0 RS
142 RS607 20250722 0.0 0.0 ... 0.00 5180.0 5180.0 RS
143 SA508 20250722 1280.0 1370.0 ... 10494.28 1311.0 1268.0 SA
144 SA509 20250722 1296.0 1375.0 ... 8266906.47 1329.0 1273.0 SA
145 SA510 20250722 1313.0 1406.0 ... 338089.96 1339.0 1301.0 SA
146 SA511 20250722 1318.0 1409.0 ... 387175.93 1346.0 1304.0 SA
147 SA512 20250722 1352.0 1436.0 ... 176340.39 1385.0 1329.0 SA
148 SA601 20250722 1353.0 1434.0 ... 2913264.59 1393.0 1327.0 SA
149 SA602 20250722 1364.0 1450.0 ... 24885.08 1402.0 1342.0 SA
150 SA603 20250722 1365.0 1455.0 ... 13303.15 1408.0 1347.0 SA
151 SA604 20250722 1387.0 1473.0 ... 5344.33 1434.0 1363.0 SA
152 SA605 20250722 1396.0 1476.0 ... 116333.12 1434.0 1366.0 SA
153 SA606 20250722 1402.0 1488.0 ... 5647.52 1440.0 1377.0 SA
154 SA607 20250722 1401.0 1481.0 ... 2532.60 1441.0 1371.0 SA
155 SF508 20250722 5670.0 5890.0 ... 6546.37 5740.0 5642.0 SF
156 SF509 20250722 5696.0 5914.0 ... 898554.02 5780.0 5662.0 SF
157 SF510 20250722 5646.0 5882.0 ... 133424.26 5742.0 5628.0 SF
158 SF511 20250722 5814.0 6032.0 ... 224379.28 5898.0 5778.0 SF
159 SF512 20250722 5796.0 6002.0 ... 23413.10 5874.0 5742.0 SF
160 SF601 20250722 5786.0 5986.0 ... 62213.45 5856.0 5718.0 SF
161 SF602 20250722 5708.0 5920.0 ... 1771.35 5798.0 5656.0 SF
162 SF603 20250722 5858.0 6048.0 ... 660.12 5894.0 5790.0 SF
163 SF604 20250722 5824.0 6030.0 ... 192.56 5926.0 5758.0 SF
164 SF605 20250722 5820.0 6024.0 ... 1965.13 5876.0 5768.0 SF
165 SF606 20250722 5774.0 5964.0 ... 426.75 5806.0 5716.0 SF
166 SF607 20250722 5880.0 6008.0 ... 56.19 5916.0 5842.0 SF
167 SH508 20250722 2511.0 2643.0 ... 58904.50 2552.0 2518.0 SH
168 SH509 20250722 2565.0 2705.0 ... 6487657.88 2617.0 2557.0 SH
169 SH510 20250722 2588.0 2749.0 ... 498174.07 2648.0 2571.0 SH
170 SH511 20250722 2558.0 2724.0 ... 399831.10 2632.0 2545.0 SH
171 SH512 20250722 2573.0 2726.0 ... 107928.67 2646.0 2547.0 SH
172 SH601 20250722 2553.0 2716.0 ... 517328.85 2632.0 2538.0 SH
173 SH602 20250722 2583.0 2740.0 ... 4116.38 2654.0 2570.0 SH
174 SH603 20250722 2591.0 2742.0 ... 2568.46 2659.0 2562.0 SH
175 SH604 20250722 2639.0 2775.0 ... 913.03 2693.0 2593.0 SH
176 SH605 20250722 2629.0 2781.0 ... 15164.10 2699.0 2599.0 SH
177 SH606 20250722 2644.0 2775.0 ... 1880.43 2690.0 2627.0 SH
178 SH607 20250722 2664.0 2760.0 ... 555.29 2683.0 2621.0 SH
179 SM508 20250722 5936.0 6028.0 ... 3746.66 5952.0 5898.0 SM
180 SM509 20250722 5944.0 6036.0 ... 1223241.10 5960.0 5908.0 SM
181 SM510 20250722 5926.0 6018.0 ... 86172.73 5936.0 5886.0 SM
182 SM511 20250722 5986.0 6084.0 ... 157809.19 6014.0 5950.0 SM
183 SM512 20250722 5980.0 6092.0 ... 33016.14 6016.0 5948.0 SM
184 SM601 20250722 5994.0 6096.0 ... 233783.42 6018.0 5944.0 SM
185 SM602 20250722 5992.0 6094.0 ... 378.48 6008.0 5942.0 SM
186 SM603 20250722 5996.0 6096.0 ... 270.79 6018.0 5944.0 SM
187 SM604 20250722 6030.0 6116.0 ... 238.68 6042.0 5966.0 SM
188 SM605 20250722 5990.0 6138.0 ... 3139.85 6050.0 5960.0 SM
189 SM606 20250722 6050.0 6148.0 ... 215.32 6066.0 5964.0 SM
190 SM607 20250722 6068.0 6144.0 ... 60.56 6056.0 5862.0 SM
191 SR509 20250722 5828.0 5846.0 ... 943547.61 5825.0 5840.0 SR
192 SR511 20250722 5720.0 5742.0 ... 105565.30 5720.0 5734.0 SR
193 SR601 20250722 5657.0 5676.0 ... 159240.51 5655.0 5670.0 SR
194 SR603 20250722 5629.0 5640.0 ... 3792.53 5627.0 5636.0 SR
195 SR605 20250722 5612.0 5618.0 ... 11561.56 5604.0 5611.0 SR
196 SR607 20250722 5605.0 5610.0 ... 968.86 5600.0 5606.0 SR
197 TA508 20250722 4788.0 4798.0 ... 5298.19 4762.0 4784.0 TA
198 TA509 20250722 4780.0 4808.0 ... 2576809.75 4772.0 4776.0 TA
199 TA510 20250722 4780.0 4806.0 ... 84454.85 4774.0 4774.0 TA
200 TA511 20250722 4772.0 4800.0 ... 51827.90 4772.0 4760.0 TA
201 TA512 20250722 4766.0 4794.0 ... 20486.56 4768.0 4746.0 TA
202 TA601 20250722 4760.0 4790.0 ... 665329.87 4764.0 4740.0 TA
203 TA602 20250722 4778.0 4786.0 ... 104.96 4772.0 4742.0 TA
204 TA603 20250722 4776.0 4786.0 ... 228.46 4760.0 4740.0 TA
205 TA604 20250722 4764.0 4786.0 ... 73.82 4762.0 4748.0 TA
206 TA605 20250722 4768.0 4798.0 ... 15670.56 4772.0 4756.0 TA
207 TA606 20250722 4794.0 4802.0 ... 31.01 4772.0 4754.0 TA
208 TA607 20250722 4804.0 4804.0 ... 9.58 4788.0 4768.0 TA
209 UR508 20250722 1802.0 1816.0 ... 1412.96 1802.0 1795.0 UR
210 UR509 20250722 1820.0 1828.0 ... 1136220.64 1806.0 1807.0 UR
211 UR510 20250722 1803.0 1814.0 ... 29430.21 1791.0 1790.0 UR
212 UR511 20250722 1810.0 1826.0 ... 22805.61 1798.0 1792.0 UR
213 UR512 20250722 1790.0 1814.0 ... 671.93 1797.0 1784.0 UR
214 UR601 20250722 1792.0 1818.0 ... 248313.96 1787.0 1774.0 UR
215 UR602 20250722 1784.0 1810.0 ... 853.99 1787.0 1770.0 UR
216 UR603 20250722 1800.0 1826.0 ... 740.05 1805.0 1792.0 UR
217 UR604 20250722 1798.0 1822.0 ... 677.81 1803.0 1787.0 UR
218 UR605 20250722 1799.0 1822.0 ... 15854.85 1795.0 1778.0 UR
219 UR606 20250722 1785.0 1812.0 ... 440.94 1792.0 1774.0 UR
220 UR607 20250722 1789.0 1817.0 ... 220.02 1803.0 1788.0 UR
221 WH509 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250722 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250722 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:03,252 - future_1d - INFO - ak.get_czce_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 PS2508 20250722 46755.0 ... 47655.0 45290.0 PS
1 PS2509 20250722 45880.0 ... 47470.0 45055.0 PS
2 PS2510 20250722 45745.0 ... 47315.0 44835.0 PS
3 PS2511 20250722 45720.0 ... 47220.0 44625.0 PS
4 PS2512 20250722 47650.0 ... 49395.0 46680.0 PS
5 PS2601 20250722 47245.0 ... 48930.0 46365.0 PS
6 PS2602 20250722 47360.0 ... 48595.0 46140.0 PS
7 PS2603 20250722 47350.0 ... 48685.0 46135.0 PS
8 PS2604 20250722 47305.0 ... 48800.0 46090.0 PS
9 PS2605 20250722 47000.0 ... 48615.0 46100.0 PS
10 PS2606 20250722 47800.0 ... 49520.0 47085.0 PS
11 PS2607 20250722 47670.0 ... 49445.0 46580.0 PS
13 SI2508 20250722 9295.0 ... 9425.0 9085.0 SI
14 SI2509 20250722 9345.0 ... 9470.0 9110.0 SI
15 SI2510 20250722 9390.0 ... 9405.0 9030.0 SI
16 SI2511 20250722 9230.0 ... 9340.0 8975.0 SI
17 SI2512 20250722 9400.0 ... 9605.0 9275.0 SI
18 SI2601 20250722 9325.0 ... 9550.0 9195.0 SI
19 SI2602 20250722 9300.0 ... 9510.0 9160.0 SI
20 SI2603 20250722 9280.0 ... 9490.0 9140.0 SI
21 SI2604 20250722 9280.0 ... 9485.0 9160.0 SI
22 SI2605 20250722 9230.0 ... 9470.0 9130.0 SI
23 SI2606 20250722 9270.0 ... 9450.0 9130.0 SI
24 SI2607 20250722 9345.0 ... 9490.0 9125.0 SI
27 LC2508 20250722 71720.0 ... 71900.0 70900.0 LC
28 LC2509 20250722 71900.0 ... 72320.0 70960.0 LC
29 LC2510 20250722 71020.0 ... 71600.0 70140.0 LC
30 LC2511 20250722 70500.0 ... 71260.0 69780.0 LC
31 LC2512 20250722 70420.0 ... 71260.0 69740.0 LC
32 LC2601 20250722 70240.0 ... 71100.0 69700.0 LC
33 LC2602 20250722 69820.0 ... 70800.0 69360.0 LC
34 LC2603 20250722 70000.0 ... 70540.0 69300.0 LC
35 LC2604 20250722 70300.0 ... 70760.0 69800.0 LC
36 LC2605 20250722 70300.0 ... 70780.0 69820.0 LC
37 LC2606 20250722 70140.0 ... 70600.0 69700.0 LC
38 LC2607 20250722 70300.0 ... 70520.0 69640.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:03,387 - future_1d - INFO - ak.get_gfex_daily('2025-07-22') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250722 ... 79560 79230 CU
1 1 CU2509 20250722 ... 79650 79260 CU
2 2 CU2510 20250722 ... 79670 79390 CU
3 3 CU2511 20250722 ... 79650 79440 CU
4 4 CU2512 20250722 ... 79580 79200 CU
5 5 CU2601 20250722 ... 79510 79100 CU
6 6 CU2602 20250722 ... 79470 79140 CU
7 7 CU2603 20250722 ... 79450 79050 CU
8 8 CU2604 20250722 ... 79430 79080 CU
9 9 CU2605 20250722 ... 79410 79130 CU
10 10 CU2606 20250722 ... 79430 79180 CU
11 11 CU2607 20250722 ... 79460 79360 CU
12 12 BC2508 20250722 ... 70720 70350 BC
13 13 BC2509 20250722 ... 70830 70450 BC
14 14 BC2510 20250722 ... 70720 70810 BC
15 15 BC2511 20250722 ... 69190 69190 BC
16 16 BC2512 20250722 ... 70400 70180 BC
17 17 BC2601 20250722 ... 69480 69480 BC
18 18 BC2602 20250722 ... 69410 69410 BC
19 19 BC2603 20250722 ... 69290 69290 BC
20 20 BC2604 20250722 ... 69430 69430 BC
21 21 BC2605 20250722 ... 69480 69480 BC
22 22 BC2606 20250722 ... 69340 69340 BC
23 23 BC2607 20250722 ... 68670 67820 BC
24 24 AL2508 20250722 ... 20890 20780 AL
25 25 AL2509 20250722 ... 20860 20745 AL
26 26 AL2510 20250722 ... 20795 20695 AL
27 27 AL2511 20250722 ... 20700 20615 AL
28 28 AL2512 20250722 ... 20655 20555 AL
29 29 AL2601 20250722 ... 20620 20540 AL
30 30 AL2602 20250722 ... 20630 20560 AL
31 31 AL2603 20250722 ... 20630 20505 AL
32 32 AL2604 20250722 ... 20680 20545 AL
33 33 AL2605 20250722 ... 20645 20570 AL
34 34 AL2606 20250722 ... 20660 20520 AL
35 35 AL2607 20250722 ... 20670 20485 AL
36 36 ZN2508 20250722 ... 22825 22750 ZN
37 37 ZN2509 20250722 ... 22860 22785 ZN
38 38 ZN2510 20250722 ... 22855 22775 ZN
39 39 ZN2511 20250722 ... 22820 22730 ZN
40 40 ZN2512 20250722 ... 22780 22675 ZN
41 41 ZN2601 20250722 ... 22725 22585 ZN
42 42 ZN2602 20250722 ... 22680 22615 ZN
43 43 ZN2603 20250722 ... 22655 22590 ZN
44 44 ZN2604 20250722 ... 22665 22550 ZN
45 45 ZN2605 20250722 ... 22590 22565 ZN
46 46 ZN2606 20250722 ... 22625 22580 ZN
47 47 ZN2607 20250722 ... 22635 22565 ZN
48 48 PB2508 20250722 ... 16895 16935 PB
49 49 PB2509 20250722 ... 16925 16965 PB
50 50 PB2510 20250722 ... 16950 16985 PB
51 51 PB2511 20250722 ... 16955 17000 PB
52 52 PB2512 20250722 ... 17020 17030 PB
53 53 PB2601 20250722 ... 16985 17060 PB
54 54 PB2602 20250722 ... 16985 17065 PB
55 55 PB2603 20250722 ... 17055 17080 PB
56 56 PB2604 20250722 ... 17070 17110 PB
57 57 PB2605 20250722 ... 17100 17080 PB
58 58 PB2606 20250722 ... 17125 16980 PB
59 59 PB2607 20250722 ... 17105 17110 PB
60 60 NI2508 20250722 ... 123330 121690 NI
61 61 NI2509 20250722 ... 123440 121870 NI
62 62 NI2510 20250722 ... 123500 122090 NI
63 63 NI2511 20250722 ... 123750 122450 NI
64 64 NI2512 20250722 ... 123980 122400 NI
65 65 NI2601 20250722 ... 124240 122890 NI
66 66 NI2602 20250722 ... 124280 122900 NI
67 67 NI2603 20250722 ... 124580 123270 NI
68 68 NI2604 20250722 ... 125190 122810 NI
69 69 NI2605 20250722 ... 125030 123280 NI
70 70 NI2606 20250722 ... 125290 123570 NI
71 71 NI2607 20250722 ... 125480 123980 NI
72 72 SN2508 20250722 ... 267430 265570 SN
73 73 SN2509 20250722 ... 267630 265900 SN
74 74 SN2510 20250722 ... 267520 266240 SN
75 75 SN2511 20250722 ... 267240 266360 SN
76 76 SN2512 20250722 ... 267210 266690 SN
77 77 SN2601 20250722 ... 267520 266020 SN
78 78 SN2602 20250722 ... 268340 266770 SN
79 79 SN2603 20250722 ... 267930 266950 SN
80 80 SN2604 20250722 ... 268100 267120 SN
81 81 SN2605 20250722 ... 267770 263850 SN
82 82 SN2606 20250722 ... 268590 267180 SN
83 83 SN2607 20250722 ... 268090 265840 SN
84 84 AO2508 20250722 ... 3475 3343 AO
85 85 AO2509 20250722 ... 3452 3312 AO
86 86 AO2510 20250722 ... 3393 3266 AO
87 87 AO2511 20250722 ... 3371 3253 AO
88 88 AO2512 20250722 ... 3365 3243 AO
89 89 AO2601 20250722 ... 3358 3237 AO
90 90 AO2602 20250722 ... 3356 3208 AO
91 91 AO2603 20250722 ... 3322 3202 AO
92 92 AO2604 20250722 ... 3358 3194 AO
93 93 AO2605 20250722 ... 3315 3180 AO
94 94 AO2606 20250722 ... 3309 3166 AO
95 95 AO2607 20250722 ... 3287 3158 AO
96 96 AD2511 20250722 ... 20215 20100 AD
97 97 AD2512 20250722 ... 20185 20080 AD
98 98 AD2601 20250722 ... 20145 20050 AD
99 99 AD2602 20250722 ... 20075 19940 AD
100 100 AD2603 20250722 ... 19990 19960 AD
101 101 AD2604 20250722 ... 19935 19895 AD
102 102 AD2605 20250722 ... 20010 19880 AD
103 103 AD2606 20250722 ... 20020 19845 AD
104 104 AD2607 20250722 ... 19790 19550 AD
105 105 AU2508 20250722 ... 783.14 777.66 AU
106 106 AU2509 20250722 ... 784.52 778.46 AU
107 107 AU2510 20250722 ... 785.8 779.84 AU
108 108 AU2512 20250722 ... 787.66 781.96 AU
109 109 AU2602 20250722 ... 789.7 784.18 AU
110 110 AU2604 20250722 ... 791.76 786.8 AU
111 111 AU2606 20250722 ... 793.48 789.14 AU
112 112 AU2608 20250722 ... 795.88 791.16 AU
113 113 AG2508 20250722 ... 9355 9224 AG
114 114 AG2509 20250722 ... 9361 9237 AG
115 115 AG2510 20250722 ... 9383 9249 AG
116 116 AG2511 20250722 ... 9390 9261 AG
117 117 AG2512 20250722 ... 9398 9271 AG
118 118 AG2601 20250722 ... 9408 9285 AG
119 119 AG2602 20250722 ... 9420 9294 AG
120 120 AG2603 20250722 ... 9431 9305 AG
121 121 AG2604 20250722 ... 9441 9316 AG
122 122 AG2605 20250722 ... 9453 9328 AG
123 123 AG2606 20250722 ... 9463 9341 AG
124 124 AG2607 20250722 ... 9475 9354 AG
125 125 RB2508 20250722 ... 3185 3121 RB
126 126 RB2509 20250722 ... 3212 3152 RB
127 127 RB2510 20250722 ... 3264 3207 RB
128 128 RB2511 20250722 ... 3286 3229 RB
129 129 RB2512 20250722 ... 3309 3255 RB
130 130 RB2601 20250722 ... 3320 3260 RB
131 131 RB2602 20250722 ... 3304 3242 RB
132 132 RB2603 20250722 ... 3328 3259 RB
133 133 RB2604 20250722 ... 3315 3266 RB
134 134 RB2605 20250722 ... 3342 3271 RB
135 135 RB2606 20250722 ... 3352 3281 RB
136 136 RB2607 20250722 ... 3348 3298 RB
137 137 WR2508 20250722 ... 3212 3212 WR
138 138 WR2509 20250722 ... 3335 3335 WR
139 139 WR2510 20250722 ... 3588 3498 WR
140 140 WR2511 20250722 ... 3679 3481 WR
141 141 WR2512 20250722 ... 3570 3536 WR
142 142 WR2601 20250722 ... 3545 3513 WR
143 143 WR2602 20250722 ... 3607 3496 WR
144 144 WR2603 20250722 ... 3606 3462 WR
145 145 WR2604 20250722 ... 3556 3524 WR
146 146 WR2605 20250722 ... 3660 3594 WR
147 147 WR2606 20250722 ... 3704 3543 WR
148 148 WR2607 20250722 ... 3747 3640 WR
149 149 HC2508 20250722 ... 3417 3358 HC
150 150 HC2509 20250722 ... 3435 3393 HC
151 151 HC2510 20250722 ... 3431 3381 HC
152 152 HC2511 20250722 ... 3433 3387 HC
153 153 HC2512 20250722 ... 3442 3393 HC
154 154 HC2601 20250722 ... 3448 3396 HC
155 155 HC2602 20250722 ... 3445 3399 HC
156 156 HC2603 20250722 ... 3449 3403 HC
157 157 HC2604 20250722 ... 3458 3393 HC
158 158 HC2605 20250722 ... 3440 3396 HC
159 159 HC2606 20250722 ... 3445 3421 HC
160 160 HC2607 20250722 ... 3444 3411 HC
161 161 SS2508 20250722 ... 12895 12865 SS
162 162 SS2509 20250722 ... 12890 12870 SS
163 163 SS2510 20250722 ... 12925 12910 SS
164 164 SS2511 20250722 ... 12965 12920 SS
165 165 SS2512 20250722 ... 12985 12950 SS
166 166 SS2601 20250722 ... 13035 13015 SS
167 167 SS2602 20250722 ... 13095 13040 SS
168 168 SS2603 20250722 ... 13140 13090 SS
169 169 SS2604 20250722 ... 13155 13120 SS
170 170 SS2605 20250722 ... 13205 13170 SS
171 171 SS2606 20250722 ... 13220 13190 SS
172 172 SS2607 20250722 ... 13265 13240 SS
173 173 SC2508 20250722 ... 523.5 534.6 SC
174 174 SC2509 20250722 ... 506.6 515.3 SC
175 175 SC2510 20250722 ... 499.6 507.3 SC
176 176 SC2511 20250722 ... 495 500.7 SC
177 177 SC2512 20250722 ... 491.4 496.9 SC
178 178 SC2601 20250722 ... 488.2 493.5 SC
179 179 SC2602 20250722 ... 485.3 490.5 SC
180 180 SC2603 20250722 ... 483.8 487.8 SC
181 181 SC2604 20250722 ... 481.3 485 SC
182 182 SC2605 20250722 ... 480.6 486.3 SC
183 183 SC2606 20250722 ... 478.2 480.8 SC
184 184 SC2607 20250722 ... 475.5 475.5 SC
185 185 SC2609 20250722 ... 472.4 473.4 SC
186 186 SC2612 20250722 ... 469.7 477 SC
187 187 SC2703 20250722 ... 468.6 472.1 SC
188 188 SC2706 20250722 ... 468.4 470.6 SC
189 189 SC2709 20250722 ... 462.8 470.3 SC
190 190 SC2712 20250722 ... 467.2 467.2 SC
191 191 SC2803 20250722 ... 463.4 465.3 SC
192 192 SC2806 20250722 ... 461.8 467.1 SC
193 193 LU2508 20250722 ... 3563 3596 LU
194 194 LU2509 20250722 ... 3577 3613 LU
195 195 LU2510 20250722 ... 3575 3610 LU
196 196 LU2511 20250722 ... 3562 3596 LU
197 197 LU2512 20250722 ... 3554 3575 LU
198 198 LU2601 20250722 ... 3521 3550 LU
199 199 LU2602 20250722 ... 3491 3553 LU
200 200 LU2603 20250722 ... 3445 3546 LU
201 201 LU2604 20250722 ... 3478 3503 LU
202 202 LU2605 20250722 ... 3465 3496 LU
203 203 LU2606 20250722 ... 3470 3489 LU
204 204 LU2607 20250722 ... 3459 3485 LU
205 205 FU2508 20250722 ... 2863 2885 FU
206 206 FU2509 20250722 ... 2899 2921 FU
207 207 FU2510 20250722 ... 2911 2929 FU
208 208 FU2511 20250722 ... 2905 2921 FU
209 209 FU2512 20250722 ... 2885 2901 FU
210 210 FU2601 20250722 ... 2878 2889 FU
211 211 FU2602 20250722 ... 2869 2874 FU
212 212 FU2603 20250722 ... 2857 2862 FU
213 213 FU2604 20250722 ... 2843 2845 FU
214 214 FU2605 20250722 ... 2828 2827 FU
215 215 FU2606 20250722 ... 2827 2814 FU
216 216 FU2607 20250722 ... 2815 2804 FU
217 217 BU2508 20250722 ... 3644 3685 BU
218 218 BU2509 20250722 ... 3611 3661 BU
219 219 BU2510 20250722 ... 3565 3612 BU
220 220 BU2511 20250722 ... 3523 3560 BU
221 221 BU2512 20250722 ... 3458 3487 BU
222 222 BU2601 20250722 ... 3428 3449 BU
223 223 BU2602 20250722 ... 3392 3435 BU
224 224 BU2603 20250722 ... 3396 3429 BU
225 225 BU2604 20250722 ... 3389 3421 BU
226 226 BU2605 20250722 ... 3380 3419 BU
227 227 BU2606 20250722 ... 3380 3413 BU
228 228 BU2607 20250722 ... 3392 3464 BU
229 229 BU2609 20250722 ... 3369 3397 BU
230 230 BU2612 20250722 ... 3325 3347 BU
231 231 BU2703 20250722 ... 3326 3329 BU
232 232 BU2706 20250722 ... 3324 3342 BU
233 233 BR2508 20250722 ... 12020 11910 BR
234 234 BR2509 20250722 ... 12025 11895 BR
235 235 BR2510 20250722 ... 12005 11875 BR
236 236 BR2511 20250722 ... 12020 11900 BR
237 237 BR2512 20250722 ... 12030 11885 BR
238 238 BR2601 20250722 ... 12005 11880 BR
239 239 BR2602 20250722 ... 11975 11860 BR
240 240 BR2603 20250722 ... 12000 11865 BR
241 241 BR2604 20250722 ... 12005 11925 BR
242 242 BR2605 20250722 ... 11995 11925 BR
243 243 BR2606 20250722 ... 12010 11885 BR
244 244 BR2607 20250722 ... 11980 11900 BR
245 245 RU2508 20250722 ... 15020 14880 RU
246 246 RU2509 20250722 ... 15030 14900 RU
247 247 RU2510 20250722 ... 15010 14905 RU
248 248 RU2511 20250722 ... 15025 14895 RU
249 249 RU2601 20250722 ... 15800 15695 RU
250 250 RU2603 20250722 ... 15760 15695 RU
251 251 RU2604 20250722 ... 15805 15740 RU
252 252 RU2605 20250722 ... 15875 15800 RU
253 253 RU2606 20250722 ... 15875 15670 RU
254 254 RU2607 20250722 ... 15805 15805 RU
255 255 NR2508 20250722 ... 12810 12710 NR
256 256 NR2509 20250722 ... 12845 12745 NR
257 257 NR2510 20250722 ... 12830 12745 NR
258 258 NR2511 20250722 ... 12835 12755 NR
259 259 NR2512 20250722 ... 12885 12805 NR
260 260 NR2601 20250722 ... 12930 12810 NR
261 261 NR2602 20250722 ... 12905 12815 NR
262 262 NR2603 20250722 ... 12885 12845 NR
263 263 NR2604 20250722 ... 13010 12765 NR
264 264 NR2605 20250722 ... 12940 12865 NR
265 265 NR2606 20250722 ... 12980 12815 NR
266 266 NR2607 20250722 ... 12810 12520 NR
267 267 SP2508 20250722 ... 5314 5302 SP
268 268 SP2509 20250722 ... 5342 5328 SP
269 269 SP2510 20250722 ... 5308 5304 SP
270 270 SP2511 20250722 ... 5308 5294 SP
271 271 SP2512 20250722 ... 5258 5250 SP
272 272 SP2601 20250722 ... 5484 5470 SP
273 273 SP2602 20250722 ... 5420 5418 SP
274 274 SP2603 20250722 ... 5424 5422 SP
275 275 SP2604 20250722 ... 5400 5396 SP
276 276 SP2605 20250722 ... 5418 5416 SP
277 277 SP2606 20250722 ... 5418 5422 SP
278 278 SP2607 20250722 ... 5414 5410 SP
279 279 EC2508 20250722 ... 2276.1 2300.3 EC
280 280 EC2510 20250722 ... 1579.9 1648.5 EC
281 281 EC2512 20250722 ... 1728.6 1807 EC
282 282 EC2602 20250722 ... 1469.5 1513.8 EC
283 283 EC2604 20250722 ... 1323.9 1355.6 EC
284 284 EC2606 20250722 ... 1447.6 1467.1 EC
285 285 SC_TAS2509 20250722 ... SC_TAS
286 286 SC_TAS2510 20250722 ... SC_TAS
287 287 SC_TAS2511 20250722 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:03,495 - future_1d - INFO - ak.get_shfe_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 a2509 20250722 4204.00 ... 4213.00 4176.00 A
1 a2511 20250722 4124.00 ... 4132.00 4109.00 A
2 a2601 20250722 4114.00 ... 4122.00 4100.00 A
3 a2603 20250722 4106.00 ... 4110.00 4088.00 A
4 a2605 20250722 4143.00 ... 4144.00 4118.00 A
5 a2607 20250722 4148.00 ... 4142.00 4123.00 A
6 b2508 20250722 3636.00 ... 3634.00 3646.00 B
7 b2509 20250722 3718.00 ... 3717.00 3720.00 B
8 b2510 20250722 3771.00 ... 3762.00 3757.00 B
9 b2511 20250722 3776.00 ... 3775.00 3770.00 B
10 b2512 20250722 3787.00 ... 3782.00 3783.00 B
11 b2601 20250722 3763.00 ... 3762.00 3764.00 B
12 b2602 20250722 3714.00 ... 3721.00 3716.00 B
13 b2603 20250722 3619.00 ... 3614.00 3613.00 B
14 b2604 20250722 3495.00 ... 3507.00 3503.00 B
15 b2605 20250722 3435.00 ... 3431.00 3433.00 B
16 b2606 20250722 3426.00 ... 3426.00 3428.00 B
17 b2607 20250722 3428.00 ... 3425.00 3424.00 B
18 bb2509 20250722 155.80 ... 156.15 155.95 BB
19 bb2511 20250722 153.70 ... 153.70 153.80 BB
20 bb2601 20250722 147.25 ... 147.90 147.60 BB
21 bb2603 20250722 0.00 ... 154.45 154.15 BB
22 bb2605 20250722 0.00 ... 154.45 154.15 BB
23 bb2607 20250722 0.00 ... 154.45 154.15 BB
24 bz2603 20250722 6259.00 ... 6238.00 6219.00 BZ
25 bz2604 20250722 6247.00 ... 6224.00 6203.00 BZ
26 bz2605 20250722 6247.00 ... 6228.00 6209.00 BZ
27 bz2606 20250722 6220.00 ... 6219.00 6201.00 BZ
28 c2509 20250722 2320.00 ... 2325.00 2319.00 C
29 c2511 20250722 2283.00 ... 2280.00 2282.00 C
30 c2601 20250722 2250.00 ... 2250.00 2245.00 C
31 c2603 20250722 2251.00 ... 2250.00 2245.00 C
32 c2605 20250722 2294.00 ... 2290.00 2289.00 C
33 c2607 20250722 2301.00 ... 2300.00 2301.00 C
34 cs2509 20250722 2664.00 ... 2672.00 2668.00 CS
35 cs2511 20250722 2622.00 ... 2621.00 2621.00 CS
36 cs2601 20250722 2635.00 ... 2634.00 2635.00 CS
37 cs2603 20250722 2630.00 ... 2619.00 2619.00 CS
38 cs2605 20250722 2670.00 ... 2663.00 2662.00 CS
39 cs2607 20250722 2664.00 ... 2665.00 2662.00 CS
40 eb2507 20250722 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250722 7513.00 ... 7471.00 7451.00 EB
42 eb2509 20250722 7401.00 ... 7429.00 7371.00 EB
43 eb2510 20250722 7376.00 ... 7377.00 7305.00 EB
44 eb2511 20250722 7291.00 ... 7318.00 7237.00 EB
45 eb2512 20250722 7262.00 ... 7287.00 7197.00 EB
46 eb2601 20250722 7271.00 ... 7285.00 7199.00 EB
47 eb2602 20250722 7282.00 ... 7292.00 7242.00 EB
48 eb2603 20250722 7302.00 ... 7326.00 7245.00 EB
49 eb2604 20250722 7289.00 ... 7310.00 7242.00 EB
50 eb2605 20250722 7335.00 ... 7337.00 7236.00 EB
51 eb2606 20250722 7295.00 ... 7293.00 7226.00 EB
52 eg2507 20250722 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250722 4358.00 ... 4398.00 4358.00 EG
54 eg2509 20250722 4417.00 ... 4430.00 4404.00 EG
55 eg2510 20250722 4411.00 ... 4420.00 4405.00 EG
56 eg2511 20250722 4433.00 ... 4424.00 4408.00 EG
57 eg2512 20250722 4425.00 ... 4421.00 4404.00 EG
58 eg2601 20250722 4406.00 ... 4429.00 4395.00 EG
59 eg2602 20250722 4422.00 ... 4438.00 4399.00 EG
60 eg2603 20250722 4436.00 ... 4436.00 4402.00 EG
61 eg2604 20250722 0.00 ... 4380.00 4380.00 EG
62 eg2605 20250722 4465.00 ... 4465.00 4426.00 EG
63 eg2606 20250722 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250722 0.00 ... 1375.50 1369.00 FB
65 fb2509 20250722 1293.50 ... 1285.50 1289.50 FB
66 fb2510 20250722 1307.00 ... 1310.50 1309.00 FB
67 fb2511 20250722 1308.50 ... 1311.50 1312.00 FB
68 fb2512 20250722 1313.00 ... 1314.50 1313.00 FB
69 fb2601 20250722 1312.50 ... 1317.00 1305.50 FB
70 fb2602 20250722 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250722 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250722 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250722 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250722 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250722 1265.00 ... 1295.00 1297.00 FB
76 i2508 20250722 811.50 ... 821.00 806.50 I
77 i2509 20250722 809.00 ... 817.00 803.00 I
78 i2510 20250722 800.50 ... 812.50 797.00 I
79 i2511 20250722 793.00 ... 807.00 789.50 I
80 i2512 20250722 787.00 ... 800.00 782.50 I
81 i2601 20250722 778.00 ... 787.50 771.50 I
82 i2602 20250722 771.50 ... 786.00 767.00 I
83 i2603 20250722 767.50 ... 782.50 763.00 I
84 i2604 20250722 762.50 ... 777.00 757.00 I
85 i2605 20250722 756.00 ... 766.50 747.50 I
86 i2606 20250722 750.00 ... 760.00 743.00 I
87 i2607 20250722 744.00 ... 754.50 737.00 I
88 j2508 20250722 1590.50 ... 1600.00 1567.00 J
89 j2509 20250722 1599.50 ... 1644.50 1572.00 J
90 j2510 20250722 1620.00 ... 1661.50 1593.50 J
91 j2511 20250722 1633.00 ... 1721.50 1612.00 J
92 j2512 20250722 1648.00 ... 1714.00 1638.50 J
93 j2601 20250722 1649.50 ... 1699.00 1623.00 J
94 j2602 20250722 1672.00 ... 1724.50 1642.00 J
95 j2603 20250722 1676.50 ... 1676.50 1589.00 J
96 j2604 20250722 1685.00 ... 1705.50 1652.50 J
97 j2605 20250722 1698.50 ... 1746.00 1671.00 J
98 j2606 20250722 1715.00 ... 1732.50 1664.00 J
99 j2607 20250722 0.00 ... 1730.50 1662.50 J
100 jd2507 20250722 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250722 3595.00 ... 3576.00 3568.00 JD
102 jd2509 20250722 3635.00 ... 3624.00 3624.00 JD
103 jd2510 20250722 3414.00 ... 3397.00 3393.00 JD
104 jd2511 20250722 3401.00 ... 3404.00 3399.00 JD
105 jd2512 20250722 3558.00 ... 3550.00 3548.00 JD
106 jd2601 20250722 3620.00 ... 3615.00 3609.00 JD
107 jd2602 20250722 3190.00 ... 3188.00 3184.00 JD
108 jd2603 20250722 3192.00 ... 3190.00 3186.00 JD
109 jd2604 20250722 3330.00 ... 3324.00 3316.00 JD
110 jd2605 20250722 3408.00 ... 3407.00 3400.00 JD
111 jd2606 20250722 3260.00 ... 3256.00 3248.00 JD
112 jm2508 20250722 923.00 ... 948.00 903.00 JM
113 jm2509 20250722 1006.00 ... 1023.00 971.00 JM
114 jm2510 20250722 1018.00 ... 1048.00 988.50 JM
115 jm2511 20250722 1038.50 ... 1072.50 1001.50 JM
116 jm2512 20250722 1053.00 ... 1089.50 1015.50 JM
117 jm2601 20250722 1060.00 ... 1102.50 1024.50 JM
118 jm2602 20250722 1065.00 ... 1117.50 1039.00 JM
119 jm2603 20250722 1077.00 ... 1121.00 1037.00 JM
120 jm2604 20250722 1077.50 ... 1125.50 1042.00 JM
121 jm2605 20250722 1089.00 ... 1134.50 1040.00 JM
122 jm2606 20250722 1100.00 ... 1148.00 1052.50 JM
123 jm2607 20250722 1101.00 ... 1148.00 1067.00 JM
124 l2508 20250722 7282.00 ... 7269.00 7258.00 L
125 l2509 20250722 7287.00 ... 7306.00 7276.00 L
126 l2510 20250722 7311.00 ... 7331.00 7295.00 L
127 l2511 20250722 7319.00 ... 7355.00 7294.00 L
128 l2512 20250722 7330.00 ... 7373.00 7305.00 L
129 l2601 20250722 7325.00 ... 7354.00 7309.00 L
130 l2602 20250722 7324.00 ... 7331.00 7289.00 L
131 l2603 20250722 7321.00 ... 7328.00 7287.00 L
132 l2604 20250722 7343.00 ... 7354.00 7306.00 L
133 l2605 20250722 7318.00 ... 7341.00 7285.00 L
134 l2606 20250722 7332.00 ... 7333.00 7268.00 L
135 l2607 20250722 7323.00 ... 7323.00 7293.00 L
136 lg2507 20250722 825.00 ... 823.00 821.50 LG
137 lg2509 20250722 843.50 ... 840.50 842.00 LG
138 lg2511 20250722 850.50 ... 845.00 845.50 LG
139 lg2601 20250722 865.50 ... 856.50 857.50 LG
140 lg2603 20250722 855.00 ... 856.50 854.00 LG
141 lg2605 20250722 870.00 ... 861.50 861.50 LG
142 lh2507 20250722 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250722 14360.00 ... 14350.00 14350.00 LH
144 lh2511 20250722 13890.00 ... 13915.00 13865.00 LH
145 lh2601 20250722 14150.00 ... 14220.00 14105.00 LH
146 lh2603 20250722 13245.00 ... 13260.00 13190.00 LH
147 lh2605 20250722 13450.00 ... 13530.00 13405.00 LH
148 m2508 20250722 3043.00 ... 3062.00 3039.00 M
149 m2509 20250722 3071.00 ... 3076.00 3059.00 M
150 m2511 20250722 3103.00 ... 3111.00 3097.00 M
151 m2512 20250722 3118.00 ... 3126.00 3108.00 M
152 m2601 20250722 3087.00 ... 3098.00 3081.00 M
153 m2603 20250722 2939.00 ... 2939.00 2926.00 M
154 m2605 20250722 2752.00 ... 2756.00 2748.00 M
155 m2607 20250722 2742.00 ... 2742.00 2739.00 M
156 p2508 20250722 8892.00 ... 8882.00 8942.00 P
157 p2509 20250722 8882.00 ... 8928.00 8958.00 P
158 p2510 20250722 8878.00 ... 8920.00 8938.00 P
159 p2511 20250722 8858.00 ... 8900.00 8934.00 P
160 p2512 20250722 8854.00 ... 8886.00 8946.00 P
161 p2601 20250722 8838.00 ... 8888.00 8922.00 P
162 p2602 20250722 8850.00 ... 8852.00 8890.00 P
163 p2603 20250722 8744.00 ... 8756.00 8792.00 P
164 p2604 20250722 0.00 ... 8700.00 8700.00 P
165 p2605 20250722 8562.00 ... 8586.00 8620.00 P
166 p2606 20250722 8538.00 ... 8530.00 8542.00 P
167 p2607 20250722 8464.00 ... 8512.00 8498.00 P
168 pg2507 20250722 4061.00 ... 4019.00 4087.00 PG
169 pg2508 20250722 4094.00 ... 4032.00 4068.00 PG
170 pg2509 20250722 4029.00 ... 3981.00 4021.00 PG
171 pg2510 20250722 4456.00 ... 4407.00 4454.00 PG
172 pg2511 20250722 4392.00 ... 4340.00 4379.00 PG
173 pg2512 20250722 4320.00 ... 4272.00 4304.00 PG
174 pg2601 20250722 4244.00 ... 4204.00 4228.00 PG
175 pg2602 20250722 4145.00 ... 4114.00 4152.00 PG
176 pg2603 20250722 4083.00 ... 4039.00 4059.00 PG
177 pg2604 20250722 4353.00 ... 4339.00 4353.00 PG
178 pg2605 20250722 4289.00 ... 4233.00 4250.00 PG
179 pg2606 20250722 4220.00 ... 4163.00 4201.00 PG
180 pp2508 20250722 7094.00 ... 7086.00 7047.00 PP
181 pp2509 20250722 7091.00 ... 7114.00 7075.00 PP
182 pp2510 20250722 7074.00 ... 7115.00 7066.00 PP
183 pp2511 20250722 7076.00 ... 7115.00 7069.00 PP
184 pp2512 20250722 7088.00 ... 7123.00 7070.00 PP
185 pp2601 20250722 7092.00 ... 7116.00 7072.00 PP
186 pp2602 20250722 7088.00 ... 7110.00 7052.00 PP
187 pp2603 20250722 7084.00 ... 7098.00 7034.00 PP
188 pp2604 20250722 7097.00 ... 7097.00 7018.00 PP
189 pp2605 20250722 7078.00 ... 7109.00 7063.00 PP
190 pp2606 20250722 7070.00 ... 7100.00 7053.00 PP
191 pp2607 20250722 7173.00 ... 7173.00 7032.00 PP
192 rr2508 20250722 3595.00 ... 3593.00 3587.00 RR
193 rr2509 20250722 3610.00 ... 3603.00 3622.00 RR
194 rr2510 20250722 3640.00 ... 3625.00 3634.00 RR
195 rr2511 20250722 3625.00 ... 3616.00 3627.00 RR
196 rr2512 20250722 3621.00 ... 3618.00 3622.00 RR
197 rr2601 20250722 3626.00 ... 3616.00 3622.00 RR
198 rr2602 20250722 3626.00 ... 3622.00 3626.00 RR
199 rr2603 20250722 0.00 ... 3641.00 3641.00 RR
200 rr2604 20250722 0.00 ... 3630.00 3630.00 RR
201 rr2605 20250722 3625.00 ... 3625.00 3632.00 RR
202 rr2606 20250722 0.00 ... 3625.00 3626.00 RR
203 rr2607 20250722 3637.00 ... 3617.00 3638.00 RR
204 v2508 20250722 5056.00 ... 5145.00 5030.00 V
205 v2509 20250722 5123.00 ... 5186.00 5073.00 V
206 v2510 20250722 5150.00 ... 5217.00 5109.00 V
207 v2511 20250722 5179.00 ... 5247.00 5133.00 V
208 v2512 20250722 5201.00 ... 5280.00 5147.00 V
209 v2601 20250722 5230.00 ... 5305.00 5193.00 V
210 v2602 20250722 5272.00 ... 5328.00 5225.00 V
211 v2603 20250722 5290.00 ... 5330.00 5228.00 V
212 v2604 20250722 5439.00 ... 5471.00 5381.00 V
213 v2605 20250722 5423.00 ... 5502.00 5390.00 V
214 v2606 20250722 5453.00 ... 5508.00 5419.00 V
215 v2607 20250722 5488.00 ... 5507.00 5411.00 V
216 y2508 20250722 8104.00 ... 8052.00 8132.00 Y
217 y2509 20250722 8086.00 ... 8072.00 8124.00 Y
218 y2511 20250722 8106.00 ... 8084.00 8124.00 Y
219 y2512 20250722 8104.00 ... 8084.00 8134.00 Y
220 y2601 20250722 8038.00 ... 8022.00 8082.00 Y
221 y2603 20250722 7896.00 ... 7902.00 7952.00 Y
222 y2605 20250722 7680.00 ... 7674.00 7710.00 Y
223 y2607 20250722 7672.00 ... 7670.00 7692.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:04,100 - future_1d - INFO - ak.get_dce_daily('2025-07-22') done
symbol date open ... settle pre_settle variety
0 IC2508 20250722 6116.600 ... 6161.200 6110.600 IC
1 IC2509 20250722 6064.000 ... 6111.800 6059.800 IC
2 IC2512 20250722 5933.200 ... 5984.600 5932.400 IC
3 IC2603 20250722 5816.400 ... 5870.000 5817.400 IC
4 IF2508 20250722 4079.000 ... 4105.400 4075.200 IF
5 IF2509 20250722 4067.000 ... 4096.600 4064.400 IF
6 IF2512 20250722 4036.000 ... 4063.600 4031.600 IF
7 IF2603 20250722 4008.400 ... 4033.200 4002.200 IF
8 IH2508 20250722 2772.800 ... 2788.800 2771.600 IH
9 IH2509 20250722 2772.000 ... 2789.400 2771.800 IH
10 IH2512 20250722 2775.200 ... 2791.600 2774.600 IH
11 IH2603 20250722 2778.800 ... 2793.400 2776.200 IH
12 IM2508 20250722 6530.000 ... 6568.000 6545.200 IM
13 IM2509 20250722 6463.200 ... 6495.800 6472.600 IM
14 IM2512 20250722 6278.200 ... 6311.400 6288.400 IM
15 IM2603 20250722 6119.800 ... 6150.400 6128.400 IM
16 T2509 20250722 108.760 ... 108.635 108.730 T
17 T2512 20250722 108.790 ... 108.700 108.775 T
18 T2603 20250722 108.760 ... 108.665 108.745 T
19 TF2509 20250722 105.950 ... 105.885 105.935 TF
20 TF2512 20250722 106.055 ... 105.965 106.005 TF
21 TF2603 20250722 106.105 ... 106.030 106.085 TF
22 TL2509 20250722 120.000 ... 119.520 119.930 TL
23 TL2512 20250722 119.840 ... 119.330 119.750 TL
24 TL2603 20250722 119.650 ... 119.150 119.550 TL
25 TS2509 20250722 102.420 ... 102.414 102.416 TS
26 TS2512 20250722 102.494 ... 102.490 102.490 TS
27 TS2603 20250722 102.600 ... 102.584 102.582 TS
[28 rows x 12 columns]
2025-07-29 18:26:04,450 - future_1d - INFO - ak.get_cffex_daily('2025-07-22') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250722 535.4 538.2 ... 130144.63 523.5 534.6 SC
1 SC2509 20250722 511.6 512.1 ... 7283026.86 506.6 515.3 SC
2 SC2510 20250722 505 505 ... 803311.41 499.6 507.3 SC
3 SC2511 20250722 495.8 499 ... 181485.26 495 500.7 SC
4 SC2512 20250722 493.5 494.3 ... 56025.3 491.4 496.9 SC
5 SC2601 20250722 490.2 492.3 ... 12890.68 488.2 493.5 SC
6 SC2602 20250722 486.9 488 ... 9124.84 485.3 490.5 SC
7 SC2603 20250722 485.4 485.4 ... 1354.83 483.8 487.8 SC
8 SC2604 20250722 481.3 481.3 ... 96.26 481.3 485 SC
9 SC2605 20250722 480.6 480.6 ... 48.06 480.6 486.3 SC
10 SC2606 20250722 478.6 482.9 ... 478.28 478.2 480.8 SC
11 SC2607 20250722 ... 0 475.5 475.5 SC
12 SC2609 20250722 472.4 472.4 ... 94.48 472.4 473.4 SC
13 SC2612 20250722 472.1 472.1 ... 469.74 469.7 477 SC
14 SC2703 20250722 ... 0 468.6 472.1 SC
15 SC2706 20250722 467.4 469.5 ... 93.69 468.4 470.6 SC
16 SC2709 20250722 462.8 462.8 ... 46.28 462.8 470.3 SC
17 SC2712 20250722 ... 0 467.2 467.2 SC
18 SC2803 20250722 ... 0 463.4 465.3 SC
19 SC2806 20250722 465.5 465.5 ... 415.66 461.8 467.1 SC
21 LU2508 20250722 3590 3590 ... 1347.177 3563 3596 LU
22 LU2509 20250722 3600 3606 ... 94679.137 3577 3613 LU
23 LU2510 20250722 3600 3604 ... 410372.53 3575 3610 LU
24 LU2511 20250722 3586 3589 ... 31645.862 3562 3596 LU
25 LU2512 20250722 3564 3564 ... 5036.418 3554 3575 LU
26 LU2601 20250722 3540 3544 ... 2176.23 3521 3550 LU
27 LU2602 20250722 3529 3529 ... 108.227 3491 3553 LU
28 LU2603 20250722 3512 3512 ... 344.532 3445 3546 LU
29 LU2604 20250722 3494 3494 ... 59.136 3478 3503 LU
30 LU2605 20250722 3475 3476 ... 45.053 3465 3496 LU
31 LU2606 20250722 3474 3474 ... 13.882 3470 3489 LU
32 LU2607 20250722 3464 3520 ... 65.722 3459 3485 LU
34 NR2508 20250722 12680 12990 ... 118794.905 12810 12710 NR
35 NR2509 20250722 12730 13030 ... 2261327.88 12845 12745 NR
36 NR2510 20250722 12710 13020 ... 506002.7 12830 12745 NR
37 NR2511 20250722 12695 13035 ... 46476.31 12835 12755 NR
38 NR2512 20250722 12825 13065 ... 15609.575 12885 12805 NR
39 NR2601 20250722 12775 13130 ... 50095.505 12930 12810 NR
40 NR2602 20250722 12900 13035 ... 1703.94 12905 12815 NR
41 NR2603 20250722 12885 12885 ... 12.885 12885 12845 NR
42 NR2604 20250722 ... 0 13010 12765 NR
43 NR2605 20250722 12950 13000 ... 155.335 12940 12865 NR
44 NR2606 20250722 12940 13020 ... 25.96 12980 12815 NR
45 NR2607 20250722 ... 0 12810 12520 NR
47 BC2508 20250722 70710 70950 ... 191530.42 70720 70350 BC
48 BC2509 20250722 70840 71040 ... 45155.055 70830 70450 BC
49 BC2510 20250722 70630 70920 ... 247.54 70720 70810 BC
50 BC2511 20250722 ... 0 69190 69190 BC
51 BC2512 20250722 ... 0 70400 70180 BC
52 BC2601 20250722 ... 0 69480 69480 BC
53 BC2602 20250722 ... 0 69410 69410 BC
54 BC2603 20250722 ... 0 69290 69290 BC
55 BC2604 20250722 ... 0 69430 69430 BC
56 BC2605 20250722 ... 0 69480 69480 BC
57 BC2606 20250722 ... 0 69340 69340 BC
58 BC2607 20250722 ... 0 68670 67820 BC
60 EC2508 20250722 2320 2322.8 ... 79675.3785 2276.1 2300.3 EC
61 EC2510 20250722 1610 1629.5 ... 526578.126 1579.9 1648.5 EC
62 EC2512 20250722 1750.1 1776 ... 63942.071 1728.6 1807 EC
63 EC2602 20250722 1483.6 1506 ... 8442.309 1469.5 1513.8 EC
64 EC2604 20250722 1333.3 1348.9 ... 12260.004 1323.9 1355.6 EC
65 EC2606 20250722 1444 1466.6 ... 1534.5225 1447.6 1467.1 EC
68 SC_TAS2509 20250722 ... SC_TAS
69 SC_TAS2510 20250722 ... SC_TAS
70 SC_TAS2511 20250722 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:04,517 - future_1d - INFO - ak.get_ine_daily('2025-07-22') done
2025-07-29 18:26:06,238 - future_1d - INFO - save future_daily 2025-07-22 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250723 7929.0 7988.0 ... 368792.29 7949.0 7898.0 AP
1 AP511 20250723 7687.0 7735.0 ... 3933.65 7698.0 7679.0 AP
2 AP512 20250723 7739.0 7759.0 ... 154.95 7748.0 7711.0 AP
3 AP601 20250723 7808.0 7846.0 ... 21258.46 7821.0 7779.0 AP
4 AP603 20250723 7734.0 7756.0 ... 417.96 7740.0 7685.0 AP
5 AP604 20250723 7756.0 7769.0 ... 93.09 7758.0 7717.0 AP
6 AP605 20250723 7799.0 7800.0 ... 288.45 7796.0 7772.0 AP
7 CF509 20250723 14250.0 14295.0 ... 1465002.82 14220.0 14175.0 CF
8 CF511 20250723 13970.0 14075.0 ... 116645.97 14010.0 13950.0 CF
9 CF601 20250723 14040.0 14150.0 ... 658454.35 14080.0 14015.0 CF
10 CF603 20250723 14025.0 14105.0 ... 4028.31 14035.0 13965.0 CF
11 CF605 20250723 14015.0 14110.0 ... 29618.59 14025.0 13965.0 CF
12 CF607 20250723 14020.0 14100.0 ... 126.44 14050.0 13975.0 CF
13 CJ509 20250723 9520.0 9640.0 ... 111958.01 9545.0 9445.0 CJ
14 CJ512 20250723 10375.0 10510.0 ... 9166.66 10415.0 10280.0 CJ
15 CJ601 20250723 10525.0 10680.0 ... 856381.30 10565.0 10440.0 CJ
16 CJ603 20250723 10615.0 10750.0 ... 10094.98 10655.0 10530.0 CJ
17 CJ605 20250723 10735.0 10865.0 ... 65153.98 10765.0 10660.0 CJ
18 CJ607 20250723 10800.0 10910.0 ... 754.96 10865.0 10725.0 CJ
19 CY508 20250723 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250723 20465.0 20495.0 ... 92971.16 20420.0 20390.0 CY
21 CY510 20250723 0.0 0.0 ... 0.00 20030.0 20000.0 CY
22 CY511 20250723 0.0 0.0 ... 0.00 20215.0 20170.0 CY
23 CY512 20250723 20040.0 20040.0 ... 10.02 20040.0 20380.0 CY
24 CY601 20250723 20330.0 20370.0 ... 355.68 20325.0 20245.0 CY
25 CY602 20250723 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250723 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250723 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250723 0.0 0.0 ... 0.00 20215.0 20200.0 CY
29 CY606 20250723 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250723 0.0 0.0 ... 0.00 20625.0 20625.0 CY
31 FG508 20250723 1250.0 1263.0 ... 7508.97 1221.0 1205.0 FG
32 FG509 20250723 1242.0 1258.0 ... 8882142.06 1223.0 1203.0 FG
33 FG510 20250723 1301.0 1324.0 ... 63797.97 1278.0 1261.0 FG
34 FG511 20250723 1296.0 1311.0 ... 107731.08 1263.0 1246.0 FG
35 FG512 20250723 1353.0 1373.0 ... 50843.76 1328.0 1308.0 FG
36 FG601 20250723 1333.0 1359.0 ... 2153813.20 1318.0 1294.0 FG
37 FG602 20250723 1369.0 1392.0 ... 3310.92 1357.0 1339.0 FG
38 FG603 20250723 1409.0 1409.0 ... 4578.17 1354.0 1330.0 FG
39 FG604 20250723 1398.0 1414.0 ... 3557.05 1385.0 1368.0 FG
40 FG605 20250723 1398.0 1410.0 ... 59805.39 1376.0 1362.0 FG
41 FG606 20250723 1407.0 1420.0 ... 2243.30 1390.0 1376.0 FG
42 FG607 20250723 1402.0 1412.0 ... 810.64 1383.0 1365.0 FG
43 JR509 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250723 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250723 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250723 2413.0 2422.0 ... 641.56 2394.0 2400.0 MA
53 MA509 20250723 2457.0 2457.0 ... 2106752.01 2430.0 2425.0 MA
54 MA510 20250723 2484.0 2484.0 ... 39622.12 2459.0 2454.0 MA
55 MA511 20250723 2510.0 2510.0 ... 70183.61 2481.0 2469.0 MA
56 MA512 20250723 2522.0 2522.0 ... 41221.90 2496.0 2486.0 MA
57 MA601 20250723 2535.0 2535.0 ... 497975.86 2510.0 2503.0 MA
58 MA602 20250723 2511.0 2514.0 ... 54.91 2496.0 2469.0 MA
59 MA603 20250723 2505.0 2508.0 ... 104.58 2490.0 2457.0 MA
60 MA604 20250723 2478.0 2480.0 ... 39.42 2463.0 2463.0 MA
61 MA605 20250723 2459.0 2459.0 ... 9146.29 2435.0 2428.0 MA
62 MA606 20250723 2464.0 2464.0 ... 53.87 2449.0 2439.0 MA
63 MA607 20250723 2439.0 2446.0 ... 82.62 2430.0 2428.0 MA
64 OI509 20250723 9469.0 9497.0 ... 2582723.61 9451.0 9517.0 OI
65 OI511 20250723 9451.0 9475.0 ... 203148.12 9433.0 9497.0 OI
66 OI601 20250723 9407.0 9436.0 ... 551749.55 9388.0 9445.0 OI
67 OI603 20250723 9362.0 9380.0 ... 3991.30 9347.0 9380.0 OI
68 OI605 20250723 9328.0 9328.0 ... 6060.95 9282.0 9313.0 OI
69 OI607 20250723 9262.0 9298.0 ... 139.04 9269.0 9297.0 OI
70 PF508 20250723 6502.0 6540.0 ... 11823.94 6480.0 6442.0 PF
71 PF509 20250723 6486.0 6540.0 ... 524104.46 6476.0 6430.0 PF
72 PF510 20250723 6546.0 6596.0 ... 172012.05 6532.0 6494.0 PF
73 PF511 20250723 6530.0 6580.0 ... 53489.82 6522.0 6486.0 PF
74 PF512 20250723 6498.0 6558.0 ... 15330.05 6504.0 6472.0 PF
75 PF601 20250723 6508.0 6560.0 ... 5462.66 6500.0 6478.0 PF
76 PF602 20250723 6506.0 6534.0 ... 29.26 6504.0 6506.0 PF
77 PF603 20250723 6546.0 6546.0 ... 29.32 6516.0 6468.0 PF
78 PF604 20250723 6576.0 6576.0 ... 29.33 6518.0 6494.0 PF
79 PF605 20250723 6576.0 6576.0 ... 36.01 6548.0 6502.0 PF
80 PF606 20250723 6516.0 6586.0 ... 29.53 6562.0 6464.0 PF
81 PF607 20250723 6576.0 6614.0 ... 16.47 6590.0 6496.0 PF
82 PK510 20250723 8130.0 8168.0 ... 162391.73 8142.0 8140.0 PK
83 PK511 20250723 7990.0 8006.0 ... 78376.79 7978.0 7998.0 PK
84 PK512 20250723 7974.0 7990.0 ... 836.95 7972.0 7982.0 PK
85 PK601 20250723 7980.0 8010.0 ... 7274.84 7994.0 8000.0 PK
86 PK603 20250723 8028.0 8034.0 ... 381.06 8022.0 8018.0 PK
87 PK604 20250723 8026.0 8038.0 ... 116.39 8028.0 8026.0 PK
88 PK605 20250723 8034.0 8050.0 ... 1442.33 8036.0 8034.0 PK
89 PL601 20250723 6600.0 6661.0 ... 276942.96 6595.0 6597.0 PL
90 PL602 20250723 6649.0 6706.0 ... 9674.54 6645.0 6649.0 PL
91 PL603 20250723 6604.0 6622.0 ... 1485.50 6573.0 6618.0 PL
92 PL604 20250723 6663.0 6663.0 ... 118.98 6610.0 6599.0 PL
93 PL605 20250723 6507.0 6546.0 ... 208.62 6519.0 6584.0 PL
94 PL606 20250723 0.0 0.0 ... 0.00 6611.0 6627.0 PL
95 PL607 20250723 0.0 0.0 ... 0.00 6596.0 6636.0 PL
96 PM509 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250723 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250723 6022.0 6086.0 ... 4504.38 6030.0 6004.0 PR
103 PR509 20250723 6010.0 6064.0 ... 632608.40 6012.0 5980.0 PR
104 PR510 20250723 6010.0 6072.0 ... 346610.24 6022.0 5988.0 PR
105 PR511 20250723 5998.0 6052.0 ... 41605.35 5996.0 5980.0 PR
106 PR512 20250723 5982.0 6030.0 ... 143.64 5986.0 5954.0 PR
107 PR601 20250723 5998.0 6006.0 ... 1585.42 5972.0 5954.0 PR
108 PR602 20250723 5974.0 5980.0 ... 26.88 5974.0 5972.0 PR
109 PR603 20250723 6022.0 6030.0 ... 45.09 6012.0 5984.0 PR
110 PR604 20250723 6030.0 6036.0 ... 45.05 6008.0 5990.0 PR
111 PR605 20250723 6044.0 6044.0 ... 72.16 6014.0 5988.0 PR
112 PR606 20250723 5998.0 5998.0 ... 9.00 5998.0 5974.0 PR
113 PR607 20250723 0.0 0.0 ... 0.00 5978.0 5978.0 PR
114 PX508 20250723 6960.0 7004.0 ... 283.89 6924.0 6912.0 PX
115 PX509 20250723 6898.0 6964.0 ... 785498.19 6890.0 6852.0 PX
116 PX510 20250723 6894.0 6950.0 ... 73696.08 6870.0 6832.0 PX
117 PX511 20250723 6842.0 6912.0 ... 119341.80 6834.0 6792.0 PX
118 PX512 20250723 6844.0 6890.0 ... 24563.12 6818.0 6776.0 PX
119 PX601 20250723 6792.0 6860.0 ... 101005.71 6802.0 6758.0 PX
120 PX602 20250723 6768.0 6796.0 ... 44.02 6772.0 6744.0 PX
121 PX603 20250723 0.0 0.0 ... 0.00 6754.0 6754.0 PX
122 PX604 20250723 0.0 0.0 ... 0.00 6740.0 6722.0 PX
123 PX605 20250723 6736.0 6800.0 ... 151.89 6752.0 6696.0 PX
124 PX606 20250723 6726.0 6730.0 ... 13.46 6728.0 6724.0 PX
125 PX607 20250723 6730.0 6746.0 ... 13.48 6740.0 6716.0 PX
126 RI509 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250723 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250723 2723.0 2778.0 ... 5295.48 2744.0 2717.0 RM
133 RM509 20250723 2732.0 2791.0 ... 988355.81 2754.0 2726.0 RM
134 RM511 20250723 2576.0 2613.0 ... 19992.11 2584.0 2564.0 RM
135 RM601 20250723 2435.0 2473.0 ... 211330.16 2448.0 2434.0 RM
136 RM603 20250723 2402.0 2433.0 ... 18815.15 2411.0 2401.0 RM
137 RM605 20250723 2378.0 2399.0 ... 41221.90 2385.0 2373.0 RM
138 RM607 20250723 2369.0 2386.0 ... 2666.35 2372.0 2364.0 RM
139 RS508 20250723 0.0 0.0 ... 0.00 4976.0 4976.0 RS
140 RS509 20250723 5163.0 5176.0 ... 256.07 5121.0 5155.0 RS
141 RS511 20250723 5260.0 5380.0 ... 382.86 5245.0 5214.0 RS
142 RS607 20250723 0.0 0.0 ... 0.00 5200.0 5180.0 RS
143 SA508 20250723 1364.0 1381.0 ... 7445.68 1337.0 1311.0 SA
144 SA509 20250723 1376.0 1394.0 ... 8923271.72 1349.0 1329.0 SA
145 SA510 20250723 1398.0 1412.0 ... 298810.59 1374.0 1339.0 SA
146 SA511 20250723 1395.0 1418.0 ... 408268.59 1385.0 1346.0 SA
147 SA512 20250723 1433.0 1450.0 ... 237316.92 1418.0 1385.0 SA
148 SA601 20250723 1434.0 1456.0 ... 3863312.91 1414.0 1393.0 SA
149 SA602 20250723 1442.0 1463.0 ... 33090.83 1435.0 1402.0 SA
150 SA603 20250723 1451.0 1464.0 ... 13712.75 1425.0 1408.0 SA
151 SA604 20250723 1472.0 1487.0 ... 6520.78 1443.0 1434.0 SA
152 SA605 20250723 1472.0 1492.0 ... 115183.46 1454.0 1434.0 SA
153 SA606 20250723 1475.0 1498.0 ... 6321.69 1439.0 1440.0 SA
154 SA607 20250723 1458.0 1494.0 ... 3104.31 1459.0 1441.0 SA
155 SF508 20250723 5886.0 5990.0 ... 11882.51 5850.0 5740.0 SF
156 SF509 20250723 5916.0 6020.0 ... 1178786.88 5844.0 5780.0 SF
157 SF510 20250723 5876.0 5984.0 ... 159033.85 5822.0 5742.0 SF
158 SF511 20250723 6020.0 6124.0 ... 289069.04 5984.0 5898.0 SF
159 SF512 20250723 6022.0 6098.0 ... 26610.28 5954.0 5874.0 SF
160 SF601 20250723 5978.0 6084.0 ... 75372.28 5956.0 5856.0 SF
161 SF602 20250723 5912.0 6016.0 ... 2471.51 5878.0 5798.0 SF
162 SF603 20250723 6064.0 6148.0 ... 326.27 6042.0 5894.0 SF
163 SF604 20250723 6048.0 6156.0 ... 296.76 6056.0 5926.0 SF
164 SF605 20250723 6026.0 6124.0 ... 1530.31 5990.0 5876.0 SF
165 SF606 20250723 5972.0 6058.0 ... 397.55 5890.0 5806.0 SF
166 SF607 20250723 6178.0 6178.0 ... 135.61 6028.0 5916.0 SF
167 SH508 20250723 2600.0 2606.0 ... 19964.20 2579.0 2552.0 SH
168 SH509 20250723 2652.0 2667.0 ... 4690156.54 2633.0 2617.0 SH
169 SH510 20250723 2700.0 2714.0 ... 409831.91 2671.0 2648.0 SH
170 SH511 20250723 2689.0 2704.0 ... 295993.03 2654.0 2632.0 SH
171 SH512 20250723 2700.0 2716.0 ... 85744.88 2666.0 2646.0 SH
172 SH601 20250723 2700.0 2705.0 ... 440033.89 2658.0 2632.0 SH
173 SH602 20250723 2702.0 2725.0 ... 2968.15 2681.0 2654.0 SH
174 SH603 20250723 2717.0 2723.0 ... 1964.37 2684.0 2659.0 SH
175 SH604 20250723 2754.0 2754.0 ... 422.46 2708.0 2693.0 SH
176 SH605 20250723 2756.0 2775.0 ... 9569.11 2722.0 2699.0 SH
177 SH606 20250723 2773.0 2786.0 ... 468.60 2740.0 2690.0 SH
178 SH607 20250723 2761.0 2761.0 ... 195.37 2713.0 2683.0 SH
179 SM508 20250723 6024.0 6058.0 ... 3090.60 5922.0 5952.0 SM
180 SM509 20250723 6044.0 6070.0 ... 1221851.89 5956.0 5960.0 SM
181 SM510 20250723 6020.0 6052.0 ... 79909.11 5932.0 5936.0 SM
182 SM511 20250723 6086.0 6108.0 ... 136593.22 6004.0 6014.0 SM
183 SM512 20250723 6094.0 6120.0 ... 40190.05 6008.0 6016.0 SM
184 SM601 20250723 6100.0 6126.0 ... 239156.65 6016.0 6018.0 SM
185 SM602 20250723 6094.0 6132.0 ... 643.61 6016.0 6008.0 SM
186 SM603 20250723 6110.0 6146.0 ... 572.32 6024.0 6018.0 SM
187 SM604 20250723 6126.0 6138.0 ... 168.44 6016.0 6042.0 SM
188 SM605 20250723 6146.0 6172.0 ... 4860.64 6038.0 6050.0 SM
189 SM606 20250723 6148.0 6178.0 ... 880.55 5970.0 6066.0 SM
190 SM607 20250723 6186.0 6188.0 ... 63.42 6040.0 6056.0 SM
191 SR509 20250723 5810.0 5844.0 ... 1069146.84 5826.0 5825.0 SR
192 SR511 20250723 5710.0 5728.0 ... 113884.88 5713.0 5720.0 SR
193 SR601 20250723 5638.0 5666.0 ... 189255.87 5650.0 5655.0 SR
194 SR603 20250723 5611.0 5633.0 ... 2834.00 5623.0 5627.0 SR
195 SR605 20250723 5600.0 5613.0 ... 13785.92 5604.0 5604.0 SR
196 SR607 20250723 5597.0 5607.0 ... 1254.29 5600.0 5600.0 SR
197 TA508 20250723 4804.0 4850.0 ... 16533.05 4824.0 4762.0 TA
198 TA509 20250723 4814.0 4860.0 ... 2815227.91 4808.0 4772.0 TA
199 TA510 20250723 4810.0 4858.0 ... 83410.50 4810.0 4774.0 TA
200 TA511 20250723 4806.0 4850.0 ... 42209.31 4800.0 4772.0 TA
201 TA512 20250723 4804.0 4838.0 ... 20607.82 4794.0 4768.0 TA
202 TA601 20250723 4800.0 4832.0 ... 693430.83 4792.0 4764.0 TA
203 TA602 20250723 4794.0 4822.0 ... 143.87 4796.0 4772.0 TA
204 TA603 20250723 4806.0 4828.0 ... 148.57 4794.0 4760.0 TA
205 TA604 20250723 4812.0 4830.0 ... 72.03 4802.0 4762.0 TA
206 TA605 20250723 4800.0 4846.0 ... 12034.53 4808.0 4772.0 TA
207 TA606 20250723 4828.0 4830.0 ... 19.25 4814.0 4772.0 TA
208 TA607 20250723 4858.0 4858.0 ... 2.43 4858.0 4788.0 TA
209 UR508 20250723 1805.0 1808.0 ... 1073.95 1772.0 1802.0 UR
210 UR509 20250723 1827.0 1827.0 ... 1030856.15 1788.0 1806.0 UR
211 UR510 20250723 1816.0 1816.0 ... 31074.31 1777.0 1791.0 UR
212 UR511 20250723 1826.0 1828.0 ... 23318.28 1795.0 1798.0 UR
213 UR512 20250723 1809.0 1811.0 ... 317.91 1786.0 1797.0 UR
214 UR601 20250723 1820.0 1822.0 ... 248269.47 1787.0 1787.0 UR
215 UR602 20250723 1805.0 1807.0 ... 929.58 1774.0 1787.0 UR
216 UR603 20250723 1823.0 1823.0 ... 468.72 1803.0 1805.0 UR
217 UR604 20250723 1815.0 1815.0 ... 233.13 1793.0 1803.0 UR
218 UR605 20250723 1830.0 1830.0 ... 7845.94 1798.0 1795.0 UR
219 UR606 20250723 1825.0 1825.0 ... 391.03 1794.0 1792.0 UR
220 UR607 20250723 1837.0 1837.0 ... 137.18 1805.0 1803.0 UR
221 WH509 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250723 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250723 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:12,050 - future_1d - INFO - ak.get_czce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 PS2508 20250723 49755.0 ... 51395.0 47655.0 PS
1 PS2509 20250723 50905.0 ... 51130.0 47470.0 PS
2 PS2510 20250723 50670.0 ... 51075.0 47315.0 PS
3 PS2511 20250723 50100.0 ... 50860.0 47220.0 PS
4 PS2512 20250723 52440.0 ... 53140.0 49395.0 PS
5 PS2601 20250723 51000.0 ... 52640.0 48930.0 PS
6 PS2602 20250723 51785.0 ... 52300.0 48595.0 PS
7 PS2603 20250723 51780.0 ... 52170.0 48685.0 PS
8 PS2604 20250723 51695.0 ... 52070.0 48800.0 PS
9 PS2605 20250723 52000.0 ... 52335.0 48615.0 PS
10 PS2606 20250723 52220.0 ... 53410.0 49520.0 PS
11 PS2607 20250723 50615.0 ... 53175.0 49445.0 PS
13 SI2508 20250723 9730.0 ... 9705.0 9425.0 SI
14 SI2509 20250723 9810.0 ... 9710.0 9470.0 SI
15 SI2510 20250723 9755.0 ... 9635.0 9405.0 SI
16 SI2511 20250723 9740.0 ... 9535.0 9340.0 SI
17 SI2512 20250723 9885.0 ... 9795.0 9605.0 SI
18 SI2601 20250723 9890.0 ... 9710.0 9550.0 SI
19 SI2602 20250723 9695.0 ... 9735.0 9510.0 SI
20 SI2603 20250723 9760.0 ... 9695.0 9490.0 SI
21 SI2604 20250723 9755.0 ... 9665.0 9485.0 SI
22 SI2605 20250723 9735.0 ... 9615.0 9470.0 SI
23 SI2606 20250723 9810.0 ... 9605.0 9450.0 SI
24 SI2607 20250723 9815.0 ... 9650.0 9490.0 SI
27 LC2508 20250723 74980.0 ... 72280.0 71900.0 LC
28 LC2509 20250723 73500.0 ... 71520.0 72320.0 LC
29 LC2510 20250723 71800.0 ... 71120.0 71600.0 LC
30 LC2511 20250723 72700.0 ... 70640.0 71260.0 LC
31 LC2512 20250723 72700.0 ... 70220.0 71260.0 LC
32 LC2601 20250723 72000.0 ... 70440.0 71100.0 LC
33 LC2602 20250723 71300.0 ... 70680.0 70800.0 LC
34 LC2603 20250723 71360.0 ... 70220.0 70540.0 LC
35 LC2604 20250723 71200.0 ... 70480.0 70760.0 LC
36 LC2605 20250723 71500.0 ... 70040.0 70780.0 LC
37 LC2606 20250723 71240.0 ... 70220.0 70600.0 LC
38 LC2607 20250723 71000.0 ... 70300.0 70520.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:12,163 - future_1d - INFO - ak.get_gfex_daily('2025-07-23') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250723 ... 79680 79560 CU
1 1 CU2509 20250723 ... 79810 79650 CU
2 2 CU2510 20250723 ... 79810 79670 CU
3 3 CU2511 20250723 ... 79800 79650 CU
4 4 CU2512 20250723 ... 79760 79580 CU
5 5 CU2601 20250723 ... 79710 79510 CU
6 6 CU2602 20250723 ... 79670 79470 CU
7 7 CU2603 20250723 ... 79700 79450 CU
8 8 CU2604 20250723 ... 79650 79430 CU
9 9 CU2605 20250723 ... 79690 79410 CU
10 10 CU2606 20250723 ... 79660 79430 CU
11 11 CU2607 20250723 ... 79610 79460 CU
12 12 BC2508 20250723 ... 70880 70720 BC
13 13 BC2509 20250723 ... 70930 70830 BC
14 14 BC2510 20250723 ... 70720 70720 BC
15 15 BC2511 20250723 ... 69190 69190 BC
16 16 BC2512 20250723 ... 70400 70400 BC
17 17 BC2601 20250723 ... 69480 69480 BC
18 18 BC2602 20250723 ... 69410 69410 BC
19 19 BC2603 20250723 ... 69290 69290 BC
20 20 BC2604 20250723 ... 69430 69430 BC
21 21 BC2605 20250723 ... 69480 69480 BC
22 22 BC2606 20250723 ... 69340 69340 BC
23 23 BC2607 20250723 ... 68670 68670 BC
24 24 AL2508 20250723 ... 20850 20890 AL
25 25 AL2509 20250723 ... 20845 20860 AL
26 26 AL2510 20250723 ... 20780 20795 AL
27 27 AL2511 20250723 ... 20710 20700 AL
28 28 AL2512 20250723 ... 20665 20655 AL
29 29 AL2601 20250723 ... 20615 20620 AL
30 30 AL2602 20250723 ... 20645 20630 AL
31 31 AL2603 20250723 ... 20615 20630 AL
32 32 AL2604 20250723 ... 20670 20680 AL
33 33 AL2605 20250723 ... 20650 20645 AL
34 34 AL2606 20250723 ... 20665 20660 AL
35 35 AL2607 20250723 ... 20680 20670 AL
36 36 ZN2508 20250723 ... 22855 22825 ZN
37 37 ZN2509 20250723 ... 22905 22860 ZN
38 38 ZN2510 20250723 ... 22900 22855 ZN
39 39 ZN2511 20250723 ... 22870 22820 ZN
40 40 ZN2512 20250723 ... 22825 22780 ZN
41 41 ZN2601 20250723 ... 22765 22725 ZN
42 42 ZN2602 20250723 ... 22725 22680 ZN
43 43 ZN2603 20250723 ... 22720 22655 ZN
44 44 ZN2604 20250723 ... 22740 22665 ZN
45 45 ZN2605 20250723 ... 22735 22590 ZN
46 46 ZN2606 20250723 ... 22720 22625 ZN
47 47 ZN2607 20250723 ... 22720 22635 ZN
48 48 PB2508 20250723 ... 16895 16895 PB
49 49 PB2509 20250723 ... 16905 16925 PB
50 50 PB2510 20250723 ... 16925 16950 PB
51 51 PB2511 20250723 ... 16910 16955 PB
52 52 PB2512 20250723 ... 16975 17020 PB
53 53 PB2601 20250723 ... 16985 16985 PB
54 54 PB2602 20250723 ... 16985 16985 PB
55 55 PB2603 20250723 ... 17000 17055 PB
56 56 PB2604 20250723 ... 17070 17070 PB
57 57 PB2605 20250723 ... 17015 17100 PB
58 58 PB2606 20250723 ... 17015 17125 PB
59 59 PB2607 20250723 ... 17030 17105 PB
60 60 NI2508 20250723 ... 123410 123330 NI
61 61 NI2509 20250723 ... 123540 123440 NI
62 62 NI2510 20250723 ... 123650 123500 NI
63 63 NI2511 20250723 ... 123840 123750 NI
64 64 NI2512 20250723 ... 124020 123980 NI
65 65 NI2601 20250723 ... 124190 124240 NI
66 66 NI2602 20250723 ... 124550 124280 NI
67 67 NI2603 20250723 ... 124790 124580 NI
68 68 NI2604 20250723 ... 125200 125190 NI
69 69 NI2605 20250723 ... 125200 125030 NI
70 70 NI2606 20250723 ... 125510 125290 NI
71 71 NI2607 20250723 ... 125170 125480 NI
72 72 SN2508 20250723 ... 268900 267430 SN
73 73 SN2509 20250723 ... 269160 267630 SN
74 74 SN2510 20250723 ... 269100 267520 SN
75 75 SN2511 20250723 ... 269000 267240 SN
76 76 SN2512 20250723 ... 268900 267210 SN
77 77 SN2601 20250723 ... 269060 267520 SN
78 78 SN2602 20250723 ... 269210 268340 SN
79 79 SN2603 20250723 ... 267970 267930 SN
80 80 SN2604 20250723 ... 268310 268100 SN
81 81 SN2605 20250723 ... 267810 267770 SN
82 82 SN2606 20250723 ... 268130 268590 SN
83 83 SN2607 20250723 ... 269330 268090 SN
84 84 AO2508 20250723 ... 3415 3475 AO
85 85 AO2509 20250723 ... 3419 3452 AO
86 86 AO2510 20250723 ... 3372 3393 AO
87 87 AO2511 20250723 ... 3353 3371 AO
88 88 AO2512 20250723 ... 3353 3365 AO
89 89 AO2601 20250723 ... 3345 3358 AO
90 90 AO2602 20250723 ... 3304 3356 AO
91 91 AO2603 20250723 ... 3328 3322 AO
92 92 AO2604 20250723 ... 3325 3358 AO
93 93 AO2605 20250723 ... 3310 3315 AO
94 94 AO2606 20250723 ... 3306 3309 AO
95 95 AO2607 20250723 ... 3323 3287 AO
96 96 AD2511 20250723 ... 20210 20215 AD
97 97 AD2512 20250723 ... 20150 20185 AD
98 98 AD2601 20250723 ... 20135 20145 AD
99 99 AD2602 20250723 ... 20175 20075 AD
100 100 AD2603 20250723 ... 20135 19990 AD
101 101 AD2604 20250723 ... 19935 19935 AD
102 102 AD2605 20250723 ... 20035 20010 AD
103 103 AD2606 20250723 ... 19920 20020 AD
104 104 AD2607 20250723 ... 19790 19790 AD
105 105 AU2508 20250723 ... 788.8 783.14 AU
106 106 AU2509 20250723 ... 790.1 784.52 AU
107 107 AU2510 20250723 ... 791.4 785.8 AU
108 108 AU2512 20250723 ... 793.4 787.66 AU
109 109 AU2602 20250723 ... 795.5 789.7 AU
110 110 AU2604 20250723 ... 797.94 791.76 AU
111 111 AU2606 20250723 ... 800.72 793.48 AU
112 112 AU2608 20250723 ... 802.18 795.88 AU
113 113 AG2508 20250723 ... 9438 9355 AG
114 114 AG2509 20250723 ... 9455 9361 AG
115 115 AG2510 20250723 ... 9465 9383 AG
116 116 AG2511 20250723 ... 9478 9390 AG
117 117 AG2512 20250723 ... 9484 9398 AG
118 118 AG2601 20250723 ... 9497 9408 AG
119 119 AG2602 20250723 ... 9508 9420 AG
120 120 AG2603 20250723 ... 9519 9431 AG
121 121 AG2604 20250723 ... 9530 9441 AG
122 122 AG2605 20250723 ... 9546 9453 AG
123 123 AG2606 20250723 ... 9557 9463 AG
124 124 AG2607 20250723 ... 9567 9475 AG
125 125 RB2508 20250723 ... 3221 3185 RB
126 126 RB2509 20250723 ... 3236 3212 RB
127 127 RB2510 20250723 ... 3283 3264 RB
128 128 RB2511 20250723 ... 3301 3286 RB
129 129 RB2512 20250723 ... 3335 3309 RB
130 130 RB2601 20250723 ... 3337 3320 RB
131 131 RB2602 20250723 ... 3319 3304 RB
132 132 RB2603 20250723 ... 3335 3328 RB
133 133 RB2604 20250723 ... 3345 3315 RB
134 134 RB2605 20250723 ... 3357 3342 RB
135 135 RB2606 20250723 ... 3359 3352 RB
136 136 RB2607 20250723 ... 3372 3348 RB
137 137 WR2508 20250723 ... 3212 3212 WR
138 138 WR2509 20250723 ... 3335 3335 WR
139 139 WR2510 20250723 ... 3611 3588 WR
140 140 WR2511 20250723 ... 3639 3679 WR
141 141 WR2512 20250723 ... 3570 3570 WR
142 142 WR2601 20250723 ... 3625 3545 WR
143 143 WR2602 20250723 ... 3607 3607 WR
144 144 WR2603 20250723 ... 3606 3606 WR
145 145 WR2604 20250723 ... 3556 3556 WR
146 146 WR2605 20250723 ... 3640 3660 WR
147 147 WR2606 20250723 ... 3708 3704 WR
148 148 WR2607 20250723 ... 3668 3747 WR
149 149 HC2508 20250723 ... 3435 3417 HC
150 150 HC2509 20250723 ... 3442 3435 HC
151 151 HC2510 20250723 ... 3444 3431 HC
152 152 HC2511 20250723 ... 3444 3433 HC
153 153 HC2512 20250723 ... 3463 3442 HC
154 154 HC2601 20250723 ... 3458 3448 HC
155 155 HC2602 20250723 ... 3447 3445 HC
156 156 HC2603 20250723 ... 3463 3449 HC
157 157 HC2604 20250723 ... 3470 3458 HC
158 158 HC2605 20250723 ... 3470 3440 HC
159 159 HC2606 20250723 ... 3445 3445 HC
160 160 HC2607 20250723 ... 3487 3444 HC
161 161 SS2508 20250723 ... 12950 12895 SS
162 162 SS2509 20250723 ... 12945 12890 SS
163 163 SS2510 20250723 ... 12980 12925 SS
164 164 SS2511 20250723 ... 13025 12965 SS
165 165 SS2512 20250723 ... 13020 12985 SS
166 166 SS2601 20250723 ... 13080 13035 SS
167 167 SS2602 20250723 ... 13120 13095 SS
168 168 SS2603 20250723 ... 13185 13140 SS
169 169 SS2604 20250723 ... 13225 13155 SS
170 170 SS2605 20250723 ... 13265 13205 SS
171 171 SS2606 20250723 ... 13295 13220 SS
172 172 SS2607 20250723 ... 13365 13265 SS
173 173 SC2508 20250723 ... 519.2 523.5 SC
174 174 SC2509 20250723 ... 503.9 506.6 SC
175 175 SC2510 20250723 ... 498.1 499.6 SC
176 176 SC2511 20250723 ... 493.1 495 SC
177 177 SC2512 20250723 ... 489.9 491.4 SC
178 178 SC2601 20250723 ... 487.2 488.2 SC
179 179 SC2602 20250723 ... 484.1 485.3 SC
180 180 SC2603 20250723 ... 482.9 483.8 SC
181 181 SC2604 20250723 ... 480.3 481.3 SC
182 182 SC2605 20250723 ... 479 480.6 SC
183 183 SC2606 20250723 ... 476.7 478.2 SC
184 184 SC2607 20250723 ... 475.5 475.5 SC
185 185 SC2609 20250723 ... 471.6 472.4 SC
186 186 SC2612 20250723 ... 469.4 469.7 SC
187 187 SC2703 20250723 ... 469.5 468.6 SC
188 188 SC2706 20250723 ... 468.4 468.4 SC
189 189 SC2709 20250723 ... 462.8 462.8 SC
190 190 SC2712 20250723 ... 467.2 467.2 SC
191 191 SC2803 20250723 ... 463.4 463.4 SC
192 192 SC2806 20250723 ... 464.2 461.8 SC
193 193 LU2508 20250723 ... 3548 3563 LU
194 194 LU2509 20250723 ... 3564 3577 LU
195 195 LU2510 20250723 ... 3567 3575 LU
196 196 LU2511 20250723 ... 3552 3562 LU
197 197 LU2512 20250723 ... 3528 3554 LU
198 198 LU2601 20250723 ... 3514 3521 LU
199 199 LU2602 20250723 ... 3501 3491 LU
200 200 LU2603 20250723 ... 3488 3445 LU
201 201 LU2604 20250723 ... 3473 3478 LU
202 202 LU2605 20250723 ... 3474 3465 LU
203 203 LU2606 20250723 ... 3459 3470 LU
204 204 LU2607 20250723 ... 3453 3459 LU
205 205 FU2508 20250723 ... 2843 2863 FU
206 206 FU2509 20250723 ... 2879 2899 FU
207 207 FU2510 20250723 ... 2890 2911 FU
208 208 FU2511 20250723 ... 2891 2905 FU
209 209 FU2512 20250723 ... 2879 2885 FU
210 210 FU2601 20250723 ... 2876 2878 FU
211 211 FU2602 20250723 ... 2863 2869 FU
212 212 FU2603 20250723 ... 2854 2857 FU
213 213 FU2604 20250723 ... 2845 2843 FU
214 214 FU2605 20250723 ... 2833 2828 FU
215 215 FU2606 20250723 ... 2824 2827 FU
216 216 FU2607 20250723 ... 2808 2815 FU
217 217 BU2508 20250723 ... 3640 3644 BU
218 218 BU2509 20250723 ... 3612 3611 BU
219 219 BU2510 20250723 ... 3575 3565 BU
220 220 BU2511 20250723 ... 3534 3523 BU
221 221 BU2512 20250723 ... 3469 3458 BU
222 222 BU2601 20250723 ... 3437 3428 BU
223 223 BU2602 20250723 ... 3431 3392 BU
224 224 BU2603 20250723 ... 3417 3396 BU
225 225 BU2604 20250723 ... 3393 3389 BU
226 226 BU2605 20250723 ... 3407 3380 BU
227 227 BU2606 20250723 ... 3405 3380 BU
228 228 BU2607 20250723 ... 3392 3392 BU
229 229 BU2609 20250723 ... 3392 3369 BU
230 230 BU2612 20250723 ... 3341 3325 BU
231 231 BU2703 20250723 ... 3332 3326 BU
232 232 BU2706 20250723 ... 3332 3324 BU
233 233 BR2508 20250723 ... 12015 12020 BR
234 234 BR2509 20250723 ... 12000 12025 BR
235 235 BR2510 20250723 ... 11960 12005 BR
236 236 BR2511 20250723 ... 11960 12020 BR
237 237 BR2512 20250723 ... 11965 12030 BR
238 238 BR2601 20250723 ... 11980 12005 BR
239 239 BR2602 20250723 ... 11990 11975 BR
240 240 BR2603 20250723 ... 12020 12000 BR
241 241 BR2604 20250723 ... 12025 12005 BR
242 242 BR2605 20250723 ... 12000 11995 BR
243 243 BR2606 20250723 ... 12020 12010 BR
244 244 BR2607 20250723 ... 11995 11980 BR
245 245 RU2508 20250723 ... 14960 15020 RU
246 246 RU2509 20250723 ... 15015 15030 RU
247 247 RU2510 20250723 ... 14985 15010 RU
248 248 RU2511 20250723 ... 15010 15025 RU
249 249 RU2601 20250723 ... 15800 15800 RU
250 250 RU2603 20250723 ... 15815 15760 RU
251 251 RU2604 20250723 ... 15880 15805 RU
252 252 RU2605 20250723 ... 15935 15875 RU
253 253 RU2606 20250723 ... 15830 15875 RU
254 254 RU2607 20250723 ... 15805 15805 RU
255 255 NR2508 20250723 ... 12790 12810 NR
256 256 NR2509 20250723 ... 12820 12845 NR
257 257 NR2510 20250723 ... 12810 12830 NR
258 258 NR2511 20250723 ... 12830 12835 NR
259 259 NR2512 20250723 ... 12890 12885 NR
260 260 NR2601 20250723 ... 12925 12930 NR
261 261 NR2602 20250723 ... 12995 12905 NR
262 262 NR2603 20250723 ... 12900 12885 NR
263 263 NR2604 20250723 ... 12995 13010 NR
264 264 NR2605 20250723 ... 12995 12940 NR
265 265 NR2606 20250723 ... 12950 12980 NR
266 266 NR2607 20250723 ... 12810 12810 NR
267 267 SP2508 20250723 ... 5418 5314 SP
268 268 SP2509 20250723 ... 5424 5342 SP
269 269 SP2510 20250723 ... 5364 5308 SP
270 270 SP2511 20250723 ... 5362 5308 SP
271 271 SP2512 20250723 ... 5312 5258 SP
272 272 SP2601 20250723 ... 5532 5484 SP
273 273 SP2602 20250723 ... 5472 5420 SP
274 274 SP2603 20250723 ... 5460 5424 SP
275 275 SP2604 20250723 ... 5442 5400 SP
276 276 SP2605 20250723 ... 5456 5418 SP
277 277 SP2606 20250723 ... 5426 5418 SP
278 278 SP2607 20250723 ... 5456 5414 SP
279 279 EC2508 20250723 ... 2212.3 2276.1 EC
280 280 EC2510 20250723 ... 1526.9 1579.9 EC
281 281 EC2512 20250723 ... 1687.9 1728.6 EC
282 282 EC2602 20250723 ... 1458 1469.5 EC
283 283 EC2604 20250723 ... 1316.3 1323.9 EC
284 284 EC2606 20250723 ... 1454.3 1447.6 EC
285 285 SC_TAS2509 20250723 ... SC_TAS
286 286 SC_TAS2510 20250723 ... SC_TAS
287 287 SC_TAS2511 20250723 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:12,270 - future_1d - INFO - ak.get_shfe_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 a2509 20250723 4213.00 ... 4229.00 4213.00 A
1 a2511 20250723 4139.00 ... 4142.00 4132.00 A
2 a2601 20250723 4125.00 ... 4127.00 4122.00 A
3 a2603 20250723 4118.00 ... 4116.00 4110.00 A
4 a2605 20250723 4152.00 ... 4150.00 4144.00 A
5 a2607 20250723 4154.00 ... 4148.00 4142.00 A
6 b2508 20250723 3634.00 ... 3639.00 3634.00 B
7 b2509 20250723 3719.00 ... 3732.00 3717.00 B
8 b2510 20250723 3761.00 ... 3780.00 3762.00 B
9 b2511 20250723 3779.00 ... 3793.00 3775.00 B
10 b2512 20250723 3789.00 ... 3799.00 3782.00 B
11 b2601 20250723 3768.00 ... 3779.00 3762.00 B
12 b2602 20250723 3724.00 ... 3728.00 3721.00 B
13 b2603 20250723 3616.00 ... 3621.00 3614.00 B
14 b2604 20250723 3510.00 ... 3511.00 3507.00 B
15 b2605 20250723 3434.00 ... 3440.00 3431.00 B
16 b2606 20250723 3428.00 ... 3434.00 3426.00 B
17 b2607 20250723 3431.00 ... 3432.00 3425.00 B
18 bb2509 20250723 156.20 ... 153.45 156.15 BB
19 bb2511 20250723 153.95 ... 153.50 153.70 BB
20 bb2601 20250723 148.55 ... 147.60 147.90 BB
21 bb2603 20250723 0.00 ... 154.15 154.45 BB
22 bb2605 20250723 0.00 ... 154.15 154.45 BB
23 bb2607 20250723 0.00 ... 154.15 154.45 BB
24 bz2603 20250723 6278.00 ... 6222.00 6238.00 BZ
25 bz2604 20250723 6254.00 ... 6198.00 6224.00 BZ
26 bz2605 20250723 6269.00 ... 6213.00 6228.00 BZ
27 bz2606 20250723 6261.00 ... 6225.00 6219.00 BZ
28 c2509 20250723 2316.00 ... 2311.00 2325.00 C
29 c2511 20250723 2278.00 ... 2271.00 2280.00 C
30 c2601 20250723 2246.00 ... 2244.00 2250.00 C
31 c2603 20250723 2248.00 ... 2244.00 2250.00 C
32 c2605 20250723 2291.00 ... 2285.00 2290.00 C
33 c2607 20250723 2297.00 ... 2294.00 2300.00 C
34 cs2509 20250723 2670.00 ... 2669.00 2672.00 CS
35 cs2511 20250723 2615.00 ... 2614.00 2621.00 CS
36 cs2601 20250723 2627.00 ... 2626.00 2634.00 CS
37 cs2603 20250723 2617.00 ... 2616.00 2619.00 CS
38 cs2605 20250723 2653.00 ... 2658.00 2663.00 CS
39 cs2607 20250723 2659.00 ... 2662.00 2665.00 CS
40 eb2507 20250723 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250723 7511.00 ... 7465.00 7471.00 EB
42 eb2509 20250723 7491.00 ... 7433.00 7429.00 EB
43 eb2510 20250723 7420.00 ... 7398.00 7377.00 EB
44 eb2511 20250723 7365.00 ... 7356.00 7318.00 EB
45 eb2512 20250723 7340.00 ... 7334.00 7287.00 EB
46 eb2601 20250723 7350.00 ... 7335.00 7285.00 EB
47 eb2602 20250723 7366.00 ... 7349.00 7292.00 EB
48 eb2603 20250723 7364.00 ... 7358.00 7326.00 EB
49 eb2604 20250723 7372.00 ... 7366.00 7310.00 EB
50 eb2605 20250723 7384.00 ... 7363.00 7337.00 EB
51 eb2606 20250723 7377.00 ... 7375.00 7293.00 EB
52 eg2507 20250723 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250723 4410.00 ... 4405.00 4398.00 EG
54 eg2509 20250723 4459.00 ... 4440.00 4430.00 EG
55 eg2510 20250723 4447.00 ... 4445.00 4420.00 EG
56 eg2511 20250723 4471.00 ... 4448.00 4424.00 EG
57 eg2512 20250723 4470.00 ... 4462.00 4421.00 EG
58 eg2601 20250723 4456.00 ... 4446.00 4429.00 EG
59 eg2602 20250723 4461.00 ... 4440.00 4438.00 EG
60 eg2603 20250723 4425.00 ... 4430.00 4436.00 EG
61 eg2604 20250723 4472.00 ... 4462.00 4380.00 EG
62 eg2605 20250723 4475.00 ... 4473.00 4465.00 EG
63 eg2606 20250723 0.00 ... 4440.00 4440.00 EG
64 fb2508 20250723 0.00 ... 1378.00 1375.50 FB
65 fb2509 20250723 1287.00 ... 1286.00 1285.50 FB
66 fb2510 20250723 1307.00 ... 1314.50 1310.50 FB
67 fb2511 20250723 1314.50 ... 1314.00 1311.50 FB
68 fb2512 20250723 1319.50 ... 1314.50 1314.50 FB
69 fb2601 20250723 1344.00 ... 1315.00 1317.00 FB
70 fb2602 20250723 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250723 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250723 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250723 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250723 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250723 0.00 ... 1295.00 1295.00 FB
76 i2508 20250723 829.50 ... 819.00 821.00 I
77 i2509 20250723 826.00 ... 815.50 817.00 I
78 i2510 20250723 818.50 ... 810.00 812.50 I
79 i2511 20250723 813.00 ... 803.50 807.00 I
80 i2512 20250723 806.50 ... 796.50 800.00 I
81 i2601 20250723 797.00 ... 786.50 787.50 I
82 i2602 20250723 791.50 ... 780.50 786.00 I
83 i2603 20250723 788.00 ... 777.00 782.50 I
84 i2604 20250723 783.50 ... 772.50 777.00 I
85 i2605 20250723 773.00 ... 763.50 766.50 I
86 i2606 20250723 767.50 ... 760.00 760.00 I
87 i2607 20250723 764.50 ... 754.50 754.50 I
88 j2508 20250723 1706.50 ... 1673.50 1600.00 J
89 j2509 20250723 1686.00 ... 1701.50 1644.50 J
90 j2510 20250723 1718.00 ... 1713.50 1661.50 J
91 j2511 20250723 1733.00 ... 1730.00 1721.50 J
92 j2512 20250723 1742.50 ... 1739.50 1714.00 J
93 j2601 20250723 1747.50 ... 1743.00 1699.00 J
94 j2602 20250723 1762.50 ... 1759.00 1724.50 J
95 j2603 20250723 1785.00 ... 1788.00 1676.50 J
96 j2604 20250723 1808.00 ... 1803.00 1705.50 J
97 j2605 20250723 1797.50 ... 1773.50 1746.00 J
98 j2606 20250723 1803.50 ... 1767.50 1732.50 J
99 j2607 20250723 1781.50 ... 1781.50 1730.50 J
100 jd2507 20250723 3160.00 ... 3160.00 3160.00 JD
101 jd2508 20250723 3581.00 ... 3607.00 3576.00 JD
102 jd2509 20250723 3628.00 ... 3646.00 3624.00 JD
103 jd2510 20250723 3400.00 ... 3409.00 3397.00 JD
104 jd2511 20250723 3405.00 ... 3415.00 3404.00 JD
105 jd2512 20250723 3554.00 ... 3565.00 3550.00 JD
106 jd2601 20250723 3620.00 ... 3643.00 3615.00 JD
107 jd2602 20250723 3190.00 ... 3213.00 3188.00 JD
108 jd2603 20250723 3195.00 ... 3217.00 3190.00 JD
109 jd2604 20250723 3330.00 ... 3352.00 3324.00 JD
110 jd2605 20250723 3413.00 ... 3435.00 3407.00 JD
111 jd2606 20250723 3261.00 ... 3271.00 3256.00 JD
112 jm2508 20250723 960.50 ... 1007.00 948.00 JM
113 jm2509 20250723 1068.00 ... 1110.00 1023.00 JM
114 jm2510 20250723 1111.50 ... 1137.50 1048.00 JM
115 jm2511 20250723 1116.00 ... 1152.50 1072.50 JM
116 jm2512 20250723 1131.00 ... 1164.50 1089.50 JM
117 jm2601 20250723 1148.00 ... 1177.50 1102.50 JM
118 jm2602 20250723 1163.00 ... 1186.00 1117.50 JM
119 jm2603 20250723 1166.50 ... 1185.50 1121.00 JM
120 jm2604 20250723 1184.50 ... 1197.50 1125.50 JM
121 jm2605 20250723 1189.50 ... 1204.50 1134.50 JM
122 jm2606 20250723 1196.50 ... 1219.00 1148.00 JM
123 jm2607 20250723 1218.50 ... 1246.00 1148.00 JM
124 l2508 20250723 7301.00 ... 7278.00 7269.00 L
125 l2509 20250723 7370.00 ... 7320.00 7306.00 L
126 l2510 20250723 7378.00 ... 7339.00 7331.00 L
127 l2511 20250723 7397.00 ... 7351.00 7355.00 L
128 l2512 20250723 7405.00 ... 7362.00 7373.00 L
129 l2601 20250723 7409.00 ... 7370.00 7354.00 L
130 l2602 20250723 7404.00 ... 7356.00 7331.00 L
131 l2603 20250723 7402.00 ... 7348.00 7328.00 L
132 l2604 20250723 7426.00 ... 7410.00 7354.00 L
133 l2605 20250723 7420.00 ... 7358.00 7341.00 L
134 l2606 20250723 7383.00 ... 7356.00 7333.00 L
135 l2607 20250723 7398.00 ... 7384.00 7323.00 L
136 lg2507 20250723 820.00 ... 818.50 823.00 LG
137 lg2509 20250723 841.50 ... 829.00 840.50 LG
138 lg2511 20250723 849.00 ... 831.00 845.00 LG
139 lg2601 20250723 850.00 ... 839.00 856.50 LG
140 lg2603 20250723 846.50 ... 837.00 856.50 LG
141 lg2605 20250723 847.00 ... 842.50 861.50 LG
142 lh2507 20250723 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250723 14400.00 ... 14695.00 14350.00 LH
144 lh2511 20250723 14150.00 ... 14375.00 13915.00 LH
145 lh2601 20250723 14400.00 ... 14750.00 14220.00 LH
146 lh2603 20250723 13380.00 ... 13670.00 13260.00 LH
147 lh2605 20250723 13725.00 ... 13995.00 13530.00 LH
148 m2508 20250723 3063.00 ... 3073.00 3062.00 M
149 m2509 20250723 3080.00 ... 3096.00 3076.00 M
150 m2511 20250723 3096.00 ... 3133.00 3111.00 M
151 m2512 20250723 3130.00 ... 3150.00 3126.00 M
152 m2601 20250723 3100.00 ... 3116.00 3098.00 M
153 m2603 20250723 2942.00 ... 2954.00 2939.00 M
154 m2605 20250723 2758.00 ... 2767.00 2756.00 M
155 m2607 20250723 2744.00 ... 2752.00 2742.00 M
156 p2508 20250723 8872.00 ... 8898.00 8882.00 P
157 p2509 20250723 8908.00 ... 8984.00 8928.00 P
158 p2510 20250723 8914.00 ... 8984.00 8920.00 P
159 p2511 20250723 8896.00 ... 8956.00 8900.00 P
160 p2512 20250723 8908.00 ... 8966.00 8886.00 P
161 p2601 20250723 8900.00 ... 8960.00 8888.00 P
162 p2602 20250723 8852.00 ... 8886.00 8852.00 P
163 p2603 20250723 8766.00 ... 8800.00 8756.00 P
164 p2604 20250723 8704.00 ... 8702.00 8700.00 P
165 p2605 20250723 8586.00 ... 8640.00 8586.00 P
166 p2606 20250723 8526.00 ... 8552.00 8530.00 P
167 p2607 20250723 8500.00 ... 8536.00 8512.00 P
168 pg2507 20250723 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250723 4000.00 ... 4013.00 4032.00 PG
170 pg2509 20250723 3975.00 ... 3972.00 3981.00 PG
171 pg2510 20250723 4415.00 ... 4400.00 4407.00 PG
172 pg2511 20250723 4352.00 ... 4336.00 4340.00 PG
173 pg2512 20250723 4282.00 ... 4273.00 4272.00 PG
174 pg2601 20250723 4218.00 ... 4209.00 4204.00 PG
175 pg2602 20250723 4123.00 ... 4122.00 4114.00 PG
176 pg2603 20250723 4058.00 ... 4046.00 4039.00 PG
177 pg2604 20250723 4332.00 ... 4337.00 4339.00 PG
178 pg2605 20250723 4249.00 ... 4238.00 4233.00 PG
179 pg2606 20250723 4178.00 ... 4178.00 4163.00 PG
180 pp2508 20250723 7108.00 ... 7098.00 7086.00 PP
181 pp2509 20250723 7150.00 ... 7126.00 7114.00 PP
182 pp2510 20250723 7161.00 ... 7136.00 7115.00 PP
183 pp2511 20250723 7158.00 ... 7134.00 7115.00 PP
184 pp2512 20250723 7161.00 ... 7135.00 7123.00 PP
185 pp2601 20250723 7170.00 ... 7143.00 7116.00 PP
186 pp2602 20250723 7135.00 ... 7121.00 7110.00 PP
187 pp2603 20250723 7134.00 ... 7130.00 7098.00 PP
188 pp2604 20250723 7149.00 ... 7124.00 7097.00 PP
189 pp2605 20250723 7147.00 ... 7137.00 7109.00 PP
190 pp2606 20250723 7125.00 ... 7103.00 7100.00 PP
191 pp2607 20250723 0.00 ... 7173.00 7173.00 PP
192 rr2508 20250723 3597.00 ... 3563.00 3593.00 RR
193 rr2509 20250723 3605.00 ... 3601.00 3603.00 RR
194 rr2510 20250723 3620.00 ... 3629.00 3625.00 RR
195 rr2511 20250723 3621.00 ... 3622.00 3616.00 RR
196 rr2512 20250723 3621.00 ... 3621.00 3618.00 RR
197 rr2601 20250723 3620.00 ... 3623.00 3616.00 RR
198 rr2602 20250723 3623.00 ... 3623.00 3622.00 RR
199 rr2603 20250723 3626.00 ... 3630.00 3641.00 RR
200 rr2604 20250723 3633.00 ... 3634.00 3630.00 RR
201 rr2605 20250723 3628.00 ... 3629.00 3625.00 RR
202 rr2606 20250723 3622.00 ... 3627.00 3625.00 RR
203 rr2607 20250723 0.00 ... 3617.00 3617.00 RR
204 v2508 20250723 5199.00 ... 5169.00 5145.00 V
205 v2509 20250723 5260.00 ... 5194.00 5186.00 V
206 v2510 20250723 5285.00 ... 5220.00 5217.00 V
207 v2511 20250723 5314.00 ... 5265.00 5247.00 V
208 v2512 20250723 5340.00 ... 5279.00 5280.00 V
209 v2601 20250723 5380.00 ... 5307.00 5305.00 V
210 v2602 20250723 5395.00 ... 5344.00 5328.00 V
211 v2603 20250723 5395.00 ... 5361.00 5330.00 V
212 v2604 20250723 5533.00 ... 5496.00 5471.00 V
213 v2605 20250723 5560.00 ... 5500.00 5502.00 V
214 v2606 20250723 5584.00 ... 5524.00 5508.00 V
215 v2607 20250723 5610.00 ... 5544.00 5507.00 V
216 y2508 20250723 8054.00 ... 8062.00 8052.00 Y
217 y2509 20250723 8066.00 ... 8072.00 8072.00 Y
218 y2511 20250723 8084.00 ... 8080.00 8084.00 Y
219 y2512 20250723 8086.00 ... 8086.00 8084.00 Y
220 y2601 20250723 8022.00 ... 8022.00 8022.00 Y
221 y2603 20250723 7888.00 ... 7894.00 7902.00 Y
222 y2605 20250723 7674.00 ... 7668.00 7674.00 Y
223 y2607 20250723 7654.00 ... 7664.00 7670.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:13,000 - future_1d - INFO - ak.get_dce_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 IC2508 20250723 6195.400 ... 6170.200 6161.200 IC
1 IC2509 20250723 6135.800 ... 6120.800 6111.800 IC
2 IC2512 20250723 6024.200 ... 5997.000 5984.600 IC
3 IC2603 20250723 5913.200 ... 5882.800 5870.000 IC
4 IF2508 20250723 4126.200 ... 4117.800 4105.400 IF
5 IF2509 20250723 4117.000 ... 4109.800 4096.600 IF
6 IF2512 20250723 4087.000 ... 4079.800 4063.600 IF
7 IF2603 20250723 4055.200 ... 4051.600 4033.200 IF
8 IH2508 20250723 2802.000 ... 2801.800 2788.800 IH
9 IH2509 20250723 2803.200 ... 2802.600 2789.400 IH
10 IH2512 20250723 2806.200 ... 2804.200 2791.600 IH
11 IH2603 20250723 2810.000 ... 2805.800 2793.400 IH
12 IM2508 20250723 6595.200 ... 6570.800 6568.000 IM
13 IM2509 20250723 6521.200 ... 6499.200 6495.800 IM
14 IM2512 20250723 6340.000 ... 6316.800 6311.400 IM
15 IM2603 20250723 6177.800 ... 6158.400 6150.400 IM
16 T2509 20250723 108.500 ... 108.530 108.635 T
17 T2512 20250723 108.570 ... 108.600 108.700 T
18 T2603 20250723 108.600 ... 108.585 108.665 T
19 TF2509 20250723 105.785 ... 105.805 105.885 TF
20 TF2512 20250723 105.900 ... 105.885 105.965 TF
21 TF2603 20250723 105.945 ... 105.950 106.030 TF
22 TL2509 20250723 118.900 ... 119.350 119.520 TL
23 TL2512 20250723 118.880 ... 119.160 119.330 TL
24 TL2603 20250723 118.850 ... 118.960 119.150 TL
25 TS2509 20250723 102.390 ... 102.380 102.414 TS
26 TS2512 20250723 102.444 ... 102.464 102.490 TS
27 TS2603 20250723 102.570 ... 102.552 102.584 TS
[28 rows x 12 columns]
2025-07-29 18:26:13,330 - future_1d - INFO - ak.get_cffex_daily('2025-07-23') done
symbol date open ... settle pre_settle variety
0 SC2508 20250723 514 ... 519.2 523.5 SC
1 SC2509 20250723 503.2 ... 503.9 506.6 SC
2 SC2510 20250723 497.8 ... 498.1 499.6 SC
3 SC2511 20250723 493.5 ... 493.1 495 SC
4 SC2512 20250723 489.5 ... 489.9 491.4 SC
5 SC2601 20250723 486.4 ... 487.2 488.2 SC
6 SC2602 20250723 484.4 ... 484.1 485.3 SC
7 SC2603 20250723 482.1 ... 482.9 483.8 SC
8 SC2604 20250723 479.7 ... 480.3 481.3 SC
9 SC2605 20250723 478.9 ... 479 480.6 SC
10 SC2606 20250723 474.8 ... 476.7 478.2 SC
11 SC2607 20250723 ... 475.5 475.5 SC
12 SC2609 20250723 475.5 ... 471.6 472.4 SC
13 SC2612 20250723 464.1 ... 469.4 469.7 SC
14 SC2703 20250723 471 ... 469.5 468.6 SC
15 SC2706 20250723 ... 468.4 468.4 SC
16 SC2709 20250723 462.8 ... 462.8 462.8 SC
17 SC2712 20250723 ... 467.2 467.2 SC
18 SC2803 20250723 ... 463.4 463.4 SC
19 SC2806 20250723 460.5 ... 464.2 461.8 SC
21 LU2508 20250723 3547 ... 3548 3563 LU
22 LU2509 20250723 3573 ... 3564 3577 LU
23 LU2510 20250723 3576 ... 3567 3575 LU
24 LU2511 20250723 3554 ... 3552 3562 LU
25 LU2512 20250723 3548 ... 3528 3554 LU
26 LU2601 20250723 3520 ... 3514 3521 LU
27 LU2602 20250723 3489 ... 3501 3491 LU
28 LU2603 20250723 3483 ... 3488 3445 LU
29 LU2604 20250723 3469 ... 3473 3478 LU
30 LU2605 20250723 3470 ... 3474 3465 LU
31 LU2606 20250723 3442 ... 3459 3470 LU
32 LU2607 20250723 3453 ... 3453 3459 LU
34 NR2508 20250723 12830 ... 12790 12810 NR
35 NR2509 20250723 12860 ... 12820 12845 NR
36 NR2510 20250723 12860 ... 12810 12830 NR
37 NR2511 20250723 12820 ... 12830 12835 NR
38 NR2512 20250723 12890 ... 12890 12885 NR
39 NR2601 20250723 12980 ... 12925 12930 NR
40 NR2602 20250723 12995 ... 12995 12905 NR
41 NR2603 20250723 12915 ... 12900 12885 NR
42 NR2604 20250723 13075 ... 12995 13010 NR
43 NR2605 20250723 13055 ... 12995 12940 NR
44 NR2606 20250723 12975 ... 12950 12980 NR
45 NR2607 20250723 ... 12810 12810 NR
47 BC2508 20250723 70850 ... 70880 70720 BC
48 BC2509 20250723 70990 ... 70930 70830 BC
49 BC2510 20250723 ... 70720 70720 BC
50 BC2511 20250723 ... 69190 69190 BC
51 BC2512 20250723 ... 70400 70400 BC
52 BC2601 20250723 ... 69480 69480 BC
53 BC2602 20250723 ... 69410 69410 BC
54 BC2603 20250723 ... 69290 69290 BC
55 BC2604 20250723 ... 69430 69430 BC
56 BC2605 20250723 ... 69480 69480 BC
57 BC2606 20250723 ... 69340 69340 BC
58 BC2607 20250723 ... 68670 68670 BC
60 EC2508 20250723 2238 ... 2212.3 2276.1 EC
61 EC2510 20250723 1556.9 ... 1526.9 1579.9 EC
62 EC2512 20250723 1721.6 ... 1687.9 1728.6 EC
63 EC2602 20250723 1468.1 ... 1458 1469.5 EC
64 EC2604 20250723 1321.4 ... 1316.3 1323.9 EC
65 EC2606 20250723 1459.2 ... 1454.3 1447.6 EC
68 SC_TAS2509 20250723 ... SC_TAS
69 SC_TAS2510 20250723 ... SC_TAS
70 SC_TAS2511 20250723 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:13,396 - future_1d - INFO - ak.get_ine_daily('2025-07-23') done
2025-07-29 18:26:15,127 - future_1d - INFO - save future_daily 2025-07-23 completed
symbol date open ... settle pre_settle variety
0 AP510 20250724 7938.0 ... 7967.0 7949.0 AP
1 AP511 20250724 7664.0 ... 7704.0 7698.0 AP
2 AP512 20250724 7727.0 ... 7747.0 7748.0 AP
3 AP601 20250724 7800.0 ... 7834.0 7821.0 AP
4 AP603 20250724 7753.0 ... 7766.0 7740.0 AP
5 AP604 20250724 7741.0 ... 7769.0 7758.0 AP
6 AP605 20250724 7774.0 ... 7812.0 7796.0 AP
7 CF509 20250724 14180.0 ... 14160.0 14220.0 CF
8 CF511 20250724 13985.0 ... 13995.0 14010.0 CF
9 CF601 20250724 14065.0 ... 14070.0 14080.0 CF
10 CF603 20250724 14000.0 ... 14030.0 14035.0 CF
11 CF605 20250724 14015.0 ... 14005.0 14025.0 CF
12 CF607 20250724 14000.0 ... 14025.0 14050.0 CF
13 CJ509 20250724 9610.0 ... 9495.0 9545.0 CJ
14 CJ512 20250724 10430.0 ... 10315.0 10415.0 CJ
15 CJ601 20250724 10580.0 ... 10475.0 10565.0 CJ
16 CJ603 20250724 10650.0 ... 10545.0 10655.0 CJ
17 CJ605 20250724 10750.0 ... 10700.0 10765.0 CJ
18 CJ607 20250724 10755.0 ... 10790.0 10865.0 CJ
19 CY508 20250724 0.0 ... 20165.0 20165.0 CY
20 CY509 20250724 20325.0 ... 20350.0 20420.0 CY
21 CY510 20250724 0.0 ... 19960.0 20030.0 CY
22 CY511 20250724 20120.0 ... 20155.0 20215.0 CY
23 CY512 20250724 0.0 ... 20045.0 20040.0 CY
24 CY601 20250724 20225.0 ... 20260.0 20325.0 CY
25 CY602 20250724 0.0 ... 20055.0 20055.0 CY
26 CY603 20250724 0.0 ... 20305.0 20305.0 CY
27 CY604 20250724 0.0 ... 20040.0 20040.0 CY
28 CY605 20250724 0.0 ... 20215.0 20215.0 CY
29 CY606 20250724 0.0 ... 20010.0 20010.0 CY
30 CY607 20250724 0.0 ... 20595.0 20625.0 CY
31 FG508 20250724 1207.0 ... 1258.0 1221.0 FG
32 FG509 20250724 1206.0 ... 1261.0 1223.0 FG
33 FG510 20250724 1269.0 ... 1319.0 1278.0 FG
34 FG511 20250724 1249.0 ... 1301.0 1263.0 FG
35 FG512 20250724 1319.0 ... 1366.0 1328.0 FG
36 FG601 20250724 1309.0 ... 1354.0 1318.0 FG
37 FG602 20250724 1355.0 ... 1389.0 1357.0 FG
38 FG603 20250724 1345.0 ... 1377.0 1354.0 FG
39 FG604 20250724 1366.0 ... 1412.0 1385.0 FG
40 FG605 20250724 1370.0 ... 1411.0 1376.0 FG
41 FG606 20250724 1400.0 ... 1428.0 1390.0 FG
42 FG607 20250724 1385.0 ... 1414.0 1383.0 FG
43 JR509 20250724 0.0 ... 2662.0 2662.0 JR
44 JR511 20250724 0.0 ... 2662.0 2662.0 JR
45 JR601 20250724 0.0 ... 2662.0 2662.0 JR
46 JR603 20250724 0.0 ... 2662.0 2662.0 JR
47 JR605 20250724 0.0 ... 2662.0 2662.0 JR
48 JR607 20250724 0.0 ... 2662.0 2662.0 JR
49 LR509 20250724 0.0 ... 2360.0 2360.0 LR
50 LR511 20250724 0.0 ... 2360.0 2360.0 LR
51 LR601 20250724 0.0 ... 2360.0 2360.0 LR
52 MA508 20250724 2394.0 ... 2417.0 2394.0 MA
53 MA509 20250724 2417.0 ... 2465.0 2430.0 MA
54 MA510 20250724 2444.0 ... 2498.0 2459.0 MA
55 MA511 20250724 2466.0 ... 2517.0 2481.0 MA
56 MA512 20250724 2489.0 ... 2532.0 2496.0 MA
57 MA601 20250724 2504.0 ... 2539.0 2510.0 MA
58 MA602 20250724 2497.0 ... 2536.0 2496.0 MA
59 MA603 20250724 2487.0 ... 2526.0 2490.0 MA
60 MA604 20250724 2469.0 ... 2502.0 2463.0 MA
61 MA605 20250724 2431.0 ... 2463.0 2435.0 MA
62 MA606 20250724 2453.0 ... 2475.0 2449.0 MA
63 MA607 20250724 2430.0 ... 2457.0 2430.0 MA
64 OI509 20250724 9459.0 ... 9462.0 9451.0 OI
65 OI511 20250724 9439.0 ... 9441.0 9433.0 OI
66 OI601 20250724 9408.0 ... 9409.0 9388.0 OI
67 OI603 20250724 9359.0 ... 9382.0 9347.0 OI
68 OI605 20250724 9314.0 ... 9315.0 9282.0 OI
69 OI607 20250724 9269.0 ... 9314.0 9269.0 OI
70 PF508 20250724 6420.0 ... 6474.0 6480.0 PF
71 PF509 20250724 6430.0 ... 6472.0 6476.0 PF
72 PF510 20250724 6478.0 ... 6534.0 6532.0 PF
73 PF511 20250724 6474.0 ... 6524.0 6522.0 PF
74 PF512 20250724 6454.0 ... 6510.0 6504.0 PF
75 PF601 20250724 6462.0 ... 6516.0 6500.0 PF
76 PF602 20250724 6482.0 ... 6514.0 6504.0 PF
77 PF603 20250724 6496.0 ... 6528.0 6516.0 PF
78 PF604 20250724 0.0 ... 6556.0 6518.0 PF
79 PF605 20250724 6530.0 ... 6566.0 6548.0 PF
80 PF606 20250724 6534.0 ... 6576.0 6562.0 PF
81 PF607 20250724 6550.0 ... 6570.0 6590.0 PF
82 PK510 20250724 8142.0 ... 8140.0 8142.0 PK
83 PK511 20250724 7974.0 ... 7984.0 7978.0 PK
84 PK512 20250724 7968.0 ... 7984.0 7972.0 PK
85 PK601 20250724 7998.0 ... 8016.0 7994.0 PK
86 PK603 20250724 8014.0 ... 8034.0 8022.0 PK
87 PK604 20250724 8030.0 ... 8032.0 8028.0 PK
88 PK605 20250724 8040.0 ... 8036.0 8036.0 PK
89 PL601 20250724 6594.0 ... 6590.0 6595.0 PL
90 PL602 20250724 6641.0 ... 6668.0 6645.0 PL
91 PL603 20250724 6578.0 ... 6584.0 6573.0 PL
92 PL604 20250724 6494.0 ... 6494.0 6610.0 PL
93 PL605 20250724 6520.0 ... 6524.0 6519.0 PL
94 PL606 20250724 0.0 ... 6611.0 6611.0 PL
95 PL607 20250724 0.0 ... 6596.0 6596.0 PL
96 PM509 20250724 0.0 ... 3122.0 3122.0 PM
97 PM511 20250724 0.0 ... 3122.0 3122.0 PM
98 PM601 20250724 0.0 ... 3122.0 3122.0 PM
99 PM603 20250724 0.0 ... 3122.0 3122.0 PM
100 PM605 20250724 0.0 ... 3122.0 3122.0 PM
101 PM607 20250724 0.0 ... 3122.0 3122.0 PM
102 PR508 20250724 6014.0 ... 6034.0 6030.0 PR
103 PR509 20250724 5976.0 ... 6018.0 6012.0 PR
104 PR510 20250724 5992.0 ... 6024.0 6022.0 PR
105 PR511 20250724 5982.0 ... 6012.0 5996.0 PR
106 PR512 20250724 6010.0 ... 6018.0 5986.0 PR
107 PR601 20250724 5982.0 ... 5994.0 5972.0 PR
108 PR602 20250724 6008.0 ... 5992.0 5974.0 PR
109 PR603 20250724 6016.0 ... 5996.0 6012.0 PR
110 PR604 20250724 6012.0 ... 6010.0 6008.0 PR
111 PR605 20250724 6020.0 ... 6020.0 6014.0 PR
112 PR606 20250724 0.0 ... 6016.0 5998.0 PR
113 PR607 20250724 5980.0 ... 5980.0 5978.0 PR
114 PX508 20250724 6924.0 ... 6926.0 6924.0 PX
115 PX509 20250724 6860.0 ... 6902.0 6890.0 PX
116 PX510 20250724 6848.0 ... 6888.0 6870.0 PX
117 PX511 20250724 6804.0 ... 6844.0 6834.0 PX
118 PX512 20250724 6800.0 ... 6822.0 6818.0 PX
119 PX601 20250724 6782.0 ... 6804.0 6802.0 PX
120 PX602 20250724 6786.0 ... 6760.0 6772.0 PX
121 PX603 20250724 0.0 ... 6806.0 6754.0 PX
122 PX604 20250724 0.0 ... 6804.0 6740.0 PX
123 PX605 20250724 6748.0 ... 6756.0 6752.0 PX
124 PX606 20250724 6756.0 ... 6760.0 6728.0 PX
125 PX607 20250724 6760.0 ... 6764.0 6740.0 PX
126 RI509 20250724 0.0 ... 2479.0 2479.0 RI
127 RI511 20250724 0.0 ... 2479.0 2479.0 RI
128 RI601 20250724 0.0 ... 2479.0 2479.0 RI
129 RI603 20250724 0.0 ... 2479.0 2479.0 RI
130 RI605 20250724 0.0 ... 2479.0 2479.0 RI
131 RI607 20250724 0.0 ... 2479.0 2479.0 RI
132 RM508 20250724 2747.0 ... 2688.0 2744.0 RM
133 RM509 20250724 2757.0 ... 2706.0 2754.0 RM
134 RM511 20250724 2590.0 ... 2562.0 2584.0 RM
135 RM601 20250724 2445.0 ... 2414.0 2448.0 RM
136 RM603 20250724 2407.0 ... 2383.0 2411.0 RM
137 RM605 20250724 2385.0 ... 2368.0 2385.0 RM
138 RM607 20250724 2371.0 ... 2355.0 2372.0 RM
139 RS508 20250724 0.0 ... 4975.0 4976.0 RS
140 RS509 20250724 5080.0 ... 5092.0 5121.0 RS
141 RS511 20250724 5261.0 ... 5244.0 5245.0 RS
142 RS607 20250724 0.0 ... 5200.0 5200.0 RS
143 SA508 20250724 1319.0 ... 1344.0 1337.0 SA
144 SA509 20250724 1330.0 ... 1364.0 1349.0 SA
145 SA510 20250724 1359.0 ... 1378.0 1374.0 SA
146 SA511 20250724 1367.0 ... 1389.0 1385.0 SA
147 SA512 20250724 1405.0 ... 1424.0 1418.0 SA
148 SA601 20250724 1407.0 ... 1438.0 1414.0 SA
149 SA602 20250724 1418.0 ... 1458.0 1435.0 SA
150 SA603 20250724 1420.0 ... 1450.0 1425.0 SA
151 SA604 20250724 1443.0 ... 1492.0 1443.0 SA
152 SA605 20250724 1446.0 ... 1483.0 1454.0 SA
153 SA606 20250724 1459.0 ... 1510.0 1439.0 SA
154 SA607 20250724 1460.0 ... 1500.0 1459.0 SA
155 SF508 20250724 5806.0 ... 5748.0 5850.0 SF
156 SF509 20250724 5832.0 ... 5762.0 5844.0 SF
157 SF510 20250724 5796.0 ... 5752.0 5822.0 SF
158 SF511 20250724 5960.0 ... 5920.0 5984.0 SF
159 SF512 20250724 5936.0 ... 5894.0 5954.0 SF
160 SF601 20250724 5916.0 ... 5874.0 5956.0 SF
161 SF602 20250724 5836.0 ... 5810.0 5878.0 SF
162 SF603 20250724 5954.0 ... 5966.0 6042.0 SF
163 SF604 20250724 5890.0 ... 5918.0 6056.0 SF
164 SF605 20250724 5928.0 ... 5924.0 5990.0 SF
165 SF606 20250724 5846.0 ... 5878.0 5890.0 SF
166 SF607 20250724 5958.0 ... 5984.0 6028.0 SF
167 SH508 20250724 2582.0 ... 2608.0 2579.0 SH
168 SH509 20250724 2635.0 ... 2665.0 2633.0 SH
169 SH510 20250724 2681.0 ... 2703.0 2671.0 SH
170 SH511 20250724 2658.0 ... 2680.0 2654.0 SH
171 SH512 20250724 2667.0 ... 2696.0 2666.0 SH
172 SH601 20250724 2648.0 ... 2686.0 2658.0 SH
173 SH602 20250724 2692.0 ... 2712.0 2681.0 SH
174 SH603 20250724 2692.0 ... 2718.0 2684.0 SH
175 SH604 20250724 2725.0 ... 2764.0 2708.0 SH
176 SH605 20250724 2732.0 ... 2753.0 2722.0 SH
177 SH606 20250724 2728.0 ... 2773.0 2740.0 SH
178 SH607 20250724 2739.0 ... 2757.0 2713.0 SH
179 SM508 20250724 5922.0 ... 5922.0 5922.0 SM
180 SM509 20250724 5930.0 ... 5938.0 5956.0 SM
181 SM510 20250724 5910.0 ... 5924.0 5932.0 SM
182 SM511 20250724 5978.0 ... 5994.0 6004.0 SM
183 SM512 20250724 6000.0 ... 5998.0 6008.0 SM
184 SM601 20250724 5988.0 ... 5998.0 6016.0 SM
185 SM602 20250724 5938.0 ... 6000.0 6016.0 SM
186 SM603 20250724 5928.0 ... 6014.0 6024.0 SM
187 SM604 20250724 5936.0 ... 6014.0 6016.0 SM
188 SM605 20250724 6022.0 ... 6046.0 6038.0 SM
189 SM606 20250724 5994.0 ... 6086.0 5970.0 SM
190 SM607 20250724 5986.0 ... 6070.0 6040.0 SM
191 SR509 20250724 5835.0 ... 5853.0 5826.0 SR
192 SR511 20250724 5715.0 ... 5727.0 5713.0 SR
193 SR601 20250724 5658.0 ... 5664.0 5650.0 SR
194 SR603 20250724 5630.0 ... 5635.0 5623.0 SR
195 SR605 20250724 5605.0 ... 5609.0 5604.0 SR
196 SR607 20250724 5597.0 ... 5605.0 5600.0 SR
197 TA508 20250724 4780.0 ... 4816.0 4824.0 TA
198 TA509 20250724 4788.0 ... 4814.0 4808.0 TA
199 TA510 20250724 4792.0 ... 4810.0 4810.0 TA
200 TA511 20250724 4786.0 ... 4808.0 4800.0 TA
201 TA512 20250724 4784.0 ... 4802.0 4794.0 TA
202 TA601 20250724 4786.0 ... 4798.0 4792.0 TA
203 TA602 20250724 4780.0 ... 4802.0 4796.0 TA
204 TA603 20250724 4788.0 ... 4790.0 4794.0 TA
205 TA604 20250724 4782.0 ... 4802.0 4802.0 TA
206 TA605 20250724 4794.0 ... 4814.0 4808.0 TA
207 TA606 20250724 0.0 ... 4842.0 4814.0 TA
208 TA607 20250724 4812.0 ... 4826.0 4858.0 TA
209 UR508 20250724 1761.0 ... 1768.0 1772.0 UR
210 UR509 20250724 1775.0 ... 1782.0 1788.0 UR
211 UR510 20250724 1765.0 ... 1774.0 1777.0 UR
212 UR511 20250724 1792.0 ... 1798.0 1795.0 UR
213 UR512 20250724 1779.0 ... 1799.0 1786.0 UR
214 UR601 20250724 1780.0 ... 1790.0 1787.0 UR
215 UR602 20250724 1776.0 ... 1788.0 1774.0 UR
216 UR603 20250724 1788.0 ... 1806.0 1803.0 UR
217 UR604 20250724 1797.0 ... 1803.0 1793.0 UR
218 UR605 20250724 1790.0 ... 1805.0 1798.0 UR
219 UR606 20250724 1790.0 ... 1801.0 1794.0 UR
220 UR607 20250724 1803.0 ... 1809.0 1805.0 UR
221 WH509 20250724 0.0 ... 3198.0 3198.0 WH
222 WH511 20250724 0.0 ... 3198.0 3198.0 WH
223 WH601 20250724 0.0 ... 3198.0 3198.0 WH
224 WH603 20250724 0.0 ... 3198.0 3198.0 WH
225 WH605 20250724 0.0 ... 3198.0 3198.0 WH
226 WH607 20250724 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250724 0.0 ... 801.4 801.4 ZC
228 ZC509 20250724 0.0 ... 801.4 801.4 ZC
229 ZC510 20250724 0.0 ... 801.4 801.4 ZC
230 ZC511 20250724 0.0 ... 801.4 801.4 ZC
231 ZC512 20250724 0.0 ... 801.4 801.4 ZC
232 ZC601 20250724 0.0 ... 801.4 801.4 ZC
233 ZC602 20250724 0.0 ... 801.4 801.4 ZC
234 ZC603 20250724 0.0 ... 801.4 801.4 ZC
235 ZC604 20250724 0.0 ... 801.4 801.4 ZC
236 ZC605 20250724 0.0 ... 801.4 801.4 ZC
237 ZC606 20250724 0.0 ... 801.4 801.4 ZC
238 ZC607 20250724 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:20,759 - future_1d - INFO - ak.get_czce_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 PS2508 20250724 49170.0 ... 52225.0 51395.0 PS
1 PS2509 20250724 50025.0 ... 52150.0 51130.0 PS
2 PS2510 20250724 49500.0 ... 51760.0 51075.0 PS
3 PS2511 20250724 49750.0 ... 51665.0 50860.0 PS
4 PS2512 20250724 52375.0 ... 53635.0 53140.0 PS
5 PS2601 20250724 50980.0 ... 53195.0 52640.0 PS
6 PS2602 20250724 51040.0 ... 52345.0 52300.0 PS
7 PS2603 20250724 51360.0 ... 52605.0 52170.0 PS
8 PS2604 20250724 51035.0 ... 52130.0 52070.0 PS
9 PS2605 20250724 51045.0 ... 52610.0 52335.0 PS
10 PS2606 20250724 52520.0 ... 53400.0 53410.0 PS
11 PS2607 20250724 51455.0 ... 52825.0 53175.0 PS
13 SI2508 20250724 9640.0 ... 9595.0 9705.0 SI
14 SI2509 20250724 9560.0 ... 9680.0 9710.0 SI
15 SI2510 20250724 9325.0 ... 9610.0 9635.0 SI
16 SI2511 20250724 9385.0 ... 9520.0 9535.0 SI
17 SI2512 20250724 9555.0 ... 9795.0 9795.0 SI
18 SI2601 20250724 9585.0 ... 9720.0 9710.0 SI
19 SI2602 20250724 9525.0 ... 9710.0 9735.0 SI
20 SI2603 20250724 9505.0 ... 9675.0 9695.0 SI
21 SI2604 20250724 9490.0 ... 9690.0 9665.0 SI
22 SI2605 20250724 9510.0 ... 9685.0 9615.0 SI
23 SI2606 20250724 9475.0 ... 9620.0 9605.0 SI
24 SI2607 20250724 9445.0 ... 9650.0 9650.0 SI
27 LC2508 20250724 68680.0 ... 73520.0 72280.0 LC
28 LC2509 20250724 70180.0 ... 74560.0 71520.0 LC
29 LC2510 20250724 69200.0 ... 74040.0 71120.0 LC
30 LC2511 20250724 69400.0 ... 73300.0 70640.0 LC
31 LC2512 20250724 68980.0 ... 73220.0 70220.0 LC
32 LC2601 20250724 68820.0 ... 73220.0 70440.0 LC
33 LC2602 20250724 68940.0 ... 72780.0 70680.0 LC
34 LC2603 20250724 68600.0 ... 72320.0 70220.0 LC
35 LC2604 20250724 68940.0 ... 72640.0 70480.0 LC
36 LC2605 20250724 68300.0 ... 72540.0 70040.0 LC
37 LC2606 20250724 68700.0 ... 72180.0 70220.0 LC
38 LC2607 20250724 68820.0 ... 72640.0 70300.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:20,883 - future_1d - INFO - ak.get_gfex_daily('2025-07-24') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250724 ... 79720 79680 CU
1 1 CU2509 20250724 ... 79840 79810 CU
2 2 CU2510 20250724 ... 79850 79810 CU
3 3 CU2511 20250724 ... 79800 79800 CU
4 4 CU2512 20250724 ... 79780 79760 CU
5 5 CU2601 20250724 ... 79740 79710 CU
6 6 CU2602 20250724 ... 79750 79670 CU
7 7 CU2603 20250724 ... 79760 79700 CU
8 8 CU2604 20250724 ... 79720 79650 CU
9 9 CU2605 20250724 ... 79760 79690 CU
10 10 CU2606 20250724 ... 79740 79660 CU
11 11 CU2607 20250724 ... 79710 79610 CU
12 12 BC2508 20250724 ... 70900 70880 BC
13 13 BC2509 20250724 ... 70980 70930 BC
14 14 BC2510 20250724 ... 70870 70720 BC
15 15 BC2511 20250724 ... 69190 69190 BC
16 16 BC2512 20250724 ... 70620 70400 BC
17 17 BC2601 20250724 ... 69620 69480 BC
18 18 BC2602 20250724 ... 69550 69410 BC
19 19 BC2603 20250724 ... 69430 69290 BC
20 20 BC2604 20250724 ... 69570 69430 BC
21 21 BC2605 20250724 ... 69480 69480 BC
22 22 BC2606 20250724 ... 69340 69340 BC
23 23 BC2607 20250724 ... 68670 68670 BC
24 24 AL2508 20250724 ... 20745 20850 AL
25 25 AL2509 20250724 ... 20735 20845 AL
26 26 AL2510 20250724 ... 20700 20780 AL
27 27 AL2511 20250724 ... 20635 20710 AL
28 28 AL2512 20250724 ... 20585 20665 AL
29 29 AL2601 20250724 ... 20570 20615 AL
30 30 AL2602 20250724 ... 20550 20645 AL
31 31 AL2603 20250724 ... 20585 20615 AL
32 32 AL2604 20250724 ... 20570 20670 AL
33 33 AL2605 20250724 ... 20605 20650 AL
34 34 AL2606 20250724 ... 20610 20665 AL
35 35 AL2607 20250724 ... 20590 20680 AL
36 36 ZN2508 20250724 ... 22930 22855 ZN
37 37 ZN2509 20250724 ... 22980 22905 ZN
38 38 ZN2510 20250724 ... 22975 22900 ZN
39 39 ZN2511 20250724 ... 22935 22870 ZN
40 40 ZN2512 20250724 ... 22880 22825 ZN
41 41 ZN2601 20250724 ... 22850 22765 ZN
42 42 ZN2602 20250724 ... 22830 22725 ZN
43 43 ZN2603 20250724 ... 22840 22720 ZN
44 44 ZN2604 20250724 ... 22855 22740 ZN
45 45 ZN2605 20250724 ... 22830 22735 ZN
46 46 ZN2606 20250724 ... 22840 22720 ZN
47 47 ZN2607 20250724 ... 22810 22720 ZN
48 48 PB2508 20250724 ... 16870 16895 PB
49 49 PB2509 20250724 ... 16890 16905 PB
50 50 PB2510 20250724 ... 16925 16925 PB
51 51 PB2511 20250724 ... 16940 16910 PB
52 52 PB2512 20250724 ... 16955 16975 PB
53 53 PB2601 20250724 ... 16995 16985 PB
54 54 PB2602 20250724 ... 17035 16985 PB
55 55 PB2603 20250724 ... 17050 17000 PB
56 56 PB2604 20250724 ... 17070 17070 PB
57 57 PB2605 20250724 ... 17050 17015 PB
58 58 PB2606 20250724 ... 17040 17015 PB
59 59 PB2607 20250724 ... 17055 17030 PB
60 60 NI2508 20250724 ... 123840 123410 NI
61 61 NI2509 20250724 ... 124040 123540 NI
62 62 NI2510 20250724 ... 124230 123650 NI
63 63 NI2511 20250724 ... 124400 123840 NI
64 64 NI2512 20250724 ... 124630 124020 NI
65 65 NI2601 20250724 ... 124870 124190 NI
66 66 NI2602 20250724 ... 124990 124550 NI
67 67 NI2603 20250724 ... 125130 124790 NI
68 68 NI2604 20250724 ... 125410 125200 NI
69 69 NI2605 20250724 ... 125630 125200 NI
70 70 NI2606 20250724 ... 125910 125510 NI
71 71 NI2607 20250724 ... 126320 125170 NI
72 72 SN2508 20250724 ... 273670 268900 SN
73 73 SN2509 20250724 ... 273920 269160 SN
74 74 SN2510 20250724 ... 273780 269100 SN
75 75 SN2511 20250724 ... 273750 269000 SN
76 76 SN2512 20250724 ... 273410 268900 SN
77 77 SN2601 20250724 ... 273290 269060 SN
78 78 SN2602 20250724 ... 272970 269210 SN
79 79 SN2603 20250724 ... 273910 267970 SN
80 80 SN2604 20250724 ... 274050 268310 SN
81 81 SN2605 20250724 ... 273630 267810 SN
82 82 SN2606 20250724 ... 274010 268130 SN
83 83 SN2607 20250724 ... 273640 269330 SN
84 84 AO2508 20250724 ... 3384 3415 AO
85 85 AO2509 20250724 ... 3385 3419 AO
86 86 AO2510 20250724 ... 3343 3372 AO
87 87 AO2511 20250724 ... 3333 3353 AO
88 88 AO2512 20250724 ... 3330 3353 AO
89 89 AO2601 20250724 ... 3328 3345 AO
90 90 AO2602 20250724 ... 3312 3304 AO
91 91 AO2603 20250724 ... 3314 3328 AO
92 92 AO2604 20250724 ... 3299 3325 AO
93 93 AO2605 20250724 ... 3298 3310 AO
94 94 AO2606 20250724 ... 3290 3306 AO
95 95 AO2607 20250724 ... 3266 3323 AO
96 96 AD2511 20250724 ... 20130 20210 AD
97 97 AD2512 20250724 ... 20080 20150 AD
98 98 AD2601 20250724 ... 20040 20135 AD
99 99 AD2602 20250724 ... 20010 20175 AD
100 100 AD2603 20250724 ... 20135 20135 AD
101 101 AD2604 20250724 ... 19935 19935 AD
102 102 AD2605 20250724 ... 19960 20035 AD
103 103 AD2606 20250724 ... 19920 19920 AD
104 104 AD2607 20250724 ... 19790 19790 AD
105 105 AU2508 20250724 ... 782.82 788.8 AU
106 106 AU2509 20250724 ... 778.42 790.1 AU
107 107 AU2510 20250724 ... 784.22 791.4 AU
108 108 AU2512 20250724 ... 785.2 793.4 AU
109 109 AU2602 20250724 ... 788.38 795.5 AU
110 110 AU2604 20250724 ... 788.22 797.94 AU
111 111 AU2606 20250724 ... 790.24 800.72 AU
112 112 AU2608 20250724 ... 792.28 802.18 AU
113 113 AG2508 20250724 ... 9381 9438 AG
114 114 AG2509 20250724 ... 9399 9455 AG
115 115 AG2510 20250724 ... 9421 9465 AG
116 116 AG2511 20250724 ... 9432 9478 AG
117 117 AG2512 20250724 ... 9430 9484 AG
118 118 AG2601 20250724 ... 9445 9497 AG
119 119 AG2602 20250724 ... 9454 9508 AG
120 120 AG2603 20250724 ... 9463 9519 AG
121 121 AG2604 20250724 ... 9481 9530 AG
122 122 AG2605 20250724 ... 9488 9546 AG
123 123 AG2606 20250724 ... 9498 9557 AG
124 124 AG2607 20250724 ... 9523 9567 AG
125 125 RB2508 20250724 ... 3225 3221 RB
126 126 RB2509 20250724 ... 3232 3236 RB
127 127 RB2510 20250724 ... 3280 3283 RB
128 128 RB2511 20250724 ... 3293 3301 RB
129 129 RB2512 20250724 ... 3333 3335 RB
130 130 RB2601 20250724 ... 3337 3337 RB
131 131 RB2602 20250724 ... 3327 3319 RB
132 132 RB2603 20250724 ... 3332 3335 RB
133 133 RB2604 20250724 ... 3348 3345 RB
134 134 RB2605 20250724 ... 3362 3357 RB
135 135 RB2606 20250724 ... 3363 3359 RB
136 136 RB2607 20250724 ... 3374 3372 RB
137 137 WR2508 20250724 ... 3212 3212 WR
138 138 WR2509 20250724 ... 3335 3335 WR
139 139 WR2510 20250724 ... 3546 3611 WR
140 140 WR2511 20250724 ... 3583 3639 WR
141 141 WR2512 20250724 ... 3570 3570 WR
142 142 WR2601 20250724 ... 3572 3625 WR
143 143 WR2602 20250724 ... 3607 3607 WR
144 144 WR2603 20250724 ... 3606 3606 WR
145 145 WR2604 20250724 ... 3570 3556 WR
146 146 WR2605 20250724 ... 3640 3640 WR
147 147 WR2606 20250724 ... 3680 3708 WR
148 148 WR2607 20250724 ... 3668 3668 WR
149 149 HC2508 20250724 ... 3441 3435 HC
150 150 HC2509 20250724 ... 3443 3442 HC
151 151 HC2510 20250724 ... 3439 3444 HC
152 152 HC2511 20250724 ... 3442 3444 HC
153 153 HC2512 20250724 ... 3441 3463 HC
154 154 HC2601 20250724 ... 3458 3458 HC
155 155 HC2602 20250724 ... 3448 3447 HC
156 156 HC2603 20250724 ... 3466 3463 HC
157 157 HC2604 20250724 ... 3484 3470 HC
158 158 HC2605 20250724 ... 3475 3470 HC
159 159 HC2606 20250724 ... 3487 3445 HC
160 160 HC2607 20250724 ... 3470 3487 HC
161 161 SS2508 20250724 ... 12925 12950 SS
162 162 SS2509 20250724 ... 12910 12945 SS
163 163 SS2510 20250724 ... 12940 12980 SS
164 164 SS2511 20250724 ... 12980 13025 SS
165 165 SS2512 20250724 ... 13005 13020 SS
166 166 SS2601 20250724 ... 13040 13080 SS
167 167 SS2602 20250724 ... 13090 13120 SS
168 168 SS2603 20250724 ... 13135 13185 SS
169 169 SS2604 20250724 ... 13210 13225 SS
170 170 SS2605 20250724 ... 13260 13265 SS
171 171 SS2606 20250724 ... 13265 13295 SS
172 172 SS2607 20250724 ... 13305 13365 SS
173 173 SC2508 20250724 ... 518.7 519.2 SC
174 174 SC2509 20250724 ... 504.3 503.9 SC
175 175 SC2510 20250724 ... 498.7 498.1 SC
176 176 SC2511 20250724 ... 494.5 493.1 SC
177 177 SC2512 20250724 ... 491.4 489.9 SC
178 178 SC2601 20250724 ... 488.6 487.2 SC
179 179 SC2602 20250724 ... 486.4 484.1 SC
180 180 SC2603 20250724 ... 483.9 482.9 SC
181 181 SC2604 20250724 ... 481.3 480.3 SC
182 182 SC2605 20250724 ... 479 479 SC
183 183 SC2606 20250724 ... 477.5 476.7 SC
184 184 SC2607 20250724 ... 475.5 475.5 SC
185 185 SC2609 20250724 ... 473.8 471.6 SC
186 186 SC2612 20250724 ... 471.9 469.4 SC
187 187 SC2703 20250724 ... 469.5 469.5 SC
188 188 SC2706 20250724 ... 468.4 468.4 SC
189 189 SC2709 20250724 ... 467 462.8 SC
190 190 SC2712 20250724 ... 467.2 467.2 SC
191 191 SC2803 20250724 ... 464.9 463.4 SC
192 192 SC2806 20250724 ... 464 464.2 SC
193 193 LU2508 20250724 ... 3539 3548 LU
194 194 LU2509 20250724 ... 3557 3564 LU
195 195 LU2510 20250724 ... 3556 3567 LU
196 196 LU2511 20250724 ... 3547 3552 LU
197 197 LU2512 20250724 ... 3521 3528 LU
198 198 LU2601 20250724 ... 3511 3514 LU
199 199 LU2602 20250724 ... 3507 3501 LU
200 200 LU2603 20250724 ... 3489 3488 LU
201 201 LU2604 20250724 ... 3481 3473 LU
202 202 LU2605 20250724 ... 3471 3474 LU
203 203 LU2606 20250724 ... 3468 3459 LU
204 204 LU2607 20250724 ... 3455 3453 LU
205 205 FU2508 20250724 ... 2822 2843 FU
206 206 FU2509 20250724 ... 2862 2879 FU
207 207 FU2510 20250724 ... 2872 2890 FU
208 208 FU2511 20250724 ... 2878 2891 FU
209 209 FU2512 20250724 ... 2872 2879 FU
210 210 FU2601 20250724 ... 2871 2876 FU
211 211 FU2602 20250724 ... 2860 2863 FU
212 212 FU2603 20250724 ... 2854 2854 FU
213 213 FU2604 20250724 ... 2846 2845 FU
214 214 FU2605 20250724 ... 2836 2833 FU
215 215 FU2606 20250724 ... 2827 2824 FU
216 216 FU2607 20250724 ... 2810 2808 FU
217 217 BU2508 20250724 ... 3610 3640 BU
218 218 BU2509 20250724 ... 3587 3612 BU
219 219 BU2510 20250724 ... 3557 3575 BU
220 220 BU2511 20250724 ... 3511 3534 BU
221 221 BU2512 20250724 ... 3447 3469 BU
222 222 BU2601 20250724 ... 3416 3437 BU
223 223 BU2602 20250724 ... 3397 3431 BU
224 224 BU2603 20250724 ... 3392 3417 BU
225 225 BU2604 20250724 ... 3384 3393 BU
226 226 BU2605 20250724 ... 3389 3407 BU
227 227 BU2606 20250724 ... 3381 3405 BU
228 228 BU2607 20250724 ... 3375 3392 BU
229 229 BU2609 20250724 ... 3371 3392 BU
230 230 BU2612 20250724 ... 3324 3341 BU
231 231 BU2703 20250724 ... 3321 3332 BU
232 232 BU2706 20250724 ... 3334 3332 BU
233 233 BR2508 20250724 ... 12070 12015 BR
234 234 BR2509 20250724 ... 12055 12000 BR
235 235 BR2510 20250724 ... 12025 11960 BR
236 236 BR2511 20250724 ... 12020 11960 BR
237 237 BR2512 20250724 ... 12040 11965 BR
238 238 BR2601 20250724 ... 12050 11980 BR
239 239 BR2602 20250724 ... 12040 11990 BR
240 240 BR2603 20250724 ... 11965 12020 BR
241 241 BR2604 20250724 ... 11940 12025 BR
242 242 BR2605 20250724 ... 12040 12000 BR
243 243 BR2606 20250724 ... 12045 12020 BR
244 244 BR2607 20250724 ... 12225 11995 BR
245 245 RU2508 20250724 ... 15185 14960 RU
246 246 RU2509 20250724 ... 15140 15015 RU
247 247 RU2510 20250724 ... 15075 14985 RU
248 248 RU2511 20250724 ... 15165 15010 RU
249 249 RU2601 20250724 ... 15915 15800 RU
250 250 RU2603 20250724 ... 16025 15815 RU
251 251 RU2604 20250724 ... 16000 15880 RU
252 252 RU2605 20250724 ... 16050 15935 RU
253 253 RU2606 20250724 ... 16225 15830 RU
254 254 RU2607 20250724 ... 15930 15805 RU
255 255 NR2508 20250724 ... 12905 12790 NR
256 256 NR2509 20250724 ... 12980 12820 NR
257 257 NR2510 20250724 ... 12975 12810 NR
258 258 NR2511 20250724 ... 13070 12830 NR
259 259 NR2512 20250724 ... 13090 12890 NR
260 260 NR2601 20250724 ... 13105 12925 NR
261 261 NR2602 20250724 ... 13145 12995 NR
262 262 NR2603 20250724 ... 12900 12900 NR
263 263 NR2604 20250724 ... 13265 12995 NR
264 264 NR2605 20250724 ... 13225 12995 NR
265 265 NR2606 20250724 ... 13280 12950 NR
266 266 NR2607 20250724 ... 12935 12810 NR
267 267 SP2508 20250724 ... 5340 5418 SP
268 268 SP2509 20250724 ... 5386 5424 SP
269 269 SP2510 20250724 ... 5336 5364 SP
270 270 SP2511 20250724 ... 5328 5362 SP
271 271 SP2512 20250724 ... 5294 5312 SP
272 272 SP2601 20250724 ... 5506 5532 SP
273 273 SP2602 20250724 ... 5438 5472 SP
274 274 SP2603 20250724 ... 5440 5460 SP
275 275 SP2604 20250724 ... 5432 5442 SP
276 276 SP2605 20250724 ... 5428 5456 SP
277 277 SP2606 20250724 ... 5446 5426 SP
278 278 SP2607 20250724 ... 5424 5456 SP
279 279 EC2508 20250724 ... 2230.5 2212.3 EC
280 280 EC2510 20250724 ... 1570 1526.9 EC
281 281 EC2512 20250724 ... 1747.5 1687.9 EC
282 282 EC2602 20250724 ... 1523.1 1458 EC
283 283 EC2604 20250724 ... 1359.6 1316.3 EC
284 284 EC2606 20250724 ... 1483.8 1454.3 EC
285 285 SC_TAS2509 20250724 ... SC_TAS
286 286 SC_TAS2510 20250724 ... SC_TAS
287 287 SC_TAS2511 20250724 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:20,991 - future_1d - INFO - ak.get_shfe_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 a2509 20250724 4214.00 ... 4206.00 4229.00 A
1 a2511 20250724 4136.00 ... 4128.00 4142.00 A
2 a2601 20250724 4124.00 ... 4112.00 4127.00 A
3 a2603 20250724 4113.00 ... 4098.00 4116.00 A
4 a2605 20250724 4151.00 ... 4132.00 4150.00 A
5 a2607 20250724 4147.00 ... 4133.00 4148.00 A
6 b2508 20250724 3620.00 ... 3584.00 3639.00 B
7 b2509 20250724 3723.00 ... 3679.00 3732.00 B
8 b2510 20250724 3780.00 ... 3735.00 3780.00 B
9 b2511 20250724 3794.00 ... 3750.00 3793.00 B
10 b2512 20250724 3803.00 ... 3767.00 3799.00 B
11 b2601 20250724 3776.00 ... 3742.00 3779.00 B
12 b2602 20250724 3705.00 ... 3690.00 3728.00 B
13 b2603 20250724 3625.00 ... 3600.00 3621.00 B
14 b2604 20250724 3519.00 ... 3499.00 3511.00 B
15 b2605 20250724 3445.00 ... 3439.00 3440.00 B
16 b2606 20250724 3434.00 ... 3439.00 3434.00 B
17 b2607 20250724 3450.00 ... 3443.00 3432.00 B
18 bb2509 20250724 149.70 ... 151.60 153.45 BB
19 bb2511 20250724 151.00 ... 152.30 153.50 BB
20 bb2601 20250724 145.75 ... 147.10 147.60 BB
21 bb2603 20250724 0.00 ... 153.65 154.15 BB
22 bb2605 20250724 0.00 ... 153.65 154.15 BB
23 bb2607 20250724 0.00 ... 153.65 154.15 BB
24 bz2603 20250724 6219.00 ... 6221.00 6222.00 BZ
25 bz2604 20250724 6180.00 ... 6203.00 6198.00 BZ
26 bz2605 20250724 6298.00 ... 6201.00 6213.00 BZ
27 bz2606 20250724 6200.00 ... 6207.00 6225.00 BZ
28 c2509 20250724 2320.00 ... 2318.00 2311.00 C
29 c2511 20250724 2274.00 ... 2268.00 2271.00 C
30 c2601 20250724 2249.00 ... 2242.00 2244.00 C
31 c2603 20250724 2248.00 ... 2244.00 2244.00 C
32 c2605 20250724 2290.00 ... 2285.00 2285.00 C
33 c2607 20250724 2300.00 ... 2297.00 2294.00 C
34 cs2509 20250724 2680.00 ... 2672.00 2669.00 CS
35 cs2511 20250724 2613.00 ... 2603.00 2614.00 CS
36 cs2601 20250724 2626.00 ... 2622.00 2626.00 CS
37 cs2603 20250724 2617.00 ... 2616.00 2616.00 CS
38 cs2605 20250724 2663.00 ... 2659.00 2658.00 CS
39 cs2607 20250724 2660.00 ... 2659.00 2662.00 CS
40 eb2507 20250724 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250724 7412.00 ... 7442.00 7465.00 EB
42 eb2509 20250724 7381.00 ... 7406.00 7433.00 EB
43 eb2510 20250724 7350.00 ... 7378.00 7398.00 EB
44 eb2511 20250724 7327.00 ... 7343.00 7356.00 EB
45 eb2512 20250724 7297.00 ... 7323.00 7334.00 EB
46 eb2601 20250724 7300.00 ... 7329.00 7335.00 EB
47 eb2602 20250724 7321.00 ... 7346.00 7349.00 EB
48 eb2603 20250724 7330.00 ... 7361.00 7358.00 EB
49 eb2604 20250724 7326.00 ... 7379.00 7366.00 EB
50 eb2605 20250724 7343.00 ... 7377.00 7363.00 EB
51 eb2606 20250724 7327.00 ... 7389.00 7375.00 EB
52 eg2507 20250724 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250724 4416.00 ... 4434.00 4405.00 EG
54 eg2509 20250724 4440.00 ... 4469.00 4440.00 EG
55 eg2510 20250724 4450.00 ... 4475.00 4445.00 EG
56 eg2511 20250724 4447.00 ... 4474.00 4448.00 EG
57 eg2512 20250724 4439.00 ... 4474.00 4462.00 EG
58 eg2601 20250724 4436.00 ... 4470.00 4446.00 EG
59 eg2602 20250724 0.00 ... 4440.00 4440.00 EG
60 eg2603 20250724 4467.00 ... 4474.00 4430.00 EG
61 eg2604 20250724 0.00 ... 4462.00 4462.00 EG
62 eg2605 20250724 4463.00 ... 4507.00 4473.00 EG
63 eg2606 20250724 4516.00 ... 4503.00 4440.00 EG
64 fb2508 20250724 1386.50 ... 1392.50 1378.00 FB
65 fb2509 20250724 1282.50 ... 1280.00 1286.00 FB
66 fb2510 20250724 1312.50 ... 1314.00 1314.50 FB
67 fb2511 20250724 1313.50 ... 1312.50 1314.00 FB
68 fb2512 20250724 1315.50 ... 1311.50 1314.50 FB
69 fb2601 20250724 1334.00 ... 1314.50 1315.00 FB
70 fb2602 20250724 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250724 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250724 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250724 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250724 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250724 0.00 ... 1295.00 1295.00 FB
76 i2508 20250724 816.00 ... 813.00 819.00 I
77 i2509 20250724 815.50 ... 811.50 815.50 I
78 i2510 20250724 809.50 ... 807.00 810.00 I
79 i2511 20250724 802.00 ... 801.00 803.50 I
80 i2512 20250724 795.00 ... 794.00 796.50 I
81 i2601 20250724 783.50 ... 783.50 786.50 I
82 i2602 20250724 780.00 ... 779.00 780.50 I
83 i2603 20250724 775.00 ... 776.00 777.00 I
84 i2604 20250724 773.00 ... 770.50 772.50 I
85 i2605 20250724 763.50 ... 762.00 763.50 I
86 i2606 20250724 757.50 ... 757.00 760.00 I
87 i2607 20250724 753.00 ... 750.50 754.50 I
88 j2508 20250724 1692.00 ... 1676.50 1673.50 J
89 j2509 20250724 1702.00 ... 1722.00 1701.50 J
90 j2510 20250724 1735.00 ... 1736.50 1713.50 J
91 j2511 20250724 1704.00 ... 1761.50 1730.00 J
92 j2512 20250724 1735.50 ... 1774.50 1739.50 J
93 j2601 20250724 1736.00 ... 1762.50 1743.00 J
94 j2602 20250724 1742.00 ... 1749.00 1759.00 J
95 j2603 20250724 0.00 ... 1788.00 1788.00 J
96 j2604 20250724 1887.00 ... 1887.00 1803.00 J
97 j2605 20250724 1801.00 ... 1802.00 1773.50 J
98 j2606 20250724 1755.00 ... 1849.00 1767.50 J
99 j2607 20250724 0.00 ... 1813.50 1781.50 J
100 jd2507 20250724 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250724 3605.00 ... 3578.00 3607.00 JD
102 jd2509 20250724 3635.00 ... 3634.00 3646.00 JD
103 jd2510 20250724 3407.00 ... 3397.00 3409.00 JD
104 jd2511 20250724 3410.00 ... 3406.00 3415.00 JD
105 jd2512 20250724 3560.00 ... 3563.00 3565.00 JD
106 jd2601 20250724 3640.00 ... 3652.00 3643.00 JD
107 jd2602 20250724 3215.00 ... 3216.00 3213.00 JD
108 jd2603 20250724 3195.00 ... 3213.00 3217.00 JD
109 jd2604 20250724 3350.00 ... 3355.00 3352.00 JD
110 jd2605 20250724 3441.00 ... 3443.00 3435.00 JD
111 jd2606 20250724 3261.00 ... 3268.00 3271.00 JD
112 jm2508 20250724 1024.50 ... 1061.00 1007.00 JM
113 jm2509 20250724 1140.50 ... 1166.00 1110.00 JM
114 jm2510 20250724 1180.00 ... 1183.00 1137.50 JM
115 jm2511 20250724 1183.50 ... 1201.00 1152.50 JM
116 jm2512 20250724 1187.50 ... 1208.00 1164.50 JM
117 jm2601 20250724 1180.00 ... 1221.00 1177.50 JM
118 jm2602 20250724 1202.00 ... 1239.00 1186.00 JM
119 jm2603 20250724 1203.00 ... 1230.00 1185.50 JM
120 jm2604 20250724 1204.00 ... 1236.50 1197.50 JM
121 jm2605 20250724 1220.00 ... 1242.00 1204.50 JM
122 jm2606 20250724 1220.00 ... 1254.50 1219.00 JM
123 jm2607 20250724 1254.50 ... 1285.50 1246.00 JM
124 l2508 20250724 7240.00 ... 7302.00 7278.00 L
125 l2509 20250724 7288.00 ... 7339.00 7320.00 L
126 l2510 20250724 7311.00 ... 7371.00 7339.00 L
127 l2511 20250724 7325.00 ... 7374.00 7351.00 L
128 l2512 20250724 7343.00 ... 7387.00 7362.00 L
129 l2601 20250724 7332.00 ... 7392.00 7370.00 L
130 l2602 20250724 7329.00 ... 7392.00 7356.00 L
131 l2603 20250724 7361.00 ... 7379.00 7348.00 L
132 l2604 20250724 7354.00 ... 7393.00 7410.00 L
133 l2605 20250724 7340.00 ... 7394.00 7358.00 L
134 l2606 20250724 7393.00 ... 7380.00 7356.00 L
135 l2607 20250724 7359.00 ... 7381.00 7384.00 L
136 lg2507 20250724 806.00 ... 809.50 818.50 LG
137 lg2509 20250724 824.00 ... 828.00 829.00 LG
138 lg2511 20250724 830.00 ... 833.00 831.00 LG
139 lg2601 20250724 831.00 ... 837.50 839.00 LG
140 lg2603 20250724 837.50 ... 837.00 837.00 LG
141 lg2605 20250724 842.00 ... 841.50 842.50 LG
142 lh2507 20250724 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250724 14460.00 ... 14345.00 14695.00 LH
144 lh2511 20250724 14200.00 ... 14145.00 14375.00 LH
145 lh2601 20250724 14895.00 ... 14560.00 14750.00 LH
146 lh2603 20250724 13440.00 ... 13645.00 13670.00 LH
147 lh2605 20250724 13925.00 ... 14065.00 13995.00 LH
148 m2508 20250724 3080.00 ... 3017.00 3073.00 M
149 m2509 20250724 3091.00 ... 3041.00 3096.00 M
150 m2511 20250724 3132.00 ... 3079.00 3133.00 M
151 m2512 20250724 3152.00 ... 3106.00 3150.00 M
152 m2601 20250724 3117.00 ... 3072.00 3116.00 M
153 m2603 20250724 2955.00 ... 2927.00 2954.00 M
154 m2605 20250724 2769.00 ... 2753.00 2767.00 M
155 m2607 20250724 2753.00 ... 2735.00 2752.00 M
156 p2508 20250724 8970.00 ... 8970.00 8898.00 P
157 p2509 20250724 9020.00 ... 9022.00 8984.00 P
158 p2510 20250724 8984.00 ... 9026.00 8984.00 P
159 p2511 20250724 8988.00 ... 8998.00 8956.00 P
160 p2512 20250724 8998.00 ... 9012.00 8966.00 P
161 p2601 20250724 8988.00 ... 8998.00 8960.00 P
162 p2602 20250724 8946.00 ... 8974.00 8886.00 P
163 p2603 20250724 8888.00 ... 8890.00 8800.00 P
164 p2604 20250724 0.00 ... 8702.00 8702.00 P
165 p2605 20250724 8652.00 ... 8690.00 8640.00 P
166 p2606 20250724 8574.00 ... 8610.00 8552.00 P
167 p2607 20250724 8600.00 ... 8616.00 8536.00 P
168 pg2507 20250724 0.00 ... 4019.00 4019.00 PG
169 pg2508 20250724 4009.00 ... 4036.00 4013.00 PG
170 pg2509 20250724 3960.00 ... 3994.00 3972.00 PG
171 pg2510 20250724 4397.00 ... 4426.00 4400.00 PG
172 pg2511 20250724 4325.00 ... 4359.00 4336.00 PG
173 pg2512 20250724 4262.00 ... 4289.00 4273.00 PG
174 pg2601 20250724 4209.00 ... 4220.00 4209.00 PG
175 pg2602 20250724 4129.00 ... 4137.00 4122.00 PG
176 pg2603 20250724 4040.00 ... 4055.00 4046.00 PG
177 pg2604 20250724 4331.00 ... 4338.00 4337.00 PG
178 pg2605 20250724 4241.00 ... 4243.00 4238.00 PG
179 pg2606 20250724 4187.00 ... 4185.00 4178.00 PG
180 pp2508 20250724 7049.00 ... 7117.00 7098.00 PP
181 pp2509 20250724 7101.00 ... 7149.00 7126.00 PP
182 pp2510 20250724 7110.00 ... 7159.00 7136.00 PP
183 pp2511 20250724 7118.00 ... 7160.00 7134.00 PP
184 pp2512 20250724 7120.00 ... 7165.00 7135.00 PP
185 pp2601 20250724 7110.00 ... 7165.00 7143.00 PP
186 pp2602 20250724 7151.00 ... 7158.00 7121.00 PP
187 pp2603 20250724 7129.00 ... 7136.00 7130.00 PP
188 pp2604 20250724 7161.00 ... 7149.00 7124.00 PP
189 pp2605 20250724 7115.00 ... 7158.00 7137.00 PP
190 pp2606 20250724 7117.00 ... 7159.00 7103.00 PP
191 pp2607 20250724 7162.00 ... 7162.00 7173.00 PP
192 rr2508 20250724 3595.00 ... 3594.00 3563.00 RR
193 rr2509 20250724 3612.00 ... 3618.00 3601.00 RR
194 rr2510 20250724 3630.00 ... 3633.00 3629.00 RR
195 rr2511 20250724 3625.00 ... 3627.00 3622.00 RR
196 rr2512 20250724 3625.00 ... 3626.00 3621.00 RR
197 rr2601 20250724 3626.00 ... 3629.00 3623.00 RR
198 rr2602 20250724 3626.00 ... 3629.00 3623.00 RR
199 rr2603 20250724 3635.00 ... 3636.00 3630.00 RR
200 rr2604 20250724 3636.00 ... 3635.00 3634.00 RR
201 rr2605 20250724 3636.00 ... 3631.00 3629.00 RR
202 rr2606 20250724 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250724 0.00 ... 3617.00 3617.00 RR
204 v2508 20250724 5141.00 ... 5164.00 5169.00 V
205 v2509 20250724 5158.00 ... 5207.00 5194.00 V
206 v2510 20250724 5186.00 ... 5235.00 5220.00 V
207 v2511 20250724 5217.00 ... 5269.00 5265.00 V
208 v2512 20250724 5252.00 ... 5303.00 5279.00 V
209 v2601 20250724 5270.00 ... 5323.00 5307.00 V
210 v2602 20250724 5294.00 ... 5352.00 5344.00 V
211 v2603 20250724 5312.00 ... 5365.00 5361.00 V
212 v2604 20250724 5467.00 ... 5511.00 5496.00 V
213 v2605 20250724 5475.00 ... 5519.00 5500.00 V
214 v2606 20250724 5502.00 ... 5535.00 5524.00 V
215 v2607 20250724 5495.00 ... 5550.00 5544.00 V
216 y2508 20250724 8092.00 ... 8114.00 8062.00 Y
217 y2509 20250724 8094.00 ... 8112.00 8072.00 Y
218 y2511 20250724 8088.00 ... 8102.00 8080.00 Y
219 y2512 20250724 8108.00 ... 8118.00 8086.00 Y
220 y2601 20250724 8040.00 ... 8060.00 8022.00 Y
221 y2603 20250724 7928.00 ... 7934.00 7894.00 Y
222 y2605 20250724 7688.00 ... 7716.00 7668.00 Y
223 y2607 20250724 7686.00 ... 7700.00 7664.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:21,553 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
symbol date open ... settle pre_settle variety
0 IC2508 20250724 6158.600 ... 6262.600 6170.200 IC
1 IC2509 20250724 6120.400 ... 6217.800 6120.800 IC
2 IC2512 20250724 6003.000 ... 6092.600 5997.000 IC
3 IC2603 20250724 5882.000 ... 5979.400 5882.800 IC
4 IF2508 20250724 4115.000 ... 4142.800 4117.800 IF
5 IF2509 20250724 4103.000 ... 4136.800 4109.800 IF
6 IF2512 20250724 4080.000 ... 4105.200 4079.800 IF
7 IF2603 20250724 4050.000 ... 4074.000 4051.600 IF
8 IH2508 20250724 2798.800 ... 2812.000 2801.800 IH
9 IH2509 20250724 2798.000 ... 2813.800 2802.600 IH
10 IH2512 20250724 2804.800 ... 2815.200 2804.200 IH
11 IH2603 20250724 2802.600 ... 2816.400 2805.800 IH
12 IM2508 20250724 6583.000 ... 6666.200 6570.800 IM
13 IM2509 20250724 6492.000 ... 6603.600 6499.200 IM
14 IM2512 20250724 6322.000 ... 6423.400 6316.800 IM
15 IM2603 20250724 6160.000 ... 6263.000 6158.400 IM
16 T2509 20250724 108.445 ... 108.260 108.530 T
17 T2512 20250724 108.525 ... 108.310 108.600 T
18 T2603 20250724 108.470 ... 108.300 108.585 T
19 TF2509 20250724 105.720 ... 105.610 105.805 TF
20 TF2512 20250724 105.835 ... 105.695 105.885 TF
21 TF2603 20250724 105.860 ... 105.765 105.950 TF
22 TL2509 20250724 119.090 ... 118.520 119.350 TL
23 TL2512 20250724 118.950 ... 118.320 119.160 TL
24 TL2603 20250724 118.600 ... 118.090 118.960 TL
25 TS2509 20250724 102.366 ... 102.310 102.380 TS
26 TS2512 20250724 102.452 ... 102.400 102.464 TS
27 TS2603 20250724 102.506 ... 102.490 102.552 TS
[28 rows x 12 columns]
2025-07-29 18:26:21,874 - future_1d - INFO - ak.get_cffex_daily('2025-07-24') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250724 520.4 528 ... 3786.74 518.7 519.2 SC
1 SC2509 20250724 502 511 ... 6236615.93 504.3 503.9 SC
2 SC2510 20250724 496.4 504.4 ... 756833.27 498.7 498.1 SC
3 SC2511 20250724 492.5 499.6 ... 187482.78 494.5 493.1 SC
4 SC2512 20250724 488.1 495.8 ... 11843.25 491.4 489.9 SC
5 SC2601 20250724 486.5 492.3 ... 7769.43 488.6 487.2 SC
6 SC2602 20250724 483.8 488.9 ... 4864.41 486.4 484.1 SC
7 SC2603 20250724 481.1 486 ... 725.87 483.9 482.9 SC
8 SC2604 20250724 480.3 482.7 ... 192.54 481.3 480.3 SC
9 SC2605 20250724 ... 0 479 479 SC
10 SC2606 20250724 476.3 478.6 ... 525.34 477.5 476.7 SC
11 SC2607 20250724 ... 0 475.5 475.5 SC
12 SC2609 20250724 476.5 476.5 ... 94.76 473.8 471.6 SC
13 SC2612 20250724 471.9 471.9 ... 47.19 471.9 469.4 SC
14 SC2703 20250724 ... 0 469.5 469.5 SC
15 SC2706 20250724 ... 0 468.4 468.4 SC
16 SC2709 20250724 ... 0 467 462.8 SC
17 SC2712 20250724 ... 0 467.2 467.2 SC
18 SC2803 20250724 464.9 464.9 ... 46.49 464.9 463.4 SC
19 SC2806 20250724 464.6 466.8 ... 510.46 464 464.2 SC
21 LU2508 20250724 3530 3623 ... 814.158 3539 3548 LU
22 LU2509 20250724 3560 3599 ... 63743.905 3557 3564 LU
23 LU2510 20250724 3557 3596 ... 432984.453 3556 3567 LU
24 LU2511 20250724 3541 3581 ... 36011.263 3547 3552 LU
25 LU2512 20250724 3521 3568 ... 1140.913 3521 3528 LU
26 LU2601 20250724 3501 3553 ... 1882.098 3511 3514 LU
27 LU2602 20250724 3480 3535 ... 38.585 3507 3501 LU
28 LU2603 20250724 3572 3572 ... 66.297 3489 3488 LU
29 LU2604 20250724 3456 3501 ... 24.368 3481 3473 LU
30 LU2605 20250724 3450 3485 ... 27.769 3471 3474 LU
31 LU2606 20250724 3451 3481 ... 10.406 3468 3459 LU
32 LU2607 20250724 3439 3472 ... 34.559 3455 3453 LU
34 NR2508 20250724 12750 13240 ... 135677.65 12905 12790 NR
35 NR2509 20250724 12775 13290 ... 2527939.41 12980 12820 NR
36 NR2510 20250724 12800 13245 ... 770551.205 12975 12810 NR
37 NR2511 20250724 12810 13225 ... 94007.08 13070 12830 NR
38 NR2512 20250724 12845 13225 ... 64668.965 13090 12890 NR
39 NR2601 20250724 12895 13275 ... 68692.915 13105 12925 NR
40 NR2602 20250724 13050 13260 ... 867.79 13145 12995 NR
41 NR2603 20250724 ... 0 12900 12900 NR
42 NR2604 20250724 13265 13265 ... 13.265 13265 12995 NR
43 NR2605 20250724 13250 13250 ... 92.605 13225 12995 NR
44 NR2606 20250724 13280 13280 ... 13.28 13280 12950 NR
45 NR2607 20250724 ... 0 12935 12810 NR
47 BC2508 20250724 70990 71060 ... 151780.14 70900 70880 BC
48 BC2509 20250724 71090 71200 ... 76772.905 70980 70930 BC
49 BC2510 20250724 70870 70870 ... 35.435 70870 70720 BC
50 BC2511 20250724 ... 0 69190 69190 BC
51 BC2512 20250724 ... 0 70620 70400 BC
52 BC2601 20250724 ... 0 69620 69480 BC
53 BC2602 20250724 ... 0 69550 69410 BC
54 BC2603 20250724 ... 0 69430 69290 BC
55 BC2604 20250724 ... 0 69570 69430 BC
56 BC2605 20250724 ... 0 69480 69480 BC
57 BC2606 20250724 ... 0 69340 69340 BC
58 BC2607 20250724 ... 0 68670 68670 BC
60 EC2508 20250724 2229 2250 ... 33870.5165 2230.5 2212.3 EC
61 EC2510 20250724 1520 1608 ... 511739.585 1570 1526.9 EC
62 EC2512 20250724 1714.7 1808.9 ... 71483.768 1747.5 1687.9 EC
63 EC2602 20250724 1477.3 1574.9 ... 18208.8575 1523.1 1458 EC
64 EC2604 20250724 1324 1400 ... 17546.694 1359.6 1316.3 EC
65 EC2606 20250724 1476.2 1513.8 ... 2233.168 1483.8 1454.3 EC
68 SC_TAS2509 20250724 ... SC_TAS
69 SC_TAS2510 20250724 ... SC_TAS
70 SC_TAS2511 20250724 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:21,950 - future_1d - INFO - ak.get_ine_daily('2025-07-24') done
2025-07-29 18:26:23,704 - future_1d - INFO - save future_daily 2025-07-24 completed
symbol date open ... settle pre_settle variety
0 AP510 20250725 7990.0 ... 8001.0 7967.0 AP
1 AP511 20250725 7717.0 ... 7725.0 7704.0 AP
2 AP512 20250725 7768.0 ... 7779.0 7747.0 AP
3 AP601 20250725 7878.0 ... 7870.0 7834.0 AP
4 AP603 20250725 7744.0 ... 7785.0 7766.0 AP
5 AP604 20250725 7795.0 ... 7795.0 7769.0 AP
6 AP605 20250725 7786.0 ... 7832.0 7812.0 AP
7 CF509 20250725 14190.0 ... 14230.0 14160.0 CF
8 CF511 20250725 14015.0 ... 14070.0 13995.0 CF
9 CF601 20250725 14095.0 ... 14155.0 14070.0 CF
10 CF603 20250725 14060.0 ... 14120.0 14030.0 CF
11 CF605 20250725 14040.0 ... 14080.0 14005.0 CF
12 CF607 20250725 14100.0 ... 14095.0 14025.0 CF
13 CJ509 20250725 9580.0 ... 9470.0 9495.0 CJ
14 CJ512 20250725 10355.0 ... 10315.0 10315.0 CJ
15 CJ601 20250725 10510.0 ... 10465.0 10475.0 CJ
16 CJ603 20250725 10575.0 ... 10520.0 10545.0 CJ
17 CJ605 20250725 10710.0 ... 10670.0 10700.0 CJ
18 CJ607 20250725 10825.0 ... 10780.0 10790.0 CJ
19 CY508 20250725 0.0 ... 20165.0 20165.0 CY
20 CY509 20250725 20390.0 ... 20420.0 20350.0 CY
21 CY510 20250725 0.0 ... 20030.0 19960.0 CY
22 CY511 20250725 0.0 ... 20180.0 20155.0 CY
23 CY512 20250725 0.0 ... 20045.0 20045.0 CY
24 CY601 20250725 20335.0 ... 20340.0 20260.0 CY
25 CY602 20250725 0.0 ... 20055.0 20055.0 CY
26 CY603 20250725 0.0 ... 20305.0 20305.0 CY
27 CY604 20250725 0.0 ... 20040.0 20040.0 CY
28 CY605 20250725 20250.0 ... 20250.0 20215.0 CY
29 CY606 20250725 0.0 ... 20010.0 20010.0 CY
30 CY607 20250725 20335.0 ... 20335.0 20595.0 CY
31 FG508 20250725 1315.0 ... 1344.0 1258.0 FG
32 FG509 20250725 1310.0 ... 1344.0 1261.0 FG
33 FG510 20250725 1359.0 ... 1383.0 1319.0 FG
34 FG511 20250725 1345.0 ... 1369.0 1301.0 FG
35 FG512 20250725 1423.0 ... 1436.0 1366.0 FG
36 FG601 20250725 1400.0 ... 1426.0 1354.0 FG
37 FG602 20250725 1400.0 ... 1454.0 1389.0 FG
38 FG603 20250725 1430.0 ... 1447.0 1377.0 FG
39 FG604 20250725 1460.0 ... 1474.0 1412.0 FG
40 FG605 20250725 1435.0 ... 1462.0 1411.0 FG
41 FG606 20250725 1455.0 ... 1475.0 1428.0 FG
42 FG607 20250725 1460.0 ... 1456.0 1414.0 FG
43 JR509 20250725 0.0 ... 2662.0 2662.0 JR
44 JR511 20250725 0.0 ... 2662.0 2662.0 JR
45 JR601 20250725 0.0 ... 2662.0 2662.0 JR
46 JR603 20250725 0.0 ... 2662.0 2662.0 JR
47 JR605 20250725 0.0 ... 2662.0 2662.0 JR
48 JR607 20250725 0.0 ... 2662.0 2662.0 JR
49 LR509 20250725 0.0 ... 2360.0 2360.0 LR
50 LR511 20250725 0.0 ... 2360.0 2360.0 LR
51 LR601 20250725 0.0 ... 2360.0 2360.0 LR
52 MA508 20250725 2449.0 ... 2470.0 2417.0 MA
53 MA509 20250725 2479.0 ... 2500.0 2465.0 MA
54 MA510 20250725 2512.0 ... 2528.0 2498.0 MA
55 MA511 20250725 2529.0 ... 2545.0 2517.0 MA
56 MA512 20250725 2545.0 ... 2562.0 2532.0 MA
57 MA601 20250725 2552.0 ... 2569.0 2539.0 MA
58 MA602 20250725 2542.0 ... 2561.0 2536.0 MA
59 MA603 20250725 2530.0 ... 2547.0 2526.0 MA
60 MA604 20250725 2511.0 ... 2521.0 2502.0 MA
61 MA605 20250725 2480.0 ... 2493.0 2463.0 MA
62 MA606 20250725 2482.0 ... 2505.0 2475.0 MA
63 MA607 20250725 2471.0 ... 2491.0 2457.0 MA
64 OI509 20250725 9495.0 ... 9441.0 9462.0 OI
65 OI511 20250725 9475.0 ... 9423.0 9441.0 OI
66 OI601 20250725 9458.0 ... 9388.0 9409.0 OI
67 OI603 20250725 9384.0 ... 9360.0 9382.0 OI
68 OI605 20250725 9332.0 ... 9303.0 9315.0 OI
69 OI607 20250725 9312.0 ... 9275.0 9314.0 OI
70 PF508 20250725 6530.0 ... 6560.0 6474.0 PF
71 PF509 20250725 6532.0 ... 6568.0 6472.0 PF
72 PF510 20250725 6580.0 ... 6628.0 6534.0 PF
73 PF511 20250725 6578.0 ... 6620.0 6524.0 PF
74 PF512 20250725 6546.0 ... 6594.0 6510.0 PF
75 PF601 20250725 6578.0 ... 6590.0 6516.0 PF
76 PF602 20250725 6570.0 ... 6616.0 6514.0 PF
77 PF603 20250725 6582.0 ... 6612.0 6528.0 PF
78 PF604 20250725 6582.0 ... 6626.0 6556.0 PF
79 PF605 20250725 6600.0 ... 6632.0 6566.0 PF
80 PF606 20250725 6600.0 ... 6622.0 6576.0 PF
81 PF607 20250725 0.0 ... 6570.0 6570.0 PF
82 PK510 20250725 8140.0 ... 8138.0 8140.0 PK
83 PK511 20250725 7990.0 ... 7996.0 7984.0 PK
84 PK512 20250725 7970.0 ... 7998.0 7984.0 PK
85 PK601 20250725 8036.0 ... 8034.0 8016.0 PK
86 PK603 20250725 8014.0 ... 8034.0 8034.0 PK
87 PK604 20250725 8048.0 ... 8034.0 8032.0 PK
88 PK605 20250725 8048.0 ... 8036.0 8036.0 PK
89 PL601 20250725 6630.0 ... 6643.0 6590.0 PL
90 PL602 20250725 6707.0 ... 6701.0 6668.0 PL
91 PL603 20250725 6599.0 ... 6611.0 6584.0 PL
92 PL604 20250725 6608.0 ... 6632.0 6494.0 PL
93 PL605 20250725 6555.0 ... 6586.0 6524.0 PL
94 PL606 20250725 6647.0 ... 6647.0 6611.0 PL
95 PL607 20250725 6646.0 ... 6646.0 6596.0 PL
96 PM509 20250725 0.0 ... 3122.0 3122.0 PM
97 PM511 20250725 0.0 ... 3122.0 3122.0 PM
98 PM601 20250725 0.0 ... 3122.0 3122.0 PM
99 PM603 20250725 0.0 ... 3122.0 3122.0 PM
100 PM605 20250725 0.0 ... 3122.0 3122.0 PM
101 PM607 20250725 0.0 ... 3122.0 3122.0 PM
102 PR508 20250725 6068.0 ... 6086.0 6034.0 PR
103 PR509 20250725 6048.0 ... 6088.0 6018.0 PR
104 PR510 20250725 6058.0 ... 6100.0 6024.0 PR
105 PR511 20250725 6054.0 ... 6082.0 6012.0 PR
106 PR512 20250725 6038.0 ... 6072.0 6018.0 PR
107 PR601 20250725 6012.0 ... 6062.0 5994.0 PR
108 PR602 20250725 6094.0 ... 6094.0 5992.0 PR
109 PR603 20250725 6090.0 ... 6090.0 5996.0 PR
110 PR604 20250725 0.0 ... 6114.0 6010.0 PR
111 PR605 20250725 6080.0 ... 6072.0 6020.0 PR
112 PR606 20250725 0.0 ... 6090.0 6016.0 PR
113 PR607 20250725 0.0 ... 6058.0 5980.0 PR
114 PX508 20250725 7036.0 ... 7094.0 6926.0 PX
115 PX509 20250725 6964.0 ... 7022.0 6902.0 PX
116 PX510 20250725 6954.0 ... 7010.0 6888.0 PX
117 PX511 20250725 6908.0 ... 6970.0 6844.0 PX
118 PX512 20250725 6894.0 ... 6956.0 6822.0 PX
119 PX601 20250725 6870.0 ... 6916.0 6804.0 PX
120 PX602 20250725 6760.0 ... 6840.0 6760.0 PX
121 PX603 20250725 6820.0 ... 6870.0 6806.0 PX
122 PX604 20250725 6822.0 ... 6882.0 6804.0 PX
123 PX605 20250725 6846.0 ... 6880.0 6756.0 PX
124 PX606 20250725 6846.0 ... 6888.0 6760.0 PX
125 PX607 20250725 6818.0 ... 6874.0 6764.0 PX
126 RI509 20250725 0.0 ... 2479.0 2479.0 RI
127 RI511 20250725 0.0 ... 2479.0 2479.0 RI
128 RI601 20250725 0.0 ... 2479.0 2479.0 RI
129 RI603 20250725 0.0 ... 2479.0 2479.0 RI
130 RI605 20250725 0.0 ... 2479.0 2479.0 RI
131 RI607 20250725 0.0 ... 2479.0 2479.0 RI
132 RM508 20250725 2683.0 ... 2670.0 2688.0 RM
133 RM509 20250725 2690.0 ... 2682.0 2706.0 RM
134 RM511 20250725 2536.0 ... 2531.0 2562.0 RM
135 RM601 20250725 2417.0 ... 2407.0 2414.0 RM
136 RM603 20250725 2395.0 ... 2386.0 2383.0 RM
137 RM605 20250725 2375.0 ... 2371.0 2368.0 RM
138 RM607 20250725 2358.0 ... 2357.0 2355.0 RM
139 RS508 20250725 0.0 ... 5019.0 4975.0 RS
140 RS509 20250725 5072.0 ... 5102.0 5092.0 RS
141 RS511 20250725 5255.0 ... 5290.0 5244.0 RS
142 RS607 20250725 0.0 ... 5210.0 5200.0 RS
143 SA508 20250725 1401.0 ... 1415.0 1344.0 SA
144 SA509 20250725 1411.0 ... 1431.0 1364.0 SA
145 SA510 20250725 1432.0 ... 1455.0 1378.0 SA
146 SA511 20250725 1443.0 ... 1464.0 1389.0 SA
147 SA512 20250725 1475.0 ... 1500.0 1424.0 SA
148 SA601 20250725 1491.0 ... 1508.0 1438.0 SA
149 SA602 20250725 1500.0 ... 1517.0 1458.0 SA
150 SA603 20250725 1502.0 ... 1518.0 1450.0 SA
151 SA604 20250725 1497.0 ... 1536.0 1492.0 SA
152 SA605 20250725 1520.0 ... 1541.0 1483.0 SA
153 SA606 20250725 1537.0 ... 1544.0 1510.0 SA
154 SA607 20250725 1538.0 ... 1536.0 1500.0 SA
155 SF508 20250725 5758.0 ... 5990.0 5748.0 SF
156 SF509 20250725 5786.0 ... 5986.0 5762.0 SF
157 SF510 20250725 5780.0 ... 5958.0 5752.0 SF
158 SF511 20250725 5940.0 ... 6132.0 5920.0 SF
159 SF512 20250725 5900.0 ... 6086.0 5894.0 SF
160 SF601 20250725 5888.0 ... 6084.0 5874.0 SF
161 SF602 20250725 5844.0 ... 6038.0 5810.0 SF
162 SF603 20250725 5992.0 ... 6332.0 5966.0 SF
163 SF604 20250725 5978.0 ... 6202.0 5918.0 SF
164 SF605 20250725 5960.0 ... 6178.0 5924.0 SF
165 SF606 20250725 5878.0 ... 6136.0 5878.0 SF
166 SF607 20250725 6010.0 ... 6280.0 5984.0 SF
167 SH508 20250725 2634.0 ... 2585.0 2608.0 SH
168 SH509 20250725 2683.0 ... 2648.0 2665.0 SH
169 SH510 20250725 2723.0 ... 2705.0 2703.0 SH
170 SH511 20250725 2690.0 ... 2692.0 2680.0 SH
171 SH512 20250725 2714.0 ... 2706.0 2696.0 SH
172 SH601 20250725 2715.0 ... 2702.0 2686.0 SH
173 SH602 20250725 2733.0 ... 2721.0 2712.0 SH
174 SH603 20250725 2734.0 ... 2727.0 2718.0 SH
175 SH604 20250725 2773.0 ... 2754.0 2764.0 SH
176 SH605 20250725 2759.0 ... 2761.0 2753.0 SH
177 SH606 20250725 2756.0 ... 2754.0 2773.0 SH
178 SH607 20250725 2736.0 ... 2737.0 2757.0 SH
179 SM508 20250725 5966.0 ... 6238.0 5922.0 SM
180 SM509 20250725 6000.0 ... 6212.0 5938.0 SM
181 SM510 20250725 5994.0 ... 6120.0 5924.0 SM
182 SM511 20250725 6068.0 ... 6224.0 5994.0 SM
183 SM512 20250725 6076.0 ... 6252.0 5998.0 SM
184 SM601 20250725 6064.0 ... 6268.0 5998.0 SM
185 SM602 20250725 6074.0 ... 6266.0 6000.0 SM
186 SM603 20250725 6064.0 ... 6330.0 6014.0 SM
187 SM604 20250725 6102.0 ... 6318.0 6014.0 SM
188 SM605 20250725 6100.0 ... 6336.0 6046.0 SM
189 SM606 20250725 6106.0 ... 6274.0 6086.0 SM
190 SM607 20250725 6114.0 ... 6310.0 6070.0 SM
191 SR509 20250725 5875.0 ... 5876.0 5853.0 SR
192 SR511 20250725 5748.0 ... 5755.0 5727.0 SR
193 SR601 20250725 5675.0 ... 5691.0 5664.0 SR
194 SR603 20250725 5650.0 ... 5658.0 5635.0 SR
195 SR605 20250725 5625.0 ... 5633.0 5609.0 SR
196 SR607 20250725 5623.0 ... 5626.0 5605.0 SR
197 TA508 20250725 4834.0 ... 4884.0 4816.0 TA
198 TA509 20250725 4860.0 ... 4902.0 4814.0 TA
199 TA510 20250725 4846.0 ... 4892.0 4810.0 TA
200 TA511 20250725 4844.0 ... 4890.0 4808.0 TA
201 TA512 20250725 4836.0 ... 4878.0 4802.0 TA
202 TA601 20250725 4834.0 ... 4870.0 4798.0 TA
203 TA602 20250725 4836.0 ... 4862.0 4802.0 TA
204 TA603 20250725 4834.0 ... 4878.0 4790.0 TA
205 TA604 20250725 4838.0 ... 4870.0 4802.0 TA
206 TA605 20250725 4840.0 ... 4882.0 4814.0 TA
207 TA606 20250725 4860.0 ... 4872.0 4842.0 TA
208 TA607 20250725 4850.0 ... 4878.0 4826.0 TA
209 UR508 20250725 1775.0 ... 1783.0 1768.0 UR
210 UR509 20250725 1786.0 ... 1798.0 1782.0 UR
211 UR510 20250725 1785.0 ... 1794.0 1774.0 UR
212 UR511 20250725 1800.0 ... 1808.0 1798.0 UR
213 UR512 20250725 1794.0 ... 1797.0 1799.0 UR
214 UR601 20250725 1795.0 ... 1803.0 1790.0 UR
215 UR602 20250725 1796.0 ... 1799.0 1788.0 UR
216 UR603 20250725 1805.0 ... 1815.0 1806.0 UR
217 UR604 20250725 1805.0 ... 1816.0 1803.0 UR
218 UR605 20250725 1808.0 ... 1817.0 1805.0 UR
219 UR606 20250725 1799.0 ... 1810.0 1801.0 UR
220 UR607 20250725 1808.0 ... 1816.0 1809.0 UR
221 WH509 20250725 0.0 ... 3198.0 3198.0 WH
222 WH511 20250725 0.0 ... 3198.0 3198.0 WH
223 WH601 20250725 0.0 ... 3198.0 3198.0 WH
224 WH603 20250725 0.0 ... 3198.0 3198.0 WH
225 WH605 20250725 0.0 ... 3198.0 3198.0 WH
226 WH607 20250725 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250725 0.0 ... 801.4 801.4 ZC
228 ZC509 20250725 0.0 ... 801.4 801.4 ZC
229 ZC510 20250725 0.0 ... 801.4 801.4 ZC
230 ZC511 20250725 0.0 ... 801.4 801.4 ZC
231 ZC512 20250725 0.0 ... 801.4 801.4 ZC
232 ZC601 20250725 0.0 ... 801.4 801.4 ZC
233 ZC602 20250725 0.0 ... 801.4 801.4 ZC
234 ZC603 20250725 0.0 ... 801.4 801.4 ZC
235 ZC604 20250725 0.0 ... 801.4 801.4 ZC
236 ZC605 20250725 0.0 ... 801.4 801.4 ZC
237 ZC606 20250725 0.0 ... 801.4 801.4 ZC
238 ZC607 20250725 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:30,835 - future_1d - INFO - ak.get_czce_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 PS2508 20250725 53520.0 ... 52505.0 52225.0 PS
1 PS2509 20250725 52820.0 ... 52470.0 52150.0 PS
2 PS2510 20250725 52590.0 ... 52260.0 51760.0 PS
3 PS2511 20250725 52440.0 ... 51760.0 51665.0 PS
4 PS2512 20250725 54395.0 ... 53940.0 53635.0 PS
5 PS2601 20250725 55400.0 ... 53670.0 53195.0 PS
6 PS2602 20250725 54785.0 ... 53535.0 52345.0 PS
7 PS2603 20250725 54585.0 ... 53415.0 52605.0 PS
8 PS2604 20250725 54145.0 ... 53220.0 52130.0 PS
9 PS2605 20250725 54505.0 ... 53335.0 52610.0 PS
10 PS2606 20250725 55490.0 ... 54465.0 53400.0 PS
11 PS2607 20250725 55110.0 ... 54135.0 52825.0 PS
13 SI2508 20250725 9620.0 ... 9640.0 9595.0 SI
14 SI2509 20250725 9750.0 ... 9690.0 9680.0 SI
15 SI2510 20250725 9650.0 ... 9625.0 9610.0 SI
16 SI2511 20250725 9610.0 ... 9575.0 9520.0 SI
17 SI2512 20250725 9750.0 ... 9825.0 9795.0 SI
18 SI2601 20250725 9845.0 ... 9785.0 9720.0 SI
19 SI2602 20250725 9755.0 ... 9730.0 9710.0 SI
20 SI2603 20250725 9735.0 ... 9735.0 9675.0 SI
21 SI2604 20250725 9775.0 ... 9725.0 9690.0 SI
22 SI2605 20250725 9820.0 ... 9725.0 9685.0 SI
23 SI2606 20250725 9705.0 ... 9710.0 9620.0 SI
24 SI2607 20250725 9705.0 ... 9685.0 9650.0 SI
27 LC2508 20250725 76560.0 ... 79120.0 73520.0 LC
28 LC2509 20250725 77500.0 ... 79460.0 74560.0 LC
29 LC2510 20250725 76940.0 ... 78220.0 74040.0 LC
30 LC2511 20250725 76000.0 ... 77620.0 73300.0 LC
31 LC2512 20250725 75040.0 ... 77040.0 73220.0 LC
32 LC2601 20250725 75000.0 ... 76720.0 73220.0 LC
33 LC2602 20250725 74580.0 ... 75940.0 72780.0 LC
34 LC2603 20250725 73600.0 ... 75460.0 72320.0 LC
35 LC2604 20250725 73820.0 ... 75300.0 72640.0 LC
36 LC2605 20250725 73600.0 ... 75280.0 72540.0 LC
37 LC2606 20250725 74000.0 ... 74900.0 72180.0 LC
38 LC2607 20250725 73600.0 ... 74840.0 72640.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:30,970 - future_1d - INFO - ak.get_gfex_daily('2025-07-25') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250725 ... 79260 79720 CU
1 1 CU2509 20250725 ... 79330 79840 CU
2 2 CU2510 20250725 ... 79350 79850 CU
3 3 CU2511 20250725 ... 79310 79800 CU
4 4 CU2512 20250725 ... 79260 79780 CU
5 5 CU2601 20250725 ... 79220 79740 CU
6 6 CU2602 20250725 ... 79190 79750 CU
7 7 CU2603 20250725 ... 79230 79760 CU
8 8 CU2604 20250725 ... 79260 79720 CU
9 9 CU2605 20250725 ... 79230 79760 CU
10 10 CU2606 20250725 ... 79280 79740 CU
11 11 CU2607 20250725 ... 79250 79710 CU
12 12 BC2508 20250725 ... 70420 70900 BC
13 13 BC2509 20250725 ... 70510 70980 BC
14 14 BC2510 20250725 ... 70540 70870 BC
15 15 BC2511 20250725 ... 69500 69190 BC
16 16 BC2512 20250725 ... 70620 70620 BC
17 17 BC2601 20250725 ... 70020 69620 BC
18 18 BC2602 20250725 ... 70000 69550 BC
19 19 BC2603 20250725 ... 70000 69430 BC
20 20 BC2604 20250725 ... 70000 69570 BC
21 21 BC2605 20250725 ... 70000 69480 BC
22 22 BC2606 20250725 ... 69340 69340 BC
23 23 BC2607 20250725 ... 68670 68670 BC
24 24 AL2508 20250725 ... 20760 20745 AL
25 25 AL2509 20250725 ... 20750 20735 AL
26 26 AL2510 20250725 ... 20715 20700 AL
27 27 AL2511 20250725 ... 20655 20635 AL
28 28 AL2512 20250725 ... 20605 20585 AL
29 29 AL2601 20250725 ... 20575 20570 AL
30 30 AL2602 20250725 ... 20575 20550 AL
31 31 AL2603 20250725 ... 20585 20585 AL
32 32 AL2604 20250725 ... 20605 20570 AL
33 33 AL2605 20250725 ... 20620 20605 AL
34 34 AL2606 20250725 ... 20635 20610 AL
35 35 AL2607 20250725 ... 20635 20590 AL
36 36 ZN2508 20250725 ... 22800 22930 ZN
37 37 ZN2509 20250725 ... 22845 22980 ZN
38 38 ZN2510 20250725 ... 22840 22975 ZN
39 39 ZN2511 20250725 ... 22810 22935 ZN
40 40 ZN2512 20250725 ... 22760 22880 ZN
41 41 ZN2601 20250725 ... 22715 22850 ZN
42 42 ZN2602 20250725 ... 22715 22830 ZN
43 43 ZN2603 20250725 ... 22730 22840 ZN
44 44 ZN2604 20250725 ... 22760 22855 ZN
45 45 ZN2605 20250725 ... 22755 22830 ZN
46 46 ZN2606 20250725 ... 22735 22840 ZN
47 47 ZN2607 20250725 ... 22725 22810 ZN
48 48 PB2508 20250725 ... 16895 16870 PB
49 49 PB2509 20250725 ... 16910 16890 PB
50 50 PB2510 20250725 ... 16950 16925 PB
51 51 PB2511 20250725 ... 16970 16940 PB
52 52 PB2512 20250725 ... 16995 16955 PB
53 53 PB2601 20250725 ... 17040 16995 PB
54 54 PB2602 20250725 ... 17035 17035 PB
55 55 PB2603 20250725 ... 17075 17050 PB
56 56 PB2604 20250725 ... 17095 17070 PB
57 57 PB2605 20250725 ... 17080 17050 PB
58 58 PB2606 20250725 ... 17065 17040 PB
59 59 PB2607 20250725 ... 17095 17055 PB
60 60 NI2508 20250725 ... 123330 123840 NI
61 61 NI2509 20250725 ... 123470 124040 NI
62 62 NI2510 20250725 ... 123650 124230 NI
63 63 NI2511 20250725 ... 123900 124400 NI
64 64 NI2512 20250725 ... 124020 124630 NI
65 65 NI2601 20250725 ... 124250 124870 NI
66 66 NI2602 20250725 ... 124510 124990 NI
67 67 NI2603 20250725 ... 124900 125130 NI
68 68 NI2604 20250725 ... 124980 125410 NI
69 69 NI2605 20250725 ... 125170 125630 NI
70 70 NI2606 20250725 ... 125260 125910 NI
71 71 NI2607 20250725 ... 125410 126320 NI
72 72 SN2508 20250725 ... 270950 273670 SN
73 73 SN2509 20250725 ... 271310 273920 SN
74 74 SN2510 20250725 ... 271330 273780 SN
75 75 SN2511 20250725 ... 271140 273750 SN
76 76 SN2512 20250725 ... 270720 273410 SN
77 77 SN2601 20250725 ... 270860 273290 SN
78 78 SN2602 20250725 ... 270900 272970 SN
79 79 SN2603 20250725 ... 271110 273910 SN
80 80 SN2604 20250725 ... 272800 274050 SN
81 81 SN2605 20250725 ... 270750 273630 SN
82 82 SN2606 20250725 ... 271970 274010 SN
83 83 SN2607 20250725 ... 271960 273640 SN
84 84 AO2508 20250725 ... 3446 3384 AO
85 85 AO2509 20250725 ... 3460 3385 AO
86 86 AO2510 20250725 ... 3416 3343 AO
87 87 AO2511 20250725 ... 3409 3333 AO
88 88 AO2512 20250725 ... 3414 3330 AO
89 89 AO2601 20250725 ... 3402 3328 AO
90 90 AO2602 20250725 ... 3407 3312 AO
91 91 AO2603 20250725 ... 3386 3314 AO
92 92 AO2604 20250725 ... 3377 3299 AO
93 93 AO2605 20250725 ... 3373 3298 AO
94 94 AO2606 20250725 ... 3371 3290 AO
95 95 AO2607 20250725 ... 3366 3266 AO
96 96 AD2511 20250725 ... 20150 20130 AD
97 97 AD2512 20250725 ... 20105 20080 AD
98 98 AD2601 20250725 ... 20030 20040 AD
99 99 AD2602 20250725 ... 20010 20010 AD
100 100 AD2603 20250725 ... 20135 20135 AD
101 101 AD2604 20250725 ... 19935 19935 AD
102 102 AD2605 20250725 ... 19960 19960 AD
103 103 AD2606 20250725 ... 19830 19920 AD
104 104 AD2607 20250725 ... 19790 19790 AD
105 105 AU2508 20250725 ... 774.68 782.82 AU
106 106 AU2509 20250725 ... 776.28 778.42 AU
107 107 AU2510 20250725 ... 777.34 784.22 AU
108 108 AU2512 20250725 ... 779.26 785.2 AU
109 109 AU2602 20250725 ... 781.58 788.38 AU
110 110 AU2604 20250725 ... 783.86 788.22 AU
111 111 AU2606 20250725 ... 785.9 790.24 AU
112 112 AU2608 20250725 ... 788.9 792.28 AU
113 113 AG2508 20250725 ... 9346 9381 AG
114 114 AG2509 20250725 ... 9360 9399 AG
115 115 AG2510 20250725 ... 9372 9421 AG
116 116 AG2511 20250725 ... 9381 9432 AG
117 117 AG2512 20250725 ... 9391 9430 AG
118 118 AG2601 20250725 ... 9405 9445 AG
119 119 AG2602 20250725 ... 9418 9454 AG
120 120 AG2603 20250725 ... 9432 9463 AG
121 121 AG2604 20250725 ... 9435 9481 AG
122 122 AG2605 20250725 ... 9449 9488 AG
123 123 AG2606 20250725 ... 9465 9498 AG
124 124 AG2607 20250725 ... 9473 9523 AG
125 125 RB2508 20250725 ... 3249 3225 RB
126 126 RB2509 20250725 ... 3263 3232 RB
127 127 RB2510 20250725 ... 3316 3280 RB
128 128 RB2511 20250725 ... 3328 3293 RB
129 129 RB2512 20250725 ... 3358 3333 RB
130 130 RB2601 20250725 ... 3368 3337 RB
131 131 RB2602 20250725 ... 3350 3327 RB
132 132 RB2603 20250725 ... 3370 3332 RB
133 133 RB2604 20250725 ... 3384 3348 RB
134 134 RB2605 20250725 ... 3394 3362 RB
135 135 RB2606 20250725 ... 3394 3363 RB
136 136 RB2607 20250725 ... 3398 3374 RB
137 137 WR2508 20250725 ... 3212 3212 WR
138 138 WR2509 20250725 ... 3335 3335 WR
139 139 WR2510 20250725 ... 3592 3546 WR
140 140 WR2511 20250725 ... 3541 3583 WR
141 141 WR2512 20250725 ... 3570 3570 WR
142 142 WR2601 20250725 ... 3583 3572 WR
143 143 WR2602 20250725 ... 3607 3607 WR
144 144 WR2603 20250725 ... 3606 3606 WR
145 145 WR2604 20250725 ... 3570 3570 WR
146 146 WR2605 20250725 ... 3640 3640 WR
147 147 WR2606 20250725 ... 3680 3680 WR
148 148 WR2607 20250725 ... 3668 3668 WR
149 149 HC2508 20250725 ... 3447 3441 HC
150 150 HC2509 20250725 ... 3481 3443 HC
151 151 HC2510 20250725 ... 3477 3439 HC
152 152 HC2511 20250725 ... 3478 3442 HC
153 153 HC2512 20250725 ... 3484 3441 HC
154 154 HC2601 20250725 ... 3492 3458 HC
155 155 HC2602 20250725 ... 3481 3448 HC
156 156 HC2603 20250725 ... 3488 3466 HC
157 157 HC2604 20250725 ... 3505 3484 HC
158 158 HC2605 20250725 ... 3500 3475 HC
159 159 HC2606 20250725 ... 3510 3487 HC
160 160 HC2607 20250725 ... 3510 3470 HC
161 161 SS2508 20250725 ... 12940 12925 SS
162 162 SS2509 20250725 ... 12935 12910 SS
163 163 SS2510 20250725 ... 12970 12940 SS
164 164 SS2511 20250725 ... 13010 12980 SS
165 165 SS2512 20250725 ... 13035 13005 SS
166 166 SS2601 20250725 ... 13080 13040 SS
167 167 SS2602 20250725 ... 13145 13090 SS
168 168 SS2603 20250725 ... 13205 13135 SS
169 169 SS2604 20250725 ... 13210 13210 SS
170 170 SS2605 20250725 ... 13265 13260 SS
171 171 SS2606 20250725 ... 13305 13265 SS
172 172 SS2607 20250725 ... 13375 13305 SS
173 173 SC2508 20250725 ... 526.8 518.7 SC
174 174 SC2509 20250725 ... 508.6 504.3 SC
175 175 SC2510 20250725 ... 502.9 498.7 SC
176 176 SC2511 20250725 ... 498 494.5 SC
177 177 SC2512 20250725 ... 496.3 491.4 SC
178 178 SC2601 20250725 ... 493.1 488.6 SC
179 179 SC2602 20250725 ... 491.2 486.4 SC
180 180 SC2603 20250725 ... 489.7 483.9 SC
181 181 SC2604 20250725 ... 487.6 481.3 SC
182 182 SC2605 20250725 ... 486.3 479 SC
183 183 SC2606 20250725 ... 485.2 477.5 SC
184 184 SC2607 20250725 ... 483.2 475.5 SC
185 185 SC2609 20250725 ... 475.8 473.8 SC
186 186 SC2612 20250725 ... 475.8 471.9 SC
187 187 SC2703 20250725 ... 473.1 469.5 SC
188 188 SC2706 20250725 ... 469.4 468.4 SC
189 189 SC2709 20250725 ... 469.8 467 SC
190 190 SC2712 20250725 ... 468.4 467.2 SC
191 191 SC2803 20250725 ... 466.3 464.9 SC
192 192 SC2806 20250725 ... 464.9 464 SC
193 193 LU2508 20250725 ... 3542 3539 LU
194 194 LU2509 20250725 ... 3585 3557 LU
195 195 LU2510 20250725 ... 3582 3556 LU
196 196 LU2511 20250725 ... 3569 3547 LU
197 197 LU2512 20250725 ... 3559 3521 LU
198 198 LU2601 20250725 ... 3540 3511 LU
199 199 LU2602 20250725 ... 3519 3507 LU
200 200 LU2603 20250725 ... 3503 3489 LU
201 201 LU2604 20250725 ... 3490 3481 LU
202 202 LU2605 20250725 ... 3483 3471 LU
203 203 LU2606 20250725 ... 3474 3468 LU
204 204 LU2607 20250725 ... 3463 3455 LU
205 205 FU2508 20250725 ... 2825 2822 FU
206 206 FU2509 20250725 ... 2895 2862 FU
207 207 FU2510 20250725 ... 2903 2872 FU
208 208 FU2511 20250725 ... 2910 2878 FU
209 209 FU2512 20250725 ... 2902 2872 FU
210 210 FU2601 20250725 ... 2902 2871 FU
211 211 FU2602 20250725 ... 2888 2860 FU
212 212 FU2603 20250725 ... 2878 2854 FU
213 213 FU2604 20250725 ... 2871 2846 FU
214 214 FU2605 20250725 ... 2859 2836 FU
215 215 FU2606 20250725 ... 2849 2827 FU
216 216 FU2607 20250725 ... 2826 2810 FU
217 217 BU2508 20250725 ... 3636 3610 BU
218 218 BU2509 20250725 ... 3607 3587 BU
219 219 BU2510 20250725 ... 3583 3557 BU
220 220 BU2511 20250725 ... 3541 3511 BU
221 221 BU2512 20250725 ... 3471 3447 BU
222 222 BU2601 20250725 ... 3441 3416 BU
223 223 BU2602 20250725 ... 3423 3397 BU
224 224 BU2603 20250725 ... 3423 3392 BU
225 225 BU2604 20250725 ... 3407 3384 BU
226 226 BU2605 20250725 ... 3407 3389 BU
227 227 BU2606 20250725 ... 3405 3381 BU
228 228 BU2607 20250725 ... 3375 3375 BU
229 229 BU2609 20250725 ... 3390 3371 BU
230 230 BU2612 20250725 ... 3343 3324 BU
231 231 BU2703 20250725 ... 3346 3321 BU
232 232 BU2706 20250725 ... 3335 3334 BU
233 233 BR2508 20250725 ... 12295 12070 BR
234 234 BR2509 20250725 ... 12320 12055 BR
235 235 BR2510 20250725 ... 12280 12025 BR
236 236 BR2511 20250725 ... 12295 12020 BR
237 237 BR2512 20250725 ... 12290 12040 BR
238 238 BR2601 20250725 ... 12320 12050 BR
239 239 BR2602 20250725 ... 12270 12040 BR
240 240 BR2603 20250725 ... 12275 11965 BR
241 241 BR2604 20250725 ... 12320 11940 BR
242 242 BR2605 20250725 ... 12315 12040 BR
243 243 BR2606 20250725 ... 12305 12045 BR
244 244 BR2607 20250725 ... 12390 12225 BR
245 245 RU2508 20250725 ... 15415 15185 RU
246 246 RU2509 20250725 ... 15455 15140 RU
247 247 RU2510 20250725 ... 15385 15075 RU
248 248 RU2511 20250725 ... 15425 15165 RU
249 249 RU2601 20250725 ... 16270 15915 RU
250 250 RU2603 20250725 ... 16355 16025 RU
251 251 RU2604 20250725 ... 16380 16000 RU
252 252 RU2605 20250725 ... 16415 16050 RU
253 253 RU2606 20250725 ... 16435 16225 RU
254 254 RU2607 20250725 ... 16395 15930 RU
255 255 NR2508 20250725 ... 13185 12905 NR
256 256 NR2509 20250725 ... 13255 12980 NR
257 257 NR2510 20250725 ... 13230 12975 NR
258 258 NR2511 20250725 ... 13225 13070 NR
259 259 NR2512 20250725 ... 13235 13090 NR
260 260 NR2601 20250725 ... 13280 13105 NR
261 261 NR2602 20250725 ... 13265 13145 NR
262 262 NR2603 20250725 ... 13355 12900 NR
263 263 NR2604 20250725 ... 13300 13265 NR
264 264 NR2605 20250725 ... 13360 13225 NR
265 265 NR2606 20250725 ... 13280 13280 NR
266 266 NR2607 20250725 ... 13480 12935 NR
267 267 SP2508 20250725 ... 5454 5340 SP
268 268 SP2509 20250725 ... 5454 5386 SP
269 269 SP2510 20250725 ... 5396 5336 SP
270 270 SP2511 20250725 ... 5376 5328 SP
271 271 SP2512 20250725 ... 5358 5294 SP
272 272 SP2601 20250725 ... 5542 5506 SP
273 273 SP2602 20250725 ... 5468 5438 SP
274 274 SP2603 20250725 ... 5454 5440 SP
275 275 SP2604 20250725 ... 5456 5432 SP
276 276 SP2605 20250725 ... 5444 5428 SP
277 277 SP2606 20250725 ... 5436 5446 SP
278 278 SP2607 20250725 ... 5442 5424 SP
279 279 EC2508 20250725 ... 2202.7 2230.5 EC
280 280 EC2510 20250725 ... 1530.9 1570 EC
281 281 EC2512 20250725 ... 1730.7 1747.5 EC
282 282 EC2602 20250725 ... 1534.3 1523.1 EC
283 283 EC2604 20250725 ... 1376.9 1359.6 EC
284 284 EC2606 20250725 ... 1514 1483.8 EC
285 285 SC_TAS2509 20250725 ... SC_TAS
286 286 SC_TAS2510 20250725 ... SC_TAS
287 287 SC_TAS2511 20250725 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:31,073 - future_1d - INFO - ak.get_shfe_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 a2509 20250725 4225.00 ... 4223.00 4206.00 A
1 a2511 20250725 4136.00 ... 4134.00 4128.00 A
2 a2601 20250725 4120.00 ... 4119.00 4112.00 A
3 a2603 20250725 4107.00 ... 4105.00 4098.00 A
4 a2605 20250725 4147.00 ... 4140.00 4132.00 A
5 a2607 20250725 4144.00 ... 4137.00 4133.00 A
6 b2508 20250725 3547.00 ... 3553.00 3584.00 B
7 b2509 20250725 3668.00 ... 3667.00 3679.00 B
8 b2510 20250725 3735.00 ... 3731.00 3735.00 B
9 b2511 20250725 3756.00 ... 3749.00 3750.00 B
10 b2512 20250725 3766.00 ... 3766.00 3767.00 B
11 b2601 20250725 3747.00 ... 3746.00 3742.00 B
12 b2602 20250725 3718.00 ... 3715.00 3690.00 B
13 b2603 20250725 3615.00 ... 3607.00 3600.00 B
14 b2604 20250725 3521.00 ... 3511.00 3499.00 B
15 b2605 20250725 3448.00 ... 3446.00 3439.00 B
16 b2606 20250725 3449.00 ... 3441.00 3439.00 B
17 b2607 20250725 3622.00 ... 3438.00 3443.00 B
18 bb2509 20250725 153.20 ... 154.00 151.60 BB
19 bb2511 20250725 152.80 ... 154.30 152.30 BB
20 bb2601 20250725 148.45 ... 150.35 147.10 BB
21 bb2603 20250725 0.00 ... 157.00 153.65 BB
22 bb2605 20250725 0.00 ... 157.00 153.65 BB
23 bb2607 20250725 0.00 ... 157.00 153.65 BB
24 bz2603 20250725 6225.00 ... 6326.00 6221.00 BZ
25 bz2604 20250725 6227.00 ... 6288.00 6203.00 BZ
26 bz2605 20250725 6224.00 ... 6277.00 6201.00 BZ
27 bz2606 20250725 6250.00 ... 6283.00 6207.00 BZ
28 c2509 20250725 2320.00 ... 2314.00 2318.00 C
29 c2511 20250725 2265.00 ... 2263.00 2268.00 C
30 c2601 20250725 2238.00 ... 2235.00 2242.00 C
31 c2603 20250725 2238.00 ... 2238.00 2244.00 C
32 c2605 20250725 2282.00 ... 2279.00 2285.00 C
33 c2607 20250725 2293.00 ... 2291.00 2297.00 C
34 cs2509 20250725 2671.00 ... 2669.00 2672.00 CS
35 cs2511 20250725 2601.00 ... 2599.00 2603.00 CS
36 cs2601 20250725 2616.00 ... 2614.00 2622.00 CS
37 cs2603 20250725 2609.00 ... 2612.00 2616.00 CS
38 cs2605 20250725 2652.00 ... 2652.00 2659.00 CS
39 cs2607 20250725 2664.00 ... 2660.00 2659.00 CS
40 eb2507 20250725 0.00 ... 7387.00 7387.00 EB
41 eb2508 20250725 7456.00 ... 7517.00 7442.00 EB
42 eb2509 20250725 7446.00 ... 7506.00 7406.00 EB
43 eb2510 20250725 7421.00 ... 7490.00 7378.00 EB
44 eb2511 20250725 7383.00 ... 7460.00 7343.00 EB
45 eb2512 20250725 7366.00 ... 7450.00 7323.00 EB
46 eb2601 20250725 7362.00 ... 7455.00 7329.00 EB
47 eb2602 20250725 7392.00 ... 7441.00 7346.00 EB
48 eb2603 20250725 7410.00 ... 7425.00 7361.00 EB
49 eb2604 20250725 7406.00 ... 7423.00 7379.00 EB
50 eb2605 20250725 7416.00 ... 7495.00 7377.00 EB
51 eb2606 20250725 7413.00 ... 7481.00 7389.00 EB
52 eg2507 20250725 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250725 4490.00 ... 4474.00 4434.00 EG
54 eg2509 20250725 4487.00 ... 4529.00 4469.00 EG
55 eg2510 20250725 4493.00 ... 4528.00 4475.00 EG
56 eg2511 20250725 4517.00 ... 4531.00 4474.00 EG
57 eg2512 20250725 4521.00 ... 4533.00 4474.00 EG
58 eg2601 20250725 4506.00 ... 4529.00 4470.00 EG
59 eg2602 20250725 4527.00 ... 4528.00 4440.00 EG
60 eg2603 20250725 4528.00 ... 4530.00 4474.00 EG
61 eg2604 20250725 4534.00 ... 4534.00 4462.00 EG
62 eg2605 20250725 4528.00 ... 4556.00 4507.00 EG
63 eg2606 20250725 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250725 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250725 1280.00 ... 1277.50 1280.00 FB
66 fb2510 20250725 1307.00 ... 1313.50 1314.00 FB
67 fb2511 20250725 1309.00 ... 1313.00 1312.50 FB
68 fb2512 20250725 1313.00 ... 1312.00 1311.50 FB
69 fb2601 20250725 1308.00 ... 1310.50 1314.50 FB
70 fb2602 20250725 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250725 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250725 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250725 0.00 ... 1302.50 1302.50 FB
74 fb2606 20250725 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250725 0.00 ... 1295.00 1295.00 FB
76 i2508 20250725 814.00 ... 801.00 813.00 I
77 i2509 20250725 815.00 ... 800.00 811.50 I
78 i2510 20250725 807.00 ... 795.50 807.00 I
79 i2511 20250725 804.50 ... 789.50 801.00 I
80 i2512 20250725 797.00 ... 783.50 794.00 I
81 i2601 20250725 787.50 ... 772.50 783.50 I
82 i2602 20250725 779.50 ... 769.00 779.00 I
83 i2603 20250725 779.50 ... 767.00 776.00 I
84 i2604 20250725 775.00 ... 761.50 770.50 I
85 i2605 20250725 763.00 ... 751.50 762.00 I
86 i2606 20250725 760.50 ... 747.50 757.00 I
87 i2607 20250725 754.50 ... 741.00 750.50 I
88 j2508 20250725 0.00 ... 1681.50 1676.50 J
89 j2509 20250725 1738.00 ... 1748.00 1722.00 J
90 j2510 20250725 1758.00 ... 1757.00 1736.50 J
91 j2511 20250725 1777.50 ... 1777.50 1761.50 J
92 j2512 20250725 1804.00 ... 1789.50 1774.50 J
93 j2601 20250725 1805.00 ... 1794.00 1762.50 J
94 j2602 20250725 1808.00 ... 1808.00 1749.00 J
95 j2603 20250725 1837.50 ... 1827.00 1788.00 J
96 j2604 20250725 1850.00 ... 1850.00 1887.00 J
97 j2605 20250725 1852.00 ... 1822.00 1802.00 J
98 j2606 20250725 1817.50 ... 1814.00 1849.00 J
99 j2607 20250725 0.00 ... 1854.50 1813.50 J
100 jd2507 20250725 0.00 ... 3160.00 3160.00 JD
101 jd2508 20250725 3544.00 ... 3526.00 3578.00 JD
102 jd2509 20250725 3639.00 ... 3630.00 3634.00 JD
103 jd2510 20250725 3400.00 ... 3404.00 3397.00 JD
104 jd2511 20250725 3409.00 ... 3411.00 3406.00 JD
105 jd2512 20250725 3567.00 ... 3571.00 3563.00 JD
106 jd2601 20250725 3667.00 ... 3664.00 3652.00 JD
107 jd2602 20250725 3219.00 ... 3226.00 3216.00 JD
108 jd2603 20250725 3215.00 ... 3227.00 3213.00 JD
109 jd2604 20250725 3366.00 ... 3378.00 3355.00 JD
110 jd2605 20250725 3455.00 ... 3471.00 3443.00 JD
111 jd2606 20250725 3272.00 ... 3285.00 3268.00 JD
112 jm2508 20250725 1070.00 ... 1120.50 1061.00 JM
113 jm2509 20250725 1207.00 ... 1236.50 1166.00 JM
114 jm2510 20250725 1227.50 ... 1252.50 1183.00 JM
115 jm2511 20250725 1238.00 ... 1262.00 1201.00 JM
116 jm2512 20250725 1249.50 ... 1267.50 1208.00 JM
117 jm2601 20250725 1270.00 ... 1282.50 1221.00 JM
118 jm2602 20250725 1271.50 ... 1301.50 1239.00 JM
119 jm2603 20250725 1281.00 ... 1293.00 1230.00 JM
120 jm2604 20250725 1292.00 ... 1296.00 1236.50 JM
121 jm2605 20250725 1282.00 ... 1287.50 1242.00 JM
122 jm2606 20250725 1300.00 ... 1302.00 1254.50 JM
123 jm2607 20250725 1330.00 ... 1321.50 1285.50 JM
124 l2508 20250725 7369.00 ... 7403.00 7302.00 L
125 l2509 20250725 7391.00 ... 7439.00 7339.00 L
126 l2510 20250725 7419.00 ... 7467.00 7371.00 L
127 l2511 20250725 7422.00 ... 7467.00 7374.00 L
128 l2512 20250725 7444.00 ... 7486.00 7387.00 L
129 l2601 20250725 7450.00 ... 7484.00 7392.00 L
130 l2602 20250725 7449.00 ... 7467.00 7392.00 L
131 l2603 20250725 7451.00 ... 7470.00 7379.00 L
132 l2604 20250725 7481.00 ... 7493.00 7393.00 L
133 l2605 20250725 7447.00 ... 7476.00 7394.00 L
134 l2606 20250725 7448.00 ... 7468.00 7380.00 L
135 l2607 20250725 7482.00 ... 7497.00 7381.00 L
136 lg2507 20250725 810.00 ... 807.00 809.50 LG
137 lg2509 20250725 829.00 ... 827.50 828.00 LG
138 lg2511 20250725 838.00 ... 834.50 833.00 LG
139 lg2601 20250725 832.00 ... 837.00 837.50 LG
140 lg2603 20250725 837.50 ... 838.50 837.00 LG
141 lg2605 20250725 842.50 ... 843.00 841.50 LG
142 lh2507 20250725 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250725 14350.00 ... 14435.00 14345.00 LH
144 lh2511 20250725 14230.00 ... 14380.00 14145.00 LH
145 lh2601 20250725 14570.00 ... 14705.00 14560.00 LH
146 lh2603 20250725 13730.00 ... 13815.00 13645.00 LH
147 lh2605 20250725 14250.00 ... 14305.00 14065.00 LH
148 m2508 20250725 3004.00 ... 3013.00 3017.00 M
149 m2509 20250725 3029.00 ... 3025.00 3041.00 M
150 m2511 20250725 3068.00 ... 3061.00 3079.00 M
151 m2512 20250725 3098.00 ... 3092.00 3106.00 M
152 m2601 20250725 3060.00 ... 3061.00 3072.00 M
153 m2603 20250725 2928.00 ... 2922.00 2927.00 M
154 m2605 20250725 2754.00 ... 2755.00 2753.00 M
155 m2607 20250725 2735.00 ... 2736.00 2735.00 M
156 p2508 20250725 8950.00 ... 8894.00 8970.00 P
157 p2509 20250725 9058.00 ... 8984.00 9022.00 P
158 p2510 20250725 9074.00 ... 8990.00 9026.00 P
159 p2511 20250725 9044.00 ... 8952.00 8998.00 P
160 p2512 20250725 9032.00 ... 8982.00 9012.00 P
161 p2601 20250725 9050.00 ... 8972.00 8998.00 P
162 p2602 20250725 8968.00 ... 8930.00 8974.00 P
163 p2603 20250725 8906.00 ... 8858.00 8890.00 P
164 p2604 20250725 8732.00 ... 8750.00 8702.00 P
165 p2605 20250725 8730.00 ... 8682.00 8690.00 P
166 p2606 20250725 8640.00 ... 8600.00 8610.00 P
167 p2607 20250725 8628.00 ... 8602.00 8616.00 P
168 pg2507 20250725 4070.00 ... 4058.00 4019.00 PG
169 pg2508 20250725 4049.00 ... 4054.00 4036.00 PG
170 pg2509 20250725 4013.00 ... 4037.00 3994.00 PG
171 pg2510 20250725 4447.00 ... 4456.00 4426.00 PG
172 pg2511 20250725 4379.00 ... 4390.00 4359.00 PG
173 pg2512 20250725 4312.00 ... 4323.00 4289.00 PG
174 pg2601 20250725 4250.00 ... 4253.00 4220.00 PG
175 pg2602 20250725 4153.00 ... 4169.00 4137.00 PG
176 pg2603 20250725 4067.00 ... 4085.00 4055.00 PG
177 pg2604 20250725 4382.00 ... 4379.00 4338.00 PG
178 pg2605 20250725 4288.00 ... 4290.00 4243.00 PG
179 pg2606 20250725 4206.00 ... 4218.00 4185.00 PG
180 pp2508 20250725 7144.00 ... 7164.00 7117.00 PP
181 pp2509 20250725 7185.00 ... 7205.00 7149.00 PP
182 pp2510 20250725 7184.00 ... 7202.00 7159.00 PP
183 pp2511 20250725 7190.00 ... 7208.00 7160.00 PP
184 pp2512 20250725 7193.00 ... 7211.00 7165.00 PP
185 pp2601 20250725 7200.00 ... 7221.00 7165.00 PP
186 pp2602 20250725 7190.00 ... 7195.00 7158.00 PP
187 pp2603 20250725 7187.00 ... 7200.00 7136.00 PP
188 pp2604 20250725 7200.00 ... 7208.00 7149.00 PP
189 pp2605 20250725 7190.00 ... 7208.00 7158.00 PP
190 pp2606 20250725 7176.00 ... 7180.00 7159.00 PP
191 pp2607 20250725 0.00 ... 7162.00 7162.00 PP
192 rr2508 20250725 3593.00 ... 3594.00 3594.00 RR
193 rr2509 20250725 3602.00 ... 3605.00 3618.00 RR
194 rr2510 20250725 3631.00 ... 3629.00 3633.00 RR
195 rr2511 20250725 3624.00 ... 3622.00 3627.00 RR
196 rr2512 20250725 3630.00 ... 3630.00 3626.00 RR
197 rr2601 20250725 3631.00 ... 3628.00 3629.00 RR
198 rr2602 20250725 3626.00 ... 3627.00 3629.00 RR
199 rr2603 20250725 3642.00 ... 3633.00 3636.00 RR
200 rr2604 20250725 3636.00 ... 3633.00 3635.00 RR
201 rr2605 20250725 3634.00 ... 3633.00 3631.00 RR
202 rr2606 20250725 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250725 0.00 ... 3617.00 3617.00 RR
204 v2508 20250725 5182.00 ... 5241.00 5164.00 V
205 v2509 20250725 5240.00 ... 5291.00 5207.00 V
206 v2510 20250725 5261.00 ... 5325.00 5235.00 V
207 v2511 20250725 5294.00 ... 5345.00 5269.00 V
208 v2512 20250725 5342.00 ... 5367.00 5303.00 V
209 v2601 20250725 5374.00 ... 5408.00 5323.00 V
210 v2602 20250725 5379.00 ... 5444.00 5352.00 V
211 v2603 20250725 5425.00 ... 5469.00 5365.00 V
212 v2604 20250725 5554.00 ... 5623.00 5511.00 V
213 v2605 20250725 5545.00 ... 5623.00 5519.00 V
214 v2606 20250725 5587.00 ... 5609.00 5535.00 V
215 v2607 20250725 5593.00 ... 5661.00 5550.00 V
216 y2508 20250725 8230.00 ... 8232.00 8114.00 Y
217 y2509 20250725 8166.00 ... 8160.00 8112.00 Y
218 y2511 20250725 8154.00 ... 8160.00 8102.00 Y
219 y2512 20250725 8168.00 ... 8166.00 8118.00 Y
220 y2601 20250725 8102.00 ... 8114.00 8060.00 Y
221 y2603 20250725 7974.00 ... 7982.00 7934.00 Y
222 y2605 20250725 7738.00 ... 7746.00 7716.00 Y
223 y2607 20250725 7752.00 ... 7738.00 7700.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:31,624 - future_1d - INFO - ak.get_dce_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 IC2508 20250725 6275.000 ... 6263.000 6262.600 IC
1 IC2509 20250725 6218.000 ... 6216.200 6217.800 IC
2 IC2512 20250725 6105.800 ... 6090.600 6092.600 IC
3 IC2603 20250725 6009.200 ... 5973.200 5979.400 IC
4 IF2508 20250725 4147.000 ... 4123.600 4142.800 IF
5 IF2509 20250725 4136.000 ... 4115.600 4136.800 IF
6 IF2512 20250725 4111.800 ... 4086.200 4105.200 IF
7 IF2603 20250725 4083.400 ... 4054.000 4074.000 IF
8 IH2508 20250725 2812.000 ... 2795.000 2812.000 IH
9 IH2509 20250725 2812.400 ... 2795.800 2813.800 IH
10 IH2512 20250725 2814.800 ... 2797.800 2815.200 IH
11 IH2603 20250725 2815.800 ... 2800.000 2816.400 IH
12 IM2508 20250725 6677.000 ... 6667.200 6666.200 IM
13 IM2509 20250725 6619.000 ... 6604.400 6603.600 IM
14 IM2512 20250725 6430.400 ... 6421.400 6423.400 IM
15 IM2603 20250725 6289.000 ... 6259.800 6263.000 IM
16 T2509 20250725 108.230 ... 108.195 108.260 T
17 T2512 20250725 108.305 ... 108.210 108.310 T
18 T2603 20250725 108.285 ... 108.165 108.300 T
19 TF2509 20250725 105.580 ... 105.585 105.610 TF
20 TF2512 20250725 105.695 ... 105.645 105.695 TF
21 TF2603 20250725 105.755 ... 105.695 105.765 TF
22 TL2509 20250725 118.350 ... 118.120 118.520 TL
23 TL2512 20250725 118.170 ... 117.900 118.320 TL
24 TL2603 20250725 117.850 ... 117.730 118.090 TL
25 TS2509 20250725 102.300 ... 102.326 102.310 TS
26 TS2512 20250725 102.398 ... 102.408 102.400 TS
27 TS2603 20250725 102.464 ... 102.494 102.490 TS
[28 rows x 12 columns]
2025-07-29 18:26:31,931 - future_1d - INFO - ak.get_cffex_daily('2025-07-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250725 526.9 532.7 ... 55427.05 526.8 518.7 SC
1 SC2509 20250725 509 513.1 ... 7761359.9 508.6 504.3 SC
2 SC2510 20250725 502.5 506.7 ... 828034.39 502.9 498.7 SC
3 SC2511 20250725 498 502.1 ... 297203.72 498 494.5 SC
4 SC2512 20250725 494.6 498.2 ... 49437.79 496.3 491.4 SC
5 SC2601 20250725 492 495.6 ... 12526.73 493.1 488.6 SC
6 SC2602 20250725 488.4 492.8 ... 12821.79 491.2 486.4 SC
7 SC2603 20250725 484.9 491.2 ... 13467.98 489.7 483.9 SC
8 SC2604 20250725 483.3 488.7 ... 585.21 487.6 481.3 SC
9 SC2605 20250725 486.3 486.4 ... 389.06 486.3 479 SC
10 SC2606 20250725 482.3 486.8 ... 6938.71 485.2 477.5 SC
11 SC2607 20250725 483.2 483.2 ... 48.32 483.2 475.5 SC
12 SC2609 20250725 471.4 480.8 ... 713.81 475.8 473.8 SC
13 SC2612 20250725 474 477.7 ... 95.17 475.8 471.9 SC
14 SC2703 20250725 474.1 474.1 ... 94.63 473.1 469.5 SC
15 SC2706 20250725 ... 0 469.4 468.4 SC
16 SC2709 20250725 ... 0 469.8 467 SC
17 SC2712 20250725 ... 0 468.4 467.2 SC
18 SC2803 20250725 ... 0 466.3 464.9 SC
19 SC2806 20250725 462.6 467 ... 511.42 464.9 464 SC
21 LU2508 20250725 3544 3544 ... 1215.177 3542 3539 LU
22 LU2509 20250725 3588 3613 ... 58603.249 3585 3557 LU
23 LU2510 20250725 3581 3614 ... 432506.398 3582 3556 LU
24 LU2511 20250725 3559 3595 ... 35717.794 3569 3547 LU
25 LU2512 20250725 3547 3575 ... 1270.635 3559 3521 LU
26 LU2601 20250725 3539 3554 ... 1777.322 3540 3511 LU
27 LU2602 20250725 3514 3531 ... 49.275 3519 3507 LU
28 LU2603 20250725 3495 3520 ... 77.08 3503 3489 LU
29 LU2604 20250725 3481 3502 ... 34.903 3490 3481 LU
30 LU2605 20250725 3471 3506 ... 41.807 3483 3471 LU
31 LU2606 20250725 3468 3487 ... 20.846 3474 3468 LU
32 LU2607 20250725 3460 3478 ... 38.103 3463 3455 LU
34 NR2508 20250725 13075 13355 ... 81682.805 13185 12905 NR
35 NR2509 20250725 13150 13420 ... 2354291.41 13255 12980 NR
36 NR2510 20250725 13080 13390 ... 667236.1 13230 12975 NR
37 NR2511 20250725 13090 13375 ... 61948.715 13225 13070 NR
38 NR2512 20250725 13135 13395 ... 9901.115 13235 13090 NR
39 NR2601 20250725 13130 13440 ... 38009.655 13280 13105 NR
40 NR2602 20250725 13230 13395 ... 530.765 13265 13145 NR
41 NR2603 20250725 13250 13390 ... 53.42 13355 12900 NR
42 NR2604 20250725 13270 13380 ... 106.41 13300 13265 NR
43 NR2605 20250725 13295 13435 ... 147.01 13360 13225 NR
44 NR2606 20250725 ... 0 13280 13280 NR
45 NR2607 20250725 13480 13480 ... 13.48 13480 12935 NR
47 BC2508 20250725 70560 70650 ... 165350.62 70420 70900 BC
48 BC2509 20250725 70640 70690 ... 118463.05 70510 70980 BC
49 BC2510 20250725 70610 71100 ... 8994.125 70540 70870 BC
50 BC2511 20250725 ... 0 69500 69190 BC
51 BC2512 20250725 ... 0 70620 70620 BC
52 BC2601 20250725 ... 0 70020 69620 BC
53 BC2602 20250725 ... 0 70000 69550 BC
54 BC2603 20250725 ... 0 70000 69430 BC
55 BC2604 20250725 ... 0 70000 69570 BC
56 BC2605 20250725 ... 0 70000 69480 BC
57 BC2606 20250725 ... 0 69340 69340 BC
58 BC2607 20250725 ... 0 68670 68670 BC
60 EC2508 20250725 2202 2221 ... 25915.0655 2202.7 2230.5 EC
61 EC2510 20250725 1570 1585 ... 327287.904 1530.9 1570 EC
62 EC2512 20250725 1767 1780 ... 38318.498 1730.7 1747.5 EC
63 EC2602 20250725 1579.4 1582.5 ... 12589.484 1534.3 1523.1 EC
64 EC2604 20250725 1390 1420 ... 12475.346 1376.9 1359.6 EC
65 EC2606 20250725 1509.2 1537.9 ... 1998.558 1514 1483.8 EC
68 SC_TAS2509 20250725 ... SC_TAS
69 SC_TAS2510 20250725 ... SC_TAS
70 SC_TAS2511 20250725 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:32,000 - future_1d - INFO - ak.get_ine_daily('2025-07-25') done
2025-07-29 18:26:33,758 - future_1d - INFO - save future_daily 2025-07-25 completed
symbol date open ... settle pre_settle variety
0 AP510 20250728 7979.0 ... 8161.0 8001.0 AP
1 AP511 20250728 7735.0 ... 7851.0 7725.0 AP
2 AP512 20250728 7717.0 ... 7927.0 7779.0 AP
3 AP601 20250728 7840.0 ... 7980.0 7870.0 AP
4 AP603 20250728 7788.0 ... 7920.0 7785.0 AP
5 AP604 20250728 7795.0 ... 7917.0 7795.0 AP
6 AP605 20250728 7815.0 ... 7956.0 7832.0 AP
7 CF509 20250728 14175.0 ... 14190.0 14230.0 CF
8 CF511 20250728 14000.0 ... 14040.0 14070.0 CF
9 CF601 20250728 14095.0 ... 14130.0 14155.0 CF
10 CF603 20250728 14040.0 ... 14100.0 14120.0 CF
11 CF605 20250728 14045.0 ... 14055.0 14080.0 CF
12 CF607 20250728 14035.0 ... 14090.0 14095.0 CF
13 CJ509 20250728 9550.0 ... 9835.0 9470.0 CJ
14 CJ512 20250728 10375.0 ... 10795.0 10315.0 CJ
15 CJ601 20250728 10550.0 ... 10935.0 10465.0 CJ
16 CJ603 20250728 10625.0 ... 10960.0 10520.0 CJ
17 CJ605 20250728 10760.0 ... 11135.0 10670.0 CJ
18 CJ607 20250728 11035.0 ... 11185.0 10780.0 CJ
19 CY508 20250728 0.0 ... 20165.0 20165.0 CY
20 CY509 20250728 20375.0 ... 20385.0 20420.0 CY
21 CY510 20250728 0.0 ... 20030.0 20030.0 CY
22 CY511 20250728 20200.0 ... 20200.0 20180.0 CY
23 CY512 20250728 20055.0 ... 20055.0 20045.0 CY
24 CY601 20250728 20260.0 ... 20270.0 20340.0 CY
25 CY602 20250728 0.0 ... 20055.0 20055.0 CY
26 CY603 20250728 0.0 ... 20305.0 20305.0 CY
27 CY604 20250728 0.0 ... 20040.0 20040.0 CY
28 CY605 20250728 20190.0 ... 20190.0 20250.0 CY
29 CY606 20250728 0.0 ... 20010.0 20010.0 CY
30 CY607 20250728 0.0 ... 20335.0 20335.0 CY
31 FG508 20250728 1351.0 ... 1280.0 1344.0 FG
32 FG509 20250728 1355.0 ... 1280.0 1344.0 FG
33 FG510 20250728 1389.0 ... 1315.0 1383.0 FG
34 FG511 20250728 1371.0 ... 1303.0 1369.0 FG
35 FG512 20250728 1435.0 ... 1369.0 1436.0 FG
36 FG601 20250728 1422.0 ... 1354.0 1426.0 FG
37 FG602 20250728 1440.0 ... 1377.0 1454.0 FG
38 FG603 20250728 1429.0 ... 1374.0 1447.0 FG
39 FG604 20250728 1461.0 ... 1403.0 1474.0 FG
40 FG605 20250728 1450.0 ... 1384.0 1462.0 FG
41 FG606 20250728 1455.0 ... 1395.0 1475.0 FG
42 FG607 20250728 1450.0 ... 1383.0 1456.0 FG
43 JR509 20250728 0.0 ... 2662.0 2662.0 JR
44 JR511 20250728 0.0 ... 2662.0 2662.0 JR
45 JR601 20250728 0.0 ... 2662.0 2662.0 JR
46 JR603 20250728 0.0 ... 2662.0 2662.0 JR
47 JR605 20250728 0.0 ... 2662.0 2662.0 JR
48 JR607 20250728 0.0 ... 2662.0 2662.0 JR
49 LR509 20250728 0.0 ... 2360.0 2360.0 LR
50 LR511 20250728 0.0 ... 2360.0 2360.0 LR
51 LR601 20250728 0.0 ... 2360.0 2360.0 LR
52 MA508 20250728 2484.0 ... 2417.0 2470.0 MA
53 MA509 20250728 2521.0 ... 2442.0 2500.0 MA
54 MA510 20250728 2546.0 ... 2467.0 2528.0 MA
55 MA511 20250728 2564.0 ... 2485.0 2545.0 MA
56 MA512 20250728 2579.0 ... 2512.0 2562.0 MA
57 MA601 20250728 2590.0 ... 2520.0 2569.0 MA
58 MA602 20250728 2556.0 ... 2512.0 2561.0 MA
59 MA603 20250728 2553.0 ... 2499.0 2547.0 MA
60 MA604 20250728 2526.0 ... 2480.0 2521.0 MA
61 MA605 20250728 2505.0 ... 2441.0 2493.0 MA
62 MA606 20250728 2513.0 ... 2453.0 2505.0 MA
63 MA607 20250728 2487.0 ... 2449.0 2491.0 MA
64 OI509 20250728 9457.0 ... 9412.0 9441.0 OI
65 OI511 20250728 9420.0 ... 9388.0 9423.0 OI
66 OI601 20250728 9409.0 ... 9359.0 9388.0 OI
67 OI603 20250728 9356.0 ... 9336.0 9360.0 OI
68 OI605 20250728 9301.0 ... 9277.0 9303.0 OI
69 OI607 20250728 9273.0 ... 9276.0 9275.0 OI
70 PF508 20250728 6598.0 ... 6540.0 6560.0 PF
71 PF509 20250728 6608.0 ... 6522.0 6568.0 PF
72 PF510 20250728 6668.0 ... 6570.0 6628.0 PF
73 PF511 20250728 6654.0 ... 6566.0 6620.0 PF
74 PF512 20250728 6648.0 ... 6552.0 6594.0 PF
75 PF601 20250728 6640.0 ... 6542.0 6590.0 PF
76 PF602 20250728 6618.0 ... 6526.0 6616.0 PF
77 PF603 20250728 6650.0 ... 6534.0 6612.0 PF
78 PF604 20250728 6538.0 ... 6532.0 6626.0 PF
79 PF605 20250728 6626.0 ... 6554.0 6632.0 PF
80 PF606 20250728 6572.0 ... 6564.0 6622.0 PF
81 PF607 20250728 6586.0 ... 6592.0 6570.0 PF
82 PK510 20250728 8148.0 ... 8192.0 8138.0 PK
83 PK511 20250728 8020.0 ... 8058.0 7996.0 PK
84 PK512 20250728 8022.0 ... 8058.0 7998.0 PK
85 PK601 20250728 8056.0 ... 8070.0 8034.0 PK
86 PK603 20250728 8046.0 ... 8082.0 8034.0 PK
87 PK604 20250728 8028.0 ... 8066.0 8034.0 PK
88 PK605 20250728 8054.0 ... 8064.0 8036.0 PK
89 PL601 20250728 6648.0 ... 6595.0 6643.0 PL
90 PL602 20250728 6671.0 ... 6651.0 6701.0 PL
91 PL603 20250728 6596.0 ... 6573.0 6611.0 PL
92 PL604 20250728 6605.0 ... 6620.0 6632.0 PL
93 PL605 20250728 6551.0 ... 6514.0 6586.0 PL
94 PL606 20250728 6589.0 ... 6589.0 6647.0 PL
95 PL607 20250728 0.0 ... 6593.0 6646.0 PL
96 PM509 20250728 0.0 ... 3122.0 3122.0 PM
97 PM511 20250728 0.0 ... 3122.0 3122.0 PM
98 PM601 20250728 0.0 ... 3122.0 3122.0 PM
99 PM603 20250728 0.0 ... 3122.0 3122.0 PM
100 PM605 20250728 0.0 ... 3122.0 3122.0 PM
101 PM607 20250728 0.0 ... 3122.0 3122.0 PM
102 PR508 20250728 6100.0 ... 6004.0 6086.0 PR
103 PR509 20250728 6130.0 ... 6038.0 6088.0 PR
104 PR510 20250728 6136.0 ... 6038.0 6100.0 PR
105 PR511 20250728 6114.0 ... 6020.0 6082.0 PR
106 PR512 20250728 6102.0 ... 6030.0 6072.0 PR
107 PR601 20250728 6110.0 ... 6020.0 6062.0 PR
108 PR602 20250728 6144.0 ... 6118.0 6094.0 PR
109 PR603 20250728 6124.0 ... 6124.0 6090.0 PR
110 PR604 20250728 6134.0 ... 6118.0 6114.0 PR
111 PR605 20250728 6100.0 ... 6050.0 6072.0 PR
112 PR606 20250728 5998.0 ... 5998.0 6090.0 PR
113 PR607 20250728 6006.0 ... 6006.0 6058.0 PR
114 PX508 20250728 7100.0 ... 6904.0 7094.0 PX
115 PX509 20250728 7076.0 ... 6972.0 7022.0 PX
116 PX510 20250728 7070.0 ... 6938.0 7010.0 PX
117 PX511 20250728 7044.0 ... 6914.0 6970.0 PX
118 PX512 20250728 6992.0 ... 6888.0 6956.0 PX
119 PX601 20250728 6952.0 ... 6854.0 6916.0 PX
120 PX602 20250728 6852.0 ... 6826.0 6840.0 PX
121 PX603 20250728 6848.0 ... 6848.0 6870.0 PX
122 PX604 20250728 6780.0 ... 6780.0 6882.0 PX
123 PX605 20250728 6944.0 ... 6796.0 6880.0 PX
124 PX606 20250728 6936.0 ... 6908.0 6888.0 PX
125 PX607 20250728 6918.0 ... 6834.0 6874.0 PX
126 RI509 20250728 0.0 ... 2479.0 2479.0 RI
127 RI511 20250728 0.0 ... 2479.0 2479.0 RI
128 RI601 20250728 0.0 ... 2479.0 2479.0 RI
129 RI603 20250728 0.0 ... 2479.0 2479.0 RI
130 RI605 20250728 0.0 ... 2479.0 2479.0 RI
131 RI607 20250728 0.0 ... 2479.0 2479.0 RI
132 RM508 20250728 2666.0 ... 2655.0 2670.0 RM
133 RM509 20250728 2672.0 ... 2664.0 2682.0 RM
134 RM511 20250728 2527.0 ... 2520.0 2531.0 RM
135 RM601 20250728 2403.0 ... 2394.0 2407.0 RM
136 RM603 20250728 2391.0 ... 2377.0 2386.0 RM
137 RM605 20250728 2372.0 ... 2368.0 2371.0 RM
138 RM607 20250728 2360.0 ... 2356.0 2357.0 RM
139 RS508 20250728 0.0 ... 5288.0 5019.0 RS
140 RS509 20250728 5171.0 ... 5375.0 5102.0 RS
141 RS511 20250728 5357.0 ... 5420.0 5290.0 RS
142 RS607 20250728 5358.0 ... 5388.0 5210.0 RS
143 SA508 20250728 1432.0 ... 1350.0 1415.0 SA
144 SA509 20250728 1430.0 ... 1367.0 1431.0 SA
145 SA510 20250728 1455.0 ... 1398.0 1455.0 SA
146 SA511 20250728 1470.0 ... 1406.0 1464.0 SA
147 SA512 20250728 1505.0 ... 1440.0 1500.0 SA
148 SA601 20250728 1500.0 ... 1441.0 1508.0 SA
149 SA602 20250728 1510.0 ... 1437.0 1517.0 SA
150 SA603 20250728 1505.0 ... 1436.0 1518.0 SA
151 SA604 20250728 1520.0 ... 1452.0 1536.0 SA
152 SA605 20250728 1530.0 ... 1458.0 1541.0 SA
153 SA606 20250728 1527.0 ... 1440.0 1544.0 SA
154 SA607 20250728 1529.0 ... 1438.0 1536.0 SA
155 SF508 20250728 5870.0 ... 5892.0 5990.0 SF
156 SF509 20250728 5820.0 ... 5902.0 5986.0 SF
157 SF510 20250728 5800.0 ... 5906.0 5958.0 SF
158 SF511 20250728 5850.0 ... 6050.0 6132.0 SF
159 SF512 20250728 5988.0 ... 6052.0 6086.0 SF
160 SF601 20250728 5834.0 ... 6018.0 6084.0 SF
161 SF602 20250728 6020.0 ... 5944.0 6038.0 SF
162 SF603 20250728 6014.0 ... 6030.0 6332.0 SF
163 SF604 20250728 5942.0 ... 6064.0 6202.0 SF
164 SF605 20250728 6100.0 ... 6034.0 6178.0 SF
165 SF606 20250728 6106.0 ... 6026.0 6136.0 SF
166 SF607 20250728 6030.0 ... 6154.0 6280.0 SF
167 SH508 20250728 2556.0 ... 2527.0 2585.0 SH
168 SH509 20250728 2625.0 ... 2584.0 2648.0 SH
169 SH510 20250728 2690.0 ... 2644.0 2705.0 SH
170 SH511 20250728 2684.0 ... 2625.0 2692.0 SH
171 SH512 20250728 2699.0 ... 2643.0 2706.0 SH
172 SH601 20250728 2688.0 ... 2636.0 2702.0 SH
173 SH602 20250728 2711.0 ... 2655.0 2721.0 SH
174 SH603 20250728 2702.0 ... 2655.0 2727.0 SH
175 SH604 20250728 2736.0 ... 2694.0 2754.0 SH
176 SH605 20250728 2750.0 ... 2699.0 2761.0 SH
177 SH606 20250728 2719.0 ... 2699.0 2754.0 SH
178 SH607 20250728 2718.0 ... 2692.0 2737.0 SH
179 SM508 20250728 6230.0 ... 6048.0 6238.0 SM
180 SM509 20250728 5850.0 ... 6044.0 6212.0 SM
181 SM510 20250728 5826.0 ... 6074.0 6120.0 SM
182 SM511 20250728 5960.0 ... 6138.0 6224.0 SM
183 SM512 20250728 5910.0 ... 6162.0 6252.0 SM
184 SM601 20250728 5900.0 ... 6124.0 6268.0 SM
185 SM602 20250728 6156.0 ... 6196.0 6266.0 SM
186 SM603 20250728 6300.0 ... 6174.0 6330.0 SM
187 SM604 20250728 6040.0 ... 6178.0 6318.0 SM
188 SM605 20250728 6118.0 ... 6150.0 6336.0 SM
189 SM606 20250728 6400.0 ... 6188.0 6274.0 SM
190 SM607 20250728 6480.0 ... 6206.0 6310.0 SM
191 SR509 20250728 5872.0 ... 5857.0 5876.0 SR
192 SR511 20250728 5758.0 ... 5752.0 5755.0 SR
193 SR601 20250728 5705.0 ... 5693.0 5691.0 SR
194 SR603 20250728 5670.0 ... 5663.0 5658.0 SR
195 SR605 20250728 5641.0 ... 5640.0 5633.0 SR
196 SR607 20250728 5633.0 ... 5631.0 5626.0 SR
197 TA508 20250728 4930.0 ... 4826.0 4884.0 TA
198 TA509 20250728 4940.0 ... 4852.0 4902.0 TA
199 TA510 20250728 4930.0 ... 4852.0 4892.0 TA
200 TA511 20250728 4930.0 ... 4860.0 4890.0 TA
201 TA512 20250728 4918.0 ... 4850.0 4878.0 TA
202 TA601 20250728 4912.0 ... 4844.0 4870.0 TA
203 TA602 20250728 4914.0 ... 4800.0 4862.0 TA
204 TA603 20250728 4918.0 ... 4818.0 4878.0 TA
205 TA604 20250728 4920.0 ... 4810.0 4870.0 TA
206 TA605 20250728 4920.0 ... 4854.0 4882.0 TA
207 TA606 20250728 4832.0 ... 4822.0 4872.0 TA
208 TA607 20250728 4850.0 ... 4846.0 4878.0 TA
209 UR508 20250728 1740.0 ... 1735.0 1783.0 UR
210 UR509 20250728 1750.0 ... 1745.0 1798.0 UR
211 UR510 20250728 1781.0 ... 1747.0 1794.0 UR
212 UR511 20250728 1768.0 ... 1771.0 1808.0 UR
213 UR512 20250728 1750.0 ... 1766.0 1797.0 UR
214 UR601 20250728 1761.0 ... 1763.0 1803.0 UR
215 UR602 20250728 1775.0 ... 1754.0 1799.0 UR
216 UR603 20250728 1771.0 ... 1779.0 1815.0 UR
217 UR604 20250728 1779.0 ... 1781.0 1816.0 UR
218 UR605 20250728 1784.0 ... 1782.0 1817.0 UR
219 UR606 20250728 1765.0 ... 1778.0 1810.0 UR
220 UR607 20250728 1782.0 ... 1787.0 1816.0 UR
221 WH509 20250728 0.0 ... 3198.0 3198.0 WH
222 WH511 20250728 0.0 ... 3198.0 3198.0 WH
223 WH601 20250728 0.0 ... 3198.0 3198.0 WH
224 WH603 20250728 0.0 ... 3198.0 3198.0 WH
225 WH605 20250728 0.0 ... 3198.0 3198.0 WH
226 WH607 20250728 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250728 0.0 ... 801.4 801.4 ZC
228 ZC509 20250728 0.0 ... 801.4 801.4 ZC
229 ZC510 20250728 0.0 ... 801.4 801.4 ZC
230 ZC511 20250728 0.0 ... 801.4 801.4 ZC
231 ZC512 20250728 0.0 ... 801.4 801.4 ZC
232 ZC601 20250728 0.0 ... 801.4 801.4 ZC
233 ZC602 20250728 0.0 ... 801.4 801.4 ZC
234 ZC603 20250728 0.0 ... 801.4 801.4 ZC
235 ZC604 20250728 0.0 ... 801.4 801.4 ZC
236 ZC605 20250728 0.0 ... 801.4 801.4 ZC
237 ZC606 20250728 0.0 ... 801.4 801.4 ZC
238 ZC607 20250728 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:42,996 - future_1d - INFO - ak.get_czce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 PS2508 20250728 47885.0 ... 49000.0 52505.0 PS
1 PS2509 20250728 48000.0 ... 48965.0 52470.0 PS
2 PS2510 20250728 47565.0 ... 49060.0 52260.0 PS
3 PS2511 20250728 48125.0 ... 48830.0 51760.0 PS
4 PS2512 20250728 49770.0 ... 51080.0 53940.0 PS
5 PS2601 20250728 49740.0 ... 50980.0 53670.0 PS
6 PS2602 20250728 50445.0 ... 51030.0 53535.0 PS
7 PS2603 20250728 50100.0 ... 50780.0 53415.0 PS
8 PS2604 20250728 49490.0 ... 50685.0 53220.0 PS
9 PS2605 20250728 49305.0 ... 50455.0 53335.0 PS
10 PS2606 20250728 51765.0 ... 51745.0 54465.0 PS
11 PS2607 20250728 50635.0 ... 51515.0 54135.0 PS
13 SI2508 20250728 9235.0 ... 9125.0 9640.0 SI
14 SI2509 20250728 9100.0 ... 9135.0 9690.0 SI
15 SI2510 20250728 9200.0 ... 9090.0 9625.0 SI
16 SI2511 20250728 9120.0 ... 9045.0 9575.0 SI
17 SI2512 20250728 9330.0 ... 9285.0 9825.0 SI
18 SI2601 20250728 9260.0 ... 9245.0 9785.0 SI
19 SI2602 20250728 9170.0 ... 9150.0 9730.0 SI
20 SI2603 20250728 9170.0 ... 9165.0 9735.0 SI
21 SI2604 20250728 9185.0 ... 9160.0 9725.0 SI
22 SI2605 20250728 9270.0 ... 9185.0 9725.0 SI
23 SI2606 20250728 9125.0 ... 9125.0 9710.0 SI
24 SI2607 20250728 9320.0 ... 9115.0 9685.0 SI
27 LC2508 20250728 77200.0 ... 74160.0 79120.0 LC
28 LC2509 20250728 73200.0 ... 75280.0 79460.0 LC
29 LC2510 20250728 73420.0 ... 74340.0 78220.0 LC
30 LC2511 20250728 74700.0 ... 74120.0 77620.0 LC
31 LC2512 20250728 72100.0 ... 73660.0 77040.0 LC
32 LC2601 20250728 70680.0 ... 72980.0 76720.0 LC
33 LC2602 20250728 73860.0 ... 71060.0 75940.0 LC
34 LC2603 20250728 73060.0 ... 71620.0 75460.0 LC
35 LC2604 20250728 72860.0 ... 71780.0 75300.0 LC
36 LC2605 20250728 73000.0 ... 71540.0 75280.0 LC
37 LC2606 20250728 73480.0 ... 71460.0 74900.0 LC
38 LC2607 20250728 73380.0 ... 71240.0 74840.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:43,228 - future_1d - INFO - ak.get_gfex_daily('2025-07-28') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250728 ... 78950 79260 CU
1 1 CU2509 20250728 ... 78980 79330 CU
2 2 CU2510 20250728 ... 79000 79350 CU
3 3 CU2511 20250728 ... 78970 79310 CU
4 4 CU2512 20250728 ... 78950 79260 CU
5 5 CU2601 20250728 ... 78900 79220 CU
6 6 CU2602 20250728 ... 78870 79190 CU
7 7 CU2603 20250728 ... 78880 79230 CU
8 8 CU2604 20250728 ... 78870 79260 CU
9 9 CU2605 20250728 ... 78900 79230 CU
10 10 CU2606 20250728 ... 78920 79280 CU
11 11 CU2607 20250728 ... 78890 79250 CU
12 12 BC2508 20250728 ... 70080 70420 BC
13 13 BC2509 20250728 ... 70160 70510 BC
14 14 BC2510 20250728 ... 70240 70540 BC
15 15 BC2511 20250728 ... 69850 69500 BC
16 16 BC2512 20250728 ... 70620 70620 BC
17 17 BC2601 20250728 ... 70020 70020 BC
18 18 BC2602 20250728 ... 70000 70000 BC
19 19 BC2603 20250728 ... 70000 70000 BC
20 20 BC2604 20250728 ... 70000 70000 BC
21 21 BC2605 20250728 ... 70000 70000 BC
22 22 BC2606 20250728 ... 69340 69340 BC
23 23 BC2607 20250728 ... 68670 68670 BC
24 24 AL2508 20250728 ... 20660 20760 AL
25 25 AL2509 20250728 ... 20650 20750 AL
26 26 AL2510 20250728 ... 20615 20715 AL
27 27 AL2511 20250728 ... 20550 20655 AL
28 28 AL2512 20250728 ... 20500 20605 AL
29 29 AL2601 20250728 ... 20475 20575 AL
30 30 AL2602 20250728 ... 20460 20575 AL
31 31 AL2603 20250728 ... 20470 20585 AL
32 32 AL2604 20250728 ... 20485 20605 AL
33 33 AL2605 20250728 ... 20510 20620 AL
34 34 AL2606 20250728 ... 20530 20635 AL
35 35 AL2607 20250728 ... 20510 20635 AL
36 36 ZN2508 20250728 ... 22680 22800 ZN
37 37 ZN2509 20250728 ... 22735 22845 ZN
38 38 ZN2510 20250728 ... 22740 22840 ZN
39 39 ZN2511 20250728 ... 22700 22810 ZN
40 40 ZN2512 20250728 ... 22670 22760 ZN
41 41 ZN2601 20250728 ... 22615 22715 ZN
42 42 ZN2602 20250728 ... 22590 22715 ZN
43 43 ZN2603 20250728 ... 22640 22730 ZN
44 44 ZN2604 20250728 ... 22630 22760 ZN
45 45 ZN2605 20250728 ... 22625 22755 ZN
46 46 ZN2606 20250728 ... 22610 22735 ZN
47 47 ZN2607 20250728 ... 22620 22725 ZN
48 48 PB2508 20250728 ... 16920 16895 PB
49 49 PB2509 20250728 ... 16940 16910 PB
50 50 PB2510 20250728 ... 16960 16950 PB
51 51 PB2511 20250728 ... 16960 16970 PB
52 52 PB2512 20250728 ... 17035 16995 PB
53 53 PB2601 20250728 ... 17035 17040 PB
54 54 PB2602 20250728 ... 17110 17035 PB
55 55 PB2603 20250728 ... 17110 17075 PB
56 56 PB2604 20250728 ... 17095 17095 PB
57 57 PB2605 20250728 ... 17140 17080 PB
58 58 PB2606 20250728 ... 17130 17065 PB
59 59 PB2607 20250728 ... 17085 17095 PB
60 60 NI2508 20250728 ... 122680 123330 NI
61 61 NI2509 20250728 ... 122840 123470 NI
62 62 NI2510 20250728 ... 122980 123650 NI
63 63 NI2511 20250728 ... 122970 123900 NI
64 64 NI2512 20250728 ... 123360 124020 NI
65 65 NI2601 20250728 ... 123530 124250 NI
66 66 NI2602 20250728 ... 123230 124510 NI
67 67 NI2603 20250728 ... 123880 124900 NI
68 68 NI2604 20250728 ... 124170 124980 NI
69 69 NI2605 20250728 ... 123520 125170 NI
70 70 NI2606 20250728 ... 124880 125260 NI
71 71 NI2607 20250728 ... 123630 125410 NI
72 72 SN2508 20250728 ... 268550 270950 SN
73 73 SN2509 20250728 ... 268690 271310 SN
74 74 SN2510 20250728 ... 268660 271330 SN
75 75 SN2511 20250728 ... 268390 271140 SN
76 76 SN2512 20250728 ... 268070 270720 SN
77 77 SN2601 20250728 ... 267800 270860 SN
78 78 SN2602 20250728 ... 267920 270900 SN
79 79 SN2603 20250728 ... 267640 271110 SN
80 80 SN2604 20250728 ... 269110 272800 SN
81 81 SN2605 20250728 ... 268890 270750 SN
82 82 SN2606 20250728 ... 269600 271970 SN
83 83 SN2607 20250728 ... 269320 271960 SN
84 84 AO2508 20250728 ... 3323 3446 AO
85 85 AO2509 20250728 ... 3274 3460 AO
86 86 AO2510 20250728 ... 3268 3416 AO
87 87 AO2511 20250728 ... 3264 3409 AO
88 88 AO2512 20250728 ... 3262 3414 AO
89 89 AO2601 20250728 ... 3266 3402 AO
90 90 AO2602 20250728 ... 3248 3407 AO
91 91 AO2603 20250728 ... 3252 3386 AO
92 92 AO2604 20250728 ... 3249 3377 AO
93 93 AO2605 20250728 ... 3244 3373 AO
94 94 AO2606 20250728 ... 3221 3371 AO
95 95 AO2607 20250728 ... 3236 3366 AO
96 96 AD2511 20250728 ... 20035 20150 AD
97 97 AD2512 20250728 ... 19995 20105 AD
98 98 AD2601 20250728 ... 19930 20030 AD
99 99 AD2602 20250728 ... 20010 20010 AD
100 100 AD2603 20250728 ... 20135 20135 AD
101 101 AD2604 20250728 ... 19935 19935 AD
102 102 AD2605 20250728 ... 19960 19960 AD
103 103 AD2606 20250728 ... 19695 19830 AD
104 104 AD2607 20250728 ... 19790 19790 AD
105 105 AU2508 20250728 ... 770.94 774.68 AU
106 106 AU2509 20250728 ... 771.72 776.28 AU
107 107 AU2510 20250728 ... 773.26 777.34 AU
108 108 AU2512 20250728 ... 775.48 779.26 AU
109 109 AU2602 20250728 ... 777.74 781.58 AU
110 110 AU2604 20250728 ... 779.86 783.86 AU
111 111 AU2606 20250728 ... 782.78 785.9 AU
112 112 AU2608 20250728 ... 784.34 788.9 AU
113 113 AG2508 20250728 ... 9212 9346 AG
114 114 AG2509 20250728 ... 9211 9360 AG
115 115 AG2510 20250728 ... 9225 9372 AG
116 116 AG2511 20250728 ... 9236 9381 AG
117 117 AG2512 20250728 ... 9246 9391 AG
118 118 AG2601 20250728 ... 9263 9405 AG
119 119 AG2602 20250728 ... 9270 9418 AG
120 120 AG2603 20250728 ... 9291 9432 AG
121 121 AG2604 20250728 ... 9294 9435 AG
122 122 AG2605 20250728 ... 9305 9449 AG
123 123 AG2606 20250728 ... 9313 9465 AG
124 124 AG2607 20250728 ... 9335 9473 AG
125 125 RB2508 20250728 ... 3227 3249 RB
126 126 RB2509 20250728 ... 3260 3263 RB
127 127 RB2510 20250728 ... 3282 3316 RB
128 128 RB2511 20250728 ... 3291 3328 RB
129 129 RB2512 20250728 ... 3316 3358 RB
130 130 RB2601 20250728 ... 3326 3368 RB
131 131 RB2602 20250728 ... 3311 3350 RB
132 132 RB2603 20250728 ... 3333 3370 RB
133 133 RB2604 20250728 ... 3337 3384 RB
134 134 RB2605 20250728 ... 3351 3394 RB
135 135 RB2606 20250728 ... 3343 3394 RB
136 136 RB2607 20250728 ... 3350 3398 RB
137 137 WR2508 20250728 ... 3212 3212 WR
138 138 WR2509 20250728 ... 3335 3335 WR
139 139 WR2510 20250728 ... 3473 3592 WR
140 140 WR2511 20250728 ... 3506 3541 WR
141 141 WR2512 20250728 ... 3532 3570 WR
142 142 WR2601 20250728 ... 3495 3583 WR
143 143 WR2602 20250728 ... 3570 3607 WR
144 144 WR2603 20250728 ... 3565 3606 WR
145 145 WR2604 20250728 ... 3559 3570 WR
146 146 WR2605 20250728 ... 3616 3640 WR
147 147 WR2606 20250728 ... 3600 3680 WR
148 148 WR2607 20250728 ... 3635 3668 WR
149 149 HC2508 20250728 ... 3396 3447 HC
150 150 HC2509 20250728 ... 3482 3481 HC
151 151 HC2510 20250728 ... 3434 3477 HC
152 152 HC2511 20250728 ... 3438 3478 HC
153 153 HC2512 20250728 ... 3439 3484 HC
154 154 HC2601 20250728 ... 3442 3492 HC
155 155 HC2602 20250728 ... 3433 3481 HC
156 156 HC2603 20250728 ... 3438 3488 HC
157 157 HC2604 20250728 ... 3453 3505 HC
158 158 HC2605 20250728 ... 3449 3500 HC
159 159 HC2606 20250728 ... 3467 3510 HC
160 160 HC2607 20250728 ... 3442 3510 HC
161 161 SS2508 20250728 ... 12925 12940 SS
162 162 SS2509 20250728 ... 12935 12935 SS
163 163 SS2510 20250728 ... 12970 12970 SS
164 164 SS2511 20250728 ... 13020 13010 SS
165 165 SS2512 20250728 ... 13040 13035 SS
166 166 SS2601 20250728 ... 13090 13080 SS
167 167 SS2602 20250728 ... 13080 13145 SS
168 168 SS2603 20250728 ... 13110 13205 SS
169 169 SS2604 20250728 ... 13215 13210 SS
170 170 SS2605 20250728 ... 13240 13265 SS
171 171 SS2606 20250728 ... 13255 13305 SS
172 172 SS2607 20250728 ... 13315 13375 SS
173 173 SC2508 20250728 ... 532.6 526.8 SC
174 174 SC2509 20250728 ... 505.5 508.6 SC
175 175 SC2510 20250728 ... 500.1 502.9 SC
176 176 SC2511 20250728 ... 495.6 498 SC
177 177 SC2512 20250728 ... 492.9 496.3 SC
178 178 SC2601 20250728 ... 489.6 493.1 SC
179 179 SC2602 20250728 ... 487.7 491.2 SC
180 180 SC2603 20250728 ... 486.9 489.7 SC
181 181 SC2604 20250728 ... 483.6 487.6 SC
182 182 SC2605 20250728 ... 486.3 486.3 SC
183 183 SC2606 20250728 ... 482.3 485.2 SC
184 184 SC2607 20250728 ... 478.5 483.2 SC
185 185 SC2609 20250728 ... 474.9 475.8 SC
186 186 SC2612 20250728 ... 472.6 475.8 SC
187 187 SC2703 20250728 ... 473 473.1 SC
188 188 SC2706 20250728 ... 469.4 469.4 SC
189 189 SC2709 20250728 ... 467.5 469.8 SC
190 190 SC2712 20250728 ... 468.4 468.4 SC
191 191 SC2803 20250728 ... 466.3 466.3 SC
192 192 SC2806 20250728 ... 463.5 464.9 SC
193 193 LU2508 20250728 ... 3455 3542 LU
194 194 LU2509 20250728 ... 3547 3585 LU
195 195 LU2510 20250728 ... 3548 3582 LU
196 196 LU2511 20250728 ... 3528 3569 LU
197 197 LU2512 20250728 ... 3511 3559 LU
198 198 LU2601 20250728 ... 3498 3540 LU
199 199 LU2602 20250728 ... 3472 3519 LU
200 200 LU2603 20250728 ... 3468 3503 LU
201 201 LU2604 20250728 ... 3461 3490 LU
202 202 LU2605 20250728 ... 3452 3483 LU
203 203 LU2606 20250728 ... 3457 3474 LU
204 204 LU2607 20250728 ... 3453 3463 LU
205 205 FU2508 20250728 ... 2883 2825 FU
206 206 FU2509 20250728 ... 2860 2895 FU
207 207 FU2510 20250728 ... 2874 2903 FU
208 208 FU2511 20250728 ... 2879 2910 FU
209 209 FU2512 20250728 ... 2876 2902 FU
210 210 FU2601 20250728 ... 2876 2902 FU
211 211 FU2602 20250728 ... 2862 2888 FU
212 212 FU2603 20250728 ... 2857 2878 FU
213 213 FU2604 20250728 ... 2849 2871 FU
214 214 FU2605 20250728 ... 2839 2859 FU
215 215 FU2606 20250728 ... 2830 2849 FU
216 216 FU2607 20250728 ... 2808 2826 FU
217 217 BU2508 20250728 ... 3618 3636 BU
218 218 BU2509 20250728 ... 3591 3607 BU
219 219 BU2510 20250728 ... 3560 3583 BU
220 220 BU2511 20250728 ... 3521 3541 BU
221 221 BU2512 20250728 ... 3451 3471 BU
222 222 BU2601 20250728 ... 3421 3441 BU
223 223 BU2602 20250728 ... 3423 3423 BU
224 224 BU2603 20250728 ... 3405 3423 BU
225 225 BU2604 20250728 ... 3390 3407 BU
226 226 BU2605 20250728 ... 3405 3407 BU
227 227 BU2606 20250728 ... 3391 3405 BU
228 228 BU2607 20250728 ... 3395 3375 BU
229 229 BU2609 20250728 ... 3385 3390 BU
230 230 BU2612 20250728 ... 3342 3343 BU
231 231 BU2703 20250728 ... 3342 3346 BU
232 232 BU2706 20250728 ... 3333 3335 BU
233 233 BR2508 20250728 ... 12130 12295 BR
234 234 BR2509 20250728 ... 12125 12320 BR
235 235 BR2510 20250728 ... 12095 12280 BR
236 236 BR2511 20250728 ... 12030 12295 BR
237 237 BR2512 20250728 ... 12060 12290 BR
238 238 BR2601 20250728 ... 12050 12320 BR
239 239 BR2602 20250728 ... 11995 12270 BR
240 240 BR2603 20250728 ... 11990 12275 BR
241 241 BR2604 20250728 ... 12055 12320 BR
242 242 BR2605 20250728 ... 12085 12315 BR
243 243 BR2606 20250728 ... 12090 12305 BR
244 244 BR2607 20250728 ... 12230 12390 BR
245 245 RU2508 20250728 ... 15315 15415 RU
246 246 RU2509 20250728 ... 15240 15455 RU
247 247 RU2510 20250728 ... 15230 15385 RU
248 248 RU2511 20250728 ... 15160 15425 RU
249 249 RU2601 20250728 ... 16005 16270 RU
250 250 RU2603 20250728 ... 15990 16355 RU
251 251 RU2604 20250728 ... 16115 16380 RU
252 252 RU2605 20250728 ... 16150 16415 RU
253 253 RU2606 20250728 ... 16290 16435 RU
254 254 RU2607 20250728 ... 16135 16395 RU
255 255 NR2508 20250728 ... 12990 13185 NR
256 256 NR2509 20250728 ... 12985 13255 NR
257 257 NR2510 20250728 ... 12955 13230 NR
258 258 NR2511 20250728 ... 12930 13225 NR
259 259 NR2512 20250728 ... 13005 13235 NR
260 260 NR2601 20250728 ... 13010 13280 NR
261 261 NR2602 20250728 ... 13210 13265 NR
262 262 NR2603 20250728 ... 13065 13355 NR
263 263 NR2604 20250728 ... 13145 13300 NR
264 264 NR2605 20250728 ... 12995 13360 NR
265 265 NR2606 20250728 ... 13140 13280 NR
266 266 NR2607 20250728 ... 13140 13480 NR
267 267 SP2508 20250728 ... 5400 5454 SP
268 268 SP2509 20250728 ... 5422 5454 SP
269 269 SP2510 20250728 ... 5352 5396 SP
270 270 SP2511 20250728 ... 5350 5376 SP
271 271 SP2512 20250728 ... 5330 5358 SP
272 272 SP2601 20250728 ... 5522 5542 SP
273 273 SP2602 20250728 ... 5442 5468 SP
274 274 SP2603 20250728 ... 5428 5454 SP
275 275 SP2604 20250728 ... 5422 5456 SP
276 276 SP2605 20250728 ... 5406 5444 SP
277 277 SP2606 20250728 ... 5402 5436 SP
278 278 SP2607 20250728 ... 5404 5442 SP
279 279 EC2508 20250728 ... 2188.7 2202.7 EC
280 280 EC2510 20250728 ... 1486.3 1530.9 EC
281 281 EC2512 20250728 ... 1722.3 1730.7 EC
282 282 EC2602 20250728 ... 1528.7 1534.3 EC
283 283 EC2604 20250728 ... 1363 1376.9 EC
284 284 EC2606 20250728 ... 1490.7 1514 EC
285 285 SC_TAS2509 20250728 ... SC_TAS
286 286 SC_TAS2510 20250728 ... SC_TAS
287 287 SC_TAS2511 20250728 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:43,347 - future_1d - INFO - ak.get_shfe_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250728 4215.00 ... 4183.00 4223.00 A
1 a2511 20250728 4130.00 ... 4115.00 4134.00 A
2 a2601 20250728 4123.00 ... 4100.00 4119.00 A
3 a2603 20250728 4100.00 ... 4090.00 4105.00 A
4 a2605 20250728 4140.00 ... 4128.00 4140.00 A
5 a2607 20250728 4133.00 ... 4123.00 4137.00 A
6 b2508 20250728 3553.00 ... 3538.00 3553.00 B
7 b2509 20250728 3652.00 ... 3632.00 3667.00 B
8 b2510 20250728 3716.00 ... 3693.00 3731.00 B
9 b2511 20250728 3731.00 ... 3716.00 3749.00 B
10 b2512 20250728 3754.00 ... 3734.00 3766.00 B
11 b2601 20250728 3743.00 ... 3724.00 3746.00 B
12 b2602 20250728 3698.00 ... 3698.00 3715.00 B
13 b2603 20250728 3595.00 ... 3604.00 3607.00 B
14 b2604 20250728 3506.00 ... 3503.00 3511.00 B
15 b2605 20250728 3445.00 ... 3436.00 3446.00 B
16 b2606 20250728 3440.00 ... 3430.00 3441.00 B
17 b2607 20250728 3435.00 ... 3424.00 3438.00 B
18 bb2509 20250728 152.35 ... 151.10 154.00 BB
19 bb2511 20250728 154.50 ... 153.10 154.30 BB
20 bb2601 20250728 151.00 ... 149.75 150.35 BB
21 bb2603 20250728 142.00 ... 142.00 157.00 BB
22 bb2605 20250728 0.00 ... 142.05 157.00 BB
23 bb2607 20250728 0.00 ... 142.05 157.00 BB
24 bz2603 20250728 6439.00 ... 6296.00 6326.00 BZ
25 bz2604 20250728 6315.00 ... 6226.00 6288.00 BZ
26 bz2605 20250728 6320.00 ... 6239.00 6277.00 BZ
27 bz2606 20250728 6328.00 ... 6250.00 6283.00 BZ
28 c2509 20250728 2308.00 ... 2313.00 2314.00 C
29 c2511 20250728 2260.00 ... 2260.00 2263.00 C
30 c2601 20250728 2231.00 ... 2232.00 2235.00 C
31 c2603 20250728 2234.00 ... 2233.00 2238.00 C
32 c2605 20250728 2275.00 ... 2275.00 2279.00 C
33 c2607 20250728 2289.00 ... 2288.00 2291.00 C
34 cs2509 20250728 2665.00 ... 2674.00 2669.00 CS
35 cs2511 20250728 2596.00 ... 2597.00 2599.00 CS
36 cs2601 20250728 2609.00 ... 2611.00 2614.00 CS
37 cs2603 20250728 2606.00 ... 2608.00 2612.00 CS
38 cs2605 20250728 2650.00 ... 2649.00 2652.00 CS
39 cs2607 20250728 2644.00 ... 2653.00 2660.00 CS
40 eb2507 20250728 0.00 ... 7330.00 7387.00 EB
41 eb2508 20250728 7588.00 ... 7448.00 7517.00 EB
42 eb2509 20250728 7580.00 ... 7441.00 7506.00 EB
43 eb2510 20250728 7599.00 ... 7438.00 7490.00 EB
44 eb2511 20250728 7537.00 ... 7420.00 7460.00 EB
45 eb2512 20250728 7519.00 ... 7399.00 7450.00 EB
46 eb2601 20250728 7530.00 ... 7419.00 7455.00 EB
47 eb2602 20250728 7462.00 ... 7399.00 7441.00 EB
48 eb2603 20250728 7469.00 ... 7406.00 7425.00 EB
49 eb2604 20250728 7427.00 ... 7379.00 7423.00 EB
50 eb2605 20250728 7526.00 ... 7428.00 7495.00 EB
51 eb2606 20250728 0.00 ... 7481.00 7481.00 EB
52 eg2507 20250728 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250728 4474.00 ... 4410.00 4474.00 EG
54 eg2509 20250728 4545.00 ... 4469.00 4529.00 EG
55 eg2510 20250728 4543.00 ... 4468.00 4528.00 EG
56 eg2511 20250728 4519.00 ... 4462.00 4531.00 EG
57 eg2512 20250728 4532.00 ... 4472.00 4533.00 EG
58 eg2601 20250728 4536.00 ... 4472.00 4529.00 EG
59 eg2602 20250728 4516.00 ... 4488.00 4528.00 EG
60 eg2603 20250728 4469.00 ... 4471.00 4530.00 EG
61 eg2604 20250728 0.00 ... 4534.00 4534.00 EG
62 eg2605 20250728 4540.00 ... 4499.00 4556.00 EG
63 eg2606 20250728 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250728 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250728 1272.50 ... 1274.00 1277.50 FB
66 fb2510 20250728 1313.50 ... 1312.00 1313.50 FB
67 fb2511 20250728 1314.00 ... 1316.00 1313.00 FB
68 fb2512 20250728 1313.00 ... 1316.50 1312.00 FB
69 fb2601 20250728 1306.00 ... 1319.00 1310.50 FB
70 fb2602 20250728 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250728 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250728 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250728 1330.50 ... 1327.50 1302.50 FB
74 fb2606 20250728 1326.50 ... 1326.50 1297.00 FB
75 fb2607 20250728 0.00 ... 1295.00 1295.00 FB
76 i2508 20250728 805.00 ... 791.50 801.00 I
77 i2509 20250728 802.50 ... 793.00 800.00 I
78 i2510 20250728 795.50 ... 788.00 795.50 I
79 i2511 20250728 789.50 ... 781.50 789.50 I
80 i2512 20250728 781.50 ... 775.00 783.50 I
81 i2601 20250728 773.00 ... 765.50 772.50 I
82 i2602 20250728 765.50 ... 762.00 769.00 I
83 i2603 20250728 761.50 ... 758.50 767.00 I
84 i2604 20250728 757.50 ... 755.00 761.50 I
85 i2605 20250728 753.00 ... 745.00 751.50 I
86 i2606 20250728 744.50 ... 739.50 747.50 I
87 i2607 20250728 740.00 ... 733.50 741.00 I
88 j2508 20250728 1599.00 ... 1601.00 1681.50 J
89 j2509 20250728 1748.50 ... 1677.00 1748.00 J
90 j2510 20250728 1769.00 ... 1682.00 1757.00 J
91 j2511 20250728 1764.50 ... 1684.50 1777.50 J
92 j2512 20250728 1707.00 ... 1685.50 1789.50 J
93 j2601 20250728 1800.00 ... 1719.50 1794.00 J
94 j2602 20250728 1801.50 ... 1727.00 1808.00 J
95 j2603 20250728 1788.00 ... 1733.00 1827.00 J
96 j2604 20250728 1749.50 ... 1738.50 1850.00 J
97 j2605 20250728 1840.00 ... 1741.00 1822.00 J
98 j2606 20250728 1812.00 ... 1741.50 1814.00 J
99 j2607 20250728 0.00 ... 1780.50 1854.50 J
100 jd2507 20250728 0.00 ... 2917.00 3160.00 JD
101 jd2508 20250728 3422.00 ... 3378.00 3526.00 JD
102 jd2509 20250728 3598.00 ... 3587.00 3630.00 JD
103 jd2510 20250728 3394.00 ... 3398.00 3404.00 JD
104 jd2511 20250728 3400.00 ... 3409.00 3411.00 JD
105 jd2512 20250728 3571.00 ... 3565.00 3571.00 JD
106 jd2601 20250728 3651.00 ... 3653.00 3664.00 JD
107 jd2602 20250728 3226.00 ... 3219.00 3226.00 JD
108 jd2603 20250728 3231.00 ... 3221.00 3227.00 JD
109 jd2604 20250728 3376.00 ... 3375.00 3378.00 JD
110 jd2605 20250728 3491.00 ... 3481.00 3471.00 JD
111 jd2606 20250728 3286.00 ... 3296.00 3285.00 JD
112 jm2508 20250728 1127.00 ... 1092.50 1120.50 JM
113 jm2509 20250728 1264.50 ... 1200.00 1236.50 JM
114 jm2510 20250728 1270.00 ... 1206.50 1252.50 JM
115 jm2511 20250728 1289.00 ... 1205.50 1262.00 JM
116 jm2512 20250728 1295.50 ... 1217.50 1267.50 JM
117 jm2601 20250728 1305.00 ... 1232.50 1282.50 JM
118 jm2602 20250728 1324.00 ... 1238.00 1301.50 JM
119 jm2603 20250728 1328.00 ... 1244.00 1293.00 JM
120 jm2604 20250728 1328.50 ... 1228.00 1296.00 JM
121 jm2605 20250728 1302.50 ... 1223.50 1287.50 JM
122 jm2606 20250728 1321.00 ... 1227.00 1302.00 JM
123 jm2607 20250728 1317.00 ... 1249.50 1321.50 JM
124 l2508 20250728 7389.00 ... 7327.00 7403.00 L
125 l2509 20250728 7456.00 ... 7367.00 7439.00 L
126 l2510 20250728 7477.00 ... 7388.00 7467.00 L
127 l2511 20250728 7483.00 ... 7405.00 7467.00 L
128 l2512 20250728 7491.00 ... 7429.00 7486.00 L
129 l2601 20250728 7494.00 ... 7423.00 7484.00 L
130 l2602 20250728 7443.00 ... 7414.00 7467.00 L
131 l2603 20250728 7394.00 ... 7403.00 7470.00 L
132 l2604 20250728 7419.00 ... 7407.00 7493.00 L
133 l2605 20250728 7490.00 ... 7416.00 7476.00 L
134 l2606 20250728 7455.00 ... 7427.00 7468.00 L
135 l2607 20250728 7474.00 ... 7417.00 7497.00 L
136 lg2507 20250728 791.00 ... 808.50 807.00 LG
137 lg2509 20250728 820.50 ... 829.00 827.50 LG
138 lg2511 20250728 831.00 ... 835.50 834.50 LG
139 lg2601 20250728 833.50 ... 836.50 837.00 LG
140 lg2603 20250728 835.00 ... 836.50 838.50 LG
141 lg2605 20250728 841.00 ... 841.50 843.00 LG
142 lh2507 20250728 0.00 ... 14000.00 14010.00 LH
143 lh2509 20250728 14180.00 ... 14220.00 14435.00 LH
144 lh2511 20250728 14250.00 ... 14305.00 14380.00 LH
145 lh2601 20250728 14410.00 ... 14585.00 14705.00 LH
146 lh2603 20250728 13605.00 ... 13655.00 13815.00 LH
147 lh2605 20250728 13980.00 ... 14100.00 14305.00 LH
148 m2508 20250728 3004.00 ... 2988.00 3013.00 M
149 m2509 20250728 3017.00 ... 3001.00 3025.00 M
150 m2511 20250728 3050.00 ... 3035.00 3061.00 M
151 m2512 20250728 3085.00 ... 3071.00 3092.00 M
152 m2601 20250728 3055.00 ... 3045.00 3061.00 M
153 m2603 20250728 2927.00 ... 2919.00 2922.00 M
154 m2605 20250728 2754.00 ... 2750.00 2755.00 M
155 m2607 20250728 2742.00 ... 2735.00 2736.00 M
156 p2508 20250728 8834.00 ... 8828.00 8894.00 P
157 p2509 20250728 8936.00 ... 8916.00 8984.00 P
158 p2510 20250728 8956.00 ... 8918.00 8990.00 P
159 p2511 20250728 8932.00 ... 8908.00 8952.00 P
160 p2512 20250728 8936.00 ... 8904.00 8982.00 P
161 p2601 20250728 8940.00 ... 8900.00 8972.00 P
162 p2602 20250728 8870.00 ... 8878.00 8930.00 P
163 p2603 20250728 8808.00 ... 8810.00 8858.00 P
164 p2604 20250728 8686.00 ... 8744.00 8750.00 P
165 p2605 20250728 8670.00 ... 8670.00 8682.00 P
166 p2606 20250728 8572.00 ... 8572.00 8600.00 P
167 p2607 20250728 8612.00 ... 8596.00 8602.00 P
168 pg2507 20250728 4060.00 ... 4051.00 4058.00 PG
169 pg2508 20250728 4054.00 ... 3983.00 4054.00 PG
170 pg2509 20250728 4050.00 ... 3997.00 4037.00 PG
171 pg2510 20250728 4461.00 ... 4409.00 4456.00 PG
172 pg2511 20250728 4403.00 ... 4349.00 4390.00 PG
173 pg2512 20250728 4337.00 ... 4288.00 4323.00 PG
174 pg2601 20250728 4267.00 ... 4223.00 4253.00 PG
175 pg2602 20250728 4172.00 ... 4152.00 4169.00 PG
176 pg2603 20250728 4094.00 ... 4066.00 4085.00 PG
177 pg2604 20250728 4360.00 ... 4352.00 4379.00 PG
178 pg2605 20250728 4252.00 ... 4254.00 4290.00 PG
179 pg2606 20250728 4182.00 ... 4182.00 4218.00 PG
180 pp2508 20250728 7144.00 ... 7092.00 7164.00 PP
181 pp2509 20250728 7240.00 ... 7147.00 7205.00 PP
182 pp2510 20250728 7219.00 ... 7137.00 7202.00 PP
183 pp2511 20250728 7223.00 ... 7146.00 7208.00 PP
184 pp2512 20250728 7233.00 ... 7151.00 7211.00 PP
185 pp2601 20250728 7236.00 ... 7155.00 7221.00 PP
186 pp2602 20250728 7120.00 ... 7117.00 7195.00 PP
187 pp2603 20250728 7174.00 ... 7170.00 7200.00 PP
188 pp2604 20250728 7204.00 ... 7144.00 7208.00 PP
189 pp2605 20250728 7211.00 ... 7158.00 7208.00 PP
190 pp2606 20250728 7142.00 ... 7111.00 7180.00 PP
191 pp2607 20250728 7150.00 ... 7150.00 7162.00 PP
192 rr2508 20250728 3591.00 ... 3591.00 3594.00 RR
193 rr2509 20250728 3607.00 ... 3606.00 3605.00 RR
194 rr2510 20250728 3630.00 ... 3630.00 3629.00 RR
195 rr2511 20250728 3621.00 ... 3620.00 3622.00 RR
196 rr2512 20250728 0.00 ... 3629.00 3630.00 RR
197 rr2601 20250728 3623.00 ... 3622.00 3628.00 RR
198 rr2602 20250728 3625.00 ... 3627.00 3627.00 RR
199 rr2603 20250728 0.00 ... 3633.00 3633.00 RR
200 rr2604 20250728 3634.00 ... 3634.00 3633.00 RR
201 rr2605 20250728 3630.00 ... 3630.00 3633.00 RR
202 rr2606 20250728 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250728 0.00 ... 3617.00 3617.00 RR
204 v2508 20250728 5266.00 ... 5223.00 5241.00 V
205 v2509 20250728 5373.00 ... 5232.00 5291.00 V
206 v2510 20250728 5393.00 ... 5269.00 5325.00 V
207 v2511 20250728 5413.00 ... 5298.00 5345.00 V
208 v2512 20250728 5439.00 ... 5312.00 5367.00 V
209 v2601 20250728 5439.00 ... 5358.00 5408.00 V
210 v2602 20250728 5488.00 ... 5353.00 5444.00 V
211 v2603 20250728 5512.00 ... 5375.00 5469.00 V
212 v2604 20250728 5657.00 ... 5576.00 5623.00 V
213 v2605 20250728 5659.00 ... 5585.00 5623.00 V
214 v2606 20250728 5677.00 ... 5611.00 5609.00 V
215 v2607 20250728 5658.00 ... 5595.00 5661.00 V
216 y2508 20250728 8232.00 ... 8214.00 8232.00 Y
217 y2509 20250728 8160.00 ... 8114.00 8160.00 Y
218 y2511 20250728 8160.00 ... 8120.00 8160.00 Y
219 y2512 20250728 8164.00 ... 8112.00 8166.00 Y
220 y2601 20250728 8104.00 ... 8068.00 8114.00 Y
221 y2603 20250728 7982.00 ... 7958.00 7982.00 Y
222 y2605 20250728 7736.00 ... 7720.00 7746.00 Y
223 y2607 20250728 7732.00 ... 7700.00 7738.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:43,976 - future_1d - INFO - ak.get_dce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 IC2508 20250728 6265.200 ... 6275.000 6263.000 IC
1 IC2509 20250728 6218.400 ... 6221.800 6216.200 IC
2 IC2512 20250728 6093.000 ... 6091.800 6090.600 IC
3 IC2603 20250728 5976.600 ... 5971.000 5973.200 IC
4 IF2508 20250728 4122.400 ... 4129.200 4123.600 IF
5 IF2509 20250728 4116.000 ... 4119.000 4115.600 IF
6 IF2512 20250728 4091.000 ... 4089.000 4086.200 IF
7 IF2603 20250728 4059.800 ... 4053.000 4054.000 IF
8 IH2508 20250728 2794.200 ... 2803.400 2795.000 IH
9 IH2509 20250728 2796.200 ... 2803.200 2795.800 IH
10 IH2512 20250728 2798.000 ... 2805.200 2797.800 IH
11 IH2603 20250728 2805.800 ... 2807.000 2800.000 IH
12 IM2508 20250728 6669.600 ... 6675.200 6667.200 IM
13 IM2509 20250728 6608.600 ... 6605.000 6604.400 IM
14 IM2512 20250728 6428.000 ... 6420.600 6421.400 IM
15 IM2603 20250728 6275.000 ... 6253.800 6259.800 IM
16 T2509 20250728 108.380 ... 108.400 108.195 T
17 T2512 20250728 108.315 ... 108.395 108.210 T
18 T2603 20250728 108.310 ... 108.375 108.165 T
19 TF2509 20250728 105.670 ... 105.720 105.585 TF
20 TF2512 20250728 105.725 ... 105.775 105.645 TF
21 TF2603 20250728 105.755 ... 105.835 105.695 TF
22 TL2509 20250728 118.550 ... 118.800 118.120 TL
23 TL2512 20250728 118.300 ... 118.490 117.900 TL
24 TL2603 20250728 118.050 ... 118.280 117.730 TL
25 TS2509 20250728 102.336 ... 102.364 102.326 TS
26 TS2512 20250728 102.422 ... 102.438 102.408 TS
27 TS2603 20250728 102.498 ... 102.522 102.494 TS
[28 rows x 12 columns]
2025-07-29 18:26:44,282 - future_1d - INFO - ak.get_cffex_daily('2025-07-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250728 529.4 540 ... 5432.55 532.6 526.8 SC
1 SC2509 20250728 513.4 513.7 ... 5947577.83 505.5 508.6 SC
2 SC2510 20250728 507 507.1 ... 812149.87 500.1 502.9 SC
3 SC2511 20250728 502.2 502.2 ... 257580.15 495.6 498 SC
4 SC2512 20250728 495.7 496.9 ... 56537.31 492.9 496.3 SC
5 SC2601 20250728 493.2 494.4 ... 14739.25 489.6 493.1 SC
6 SC2602 20250728 491 491.9 ... 7949.61 487.7 491.2 SC
7 SC2603 20250728 489.7 490.1 ... 4479.51 486.9 489.7 SC
8 SC2604 20250728 483.7 489.2 ... 1354.13 483.6 487.6 SC
9 SC2605 20250728 ... 0 486.3 486.3 SC
10 SC2606 20250728 483 483.9 ... 4485.5 482.3 485.2 SC
11 SC2607 20250728 483.2 483.2 ... 143.57 478.5 483.2 SC
12 SC2609 20250728 474.9 474.9 ... 47.49 474.9 475.8 SC
13 SC2612 20250728 472.7 472.7 ... 94.53 472.6 475.8 SC
14 SC2703 20250728 ... 0 473 473.1 SC
15 SC2706 20250728 ... 0 469.4 469.4 SC
16 SC2709 20250728 467.5 467.5 ... 46.75 467.5 469.8 SC
17 SC2712 20250728 ... 0 468.4 468.4 SC
18 SC2803 20250728 ... 0 466.3 466.3 SC
19 SC2806 20250728 462.1 464.7 ... 185.42 463.5 464.9 SC
21 LU2508 20250728 3596 3596 ... 31.097 3455 3542 LU
22 LU2509 20250728 3595 3610 ... 71249.771 3547 3585 LU
23 LU2510 20250728 3606 3610 ... 464392.04 3548 3582 LU
24 LU2511 20250728 3599 3599 ... 61261.122 3528 3569 LU
25 LU2512 20250728 3560 3568 ... 3592.462 3511 3559 LU
26 LU2601 20250728 3550 3557 ... 3785.248 3498 3540 LU
27 LU2602 20250728 3520 3524 ... 218.773 3472 3519 LU
28 LU2603 20250728 3494 3494 ... 135.273 3468 3503 LU
29 LU2604 20250728 3471 3471 ... 55.385 3461 3490 LU
30 LU2605 20250728 3466 3466 ... 62.142 3452 3483 LU
31 LU2606 20250728 3485 3485 ... 55.314 3457 3474 LU
32 LU2607 20250728 3480 3480 ... 69.079 3453 3463 LU
34 NR2508 20250728 13300 13320 ... 62327.08 12990 13185 NR
35 NR2509 20250728 13340 13385 ... 2049067.72 12985 13255 NR
36 NR2510 20250728 13300 13355 ... 754704.125 12955 13230 NR
37 NR2511 20250728 13315 13360 ... 126083.415 12930 13225 NR
38 NR2512 20250728 13330 13380 ... 12954.35 13005 13235 NR
39 NR2601 20250728 13390 13405 ... 42095.18 13010 13280 NR
40 NR2602 20250728 13370 13375 ... 290.72 13210 13265 NR
41 NR2603 20250728 ... 0 13065 13355 NR
42 NR2604 20250728 13310 13310 ... 39.435 13145 13300 NR
43 NR2605 20250728 13030 13030 ... 38.995 12995 13360 NR
44 NR2606 20250728 ... 0 13140 13280 NR
45 NR2607 20250728 ... 0 13140 13480 NR
47 BC2508 20250728 70210 70400 ... 141258.22 70080 70420 BC
48 BC2509 20250728 70410 70460 ... 122258.3 70160 70510 BC
49 BC2510 20250728 70400 70550 ... 19809.31 70240 70540 BC
50 BC2511 20250728 ... 0 69850 69500 BC
51 BC2512 20250728 ... 0 70620 70620 BC
52 BC2601 20250728 ... 0 70020 70020 BC
53 BC2602 20250728 ... 0 70000 70000 BC
54 BC2603 20250728 ... 0 70000 70000 BC
55 BC2604 20250728 ... 0 70000 70000 BC
56 BC2605 20250728 ... 0 70000 70000 BC
57 BC2606 20250728 ... 0 69340 69340 BC
58 BC2607 20250728 ... 0 68670 68670 BC
60 EC2508 20250728 2172.7 2218.8 ... 27633.4375 2188.7 2202.7 EC
61 EC2510 20250728 1503 1522 ... 416289.36 1486.3 1530.9 EC
62 EC2512 20250728 1687.5 1772 ... 58816.6675 1722.3 1730.7 EC
63 EC2602 20250728 1501.5 1569.1 ... 21501.6095 1528.7 1534.3 EC
64 EC2604 20250728 1350 1404 ... 15947.1925 1363 1376.9 EC
65 EC2606 20250728 1500.1 1520 ... 2407.5135 1490.7 1514 EC
68 SC_TAS2509 20250728 ... SC_TAS
69 SC_TAS2510 20250728 ... SC_TAS
70 SC_TAS2511 20250728 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:44,346 - future_1d - INFO - ak.get_ine_daily('2025-07-28') done
2025-07-29 18:26:46,072 - future_1d - INFO - save future_daily 2025-07-28 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250729 8050.0 8060.0 ... 752506.41 7940.0 8161.0 AP
1 AP511 20250729 7789.0 7807.0 ... 7375.39 7747.0 7851.0 AP
2 AP512 20250729 7817.0 7817.0 ... 325.30 7745.0 7927.0 AP
3 AP601 20250729 7880.0 7903.0 ... 53136.18 7823.0 7980.0 AP
4 AP603 20250729 7789.0 7801.0 ... 603.89 7742.0 7920.0 AP
5 AP604 20250729 7831.0 7833.0 ... 187.13 7797.0 7917.0 AP
6 AP605 20250729 7890.0 7913.0 ... 879.64 7854.0 7956.0 AP
7 CF509 20250729 14085.0 14160.0 ... 2368573.19 14020.0 14190.0 CF
8 CF511 20250729 13995.0 14065.0 ... 156319.74 13980.0 14040.0 CF
9 CF601 20250729 14065.0 14145.0 ... 923527.15 14065.0 14130.0 CF
10 CF603 20250729 14065.0 14095.0 ... 3163.90 14030.0 14100.0 CF
11 CF605 20250729 14025.0 14075.0 ... 23933.96 13990.0 14055.0 CF
12 CF607 20250729 14050.0 14065.0 ... 322.05 14000.0 14090.0 CF
13 CJ509 20250729 9635.0 9740.0 ... 173581.00 9675.0 9835.0 CJ
14 CJ512 20250729 10570.0 10680.0 ... 12494.90 10590.0 10795.0 CJ
15 CJ601 20250729 10750.0 10825.0 ... 879162.70 10735.0 10935.0 CJ
16 CJ603 20250729 10790.0 10895.0 ... 12808.46 10805.0 10960.0 CJ
17 CJ605 20250729 10955.0 11040.0 ... 93362.99 10935.0 11135.0 CJ
18 CJ607 20250729 11035.0 11125.0 ... 325.67 11040.0 11185.0 CJ
19 CY508 20250729 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250729 20215.0 20310.0 ... 147322.66 20140.0 20385.0 CY
21 CY510 20250729 0.0 0.0 ... 0.00 20030.0 20030.0 CY
22 CY511 20250729 0.0 0.0 ... 0.00 20025.0 20200.0 CY
23 CY512 20250729 0.0 0.0 ... 0.00 19755.0 20055.0 CY
24 CY601 20250729 20220.0 20220.0 ... 942.64 20055.0 20270.0 CY
25 CY602 20250729 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250729 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250729 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250729 0.0 0.0 ... 0.00 20130.0 20190.0 CY
29 CY606 20250729 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250729 0.0 0.0 ... 0.00 20335.0 20335.0 CY
31 FG508 20250729 1224.0 1226.0 ... 5455.40 1175.0 1280.0 FG
32 FG509 20250729 1220.0 1227.0 ... 8242041.13 1182.0 1280.0 FG
33 FG510 20250729 1271.0 1273.0 ... 84850.92 1241.0 1315.0 FG
34 FG511 20250729 1253.0 1260.0 ... 101176.47 1232.0 1303.0 FG
35 FG512 20250729 1320.0 1326.0 ... 45496.63 1305.0 1369.0 FG
36 FG601 20250729 1308.0 1320.0 ... 2257702.60 1294.0 1354.0 FG
37 FG602 20250729 1338.0 1351.0 ... 2611.75 1320.0 1377.0 FG
38 FG603 20250729 1328.0 1346.0 ... 2745.09 1317.0 1374.0 FG
39 FG604 20250729 1353.0 1378.0 ... 1412.95 1351.0 1403.0 FG
40 FG605 20250729 1338.0 1370.0 ... 48750.84 1340.0 1384.0 FG
41 FG606 20250729 1346.0 1383.0 ... 2197.35 1351.0 1395.0 FG
42 FG607 20250729 1337.0 1373.0 ... 1394.28 1346.0 1383.0 FG
43 JR509 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250729 2343.0 2415.0 ... 1676.35 2378.0 2417.0 MA
53 MA509 20250729 2416.0 2437.0 ... 1392633.41 2417.0 2442.0 MA
54 MA510 20250729 2440.0 2466.0 ... 41346.98 2447.0 2467.0 MA
55 MA511 20250729 2465.0 2488.0 ... 64505.36 2471.0 2485.0 MA
56 MA512 20250729 2482.0 2515.0 ... 20261.72 2497.0 2512.0 MA
57 MA601 20250729 2500.0 2524.0 ... 323040.21 2507.0 2520.0 MA
58 MA602 20250729 2494.0 2514.0 ... 25.06 2506.0 2512.0 MA
59 MA603 20250729 2479.0 2503.0 ... 101.87 2485.0 2499.0 MA
60 MA604 20250729 2461.0 2483.0 ... 29.60 2467.0 2480.0 MA
61 MA605 20250729 2432.0 2458.0 ... 6324.08 2442.0 2441.0 MA
62 MA606 20250729 2443.0 2464.0 ... 14.69 2449.0 2453.0 MA
63 MA607 20250729 2427.0 2450.0 ... 51.20 2438.0 2449.0 MA
64 OI509 20250729 9422.0 9520.0 ... 2605083.09 9464.0 9412.0 OI
65 OI511 20250729 9400.0 9505.0 ... 121140.50 9447.0 9388.0 OI
66 OI601 20250729 9364.0 9466.0 ... 643474.59 9411.0 9359.0 OI
67 OI603 20250729 9333.0 9410.0 ... 1331.00 9373.0 9336.0 OI
68 OI605 20250729 9272.0 9351.0 ... 5331.80 9321.0 9277.0 OI
69 OI607 20250729 9303.0 9333.0 ... 139.67 9312.0 9276.0 OI
70 PF508 20250729 6494.0 6508.0 ... 1879.61 6494.0 6540.0 PF
71 PF509 20250729 6506.0 6522.0 ... 262923.99 6502.0 6522.0 PF
72 PF510 20250729 6560.0 6572.0 ... 104907.24 6552.0 6570.0 PF
73 PF511 20250729 6544.0 6566.0 ... 39347.97 6542.0 6566.0 PF
74 PF512 20250729 6530.0 6554.0 ... 11892.87 6530.0 6552.0 PF
75 PF601 20250729 6542.0 6554.0 ... 12528.90 6532.0 6542.0 PF
76 PF602 20250729 0.0 0.0 ... 0.00 6532.0 6526.0 PF
77 PF603 20250729 0.0 0.0 ... 0.00 6538.0 6534.0 PF
78 PF604 20250729 0.0 0.0 ... 0.00 6532.0 6532.0 PF
79 PF605 20250729 6564.0 6586.0 ... 6.58 6576.0 6554.0 PF
80 PF606 20250729 0.0 0.0 ... 0.00 6564.0 6564.0 PF
81 PF607 20250729 0.0 0.0 ... 0.00 6592.0 6592.0 PF
82 PK510 20250729 8122.0 8130.0 ... 283173.04 8090.0 8192.0 PK
83 PK511 20250729 8020.0 8020.0 ... 91795.28 7992.0 8058.0 PK
84 PK512 20250729 8032.0 8032.0 ... 727.11 7990.0 8058.0 PK
85 PK601 20250729 8050.0 8092.0 ... 14550.28 8014.0 8070.0 PK
86 PK603 20250729 8020.0 8068.0 ... 208.45 8018.0 8082.0 PK
87 PK604 20250729 8014.0 8048.0 ... 116.28 8020.0 8066.0 PK
88 PK605 20250729 8038.0 8042.0 ... 1058.64 8020.0 8064.0 PK
89 PL601 20250729 6569.0 6594.0 ... 40517.36 6575.0 6595.0 PL
90 PL602 20250729 6654.0 6655.0 ... 1234.63 6638.0 6651.0 PL
91 PL603 20250729 6570.0 6571.0 ... 78.79 6566.0 6573.0 PL
92 PL604 20250729 6573.0 6573.0 ... 13.15 6573.0 6620.0 PL
93 PL605 20250729 0.0 0.0 ... 0.00 6509.0 6514.0 PL
94 PL606 20250729 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250729 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250729 6030.0 6030.0 ... 955.50 6010.0 6004.0 PR
103 PR509 20250729 6020.0 6036.0 ... 265213.28 6014.0 6038.0 PR
104 PR510 20250729 6038.0 6046.0 ... 168379.97 6032.0 6038.0 PR
105 PR511 20250729 6026.0 6036.0 ... 32002.62 6016.0 6020.0 PR
106 PR512 20250729 6032.0 6032.0 ... 54.27 6030.0 6030.0 PR
107 PR601 20250729 6012.0 6038.0 ... 613.83 6018.0 6020.0 PR
108 PR602 20250729 0.0 0.0 ... 0.00 6052.0 6118.0 PR
109 PR603 20250729 6044.0 6044.0 ... 18.13 6044.0 6124.0 PR
110 PR604 20250729 0.0 0.0 ... 0.00 6058.0 6118.0 PR
111 PR605 20250729 0.0 0.0 ... 0.00 6050.0 6050.0 PR
112 PR606 20250729 0.0 0.0 ... 0.00 6020.0 5998.0 PR
113 PR607 20250729 0.0 0.0 ... 0.00 6026.0 6006.0 PR
114 PX508 20250729 6862.0 6908.0 ... 759.88 6846.0 6904.0 PX
115 PX509 20250729 6918.0 6976.0 ... 541054.94 6938.0 6972.0 PX
116 PX510 20250729 6904.0 6948.0 ... 44877.51 6906.0 6938.0 PX
117 PX511 20250729 6858.0 6910.0 ... 64693.34 6868.0 6914.0 PX
118 PX512 20250729 6856.0 6894.0 ... 27450.64 6866.0 6888.0 PX
119 PX601 20250729 6822.0 6864.0 ... 83037.97 6834.0 6854.0 PX
120 PX602 20250729 6822.0 6824.0 ... 13.64 6822.0 6826.0 PX
121 PX603 20250729 0.0 0.0 ... 0.00 6824.0 6848.0 PX
122 PX604 20250729 0.0 0.0 ... 0.00 6784.0 6780.0 PX
123 PX605 20250729 6796.0 6806.0 ... 285.00 6786.0 6796.0 PX
124 PX606 20250729 6804.0 6804.0 ... 3.40 6804.0 6908.0 PX
125 PX607 20250729 0.0 0.0 ... 0.00 6824.0 6834.0 PX
126 RI509 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250729 2652.0 2655.0 ... 4690.27 2642.0 2655.0 RM
133 RM509 20250729 2662.0 2668.0 ... 856741.15 2640.0 2664.0 RM
134 RM511 20250729 2510.0 2511.0 ... 8459.78 2498.0 2520.0 RM
135 RM601 20250729 2394.0 2397.0 ... 259575.28 2381.0 2394.0 RM
136 RM603 20250729 2379.0 2380.0 ... 16382.06 2365.0 2377.0 RM
137 RM605 20250729 2370.0 2377.0 ... 35505.39 2369.0 2368.0 RM
138 RM607 20250729 2360.0 2366.0 ... 2516.13 2356.0 2356.0 RM
139 RS508 20250729 0.0 0.0 ... 0.00 5056.0 5288.0 RS
140 RS509 20250729 5245.0 5249.0 ... 745.21 5139.0 5375.0 RS
141 RS511 20250729 5248.0 5266.0 ... 140.86 5217.0 5420.0 RS
142 RS607 20250729 5234.0 5316.0 ... 73.70 5264.0 5388.0 RS
143 SA508 20250729 1312.0 1314.0 ... 5010.60 1289.0 1350.0 SA
144 SA509 20250729 1318.0 1330.0 ... 6236237.91 1305.0 1367.0 SA
145 SA510 20250729 1349.0 1357.0 ... 223531.04 1335.0 1398.0 SA
146 SA511 20250729 1363.0 1367.0 ... 296517.69 1346.0 1406.0 SA
147 SA512 20250729 1385.0 1406.0 ... 106855.26 1381.0 1440.0 SA
148 SA601 20250729 1389.0 1411.0 ... 2617712.67 1388.0 1441.0 SA
149 SA602 20250729 1392.0 1414.0 ... 11764.23 1392.0 1437.0 SA
150 SA603 20250729 1380.0 1414.0 ... 9631.14 1389.0 1436.0 SA
151 SA604 20250729 1423.0 1442.0 ... 4752.59 1420.0 1452.0 SA
152 SA605 20250729 1416.0 1447.0 ... 98186.84 1422.0 1458.0 SA
153 SA606 20250729 1420.0 1445.0 ... 5448.97 1421.0 1440.0 SA
154 SA607 20250729 1413.0 1432.0 ... 6054.77 1411.0 1438.0 SA
155 SF508 20250729 5916.0 6104.0 ... 4924.27 5944.0 5892.0 SF
156 SF509 20250729 5840.0 6130.0 ... 2166001.68 5962.0 5902.0 SF
157 SF510 20250729 5832.0 6108.0 ... 185531.95 5940.0 5906.0 SF
158 SF511 20250729 6000.0 6270.0 ... 363586.69 6110.0 6050.0 SF
159 SF512 20250729 5970.0 6248.0 ... 42548.19 6092.0 6052.0 SF
160 SF601 20250729 5950.0 6232.0 ... 192586.28 6092.0 6018.0 SF
161 SF602 20250729 5940.0 6162.0 ... 2512.72 6026.0 5944.0 SF
162 SF603 20250729 6114.0 6278.0 ... 735.32 6128.0 6030.0 SF
163 SF604 20250729 6398.0 6398.0 ... 252.22 6152.0 6064.0 SF
164 SF605 20250729 5970.0 6254.0 ... 3220.10 6110.0 6034.0 SF
165 SF606 20250729 5944.0 6184.0 ... 568.62 6050.0 6026.0 SF
166 SF607 20250729 6118.0 6278.0 ... 354.72 6170.0 6154.0 SF
167 SH508 20250729 2534.0 2560.0 ... 4796.26 2542.0 2527.0 SH
168 SH509 20250729 2609.0 2649.0 ... 4131360.89 2610.0 2584.0 SH
169 SH510 20250729 2658.0 2690.0 ... 320462.33 2656.0 2644.0 SH
170 SH511 20250729 2634.0 2663.0 ... 209835.16 2633.0 2625.0 SH
171 SH512 20250729 2648.0 2669.0 ... 32395.63 2647.0 2643.0 SH
172 SH601 20250729 2641.0 2660.0 ... 545286.92 2638.0 2636.0 SH
173 SH602 20250729 2663.0 2674.0 ... 1629.01 2662.0 2655.0 SH
174 SH603 20250729 2651.0 2682.0 ... 575.00 2662.0 2655.0 SH
175 SH604 20250729 2687.0 2719.0 ... 388.55 2698.0 2694.0 SH
176 SH605 20250729 2698.0 2724.0 ... 8881.56 2706.0 2699.0 SH
177 SH606 20250729 2698.0 2717.0 ... 40.55 2703.0 2699.0 SH
178 SH607 20250729 0.0 0.0 ... 0.00 2697.0 2692.0 SH
179 SM508 20250729 5990.0 6238.0 ... 3853.51 6146.0 6048.0 SM
180 SM509 20250729 6030.0 6250.0 ... 3098528.80 6142.0 6044.0 SM
181 SM510 20250729 6050.0 6252.0 ... 134617.72 6144.0 6074.0 SM
182 SM511 20250729 6116.0 6320.0 ... 228793.31 6210.0 6138.0 SM
183 SM512 20250729 6114.0 6326.0 ... 81334.66 6222.0 6162.0 SM
184 SM601 20250729 6106.0 6318.0 ... 646675.29 6214.0 6124.0 SM
185 SM602 20250729 6108.0 6322.0 ... 3007.70 6222.0 6196.0 SM
186 SM603 20250729 6098.0 6322.0 ... 2101.51 6190.0 6174.0 SM
187 SM604 20250729 6116.0 6314.0 ... 462.88 6214.0 6178.0 SM
188 SM605 20250729 6156.0 6346.0 ... 6478.37 6236.0 6150.0 SM
189 SM606 20250729 6150.0 6324.0 ... 193.75 6250.0 6188.0 SM
190 SM607 20250729 6140.0 6346.0 ... 143.88 6256.0 6206.0 SM
191 SR509 20250729 5840.0 5870.0 ... 937069.00 5858.0 5857.0 SR
192 SR511 20250729 5744.0 5777.0 ... 99075.06 5763.0 5752.0 SR
193 SR601 20250729 5700.0 5734.0 ... 404096.25 5718.0 5693.0 SR
194 SR603 20250729 5663.0 5702.0 ... 5204.43 5682.0 5663.0 SR
195 SR605 20250729 5641.0 5671.0 ... 25172.20 5653.0 5640.0 SR
196 SR607 20250729 5635.0 5662.0 ... 829.69 5644.0 5631.0 SR
197 TA508 20250729 4810.0 4842.0 ... 12365.01 4820.0 4826.0 TA
198 TA509 20250729 4832.0 4856.0 ... 1306349.86 4836.0 4852.0 TA
199 TA510 20250729 4836.0 4858.0 ... 41212.23 4838.0 4852.0 TA
200 TA511 20250729 4836.0 4858.0 ... 30593.14 4836.0 4860.0 TA
201 TA512 20250729 4826.0 4854.0 ... 16545.89 4832.0 4850.0 TA
202 TA601 20250729 4824.0 4852.0 ... 428283.62 4832.0 4844.0 TA
203 TA602 20250729 4844.0 4844.0 ... 202.59 4824.0 4800.0 TA
204 TA603 20250729 4840.0 4844.0 ... 243.52 4822.0 4818.0 TA
205 TA604 20250729 4838.0 4838.0 ... 24.09 4818.0 4810.0 TA
206 TA605 20250729 4832.0 4860.0 ... 3636.69 4842.0 4854.0 TA
207 TA606 20250729 4858.0 4858.0 ... 4.86 4858.0 4822.0 TA
208 TA607 20250729 4856.0 4870.0 ... 12.16 4864.0 4846.0 TA
209 UR508 20250729 1727.0 1745.0 ... 1233.99 1738.0 1735.0 UR
210 UR509 20250729 1730.0 1754.0 ... 527502.26 1739.0 1745.0 UR
211 UR510 20250729 1730.0 1753.0 ... 18753.49 1743.0 1747.0 UR
212 UR511 20250729 1759.0 1779.0 ... 16455.87 1768.0 1771.0 UR
213 UR512 20250729 1749.0 1770.0 ... 246.50 1761.0 1766.0 UR
214 UR601 20250729 1750.0 1774.0 ... 152665.75 1760.0 1763.0 UR
215 UR602 20250729 1750.0 1768.0 ... 491.76 1756.0 1754.0 UR
216 UR603 20250729 1771.0 1793.0 ... 121.19 1782.0 1779.0 UR
217 UR604 20250729 1777.0 1788.0 ... 64.14 1782.0 1781.0 UR
218 UR605 20250729 1776.0 1799.0 ... 4537.52 1786.0 1782.0 UR
219 UR606 20250729 1774.0 1791.0 ... 274.38 1782.0 1778.0 UR
220 UR607 20250729 1787.0 1800.0 ... 42.98 1791.0 1787.0 UR
221 WH509 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:50,929 - future_1d - INFO - ak.get_czce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 PS2508 20250729 49500.0 ... 50080.0 49000.0 PS
1 PS2509 20250729 49500.0 ... 50250.0 48965.0 PS
2 PS2510 20250729 49995.0 ... 50390.0 49060.0 PS
3 PS2511 20250729 49800.0 ... 50350.0 48830.0 PS
4 PS2512 20250729 51350.0 ... 52625.0 51080.0 PS
5 PS2601 20250729 52000.0 ... 52410.0 50980.0 PS
6 PS2602 20250729 51565.0 ... 52050.0 51030.0 PS
7 PS2603 20250729 51600.0 ... 52370.0 50780.0 PS
8 PS2604 20250729 52010.0 ... 52520.0 50685.0 PS
9 PS2605 20250729 51305.0 ... 52415.0 50455.0 PS
10 PS2606 20250729 52350.0 ... 53795.0 51745.0 PS
11 PS2607 20250729 52360.0 ... 53835.0 51515.0 PS
13 SI2508 20250729 8890.0 ... 8995.0 9125.0 SI
14 SI2509 20250729 8915.0 ... 9085.0 9135.0 SI
15 SI2510 20250729 8880.0 ... 9050.0 9090.0 SI
16 SI2511 20250729 8810.0 ... 9005.0 9045.0 SI
17 SI2512 20250729 9040.0 ... 9270.0 9285.0 SI
18 SI2601 20250729 9025.0 ... 9265.0 9245.0 SI
19 SI2602 20250729 8960.0 ... 9265.0 9150.0 SI
20 SI2603 20250729 8980.0 ... 9200.0 9165.0 SI
21 SI2604 20250729 8980.0 ... 9235.0 9160.0 SI
22 SI2605 20250729 8890.0 ... 9185.0 9185.0 SI
23 SI2606 20250729 8935.0 ... 9165.0 9125.0 SI
24 SI2607 20250729 8950.0 ... 9180.0 9115.0 SI
27 LC2508 20250729 70320.0 ... 70040.0 74160.0 LC
28 LC2509 20250729 70160.0 ... 70300.0 75280.0 LC
29 LC2510 20250729 70040.0 ... 69900.0 74340.0 LC
30 LC2511 20250729 70620.0 ... 69800.0 74120.0 LC
31 LC2512 20250729 70880.0 ... 69960.0 73660.0 LC
32 LC2601 20250729 72000.0 ... 69980.0 72980.0 LC
33 LC2602 20250729 70080.0 ... 69740.0 71060.0 LC
34 LC2603 20250729 69660.0 ... 69400.0 71620.0 LC
35 LC2604 20250729 70880.0 ... 69740.0 71780.0 LC
36 LC2605 20250729 69000.0 ... 69820.0 71540.0 LC
37 LC2606 20250729 69040.0 ... 69400.0 71460.0 LC
38 LC2607 20250729 68900.0 ... 69480.0 71240.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:51,020 - future_1d - INFO - ak.get_gfex_daily('2025-07-29') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250729 ... 78920 78950 CU
1 1 CU2509 20250729 ... 78980 78980 CU
2 2 CU2510 20250729 ... 78990 79000 CU
3 3 CU2511 20250729 ... 78940 78970 CU
4 4 CU2512 20250729 ... 78890 78950 CU
5 5 CU2601 20250729 ... 78830 78900 CU
6 6 CU2602 20250729 ... 78750 78870 CU
7 7 CU2603 20250729 ... 78710 78880 CU
8 8 CU2604 20250729 ... 78750 78870 CU
9 9 CU2605 20250729 ... 78800 78900 CU
10 10 CU2606 20250729 ... 78790 78920 CU
11 11 CU2607 20250729 ... 78810 78890 CU
12 12 BC2508 20250729 ... 70050 70080 BC
13 13 BC2509 20250729 ... 70130 70160 BC
14 14 BC2510 20250729 ... 70180 70240 BC
15 15 BC2511 20250729 ... 69850 69850 BC
16 16 BC2512 20250729 ... 70400 70620 BC
17 17 BC2601 20250729 ... 70020 70020 BC
18 18 BC2602 20250729 ... 70000 70000 BC
19 19 BC2603 20250729 ... 70000 70000 BC
20 20 BC2604 20250729 ... 70000 70000 BC
21 21 BC2605 20250729 ... 70000 70000 BC
22 22 BC2606 20250729 ... 69340 69340 BC
23 23 BC2607 20250729 ... 68670 68670 BC
24 24 AL2508 20250729 ... 20650 20660 AL
25 25 AL2509 20250729 ... 20625 20650 AL
26 26 AL2510 20250729 ... 20590 20615 AL
27 27 AL2511 20250729 ... 20540 20550 AL
28 28 AL2512 20250729 ... 20480 20500 AL
29 29 AL2601 20250729 ... 20450 20475 AL
30 30 AL2602 20250729 ... 20460 20460 AL
31 31 AL2603 20250729 ... 20475 20470 AL
32 32 AL2604 20250729 ... 20490 20485 AL
33 33 AL2605 20250729 ... 20490 20510 AL
34 34 AL2606 20250729 ... 20515 20530 AL
35 35 AL2607 20250729 ... 20525 20510 AL
36 36 ZN2508 20250729 ... 22625 22680 ZN
37 37 ZN2509 20250729 ... 22660 22735 ZN
38 38 ZN2510 20250729 ... 22665 22740 ZN
39 39 ZN2511 20250729 ... 22650 22700 ZN
40 40 ZN2512 20250729 ... 22600 22670 ZN
41 41 ZN2601 20250729 ... 22555 22615 ZN
42 42 ZN2602 20250729 ... 22545 22590 ZN
43 43 ZN2603 20250729 ... 22495 22640 ZN
44 44 ZN2604 20250729 ... 22590 22630 ZN
45 45 ZN2605 20250729 ... 22595 22625 ZN
46 46 ZN2606 20250729 ... 22550 22610 ZN
47 47 ZN2607 20250729 ... 22525 22620 ZN
48 48 PB2508 20250729 ... 16920 16920 PB
49 49 PB2509 20250729 ... 16945 16940 PB
50 50 PB2510 20250729 ... 16965 16960 PB
51 51 PB2511 20250729 ... 16990 16960 PB
52 52 PB2512 20250729 ... 17010 17035 PB
53 53 PB2601 20250729 ... 17000 17035 PB
54 54 PB2602 20250729 ... 17090 17110 PB
55 55 PB2603 20250729 ... 17110 17110 PB
56 56 PB2604 20250729 ... 17095 17095 PB
57 57 PB2605 20250729 ... 17150 17140 PB
58 58 PB2606 20250729 ... 17100 17130 PB
59 59 PB2607 20250729 ... 17160 17085 PB
60 60 NI2508 20250729 ... 121700 122680 NI
61 61 NI2509 20250729 ... 121900 122840 NI
62 62 NI2510 20250729 ... 121990 122980 NI
63 63 NI2511 20250729 ... 122240 122970 NI
64 64 NI2512 20250729 ... 122430 123360 NI
65 65 NI2601 20250729 ... 122690 123530 NI
66 66 NI2602 20250729 ... 122770 123230 NI
67 67 NI2603 20250729 ... 123040 123880 NI
68 68 NI2604 20250729 ... 123060 124170 NI
69 69 NI2605 20250729 ... 123420 123520 NI
70 70 NI2606 20250729 ... 123670 124880 NI
71 71 NI2607 20250729 ... 123840 123630 NI
72 72 SN2508 20250729 ... 267300 268550 SN
73 73 SN2509 20250729 ... 267360 268690 SN
74 74 SN2510 20250729 ... 267290 268660 SN
75 75 SN2511 20250729 ... 267050 268390 SN
76 76 SN2512 20250729 ... 267110 268070 SN
77 77 SN2601 20250729 ... 267390 267800 SN
78 78 SN2602 20250729 ... 267150 267920 SN
79 79 SN2603 20250729 ... 267340 267640 SN
80 80 SN2604 20250729 ... 267850 269110 SN
81 81 SN2605 20250729 ... 267880 268890 SN
82 82 SN2606 20250729 ... 267960 269600 SN
83 83 SN2607 20250729 ... 268480 269320 SN
84 84 AO2508 20250729 ... 3274 3323 AO
85 85 AO2509 20250729 ... 3272 3274 AO
86 86 AO2510 20250729 ... 3255 3268 AO
87 87 AO2511 20250729 ... 3253 3264 AO
88 88 AO2512 20250729 ... 3249 3262 AO
89 89 AO2601 20250729 ... 3246 3266 AO
90 90 AO2602 20250729 ... 3237 3248 AO
91 91 AO2603 20250729 ... 3237 3252 AO
92 92 AO2604 20250729 ... 3235 3249 AO
93 93 AO2605 20250729 ... 3233 3244 AO
94 94 AO2606 20250729 ... 3228 3221 AO
95 95 AO2607 20250729 ... 3226 3236 AO
96 96 AD2511 20250729 ... 20040 20035 AD
97 97 AD2512 20250729 ... 20020 19995 AD
98 98 AD2601 20250729 ... 19955 19930 AD
99 99 AD2602 20250729 ... 19930 20010 AD
100 100 AD2603 20250729 ... 19880 20135 AD
101 101 AD2604 20250729 ... 19890 19935 AD
102 102 AD2605 20250729 ... 19960 19960 AD
103 103 AD2606 20250729 ... 19695 19695 AD
104 104 AD2607 20250729 ... 19790 19790 AD
105 105 AU2508 20250729 ... 768 770.94 AU
106 106 AU2509 20250729 ... 768.88 771.72 AU
107 107 AU2510 20250729 ... 770.56 773.26 AU
108 108 AU2512 20250729 ... 772.84 775.48 AU
109 109 AU2602 20250729 ... 774.98 777.74 AU
110 110 AU2604 20250729 ... 777.02 779.86 AU
111 111 AU2606 20250729 ... 779.48 782.78 AU
112 112 AU2608 20250729 ... 781.96 784.34 AU
113 113 AG2508 20250729 ... 9168 9212 AG
114 114 AG2509 20250729 ... 9176 9211 AG
115 115 AG2510 20250729 ... 9192 9225 AG
116 116 AG2511 20250729 ... 9201 9236 AG
117 117 AG2512 20250729 ... 9213 9246 AG
118 118 AG2601 20250729 ... 9222 9263 AG
119 119 AG2602 20250729 ... 9238 9270 AG
120 120 AG2603 20250729 ... 9245 9291 AG
121 121 AG2604 20250729 ... 9254 9294 AG
122 122 AG2605 20250729 ... 9269 9305 AG
123 123 AG2606 20250729 ... 9284 9313 AG
124 124 AG2607 20250729 ... 9296 9335 AG
125 125 RB2508 20250729 ... 3217 3227 RB
126 126 RB2509 20250729 ... 3236 3260 RB
127 127 RB2510 20250729 ... 3301 3282 RB
128 128 RB2511 20250729 ... 3295 3291 RB
129 129 RB2512 20250729 ... 3322 3316 RB
130 130 RB2601 20250729 ... 3338 3326 RB
131 131 RB2602 20250729 ... 3333 3311 RB
132 132 RB2603 20250729 ... 3334 3333 RB
133 133 RB2604 20250729 ... 3361 3337 RB
134 134 RB2605 20250729 ... 3365 3351 RB
135 135 RB2606 20250729 ... 3346 3343 RB
136 136 RB2607 20250729 ... 3352 3350 RB
137 137 WR2508 20250729 ... 3212 3212 WR
138 138 WR2509 20250729 ... 3335 3335 WR
139 139 WR2510 20250729 ... 3516 3473 WR
140 140 WR2511 20250729 ... 3490 3506 WR
141 141 WR2512 20250729 ... 3532 3532 WR
142 142 WR2601 20250729 ... 3550 3495 WR
143 143 WR2602 20250729 ... 3570 3570 WR
144 144 WR2603 20250729 ... 3565 3565 WR
145 145 WR2604 20250729 ... 3559 3559 WR
146 146 WR2605 20250729 ... 3616 3616 WR
147 147 WR2606 20250729 ... 3600 3600 WR
148 148 WR2607 20250729 ... 3635 3635 WR
149 149 HC2508 20250729 ... 3468 3396 HC
150 150 HC2509 20250729 ... 3432 3482 HC
151 151 HC2510 20250729 ... 3455 3434 HC
152 152 HC2511 20250729 ... 3451 3438 HC
153 153 HC2512 20250729 ... 3469 3439 HC
154 154 HC2601 20250729 ... 3467 3442 HC
155 155 HC2602 20250729 ... 3429 3433 HC
156 156 HC2603 20250729 ... 3447 3438 HC
157 157 HC2604 20250729 ... 3451 3453 HC
158 158 HC2605 20250729 ... 3456 3449 HC
159 159 HC2606 20250729 ... 3471 3467 HC
160 160 HC2607 20250729 ... 3490 3442 HC
161 161 SS2508 20250729 ... 12885 12925 SS
162 162 SS2509 20250729 ... 12880 12935 SS
163 163 SS2510 20250729 ... 12920 12970 SS
164 164 SS2511 20250729 ... 12970 13020 SS
165 165 SS2512 20250729 ... 12995 13040 SS
166 166 SS2601 20250729 ... 13020 13090 SS
167 167 SS2602 20250729 ... 13065 13080 SS
168 168 SS2603 20250729 ... 13125 13110 SS
169 169 SS2604 20250729 ... 13215 13215 SS
170 170 SS2605 20250729 ... 13225 13240 SS
171 171 SS2606 20250729 ... 13235 13255 SS
172 172 SS2607 20250729 ... 13275 13315 SS
173 173 SC2508 20250729 ... 540.2 532.6 SC
174 174 SC2509 20250729 ... 514.7 505.5 SC
175 175 SC2510 20250729 ... 507.8 500.1 SC
176 176 SC2511 20250729 ... 503.8 495.6 SC
177 177 SC2512 20250729 ... 500.5 492.9 SC
178 178 SC2601 20250729 ... 497.5 489.6 SC
179 179 SC2602 20250729 ... 495.1 487.7 SC
180 180 SC2603 20250729 ... 492.1 486.9 SC
181 181 SC2604 20250729 ... 490.9 483.6 SC
182 182 SC2605 20250729 ... 487.9 486.3 SC
183 183 SC2606 20250729 ... 488.5 482.3 SC
184 184 SC2607 20250729 ... 482.7 478.5 SC
185 185 SC2609 20250729 ... 483.2 474.9 SC
186 186 SC2612 20250729 ... 478.7 472.6 SC
187 187 SC2703 20250729 ... 473 473 SC
188 188 SC2706 20250729 ... 474.6 469.4 SC
189 189 SC2709 20250729 ... 470.9 467.5 SC
190 190 SC2712 20250729 ... 474.9 468.4 SC
191 191 SC2803 20250729 ... 466.3 466.3 SC
192 192 SC2806 20250729 ... 467.7 463.5 SC
193 193 LU2508 20250729 ... 3498 3455 LU
194 194 LU2509 20250729 ... 3615 3547 LU
195 195 LU2510 20250729 ... 3620 3548 LU
196 196 LU2511 20250729 ... 3608 3528 LU
197 197 LU2512 20250729 ... 3574 3511 LU
198 198 LU2601 20250729 ... 3546 3498 LU
199 199 LU2602 20250729 ... 3530 3472 LU
200 200 LU2603 20250729 ... 3512 3468 LU
201 201 LU2604 20250729 ... 3507 3461 LU
202 202 LU2605 20250729 ... 3504 3452 LU
203 203 LU2606 20250729 ... 3492 3457 LU
204 204 LU2607 20250729 ... 3483 3453 LU
205 205 FU2508 20250729 ... 2883 2883 FU
206 206 FU2509 20250729 ... 2913 2860 FU
207 207 FU2510 20250729 ... 2917 2874 FU
208 208 FU2511 20250729 ... 2922 2879 FU
209 209 FU2512 20250729 ... 2915 2876 FU
210 210 FU2601 20250729 ... 2913 2876 FU
211 211 FU2602 20250729 ... 2901 2862 FU
212 212 FU2603 20250729 ... 2891 2857 FU
213 213 FU2604 20250729 ... 2877 2849 FU
214 214 FU2605 20250729 ... 2865 2839 FU
215 215 FU2606 20250729 ... 2857 2830 FU
216 216 FU2607 20250729 ... 2832 2808 FU
217 217 BU2508 20250729 ... 3640 3618 BU
218 218 BU2509 20250729 ... 3614 3591 BU
219 219 BU2510 20250729 ... 3592 3560 BU
220 220 BU2511 20250729 ... 3548 3521 BU
221 221 BU2512 20250729 ... 3480 3451 BU
222 222 BU2601 20250729 ... 3450 3421 BU
223 223 BU2602 20250729 ... 3427 3423 BU
224 224 BU2603 20250729 ... 3431 3405 BU
225 225 BU2604 20250729 ... 3421 3390 BU
226 226 BU2605 20250729 ... 3417 3405 BU
227 227 BU2606 20250729 ... 3411 3391 BU
228 228 BU2607 20250729 ... 3395 3395 BU
229 229 BU2609 20250729 ... 3398 3385 BU
230 230 BU2612 20250729 ... 3350 3342 BU
231 231 BU2703 20250729 ... 3352 3342 BU
232 232 BU2706 20250729 ... 3353 3333 BU
233 233 BR2508 20250729 ... 11845 12130 BR
234 234 BR2509 20250729 ... 11855 12125 BR
235 235 BR2510 20250729 ... 11815 12095 BR
236 236 BR2511 20250729 ... 11795 12030 BR
237 237 BR2512 20250729 ... 11855 12060 BR
238 238 BR2601 20250729 ... 11860 12050 BR
239 239 BR2602 20250729 ... 11820 11995 BR
240 240 BR2603 20250729 ... 11880 11990 BR
241 241 BR2604 20250729 ... 11820 12055 BR
242 242 BR2605 20250729 ... 11800 12085 BR
243 243 BR2606 20250729 ... 11820 12090 BR
244 244 BR2607 20250729 ... 11890 12230 BR
245 245 RU2508 20250729 ... 14940 15315 RU
246 246 RU2509 20250729 ... 14975 15240 RU
247 247 RU2510 20250729 ... 14955 15230 RU
248 248 RU2511 20250729 ... 14930 15160 RU
249 249 RU2601 20250729 ... 15750 16005 RU
250 250 RU2603 20250729 ... 15810 15990 RU
251 251 RU2604 20250729 ... 15800 16115 RU
252 252 RU2605 20250729 ... 15880 16150 RU
253 253 RU2606 20250729 ... 15890 16290 RU
254 254 RU2607 20250729 ... 15985 16135 RU
255 255 NR2508 20250729 ... 12605 12990 NR
256 256 NR2509 20250729 ... 12665 12985 NR
257 257 NR2510 20250729 ... 12665 12955 NR
258 258 NR2511 20250729 ... 12665 12930 NR
259 259 NR2512 20250729 ... 12665 13005 NR
260 260 NR2601 20250729 ... 12750 13010 NR
261 261 NR2602 20250729 ... 12840 13210 NR
262 262 NR2603 20250729 ... 12665 13065 NR
263 263 NR2604 20250729 ... 12760 13145 NR
264 264 NR2605 20250729 ... 12790 12995 NR
265 265 NR2606 20250729 ... 13050 13140 NR
266 266 NR2607 20250729 ... 13020 13140 NR
267 267 SP2508 20250729 ... 5352 5400 SP
268 268 SP2509 20250729 ... 5384 5422 SP
269 269 SP2510 20250729 ... 5344 5352 SP
270 270 SP2511 20250729 ... 5352 5350 SP
271 271 SP2512 20250729 ... 5328 5330 SP
272 272 SP2601 20250729 ... 5528 5522 SP
273 273 SP2602 20250729 ... 5438 5442 SP
274 274 SP2603 20250729 ... 5430 5428 SP
275 275 SP2604 20250729 ... 5420 5422 SP
276 276 SP2605 20250729 ... 5402 5406 SP
277 277 SP2606 20250729 ... 5402 5402 SP
278 278 SP2607 20250729 ... 5414 5404 SP
279 279 EC2508 20250729 ... 2105.6 2188.7 EC
280 280 EC2510 20250729 ... 1475.4 1486.3 EC
281 281 EC2512 20250729 ... 1734.5 1722.3 EC
282 282 EC2602 20250729 ... 1522.7 1528.7 EC
283 283 EC2604 20250729 ... 1366.2 1363 EC
284 284 EC2606 20250729 ... 1501.8 1490.7 EC
285 285 SC_TAS2509 20250729 ... SC_TAS
286 286 SC_TAS2510 20250729 ... SC_TAS
287 287 SC_TAS2511 20250729 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:51,117 - future_1d - INFO - ak.get_shfe_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 a2509 20250729 4145.00 ... 4136.00 4183.00 A
1 a2511 20250729 4103.00 ... 4105.00 4115.00 A
2 a2601 20250729 4095.00 ... 4090.00 4100.00 A
3 a2603 20250729 4090.00 ... 4080.00 4090.00 A
4 a2605 20250729 4114.00 ... 4119.00 4128.00 A
5 a2607 20250729 4112.00 ... 4117.00 4123.00 A
6 b2508 20250729 3536.00 ... 3521.00 3538.00 B
7 b2509 20250729 3619.00 ... 3621.00 3632.00 B
8 b2510 20250729 3676.00 ... 3669.00 3693.00 B
9 b2511 20250729 3697.00 ... 3695.00 3716.00 B
10 b2512 20250729 3723.00 ... 3720.00 3734.00 B
11 b2601 20250729 3718.00 ... 3714.00 3724.00 B
12 b2602 20250729 3683.00 ... 3684.00 3698.00 B
13 b2603 20250729 3590.00 ... 3603.00 3604.00 B
14 b2604 20250729 3499.00 ... 3500.00 3503.00 B
15 b2605 20250729 3437.00 ... 3438.00 3436.00 B
16 b2606 20250729 3424.00 ... 3421.00 3430.00 B
17 b2607 20250729 3420.00 ... 3414.00 3424.00 B
18 bb2509 20250729 148.15 ... 147.60 151.10 BB
19 bb2511 20250729 153.10 ... 152.40 153.10 BB
20 bb2601 20250729 150.85 ... 150.25 149.75 BB
21 bb2603 20250729 0.00 ... 142.45 142.00 BB
22 bb2605 20250729 0.00 ... 142.50 142.05 BB
23 bb2607 20250729 0.00 ... 142.50 142.05 BB
24 bz2603 20250729 6279.00 ... 6283.00 6296.00 BZ
25 bz2604 20250729 6205.00 ... 6228.00 6226.00 BZ
26 bz2605 20250729 6188.00 ... 6220.00 6239.00 BZ
27 bz2606 20250729 6250.00 ... 6244.00 6250.00 BZ
28 bz2607 20250729 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250729 2317.00 ... 2306.00 2313.00 C
30 c2511 20250729 2255.00 ... 2242.00 2260.00 C
31 c2601 20250729 2226.00 ... 2217.00 2232.00 C
32 c2603 20250729 2226.00 ... 2219.00 2233.00 C
33 c2605 20250729 2270.00 ... 2263.00 2275.00 C
34 c2607 20250729 2285.00 ... 2277.00 2288.00 C
35 cs2509 20250729 2681.00 ... 2671.00 2674.00 CS
36 cs2511 20250729 2601.00 ... 2584.00 2597.00 CS
37 cs2601 20250729 2615.00 ... 2599.00 2611.00 CS
38 cs2603 20250729 2605.00 ... 2600.00 2608.00 CS
39 cs2605 20250729 2646.00 ... 2641.00 2649.00 CS
40 cs2607 20250729 0.00 ... 2653.00 2653.00 CS
41 eb2508 20250729 7370.00 ... 7347.00 7448.00 EB
42 eb2509 20250729 7372.00 ... 7359.00 7441.00 EB
43 eb2510 20250729 7395.00 ... 7374.00 7438.00 EB
44 eb2511 20250729 7375.00 ... 7381.00 7420.00 EB
45 eb2512 20250729 7366.00 ... 7392.00 7399.00 EB
46 eb2601 20250729 7375.00 ... 7412.00 7419.00 EB
47 eb2602 20250729 7411.00 ... 7417.00 7399.00 EB
48 eb2603 20250729 7424.00 ... 7412.00 7406.00 EB
49 eb2604 20250729 7438.00 ... 7432.00 7379.00 EB
50 eb2605 20250729 7440.00 ... 7437.00 7428.00 EB
51 eb2606 20250729 7442.00 ... 7446.00 7481.00 EB
52 eb2607 20250729 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250729 4403.00 ... 4417.00 4410.00 EG
54 eg2509 20250729 4423.00 ... 4450.00 4469.00 EG
55 eg2510 20250729 4447.00 ... 4449.00 4468.00 EG
56 eg2511 20250729 4462.00 ... 4459.00 4462.00 EG
57 eg2512 20250729 4467.00 ... 4469.00 4472.00 EG
58 eg2601 20250729 4480.00 ... 4480.00 4472.00 EG
59 eg2602 20250729 4474.00 ... 4476.00 4488.00 EG
60 eg2603 20250729 4487.00 ... 4490.00 4471.00 EG
61 eg2604 20250729 4497.00 ... 4497.00 4534.00 EG
62 eg2605 20250729 4499.00 ... 4501.00 4499.00 EG
63 eg2606 20250729 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250729 4561.00 ... 4561.00 4503.00 EG
65 fb2508 20250729 0.00 ... 1395.00 1392.50 FB
66 fb2509 20250729 1277.00 ... 1271.00 1274.00 FB
67 fb2510 20250729 1308.00 ... 1305.00 1312.00 FB
68 fb2511 20250729 1312.00 ... 1307.50 1316.00 FB
69 fb2512 20250729 1309.50 ... 1309.50 1316.50 FB
70 fb2601 20250729 1317.00 ... 1313.00 1319.00 FB
71 fb2602 20250729 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250729 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250729 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250729 0.00 ... 1330.50 1327.50 FB
75 fb2606 20250729 1331.50 ... 1331.50 1326.50 FB
76 fb2607 20250729 0.00 ... 1295.00 1295.00 FB
77 i2508 20250729 788.00 ... 791.50 791.50 I
78 i2509 20250729 786.50 ... 792.50 793.00 I
79 i2510 20250729 781.00 ... 786.50 788.00 I
80 i2511 20250729 774.00 ... 780.00 781.50 I
81 i2512 20250729 770.00 ... 773.00 775.00 I
82 i2601 20250729 756.00 ... 764.50 765.50 I
83 i2602 20250729 754.00 ... 760.00 762.00 I
84 i2603 20250729 750.00 ... 755.50 758.50 I
85 i2604 20250729 746.50 ... 752.00 755.00 I
86 i2605 20250729 737.00 ... 743.50 745.00 I
87 i2606 20250729 732.50 ... 737.50 739.50 I
88 i2607 20250729 729.00 ... 733.50 733.50 I
89 j2508 20250729 1541.50 ... 1557.00 1601.00 J
90 j2509 20250729 1610.00 ... 1612.00 1677.00 J
91 j2510 20250729 1653.00 ... 1632.00 1682.00 J
92 j2511 20250729 1664.50 ... 1655.00 1684.50 J
93 j2512 20250729 1649.50 ... 1644.00 1685.50 J
94 j2601 20250729 1641.50 ... 1664.50 1719.50 J
95 j2602 20250729 0.00 ... 1727.00 1727.00 J
96 j2603 20250729 0.00 ... 1733.00 1733.00 J
97 j2604 20250729 1724.50 ... 1724.50 1738.50 J
98 j2605 20250729 1696.00 ... 1717.50 1741.00 J
99 j2606 20250729 1719.00 ... 1714.50 1741.50 J
100 j2607 20250729 0.00 ... 1780.50 1780.50 J
101 jd2508 20250729 3380.00 ... 3347.00 3378.00 JD
102 jd2509 20250729 3560.00 ... 3570.00 3587.00 JD
103 jd2510 20250729 3390.00 ... 3386.00 3398.00 JD
104 jd2511 20250729 3408.00 ... 3413.00 3409.00 JD
105 jd2512 20250729 3553.00 ... 3552.00 3565.00 JD
106 jd2601 20250729 3660.00 ... 3640.00 3653.00 JD
107 jd2602 20250729 3229.00 ... 3210.00 3219.00 JD
108 jd2603 20250729 3220.00 ... 3210.00 3221.00 JD
109 jd2604 20250729 3370.00 ... 3365.00 3375.00 JD
110 jd2605 20250729 3474.00 ... 3471.00 3481.00 JD
111 jd2606 20250729 3290.00 ... 3290.00 3296.00 JD
112 jd2607 20250729 3488.00 ... 3500.00 3296.00 JD
113 jm2508 20250729 990.00 ... 956.00 1092.50 JM
114 jm2509 20250729 1090.00 ... 1087.50 1200.00 JM
115 jm2510 20250729 1101.00 ... 1106.00 1206.50 JM
116 jm2511 20250729 1120.00 ... 1119.50 1205.50 JM
117 jm2512 20250729 1150.50 ... 1140.00 1217.50 JM
118 jm2601 20250729 1158.00 ... 1164.00 1232.50 JM
119 jm2602 20250729 1136.50 ... 1161.50 1238.00 JM
120 jm2603 20250729 1160.00 ... 1167.50 1244.00 JM
121 jm2604 20250729 1150.00 ... 1166.50 1228.00 JM
122 jm2605 20250729 1154.00 ... 1181.50 1223.50 JM
123 jm2606 20250729 1164.00 ... 1184.00 1227.00 JM
124 jm2607 20250729 1169.00 ... 1192.50 1249.50 JM
125 l2508 20250729 7305.00 ... 7331.00 7327.00 L
126 l2509 20250729 7341.00 ... 7369.00 7367.00 L
127 l2510 20250729 7384.00 ... 7400.00 7388.00 L
128 l2511 20250729 7414.00 ... 7415.00 7405.00 L
129 l2512 20250729 7429.00 ... 7428.00 7429.00 L
130 l2601 20250729 7420.00 ... 7427.00 7423.00 L
131 l2602 20250729 7415.00 ... 7416.00 7414.00 L
132 l2603 20250729 7410.00 ... 7410.00 7403.00 L
133 l2604 20250729 7428.00 ... 7434.00 7407.00 L
134 l2605 20250729 7396.00 ... 7415.00 7416.00 L
135 l2606 20250729 0.00 ... 7427.00 7427.00 L
136 l2607 20250729 7433.00 ... 7439.00 7417.00 L
137 lg2509 20250729 828.00 ... 830.00 829.00 LG
138 lg2511 20250729 840.00 ... 833.50 835.50 LG
139 lg2601 20250729 843.00 ... 835.50 836.50 LG
140 lg2603 20250729 836.50 ... 833.50 836.50 LG
141 lg2605 20250729 844.00 ... 839.00 841.50 LG
142 lg2607 20250729 0.00 ... 841.50 841.50 LG
143 lh2509 20250729 14350.00 ... 14145.00 14220.00 LH
144 lh2511 20250729 14200.00 ... 14160.00 14305.00 LH
145 lh2601 20250729 14520.00 ... 14420.00 14585.00 LH
146 lh2603 20250729 13620.00 ... 13540.00 13655.00 LH
147 lh2605 20250729 14030.00 ... 14055.00 14100.00 LH
148 lh2607 20250729 14550.00 ... 14495.00 14100.00 LH
149 m2508 20250729 2988.00 ... 2970.00 2988.00 M
150 m2509 20250729 2989.00 ... 2974.00 3001.00 M
151 m2511 20250729 3027.00 ... 3011.00 3035.00 M
152 m2512 20250729 3063.00 ... 3048.00 3071.00 M
153 m2601 20250729 3040.00 ... 3024.00 3045.00 M
154 m2603 20250729 2919.00 ... 2912.00 2919.00 M
155 m2605 20250729 2751.00 ... 2744.00 2750.00 M
156 m2607 20250729 2731.00 ... 2730.00 2735.00 M
157 p2508 20250729 8882.00 ... 8838.00 8828.00 P
158 p2509 20250729 8952.00 ... 8926.00 8916.00 P
159 p2510 20250729 8956.00 ... 8922.00 8918.00 P
160 p2511 20250729 8948.00 ... 8942.00 8908.00 P
161 p2512 20250729 8952.00 ... 8938.00 8904.00 P
162 p2601 20250729 8936.00 ... 8924.00 8900.00 P
163 p2602 20250729 8854.00 ... 8904.00 8878.00 P
164 p2603 20250729 8836.00 ... 8848.00 8810.00 P
165 p2604 20250729 8808.00 ... 8796.00 8744.00 P
166 p2605 20250729 8730.00 ... 8720.00 8670.00 P
167 p2606 20250729 8664.00 ... 8666.00 8572.00 P
168 p2607 20250729 8644.00 ... 8624.00 8596.00 P
169 pg2508 20250729 3990.00 ... 4013.00 3983.00 PG
170 pg2509 20250729 4001.00 ... 4020.00 3997.00 PG
171 pg2510 20250729 4411.00 ... 4430.00 4409.00 PG
172 pg2511 20250729 4355.00 ... 4366.00 4349.00 PG
173 pg2512 20250729 4291.00 ... 4305.00 4288.00 PG
174 pg2601 20250729 4238.00 ... 4241.00 4223.00 PG
175 pg2602 20250729 4170.00 ... 4158.00 4152.00 PG
176 pg2603 20250729 4056.00 ... 4076.00 4066.00 PG
177 pg2604 20250729 4367.00 ... 4365.00 4352.00 PG
178 pg2605 20250729 4288.00 ... 4278.00 4254.00 PG
179 pg2606 20250729 4212.00 ... 4218.00 4182.00 PG
180 pg2607 20250729 4224.00 ... 4209.00 4182.00 PG
181 pp2508 20250729 7098.00 ... 7108.00 7092.00 PP
182 pp2509 20250729 7139.00 ... 7147.00 7147.00 PP
183 pp2510 20250729 7125.00 ... 7137.00 7137.00 PP
184 pp2511 20250729 7134.00 ... 7145.00 7146.00 PP
185 pp2512 20250729 7151.00 ... 7150.00 7151.00 PP
186 pp2601 20250729 7140.00 ... 7157.00 7155.00 PP
187 pp2602 20250729 7141.00 ... 7130.00 7117.00 PP
188 pp2603 20250729 7139.00 ... 7130.00 7170.00 PP
189 pp2604 20250729 0.00 ... 7144.00 7144.00 PP
190 pp2605 20250729 7148.00 ... 7150.00 7158.00 PP
191 pp2606 20250729 7124.00 ... 7124.00 7111.00 PP
192 pp2607 20250729 7185.00 ... 7178.00 7150.00 PP
193 rr2508 20250729 3594.00 ... 3574.00 3591.00 RR
194 rr2509 20250729 3602.00 ... 3611.00 3606.00 RR
195 rr2510 20250729 3631.00 ... 3631.00 3630.00 RR
196 rr2511 20250729 3624.00 ... 3623.00 3620.00 RR
197 rr2512 20250729 0.00 ... 3629.00 3629.00 RR
198 rr2601 20250729 3629.00 ... 3625.00 3622.00 RR
199 rr2602 20250729 3626.00 ... 3626.00 3627.00 RR
200 rr2603 20250729 3634.00 ... 3634.00 3633.00 RR
201 rr2604 20250729 3626.00 ... 3629.00 3634.00 RR
202 rr2605 20250729 3626.00 ... 3626.00 3630.00 RR
203 rr2606 20250729 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250729 0.00 ... 3629.00 3617.00 RR
205 v2508 20250729 5124.00 ... 5137.00 5223.00 V
206 v2509 20250729 5150.00 ... 5161.00 5232.00 V
207 v2510 20250729 5182.00 ... 5194.00 5269.00 V
208 v2511 20250729 5220.00 ... 5227.00 5298.00 V
209 v2512 20250729 5254.00 ... 5250.00 5312.00 V
210 v2601 20250729 5280.00 ... 5290.00 5358.00 V
211 v2602 20250729 5323.00 ... 5321.00 5353.00 V
212 v2603 20250729 5323.00 ... 5320.00 5375.00 V
213 v2604 20250729 5505.00 ... 5521.00 5576.00 V
214 v2605 20250729 5543.00 ... 5557.00 5585.00 V
215 v2606 20250729 5556.00 ... 5569.00 5611.00 V
216 v2607 20250729 5560.00 ... 5574.00 5595.00 V
217 y2508 20250729 8218.00 ... 8188.00 8214.00 Y
218 y2509 20250729 8130.00 ... 8174.00 8114.00 Y
219 y2511 20250729 8120.00 ... 8176.00 8120.00 Y
220 y2512 20250729 8136.00 ... 8220.00 8112.00 Y
221 y2601 20250729 8086.00 ... 8138.00 8068.00 Y
222 y2603 20250729 7986.00 ... 8014.00 7958.00 Y
223 y2605 20250729 7750.00 ... 7784.00 7720.00 Y
224 y2607 20250729 7736.00 ... 7754.00 7700.00 Y
[225 rows x 12 columns]
2025-07-29 18:26:51,617 - future_1d - INFO - ak.get_dce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 IC2508 20250729 6258.800 ... 6298.000 6275.000 IC
1 IC2509 20250729 6211.000 ... 6241.600 6221.800 IC
2 IC2512 20250729 6081.400 ... 6101.200 6091.800 IC
3 IC2603 20250729 5960.000 ... 5973.800 5971.000 IC
4 IF2508 20250729 4123.000 ... 4145.400 4129.200 IF
5 IF2509 20250729 4112.000 ... 4134.600 4119.000 IF
6 IF2512 20250729 4086.000 ... 4102.000 4089.000 IF
7 IF2603 20250729 4045.000 ... 4069.000 4053.000 IF
8 IH2508 20250729 2800.000 ... 2812.400 2803.400 IH
9 IH2509 20250729 2801.000 ... 2812.200 2803.200 IH
10 IH2512 20250729 2803.200 ... 2813.800 2805.200 IH
11 IH2603 20250729 2803.200 ... 2814.200 2807.000 IH
12 IM2508 20250729 6668.400 ... 6705.400 6675.200 IM
13 IM2509 20250729 6583.000 ... 6633.000 6605.000 IM
14 IM2512 20250729 6412.200 ... 6443.200 6420.600 IM
15 IM2603 20250729 6244.600 ... 6277.000 6253.800 IM
16 T2509 20250729 108.320 ... 108.140 108.400 T
17 T2512 20250729 108.315 ... 108.120 108.395 T
18 T2603 20250729 108.385 ... 108.100 108.375 T
19 TF2509 20250729 105.670 ... 105.550 105.720 TF
20 TF2512 20250729 105.745 ... 105.610 105.775 TF
21 TF2603 20250729 105.810 ... 105.660 105.835 TF
22 TL2509 20250729 118.660 ... 117.890 118.800 TL
23 TL2512 20250729 118.300 ... 117.550 118.490 TL
24 TL2603 20250729 118.150 ... 117.320 118.280 TL
25 TS2509 20250729 102.362 ... 102.302 102.364 TS
26 TS2512 20250729 102.424 ... 102.372 102.438 TS
27 TS2603 20250729 102.500 ... 102.454 102.522 TS
[28 rows x 12 columns]
2025-07-29 18:26:51,925 - future_1d - INFO - ak.get_cffex_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 SC2508 20250729 541.4 ... 540.2 532.6 SC
1 SC2509 20250729 510.3 ... 514.7 505.5 SC
2 SC2510 20250729 504.5 ... 507.8 500.1 SC
3 SC2511 20250729 500.2 ... 503.8 495.6 SC
4 SC2512 20250729 496 ... 500.5 492.9 SC
5 SC2601 20250729 494.8 ... 497.5 489.6 SC
6 SC2602 20250729 490 ... 495.1 487.7 SC
7 SC2603 20250729 487.9 ... 492.1 486.9 SC
8 SC2604 20250729 486.4 ... 490.9 483.6 SC
9 SC2605 20250729 488 ... 487.9 486.3 SC
10 SC2606 20250729 484.6 ... 488.5 482.3 SC
11 SC2607 20250729 480 ... 482.7 478.5 SC
12 SC2609 20250729 ... 483.2 474.9 SC
13 SC2612 20250729 479 ... 478.7 472.6 SC
14 SC2703 20250729 ... 473 473 SC
15 SC2706 20250729 474.6 ... 474.6 469.4 SC
16 SC2709 20250729 ... 470.9 467.5 SC
17 SC2712 20250729 474.9 ... 474.9 468.4 SC
18 SC2803 20250729 ... 466.3 466.3 SC
19 SC2806 20250729 468.2 ... 467.7 463.5 SC
21 LU2508 20250729 3498 ... 3498 3455 LU
22 LU2509 20250729 3571 ... 3615 3547 LU
23 LU2510 20250729 3570 ... 3620 3548 LU
24 LU2511 20250729 3555 ... 3608 3528 LU
25 LU2512 20250729 3533 ... 3574 3511 LU
26 LU2601 20250729 3505 ... 3546 3498 LU
27 LU2602 20250729 3526 ... 3530 3472 LU
28 LU2603 20250729 3487 ... 3512 3468 LU
29 LU2604 20250729 3485 ... 3507 3461 LU
30 LU2605 20250729 3484 ... 3504 3452 LU
31 LU2606 20250729 3465 ... 3492 3457 LU
32 LU2607 20250729 3465 ... 3483 3453 LU
34 NR2508 20250729 12740 ... 12605 12990 NR
35 NR2509 20250729 12810 ... 12665 12985 NR
36 NR2510 20250729 12800 ... 12665 12955 NR
37 NR2511 20250729 12800 ... 12665 12930 NR
38 NR2512 20250729 12845 ... 12665 13005 NR
39 NR2601 20250729 12865 ... 12750 13010 NR
40 NR2602 20250729 12840 ... 12840 13210 NR
41 NR2603 20250729 12645 ... 12665 13065 NR
42 NR2604 20250729 12725 ... 12760 13145 NR
43 NR2605 20250729 12925 ... 12790 12995 NR
44 NR2606 20250729 ... 13050 13140 NR
45 NR2607 20250729 ... 13020 13140 NR
47 BC2508 20250729 70290 ... 70050 70080 BC
48 BC2509 20250729 70250 ... 70130 70160 BC
49 BC2510 20250729 70400 ... 70180 70240 BC
50 BC2511 20250729 ... 69850 69850 BC
51 BC2512 20250729 70540 ... 70400 70620 BC
52 BC2601 20250729 ... 70020 70020 BC
53 BC2602 20250729 ... 70000 70000 BC
54 BC2603 20250729 ... 70000 70000 BC
55 BC2604 20250729 ... 70000 70000 BC
56 BC2605 20250729 ... 70000 70000 BC
57 BC2606 20250729 ... 69340 69340 BC
58 BC2607 20250729 ... 68670 68670 BC
60 EC2508 20250729 1858 ... 2105.6 2188.7 EC
61 EC2510 20250729 1486 ... 1475.4 1486.3 EC
62 EC2512 20250729 1760 ... 1734.5 1722.3 EC
63 EC2602 20250729 1545 ... 1522.7 1528.7 EC
64 EC2604 20250729 1369.9 ... 1366.2 1363 EC
65 EC2606 20250729 1503.8 ... 1501.8 1490.7 EC
68 SC_TAS2509 20250729 ... SC_TAS
69 SC_TAS2510 20250729 ... SC_TAS
70 SC_TAS2511 20250729 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:51,985 - future_1d - INFO - ak.get_ine_daily('2025-07-29') done
2025-07-29 18:26:53,795 - future_1d - INFO - save future_daily 2025-07-29 completed