71 fb2602 20250905 1240.50 ... 1241.00 1248.50 FB
72 fb2603 20250905 1246.50 ... 1245.00 1247.50 FB
73 fb2604 20250905 0.00 ... 1259.00 1259.00 FB
74 fb2605 20250905 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250905 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250905 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250905 1214.00 ... 1244.00 1302.50 FB
78 i2509 20250905 844.00 ... 834.00 822.00 I
79 i2510 20250905 810.00 ... 807.50 803.00 I
80 i2511 20250905 805.50 ... 802.50 798.50 I
81 i2512 20250905 800.00 ... 796.50 792.50 I
82 i2601 20250905 789.00 ... 787.00 783.50 I
83 i2602 20250905 785.00 ... 781.00 779.00 I
84 i2603 20250905 780.00 ... 776.00 772.50 I
85 i2604 20250905 775.50 ... 771.00 768.00 I
86 i2605 20250905 766.00 ... 763.00 761.00 I
87 i2606 20250905 761.00 ... 757.50 755.50 I
88 i2607 20250905 756.50 ... 753.00 750.50 I
89 i2608 20250905 751.50 ... 749.00 747.00 I
90 j2509 20250905 1460.00 ... 1512.50 1449.50 J
91 j2510 20250905 1487.50 ... 1517.50 1485.00 J
92 j2511 20250905 1517.50 ... 1548.00 1517.00 J
93 j2512 20250905 1555.50 ... 1579.00 1547.50 J
94 j2601 20250905 1580.00 ... 1616.50 1572.50 J
95 j2602 20250905 1645.50 ... 1649.00 1596.50 J
96 j2603 20250905 1622.50 ... 1673.00 1612.50 J
97 j2604 20250905 1742.00 ... 1741.50 1647.50 J
98 j2605 20250905 1684.50 ... 1720.00 1668.50 J
99 j2606 20250905 0.00 ... 1719.00 1716.50 J
100 j2607 20250905 1775.00 ... 1738.50 1694.00 J
101 j2608 20250905 0.00 ... 1710.50 1691.50 J
102 jd2509 20250905 2920.00 ... 2920.00 2944.00 JD
103 jd2510 20250905 3020.00 ... 2993.00 3016.00 JD
104 jd2511 20250905 3076.00 ... 3028.00 3075.00 JD
105 jd2512 20250905 3229.00 ... 3197.00 3235.00 JD
106 jd2601 20250905 3396.00 ... 3375.00 3412.00 JD
107 jd2602 20250905 3135.00 ... 3121.00 3143.00 JD
108 jd2603 20250905 3145.00 ... 3129.00 3144.00 JD
109 jd2604 20250905 3323.00 ... 3313.00 3331.00 JD
110 jd2605 20250905 3450.00 ... 3444.00 3458.00 JD
111 jd2606 20250905 3260.00 ... 3272.00 3286.00 JD
112 jd2607 20250905 3495.00 ... 3493.00 3497.00 JD
113 jd2608 20250905 3905.00 ... 3899.00 3904.00 JD
114 jm2509 20250905 941.00 ... 956.50 935.00 JM
115 jm2510 20250905 930.00 ... 965.00 932.50 JM
116 jm2511 20250905 989.50 ... 1026.50 990.00 JM
117 jm2512 20250905 1045.00 ... 1088.00 1043.00 JM
118 jm2601 20250905 1095.00 ... 1127.50 1089.50 JM
119 jm2602 20250905 1114.00 ... 1156.50 1106.50 JM
120 jm2603 20250905 1126.00 ... 1170.50 1124.00 JM
121 jm2604 20250905 1136.50 ... 1186.50 1136.00 JM
122 jm2605 20250905 1152.00 ... 1197.50 1139.50 JM
123 jm2606 20250905 1172.50 ... 1206.00 1154.50 JM
124 jm2607 20250905 1175.00 ... 1214.00 1170.50 JM
125 jm2608 20250905 1191.50 ... 1231.00 1176.50 JM
126 l2509 20250905 7165.00 ... 7165.00 7161.00 L
127 l2510 20250905 7212.00 ... 7214.00 7211.00 L
128 l2511 20250905 7219.00 ... 7220.00 7219.00 L
129 l2512 20250905 7224.00 ... 7232.00 7227.00 L
130 l2601 20250905 7225.00 ... 7234.00 7224.00 L
131 l2602 20250905 7208.00 ... 7223.00 7215.00 L
132 l2603 20250905 7214.00 ... 7219.00 7212.00 L
133 l2604 20250905 7229.00 ... 7242.00 7237.00 L
134 l2605 20250905 7214.00 ... 7236.00 7218.00 L
135 l2606 20250905 7227.00 ... 7253.00 7227.00 L
136 l2607 20250905 7241.00 ... 7251.00 7250.00 L
137 l2608 20250905 7254.00 ... 7267.00 7255.00 L
138 lg2509 20250905 780.50 ... 779.50 775.50 LG
139 lg2511 20250905 796.00 ... 797.00 795.50 LG
140 lg2601 20250905 821.00 ... 817.00 815.50 LG
141 lg2603 20250905 825.00 ... 823.50 823.50 LG
142 lg2605 20250905 831.50 ... 829.50 828.50 LG
143 lg2607 20250905 833.00 ... 832.00 829.00 LG
144 lh2509 20250905 13175.00 ... 13165.00 13175.00 LH
145 lh2511 20250905 13365.00 ... 13300.00 13410.00 LH
146 lh2601 20250905 13755.00 ... 13720.00 13805.00 LH
147 lh2603 20250905 13035.00 ... 13010.00 13045.00 LH
148 lh2605 20250905 13555.00 ... 13515.00 13580.00 LH
149 lh2607 20250905 14200.00 ... 14135.00 14210.00 LH
150 m2509 20250905 3000.00 ... 3028.00 3004.00 M
151 m2511 20250905 3007.00 ... 3028.00 3032.00 M
152 m2512 20250905 3054.00 ... 3067.00 3075.00 M
153 m2601 20250905 3043.00 ... 3058.00 3063.00 M
154 m2603 20250905 2984.00 ... 2992.00 3002.00 M
155 m2605 20250905 2803.00 ... 2806.00 2817.00 M
156 m2607 20250905 2795.00 ... 2791.00 2803.00 M
157 m2608 20250905 2919.00 ... 2917.00 2929.00 M
158 p2509 20250905 9358.00 ... 9354.00 9352.00 P
159 p2510 20250905 9354.00 ... 9420.00 9358.00 P
160 p2511 20250905 9348.00 ... 9428.00 9340.00 P
161 p2512 20250905 9352.00 ... 9462.00 9354.00 P
162 p2601 20250905 9382.00 ... 9456.00 9376.00 P
163 p2602 20250905 9368.00 ... 9414.00 9354.00 P
164 p2603 20250905 9310.00 ... 9380.00 9298.00 P
165 p2604 20250905 9248.00 ... 9324.00 9224.00 P
166 p2605 20250905 9158.00 ... 9228.00 9156.00 P
167 p2606 20250905 9058.00 ... 9148.00 9066.00 P
168 p2607 20250905 8960.00 ... 9032.00 8968.00 P
169 p2608 20250905 8930.00 ... 8944.00 8930.00 P
170 pg2509 20250905 3759.00 ... 3759.00 3736.00 PG
171 pg2510 20250905 4361.00 ... 4381.00 4383.00 PG
172 pg2511 20250905 4303.00 ... 4311.00 4310.00 PG
173 pg2512 20250905 4240.00 ... 4248.00 4247.00 PG
174 pg2601 20250905 4174.00 ... 4188.00 4186.00 PG
175 pg2602 20250905 4107.00 ... 4126.00 4123.00 PG
176 pg2603 20250905 4022.00 ... 4036.00 4036.00 PG
177 pg2604 20250905 4364.00 ... 4369.00 4361.00 PG
178 pg2605 20250905 4282.00 ... 4283.00 4285.00 PG
179 pg2606 20250905 4227.00 ... 4227.00 4236.00 PG
180 pg2607 20250905 4179.00 ... 4167.00 4177.00 PG
181 pg2608 20250905 0.00 ... 4136.00 4136.00 PG
182 pp2509 20250905 6838.00 ... 6832.00 6838.00 PP
183 pp2510 20250905 6888.00 ... 6887.00 6876.00 PP
184 pp2511 20250905 6909.00 ... 6917.00 6904.00 PP
185 pp2512 20250905 6920.00 ... 6940.00 6922.00 PP
186 pp2601 20250905 6939.00 ... 6951.00 6930.00 PP
187 pp2602 20250905 6907.00 ... 6933.00 6910.00 PP
188 pp2603 20250905 6914.00 ... 6929.00 6926.00 PP
189 pp2604 20250905 6938.00 ... 6953.00 6937.00 PP
190 pp2605 20250905 6945.00 ... 6969.00 6943.00 PP
191 pp2606 20250905 6907.00 ... 6935.00 6904.00 PP
192 pp2607 20250905 6916.00 ... 6914.00 6897.00 PP
193 pp2608 20250905 6920.00 ... 6922.00 6904.00 PP
194 rr2509 20250905 0.00 ... 3585.00 3585.00 RR
195 rr2510 20250905 3610.00 ... 3612.00 3610.00 RR
196 rr2511 20250905 3611.00 ... 3613.00 3609.00 RR
197 rr2512 20250905 3602.00 ... 3605.00 3605.00 RR
198 rr2601 20250905 3619.00 ... 3620.00 3620.00 RR
199 rr2602 20250905 3603.00 ... 3605.00 3604.00 RR
200 rr2603 20250905 3612.00 ... 3612.00 3608.00 RR
201 rr2604 20250905 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250905 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250905 0.00 ... 3602.00 3601.00 RR
204 rr2607 20250905 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250905 0.00 ... 3625.00 3625.00 RR
206 v2509 20250905 4713.00 ... 4727.00 4713.00 V
207 v2510 20250905 4786.00 ... 4781.00 4761.00 V
208 v2511 20250905 4803.00 ... 4818.00 4793.00 V
209 v2512 20250905 4835.00 ... 4861.00 4827.00 V
210 v2601 20250905 4880.00 ... 4886.00 4870.00 V
211 v2602 20250905 4914.00 ... 4921.00 4903.00 V
212 v2603 20250905 4952.00 ... 4957.00 4939.00 V
213 v2604 20250905 5152.00 ... 5174.00 5132.00 V
214 v2605 20250905 5192.00 ... 5191.00 5172.00 V
215 v2606 20250905 5215.00 ... 5232.00 5200.00 V
216 v2607 20250905 5249.00 ... 5263.00 5232.00 V
217 v2608 20250905 5274.00 ... 5288.00 5261.00 V
218 y2509 20250905 8400.00 ... 8420.00 8410.00 Y
219 y2511 20250905 8366.00 ... 8424.00 8370.00 Y
220 y2512 20250905 8392.00 ... 8446.00 8398.00 Y
221 y2601 20250905 8340.00 ... 8400.00 8348.00 Y
222 y2603 20250905 8296.00 ... 8326.00 8298.00 Y
223 y2605 20250905 8052.00 ... 8092.00 8060.00 Y
224 y2607 20250905 8008.00 ... 8052.00 8022.00 Y
225 y2608 20250905 8038.00 ... 8056.00 8012.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:41,324 - future_1d - INFO - ak.get_dce_daily('2025-09-05') done
2025-09-09 18:26:43,092 - future_1d - INFO - save future_daily 2025-09-05 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250908 8346.0 8397.0 ... 261591.38 8359.0 8328.0 AP
1 AP511 20250908 8187.0 8276.0 ... 5220.23 8240.0 8179.0 AP
2 AP512 20250908 8236.0 8302.0 ... 1753.91 8273.0 8167.0 AP
3 AP601 20250908 8289.0 8392.0 ... 441751.89 8347.0 8249.0 AP
4 AP603 20250908 8166.0 8263.0 ... 230.76 8242.0 8145.0 AP
5 AP604 20250908 8224.0 8267.0 ... 164.72 8236.0 8187.0 AP
6 AP605 20250908 8218.0 8321.0 ... 2849.53 8284.0 8197.0 AP
7 CF509 20250908 13565.0 13565.0 ... 4505.79 13490.0 13565.0 CF
8 CF511 20250908 13900.0 13900.0 ... 272166.75 13770.0 13860.0 CF
9 CF601 20250908 14000.0 14025.0 ... 1760633.85 13930.0 13985.0 CF
10 CF603 20250908 13950.0 13975.0 ... 3486.06 13890.0 13945.0 CF
11 CF605 20250908 13940.0 13965.0 ... 128659.29 13875.0 13930.0 CF
12 CF607 20250908 13965.0 13965.0 ... 1013.79 13890.0 13940.0 CF
13 CJ509 20250908 10000.0 10080.0 ... 130.21 10015.0 9955.0 CJ
14 CJ512 20250908 10845.0 11120.0 ... 5527.24 10990.0 10925.0 CJ
15 CJ601 20250908 10960.0 11175.0 ... 721808.75 11065.0 10990.0 CJ
16 CJ603 20250908 10995.0 11215.0 ... 9255.13 11130.0 11045.0 CJ
17 CJ605 20250908 11090.0 11305.0 ... 104057.97 11200.0 11130.0 CJ
18 CJ607 20250908 11220.0 11430.0 ... 4921.45 11325.0 11290.0 CJ
19 CY509 20250908 20200.0 20200.0 ... 181.80 20200.0 20200.0 CY
20 CY510 20250908 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250908 19975.0 19990.0 ... 111924.17 19955.0 19975.0 CY
22 CY512 20250908 0.0 0.0 ... 0.00 19635.0 19635.0 CY
23 CY601 20250908 19945.0 19995.0 ... 2094.25 19945.0 19975.0 CY
24 CY602 20250908 0.0 0.0 ... 0.00 20015.0 20015.0 CY
25 CY603 20250908 0.0 0.0 ... 0.00 20340.0 20340.0 CY
26 CY604 20250908 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250908 0.0 0.0 ... 0.00 20205.0 20230.0 CY
28 CY606 20250908 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250908 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250908 0.0 0.0 ... 0.00 20220.0 20245.0 CY
31 FG509 20250908 986.0 1024.0 ... 339.98 994.0 969.0 FG
32 FG510 20250908 1100.0 1127.0 ... 83810.71 1103.0 1080.0 FG
33 FG511 20250908 1093.0 1117.0 ... 248167.13 1092.0 1070.0 FG
34 FG512 20250908 1192.0 1221.0 ... 99499.69 1195.0 1170.0 FG
35 FG601 20250908 1192.0 1218.0 ... 6684565.08 1188.0 1166.0 FG
36 FG602 20250908 1236.0 1267.0 ... 29027.80 1237.0 1216.0 FG
37 FG603 20250908 1245.0 1267.0 ... 3047.21 1240.0 1221.0 FG
38 FG604 20250908 1293.0 1314.0 ... 1104.86 1291.0 1274.0 FG
39 FG605 20250908 1295.0 1310.0 ... 165961.95 1287.0 1267.0 FG
40 FG606 20250908 1330.0 1334.0 ... 1364.16 1317.0 1302.0 FG
41 FG607 20250908 1320.0 1326.0 ... 2892.12 1315.0 1302.0 FG
42 FG608 20250908 1327.0 1349.0 ... 2365.91 1337.0 1323.0 FG
43 JR509 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250908 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250908 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250908 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250908 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250908 2245.0 2254.0 ... 655.56 2245.0 2243.0 MA
53 MA510 20250908 2315.0 2319.0 ... 17072.14 2309.0 2308.0 MA
54 MA511 20250908 2344.0 2351.0 ... 100941.91 2335.0 2332.0 MA
55 MA512 20250908 2388.0 2390.0 ... 57024.48 2377.0 2374.0 MA
56 MA601 20250908 2410.0 2416.0 ... 1042405.54 2403.0 2403.0 MA
57 MA602 20250908 2421.0 2425.0 ... 22966.54 2414.0 2412.0 MA
58 MA603 20250908 2427.0 2427.0 ... 161.96 2417.0 2418.0 MA
59 MA604 20250908 2403.0 2411.0 ... 9.63 2407.0 2411.0 MA
60 MA605 20250908 2405.0 2410.0 ... 84519.14 2397.0 2398.0 MA
61 MA606 20250908 2413.0 2413.0 ... 9.61 2403.0 2411.0 MA
62 MA607 20250908 2394.0 2398.0 ... 40.66 2392.0 2395.0 MA
63 MA608 20250908 2409.0 2410.0 ... 24.03 2403.0 2399.0 MA
64 OI509 20250908 9900.0 9930.0 ... 1983.00 9915.0 9950.0 OI
65 OI511 20250908 9949.0 10005.0 ... 633242.63 9921.0 9887.0 OI
66 OI601 20250908 9824.0 9845.0 ... 3091517.46 9782.0 9763.0 OI
67 OI603 20250908 9686.0 9700.0 ... 3717.77 9632.0 9637.0 OI
68 OI605 20250908 9578.0 9578.0 ... 176525.01 9505.0 9527.0 OI
69 OI607 20250908 9486.0 9513.0 ... 443.66 9440.0 9470.0 OI
70 PF509 20250908 0.0 0.0 ... 0.00 6264.0 6256.0 PF
71 PF510 20250908 6334.0 6378.0 ... 82766.84 6336.0 6332.0 PF
72 PF511 20250908 6312.0 6364.0 ... 502118.06 6324.0 6322.0 PF
73 PF512 20250908 6312.0 6352.0 ... 158771.88 6310.0 6314.0 PF
74 PF601 20250908 6350.0 6392.0 ... 27902.70 6366.0 6366.0 PF
75 PF602 20250908 6368.0 6404.0 ... 36920.05 6376.0 6372.0 PF
76 PF603 20250908 6364.0 6416.0 ... 19.16 6386.0 6384.0 PF
77 PF604 20250908 6426.0 6456.0 ... 16.11 6442.0 6446.0 PF
78 PF605 20250908 6444.0 6472.0 ... 93.58 6454.0 6440.0 PF
79 PF606 20250908 6454.0 6488.0 ... 22.64 6470.0 6474.0 PF
80 PF607 20250908 6472.0 6502.0 ... 29.16 6480.0 6460.0 PF
81 PF608 20250908 6482.0 6502.0 ... 12.98 6490.0 6470.0 PF
82 PK510 20250908 7964.0 8018.0 ... 35211.79 7986.0 7970.0 PK
83 PK511 20250908 7826.0 7880.0 ... 395517.10 7856.0 7818.0 PK
84 PK512 20250908 7818.0 7886.0 ... 133295.57 7864.0 7812.0 PK
85 PK601 20250908 7844.0 7890.0 ... 47533.97 7874.0 7844.0 PK
86 PK603 20250908 7860.0 7896.0 ... 193.15 7884.0 7854.0 PK
87 PK604 20250908 7874.0 7908.0 ... 150.00 7894.0 7866.0 PK
88 PK605 20250908 7886.0 7912.0 ... 6200.98 7900.0 7880.0 PK
89 PL601 20250908 6381.0 6413.0 ... 27674.71 6388.0 6398.0 PL
90 PL602 20250908 6428.0 6492.0 ... 3106.98 6446.0 6436.0 PL
91 PL603 20250908 6435.0 6479.0 ... 64.51 6451.0 6458.0 PL
92 PL604 20250908 0.0 0.0 ... 0.00 6475.0 6475.0 PL
93 PL605 20250908 6375.0 6400.0 ... 51.13 6391.0 6389.0 PL
94 PL606 20250908 0.0 0.0 ... 0.00 6424.0 6424.0 PL
95 PL607 20250908 0.0 0.0 ... 0.00 6464.0 6464.0 PL
96 PL608 20250908 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250908 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250908 5808.0 5808.0 ... 199.90 5794.0 5620.0 PR
104 PR510 20250908 5822.0 5868.0 ... 15244.70 5834.0 5822.0 PR
105 PR511 20250908 5832.0 5870.0 ... 747199.90 5844.0 5822.0 PR
106 PR512 20250908 5840.0 5878.0 ... 554784.85 5854.0 5830.0 PR
107 PR601 20250908 5844.0 5882.0 ... 46475.49 5854.0 5836.0 PR
108 PR602 20250908 5878.0 5878.0 ... 17.63 5876.0 5862.0 PR
109 PR603 20250908 5884.0 5898.0 ... 61.83 5890.0 5894.0 PR
110 PR604 20250908 5866.0 5898.0 ... 17.65 5882.0 5896.0 PR
111 PR605 20250908 5870.0 5924.0 ... 79.73 5906.0 5910.0 PR
112 PR606 20250908 0.0 0.0 ... 0.00 5946.0 5928.0 PR
113 PR607 20250908 5970.0 5970.0 ... 8.96 5970.0 5926.0 PR
114 PR608 20250908 0.0 0.0 ... 0.00 5960.0 5924.0 PR
115 PX509 20250908 0.0 0.0 ... 0.00 6730.0 6704.0 PX
116 PX510 20250908 6730.0 6774.0 ... 10523.09 6706.0 6704.0 PX
117 PX511 20250908 6692.0 6770.0 ... 546515.94 6714.0 6688.0 PX
118 PX512 20250908 6678.0 6748.0 ... 137860.37 6696.0 6670.0 PX
119 PX601 20250908 6658.0 6720.0 ... 105635.75 6668.0 6654.0 PX
120 PX602 20250908 6646.0 6708.0 ... 8025.67 6658.0 6646.0 PX
121 PX603 20250908 6634.0 6634.0 ... 82.93 6634.0 6636.0 PX
122 PX604 20250908 0.0 0.0 ... 0.00 6696.0 6650.0 PX
123 PX605 20250908 6662.0 6708.0 ... 503.09 6664.0 6662.0 PX
124 PX606 20250908 0.0 0.0 ... 0.00 6706.0 6668.0 PX
125 PX607 20250908 0.0 0.0 ... 0.00 6722.0 6670.0 PX
126 PX608 20250908 0.0 0.0 ... 0.00 6706.0 6670.0 PX
127 RI509 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250908 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250908 2560.0 2592.0 ... 592.84 2575.0 2582.0 RM
134 RM511 20250908 2556.0 2570.0 ... 34528.11 2556.0 2546.0 RM
135 RM601 20250908 2545.0 2564.0 ... 944587.35 2543.0 2536.0 RM
136 RM603 20250908 2425.0 2442.0 ... 17890.86 2426.0 2424.0 RM
137 RM605 20250908 2392.0 2407.0 ... 207219.00 2395.0 2396.0 RM
138 RM607 20250908 2382.0 2391.0 ... 29384.57 2383.0 2385.0 RM
139 RM608 20250908 2472.0 2482.0 ... 150.92 2474.0 2480.0 RM
140 RS509 20250908 0.0 0.0 ... 0.00 4838.0 4824.0 RS
141 RS511 20250908 5120.0 5228.0 ... 72.58 5184.0 5216.0 RS
142 RS607 20250908 5501.0 5571.0 ... 83.15 5543.0 5527.0 RS
143 RS608 20250908 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250908 1166.0 1171.0 ... 1362.97 1165.0 1159.0 SA
145 SA510 20250908 1219.0 1224.0 ... 51908.13 1212.0 1214.0 SA
146 SA511 20250908 1229.0 1234.0 ... 343173.45 1220.0 1222.0 SA
147 SA512 20250908 1293.0 1294.0 ... 180400.99 1276.0 1280.0 SA
148 SA601 20250908 1300.0 1303.0 ... 3992582.06 1286.0 1288.0 SA
149 SA602 20250908 1330.0 1333.0 ... 63958.06 1318.0 1312.0 SA
150 SA603 20250908 1337.0 1340.0 ... 5580.78 1325.0 1328.0 SA
151 SA604 20250908 1380.0 1380.0 ... 993.08 1368.0 1372.0 SA
152 SA605 20250908 1381.0 1386.0 ... 168371.10 1372.0 1370.0 SA
153 SA606 20250908 1388.0 1391.0 ... 1253.52 1381.0 1385.0 SA
154 SA607 20250908 1393.0 1394.0 ... 2063.89 1380.0 1390.0 SA
155 SA608 20250908 1410.0 1410.0 ... 892.32 1399.0 1406.0 SA
156 SF509 20250908 5380.0 5440.0 ... 462.77 5414.0 5424.0 SF
157 SF510 20250908 5398.0 5462.0 ... 22498.91 5414.0 5414.0 SF
158 SF511 20250908 5570.0 5628.0 ... 369612.24 5578.0 5584.0 SF
159 SF512 20250908 5526.0 5582.0 ... 90614.61 5534.0 5534.0 SF
160 SF601 20250908 5524.0 5588.0 ... 99760.29 5542.0 5550.0 SF
161 SF602 20250908 5506.0 5550.0 ... 28242.30 5508.0 5512.0 SF
162 SF603 20250908 5660.0 5720.0 ... 71.13 5690.0 5688.0 SF
163 SF604 20250908 5658.0 5658.0 ... 2.83 5658.0 5684.0 SF
164 SF605 20250908 5636.0 5698.0 ... 1626.54 5658.0 5654.0 SF
165 SF606 20250908 5606.0 5652.0 ... 50.56 5618.0 5644.0 SF
166 SF607 20250908 5760.0 5760.0 ... 14.40 5758.0 5788.0 SF
167 SF608 20250908 5728.0 5732.0 ... 14.31 5726.0 5728.0 SF
168 SH509 20250908 2660.0 2670.0 ... 55.89 2661.0 2495.0 SH
169 SH510 20250908 2598.0 2598.0 ... 112700.15 2570.0 2595.0 SH
170 SH511 20250908 2615.0 2620.0 ... 621157.93 2585.0 2623.0 SH
171 SH512 20250908 2637.0 2637.0 ... 216682.61 2604.0 2633.0 SH
172 SH601 20250908 2606.0 2607.0 ... 3014036.03 2583.0 2606.0 SH
173 SH602 20250908 2621.0 2622.0 ... 32488.05 2600.0 2616.0 SH
174 SH603 20250908 2631.0 2631.0 ... 4323.42 2616.0 2633.0 SH
175 SH604 20250908 2661.0 2675.0 ... 997.00 2659.0 2680.0 SH
176 SH605 20250908 2702.0 2702.0 ... 25252.53 2673.0 2692.0 SH
177 SH606 20250908 2685.0 2693.0 ... 249.21 2680.0 2697.0 SH
178 SH607 20250908 2674.0 2680.0 ... 120.29 2673.0 2685.0 SH
179 SH608 20250908 2680.0 2691.0 ... 128.79 2683.0 2695.0 SH
180 SM509 20250908 5684.0 5740.0 ... 393.75 5708.0 5670.0 SM
181 SM510 20250908 5718.0 5776.0 ... 17432.86 5726.0 5736.0 SM
182 SM511 20250908 5772.0 5848.0 ... 173133.11 5798.0 5800.0 SM
183 SM512 20250908 5794.0 5854.0 ... 100070.45 5808.0 5816.0 SM
184 SM601 20250908 5806.0 5860.0 ... 402232.21 5806.0 5816.0 SM
185 SM602 20250908 5800.0 5866.0 ... 48173.15 5806.0 5808.0 SM
186 SM603 20250908 5800.0 5874.0 ... 75.80 5832.0 5886.0 SM
187 SM604 20250908 5816.0 5816.0 ... 2.91 5816.0 5856.0 SM
188 SM605 20250908 5856.0 5898.0 ... 6515.39 5854.0 5842.0 SM
189 SM606 20250908 5818.0 5898.0 ... 90.78 5858.0 5828.0 SM
190 SM607 20250908 5840.0 5914.0 ... 56.06 5902.0 5866.0 SM
191 SM608 20250908 5852.0 5868.0 ... 5.86 5860.0 5914.0 SM
192 SR509 20250908 5533.0 5546.0 ... 631.56 5540.0 5544.0 SR
193 SR511 20250908 5506.0 5535.0 ... 201186.44 5516.0 5532.0 SR
194 SR601 20250908 5518.0 5539.0 ... 1111355.41 5522.0 5522.0 SR
195 SR603 20250908 5508.0 5526.0 ... 2750.08 5511.0 5509.0 SR
196 SR605 20250908 5507.0 5519.0 ... 44997.83 5506.0 5506.0 SR
197 SR607 20250908 5508.0 5515.0 ... 3936.68 5506.0 5505.0 SR
198 TA509 20250908 4524.0 4578.0 ... 3476.01 4544.0 4528.0 TA
199 TA510 20250908 4612.0 4662.0 ... 66431.23 4624.0 4620.0 TA
200 TA511 20250908 4630.0 4676.0 ... 415493.13 4640.0 4632.0 TA
201 TA512 20250908 4644.0 4688.0 ... 236425.62 4656.0 4644.0 TA
202 TA601 20250908 4654.0 4696.0 ... 1712782.54 4662.0 4656.0 TA
203 TA602 20250908 4660.0 4704.0 ... 19136.23 4674.0 4666.0 TA
204 TA603 20250908 4650.0 4716.0 ... 72.86 4700.0 4680.0 TA
205 TA604 20250908 4692.0 4710.0 ... 9.40 4702.0 4700.0 TA
206 TA605 20250908 4690.0 4728.0 ... 46249.44 4700.0 4692.0 TA
207 TA606 20250908 4672.0 4718.0 ... 18.73 4684.0 4700.0 TA
208 TA607 20250908 4686.0 4750.0 ... 16.48 4708.0 4704.0 TA
209 TA608 20250908 4698.0 4758.0 ... 21.24 4722.0 4716.0 TA
210 UR509 20250908 1655.0 1656.0 ... 347.16 1653.0 1673.0 UR
211 UR510 20250908 1667.0 1674.0 ... 6373.64 1669.0 1681.0 UR
212 UR511 20250908 1704.0 1708.0 ... 41923.33 1702.0 1714.0 UR
213 UR512 20250908 1703.0 1710.0 ... 15609.47 1705.0 1717.0 UR
214 UR601 20250908 1705.0 1710.0 ... 502369.61 1703.0 1718.0 UR
215 UR602 20250908 1698.0 1707.0 ... 313.11 1702.0 1716.0 UR
216 UR603 20250908 1742.0 1752.0 ... 62.89 1747.0 1759.0 UR
217 UR604 20250908 1752.0 1752.0 ... 13.99 1749.0 1763.0 UR
218 UR605 20250908 1745.0 1751.0 ... 20424.22 1745.0 1757.0 UR
219 UR606 20250908 1745.0 1747.0 ... 160.08 1740.0 1755.0 UR
220 UR607 20250908 1768.0 1771.0 ... 24.77 1769.0 1776.0 UR
221 UR608 20250908 1765.0 1769.0 ... 24.71 1765.0 1775.0 UR
222 WH509 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250908 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC510 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC609 20250908 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:26:52,803 - future_1d - INFO - ak.get_czce_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 SC2510 20250908 475.6 ... 476.2 482.3 SC
1 SC2511 20250908 476 ... 477.2 481.9 SC
2 SC2512 20250908 474.8 ... 476.7 481.1 SC
3 SC2601 20250908 473.7 ... 474.2 479.5 SC
4 SC2602 20250908 474 ... 472.6 477.5 SC
5 SC2603 20250908 472 ... 472.2 475.2 SC
6 SC2604 20250908 467.5 ... 470 473.7 SC
7 SC2605 20250908 468.9 ... 469.8 472.5 SC
8 SC2606 20250908 468 ... 469.2 471.5 SC
9 SC2607 20250908 462.6 ... 466.6 470.4 SC
10 SC2608 20250908 466.6 ... 463.1 469 SC
11 SC2609 20250908 463.8 ... 463.7 467.9 SC
12 SC2612 20250908 459.9 ... 459.9 467.1 SC
13 SC2703 20250908 ... 466.8 466.8 SC
14 SC2706 20250908 456.9 ... 457.5 465 SC
15 SC2709 20250908 461.1 ... 461.1 464.6 SC
16 SC2712 20250908 ... 464.6 464.6 SC
17 SC2803 20250908 459.2 ... 459.2 462.6 SC
18 SC2806 20250908 454.9 ... 457.3 460.6 SC
19 SC2809 20250908 457.5 ... 459 458 SC
21 LU2510 20250908 3345 ... 3339 3366 LU
22 LU2511 20250908 3352 ... 3362 3389 LU
23 LU2512 20250908 3349 ... 3355 3386 LU
24 LU2601 20250908 3356 ... 3345 3375 LU
25 LU2602 20250908 3330 ... 3345 3358 LU
26 LU2603 20250908 3323 ... 3325 3351 LU
27 LU2604 20250908 3316 ... 3308 3350 LU
28 LU2605 20250908 3310 ... 3328 3345 LU
29 LU2606 20250908 3308 ... 3309 3337 LU
30 LU2607 20250908 3326 ... 3308 3334 LU
31 LU2608 20250908 3325 ... 3319 3337 LU
32 LU2609 20250908 3302 ... 3317 3318 LU
34 NR2509 20250908 12890 ... 12890 12790 NR
35 NR2510 20250908 13075 ... 12975 12890 NR
36 NR2511 20250908 13100 ... 13030 12955 NR
37 NR2512 20250908 13120 ... 13065 12990 NR
38 NR2601 20250908 13190 ... 13090 13025 NR
39 NR2602 20250908 13195 ... 13100 13050 NR
40 NR2603 20250908 13120 ... 13055 13010 NR
41 NR2604 20250908 13100 ... 13045 13010 NR
42 NR2605 20250908 13095 ... 13050 12990 NR
43 NR2606 20250908 13080 ... 13085 13000 NR
44 NR2607 20250908 13125 ... 13095 12880 NR
45 NR2608 20250908 13110 ... 13100 12915 NR
47 BC2509 20250908 ... 70330 70330 BC
48 BC2510 20250908 71190 ... 70780 70890 BC
49 BC2511 20250908 71240 ... 70810 70950 BC
50 BC2512 20250908 ... 70790 70790 BC
51 BC2601 20250908 71000 ... 70810 71280 BC
52 BC2602 20250908 ... 70900 70900 BC
53 BC2603 20250908 70820 ... 70820 71360 BC
54 BC2604 20250908 ... 71200 71200 BC
55 BC2605 20250908 ... 71170 71170 BC
56 BC2606 20250908 ... 70700 70700 BC
57 BC2607 20250908 ... 70900 70900 BC
58 BC2608 20250908 ... 70800 70800 BC
60 EC2510 20250908 1305 ... 1281.1 1318.7 EC
61 EC2512 20250908 1690 ... 1666.1 1696 EC
62 EC2602 20250908 1529.8 ... 1512.9 1531.5 EC
63 EC2604 20250908 1252.5 ... 1246 1253 EC
64 EC2606 20250908 1434.3 ... 1433.1 1445.6 EC
65 EC2608 20250908 1604.4 ... 1603.9 1607 EC
69 SC_TAS2510 20250908 ... SC_TAS
70 SC_TAS2511 20250908 ... SC_TAS
71 SC_TAS2512 20250908 ... SC_TAS
72 SC_TAS2601 20250908 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:26:52,903 - future_1d - INFO - ak.get_ine_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 PS2509 20250908 55930.0 ... 55960.0 55930.0 PS
1 PS2510 20250908 56000.0 ... 55690.0 55640.0 PS
2 PS2511 20250908 56080.0 ... 55595.0 54875.0 PS
3 PS2512 20250908 58220.0 ... 57845.0 57355.0 PS
4 PS2601 20250908 58400.0 ... 57690.0 57150.0 PS
5 PS2602 20250908 58230.0 ... 57830.0 56965.0 PS
6 PS2603 20250908 58500.0 ... 57970.0 57685.0 PS
7 PS2604 20250908 58255.0 ... 57845.0 58010.0 PS
8 PS2605 20250908 58805.0 ... 57825.0 57385.0 PS
9 PS2606 20250908 61050.0 ... 59920.0 59380.0 PS
10 PS2607 20250908 60010.0 ... 60045.0 59285.0 PS
11 PS2608 20250908 60000.0 ... 59980.0 59595.0 PS
13 SI2509 20250908 0.0 ... 8690.0 8690.0 SI
14 SI2510 20250908 8790.0 ... 8560.0 8710.0 SI
15 SI2511 20250908 8740.0 ... 8545.0 8715.0 SI
16 SI2512 20250908 9095.0 ... 8915.0 9075.0 SI
17 SI2601 20250908 9050.0 ... 8900.0 9065.0 SI
18 SI2602 20250908 9015.0 ... 8900.0 8995.0 SI
19 SI2603 20250908 9000.0 ... 8930.0 9115.0 SI
20 SI2604 20250908 9025.0 ... 8930.0 9140.0 SI
21 SI2605 20250908 9130.0 ... 8950.0 9110.0 SI
22 SI2606 20250908 9025.0 ... 8940.0 9180.0 SI
23 SI2607 20250908 9010.0 ... 8965.0 9165.0 SI
24 SI2608 20250908 9000.0 ... 8930.0 9170.0 SI
27 LC2509 20250908 73880.0 ... 74200.0 74640.0 LC
28 LC2510 20250908 74100.0 ... 74460.0 74160.0 LC
29 LC2511 20250908 73840.0 ... 74860.0 74140.0 LC
30 LC2512 20250908 74580.0 ... 74840.0 74240.0 LC
31 LC2601 20250908 74000.0 ... 74860.0 74160.0 LC
32 LC2602 20250908 74480.0 ... 74560.0 74000.0 LC
33 LC2603 20250908 74080.0 ... 74480.0 73740.0 LC
34 LC2604 20250908 74480.0 ... 74600.0 73860.0 LC
35 LC2605 20250908 74260.0 ... 74820.0 73880.0 LC
36 LC2606 20250908 74200.0 ... 74760.0 73780.0 LC
37 LC2607 20250908 74700.0 ... 74640.0 73660.0 LC
38 LC2608 20250908 74200.0 ... 74960.0 74220.0 LC
[36 rows x 12 columns]
2025-09-09 18:26:53,198 - future_1d - INFO - ak.get_gfex_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 IC2509 20250908 6906.200 ... 6925.600 6876.800 IC
1 IC2510 20250908 6866.400 ... 6870.600 6831.200 IC
2 IC2512 20250908 6750.000 ... 6761.600 6719.600 IC
3 IC2603 20250908 6591.000 ... 6615.600 6576.200 IC
4 IF2509 20250908 4464.000 ... 4457.000 4450.600 IF
5 IF2510 20250908 4449.600 ... 4449.400 4446.200 IF
6 IF2512 20250908 4438.000 ... 4429.600 4427.200 IF
7 IF2603 20250908 4426.000 ... 4411.000 4410.200 IF
8 IH2509 20250908 2941.000 ... 2938.600 2939.200 IH
9 IH2510 20250908 2939.800 ... 2938.400 2938.800 IH
10 IH2512 20250908 2938.200 ... 2938.800 2938.400 IH
11 IH2603 20250908 2944.400 ... 2941.800 2942.400 IH
12 IM2509 20250908 7221.000 ... 7248.000 7206.200 IM
13 IM2510 20250908 7171.200 ... 7189.200 7151.600 IM
14 IM2512 20250908 7049.000 ... 7053.200 7015.400 IM
15 IM2603 20250908 6865.000 ... 6873.200 6843.000 IM
16 T2509 20250908 NaN ... 107.980 108.055 T
17 T2512 20250908 107.860 ... 107.845 107.920 T
18 T2603 20250908 107.600 ... 107.570 107.670 T
19 TF2509 20250908 105.670 ... 105.670 105.690 TF
20 TF2512 20250908 105.510 ... 105.580 105.580 TF
21 TF2603 20250908 105.500 ... 105.495 105.505 TF
22 TL2509 20250908 116.440 ... 116.400 116.740 TL
23 TL2512 20250908 116.060 ... 115.980 116.300 TL
24 TL2603 20250908 115.800 ... 115.640 115.950 TL
25 TS2509 20250908 NaN ... 102.356 102.344 TS
26 TS2512 20250908 102.390 ... 102.400 102.388 TS
27 TS2603 20250908 102.322 ... 102.350 102.356 TS
[28 rows x 12 columns]
2025-09-09 18:26:53,387 - future_1d - INFO - ak.get_cffex_daily('2025-09-08') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250908 ... 79710 79980 CU
1 1 CU2510 20250908 ... 79730 79940 CU
2 2 CU2511 20250908 ... 79690 79930 CU
3 3 CU2512 20250908 ... 79660 79880 CU
4 4 CU2601 20250908 ... 79620 79900 CU
5 5 CU2602 20250908 ... 79620 79890 CU
6 6 CU2603 20250908 ... 79620 79850 CU
7 7 CU2604 20250908 ... 79640 79890 CU
8 8 CU2605 20250908 ... 79680 80000 CU
9 9 CU2606 20250908 ... 79640 79900 CU
10 10 CU2607 20250908 ... 79680 79880 CU
11 11 CU2608 20250908 ... 79710 79920 CU
12 12 BC2509 20250908 ... 70330 70330 BC
13 13 BC2510 20250908 ... 70780 70890 BC
14 14 BC2511 20250908 ... 70810 70950 BC
15 15 BC2512 20250908 ... 70790 70790 BC
16 16 BC2601 20250908 ... 70810 71280 BC
17 17 BC2602 20250908 ... 70900 70900 BC
18 18 BC2603 20250908 ... 70820 71360 BC
19 19 BC2604 20250908 ... 71200 71200 BC
20 20 BC2605 20250908 ... 71170 71170 BC
21 21 BC2606 20250908 ... 70700 70700 BC
22 22 BC2607 20250908 ... 70900 70900 BC
23 23 BC2608 20250908 ... 70800 70800 BC
24 24 AL2509 20250908 ... 20690 20675 AL
25 25 AL2510 20250908 ... 20710 20670 AL
26 26 AL2511 20250908 ... 20695 20655 AL
27 27 AL2512 20250908 ... 20670 20640 AL
28 28 AL2601 20250908 ... 20655 20625 AL
29 29 AL2602 20250908 ... 20650 20625 AL
30 30 AL2603 20250908 ... 20685 20665 AL
31 31 AL2604 20250908 ... 20700 20700 AL
32 32 AL2605 20250908 ... 20750 20725 AL
33 33 AL2606 20250908 ... 20735 20740 AL
34 34 AL2607 20250908 ... 20755 20750 AL
35 35 AL2608 20250908 ... 20755 20720 AL
36 36 ZN2509 20250908 ... 22185 22070 ZN
37 37 ZN2510 20250908 ... 22245 22115 ZN
38 38 ZN2511 20250908 ... 22235 22115 ZN
39 39 ZN2512 20250908 ... 22240 22120 ZN
40 40 ZN2601 20250908 ... 22250 22125 ZN
41 41 ZN2602 20250908 ... 22235 22165 ZN
42 42 ZN2603 20250908 ... 22275 22175 ZN
43 43 ZN2604 20250908 ... 22270 22165 ZN
44 44 ZN2605 20250908 ... 22285 22185 ZN
45 45 ZN2606 20250908 ... 22310 22220 ZN
46 46 ZN2607 20250908 ... 22340 22225 ZN
47 47 ZN2608 20250908 ... 22315 22205 ZN
48 48 PB2509 20250908 ... 16835 16815 PB
49 49 PB2510 20250908 ... 16890 16880 PB
50 50 PB2511 20250908 ... 16890 16885 PB
51 51 PB2512 20250908 ... 16905 16900 PB
52 52 PB2601 20250908 ... 16915 16910 PB
53 53 PB2602 20250908 ... 16925 16925 PB
54 54 PB2603 20250908 ... 16960 16960 PB
55 55 PB2604 20250908 ... 16995 16995 PB
56 56 PB2605 20250908 ... 16995 16995 PB
57 57 PB2606 20250908 ... 17015 17020 PB
58 58 PB2607 20250908 ... 17020 17065 PB
59 59 PB2608 20250908 ... 17060 17080 PB
60 60 NI2509 20250908 ... 121240 120700 NI
61 61 NI2510 20250908 ... 121510 121100 NI
62 62 NI2511 20250908 ... 121660 121240 NI
63 63 NI2512 20250908 ... 121870 121450 NI
64 64 NI2601 20250908 ... 122130 121700 NI
65 65 NI2602 20250908 ... 122430 121950 NI
66 66 NI2603 20250908 ... 122760 122210 NI
67 67 NI2604 20250908 ... 122950 122410 NI
68 68 NI2605 20250908 ... 122930 122470 NI
69 69 NI2606 20250908 ... 123420 122860 NI
70 70 NI2607 20250908 ... 123570 123070 NI
71 71 NI2608 20250908 ... 123860 123420 NI
72 72 SN2509 20250908 ... 270130 271760 SN
73 73 SN2510 20250908 ... 271110 272250 SN
74 74 SN2511 20250908 ... 271190 272440 SN
75 75 SN2512 20250908 ... 270980 272380 SN
76 76 SN2601 20250908 ... 270710 272240 SN
77 77 SN2602 20250908 ... 271430 271860 SN
78 78 SN2603 20250908 ... 271600 272070 SN
79 79 SN2604 20250908 ... 270450 273030 SN
80 80 SN2605 20250908 ... 271370 273110 SN
81 81 SN2606 20250908 ... 273640 272980 SN
82 82 SN2607 20250908 ... 272320 272930 SN
83 83 SN2608 20250908 ... 272080 272970 SN
84 84 AO2509 20250908 ... 2917 2948 AO
85 85 AO2510 20250908 ... 2945 2968 AO
86 86 AO2511 20250908 ... 2955 2975 AO
87 87 AO2512 20250908 ... 2959 2979 AO
88 88 AO2601 20250908 ... 2965 2985 AO
89 89 AO2602 20250908 ... 2968 2982 AO
90 90 AO2603 20250908 ... 3028 3025 AO
91 91 AO2604 20250908 ... 3036 3029 AO
92 92 AO2605 20250908 ... 3049 3051 AO
93 93 AO2606 20250908 ... 3065 3062 AO
94 94 AO2607 20250908 ... 3075 3075 AO
95 95 AO2608 20250908 ... 3088 3072 AO
96 96 AD2511 20250908 ... 20305 20260 AD
97 97 AD2512 20250908 ... 20325 20295 AD
98 98 AD2601 20250908 ... 20285 20285 AD
99 99 AD2602 20250908 ... 20280 20250 AD
100 100 AD2603 20250908 ... 20295 20310 AD
101 101 AD2604 20250908 ... 20240 20240 AD
102 102 AD2605 20250908 ... 20210 20185 AD
103 103 AD2606 20250908 ... 20155 20155 AD
104 104 AD2607 20250908 ... 20150 20135 AD
105 105 AD2608 20250908 ... 20170 20170 AD
106 106 AU2509 20250908 ... 819.72 814.12 AU
107 107 AU2510 20250908 ... 821.36 814.56 AU
108 108 AU2511 20250908 ... 822.48 816.12 AU
109 109 AU2512 20250908 ... 823.34 816.56 AU
110 110 AU2602 20250908 ... 825.52 818.66 AU
111 111 AU2604 20250908 ... 827.56 820.78 AU
112 112 AU2606 20250908 ... 829.82 823.36 AU
113 113 AU2608 20250908 ... 832.16 825.28 AU
114 114 AG2509 20250908 ... 9778 9760 AG
115 115 AG2510 20250908 ... 9809 9763 AG
116 116 AG2511 20250908 ... 9826 9774 AG
117 117 AG2512 20250908 ... 9831 9786 AG
118 118 AG2601 20250908 ... 9845 9794 AG
119 119 AG2602 20250908 ... 9853 9807 AG
120 120 AG2603 20250908 ... 9874 9822 AG
121 121 AG2604 20250908 ... 9880 9832 AG
122 122 AG2605 20250908 ... 9895 9843 AG
123 123 AG2606 20250908 ... 9916 9860 AG
124 124 AG2607 20250908 ... 9932 9876 AG
125 125 AG2608 20250908 ... 9935 9888 AG
126 126 RB2509 20250908 ... 2949 2967 RB
127 127 RB2510 20250908 ... 3035 3042 RB
128 128 RB2511 20250908 ... 3054 3064 RB
129 129 RB2512 20250908 ... 3097 3110 RB
130 130 RB2601 20250908 ... 3123 3126 RB
131 131 RB2602 20250908 ... 3126 3122 RB
132 132 RB2603 20250908 ... 3140 3139 RB
133 133 RB2604 20250908 ... 3158 3167 RB
134 134 RB2605 20250908 ... 3170 3172 RB
135 135 RB2606 20250908 ... 3188 3185 RB
136 136 RB2607 20250908 ... 3203 3206 RB
137 137 RB2608 20250908 ... 3219 3216 RB
138 138 WR2509 20250908 ... 3342 3342 WR
139 139 WR2510 20250908 ... 3283 3289 WR
140 140 WR2511 20250908 ... 3365 3311 WR
141 141 WR2512 20250908 ... 3349 3349 WR
142 142 WR2601 20250908 ... 3376 3336 WR
143 143 WR2602 20250908 ... 3337 3337 WR
144 144 WR2603 20250908 ... 3435 3435 WR
145 145 WR2604 20250908 ... 3400 3400 WR
146 146 WR2605 20250908 ... 3429 3429 WR
147 147 WR2606 20250908 ... 3375 3375 WR
148 148 WR2607 20250908 ... 3387 3387 WR
149 149 WR2608 20250908 ... 3414 3374 WR
150 150 HC2509 20250908 ... 3396 3377 HC
151 151 HC2510 20250908 ... 3365 3344 HC
152 152 HC2511 20250908 ... 3354 3331 HC
153 153 HC2512 20250908 ... 3344 3341 HC
154 154 HC2601 20250908 ... 3335 3320 HC
155 155 HC2602 20250908 ... 3337 3320 HC
156 156 HC2603 20250908 ... 3339 3325 HC
157 157 HC2604 20250908 ... 3341 3325 HC
158 158 HC2605 20250908 ... 3345 3331 HC
159 159 HC2606 20250908 ... 3353 3326 HC
160 160 HC2607 20250908 ... 3347 3328 HC
161 161 HC2608 20250908 ... 3350 3328 HC
162 162 SS2509 20250908 ... 12730 12730 SS
163 163 SS2510 20250908 ... 12830 12770 SS
164 164 SS2511 20250908 ... 12895 12845 SS
165 165 SS2512 20250908 ... 12935 12880 SS
166 166 SS2601 20250908 ... 12995 12940 SS
167 167 SS2602 20250908 ... 13035 12965 SS
168 168 SS2603 20250908 ... 13115 13030 SS
169 169 SS2604 20250908 ... 13185 13095 SS
170 170 SS2605 20250908 ... 13250 13190 SS
171 171 SS2606 20250908 ... 13285 13260 SS
172 172 SS2607 20250908 ... 13350 13320 SS
173 173 SS2608 20250908 ... 13395 13310 SS
174 174 SC2510 20250908 ... 476.2 482.3 SC
175 175 SC2511 20250908 ... 477.2 481.9 SC
176 176 SC2512 20250908 ... 476.7 481.1 SC
177 177 SC2601 20250908 ... 474.2 479.5 SC
178 178 SC2602 20250908 ... 472.6 477.5 SC
179 179 SC2603 20250908 ... 472.2 475.2 SC
180 180 SC2604 20250908 ... 470 473.7 SC
181 181 SC2605 20250908 ... 469.8 472.5 SC
182 182 SC2606 20250908 ... 469.2 471.5 SC
183 183 SC2607 20250908 ... 466.6 470.4 SC
184 184 SC2608 20250908 ... 463.1 469 SC
185 185 SC2609 20250908 ... 463.7 467.9 SC
186 186 SC2612 20250908 ... 459.9 467.1 SC
187 187 SC2703 20250908 ... 466.8 466.8 SC
188 188 SC2706 20250908 ... 457.5 465 SC
189 189 SC2709 20250908 ... 461.1 464.6 SC
190 190 SC2712 20250908 ... 464.6 464.6 SC
191 191 SC2803 20250908 ... 459.2 462.6 SC
192 192 SC2806 20250908 ... 457.3 460.6 SC
193 193 SC2809 20250908 ... 459 458 SC
194 194 LU2510 20250908 ... 3339 3366 LU
195 195 LU2511 20250908 ... 3362 3389 LU
196 196 LU2512 20250908 ... 3355 3386 LU
197 197 LU2601 20250908 ... 3345 3375 LU
198 198 LU2602 20250908 ... 3345 3358 LU
199 199 LU2603 20250908 ... 3325 3351 LU
200 200 LU2604 20250908 ... 3308 3350 LU
201 201 LU2605 20250908 ... 3328 3345 LU
202 202 LU2606 20250908 ... 3309 3337 LU
203 203 LU2607 20250908 ... 3308 3334 LU
204 204 LU2608 20250908 ... 3319 3337 LU
205 205 LU2609 20250908 ... 3317 3318 LU
206 206 FU2510 20250908 ... 2781 2786 FU
207 207 FU2511 20250908 ... 2772 2784 FU
208 208 FU2512 20250908 ... 2748 2763 FU
209 209 FU2601 20250908 ... 2735 2753 FU
210 210 FU2602 20250908 ... 2719 2744 FU
211 211 FU2603 20250908 ... 2704 2736 FU
212 212 FU2604 20250908 ... 2708 2726 FU
213 213 FU2605 20250908 ... 2691 2717 FU
214 214 FU2606 20250908 ... 2688 2714 FU
215 215 FU2607 20250908 ... 2682 2706 FU
216 216 FU2608 20250908 ... 2677 2706 FU
217 217 FU2609 20250908 ... 2657 2693 FU
218 218 BU2509 20250908 ... 3448 3483 BU
219 219 BU2510 20250908 ... 3443 3461 BU
220 220 BU2511 20250908 ... 3417 3430 BU
221 221 BU2512 20250908 ... 3371 3382 BU
222 222 BU2601 20250908 ... 3345 3355 BU
223 223 BU2602 20250908 ... 3348 3356 BU
224 224 BU2603 20250908 ... 3347 3352 BU
225 225 BU2604 20250908 ... 3332 3367 BU
226 226 BU2605 20250908 ... 3353 3361 BU
227 227 BU2606 20250908 ... 3343 3354 BU
228 228 BU2607 20250908 ... 3341 3347 BU
229 229 BU2608 20250908 ... 3316 3340 BU
230 230 BU2609 20250908 ... 3324 3332 BU
231 231 BU2612 20250908 ... 3286 3290 BU
232 232 BU2703 20250908 ... 3293 3287 BU
233 233 BU2706 20250908 ... 3294 3326 BU
234 234 BR2509 20250908 ... 12090 12050 BR
235 235 BR2510 20250908 ... 12025 11965 BR
236 236 BR2511 20250908 ... 12010 11940 BR
237 237 BR2512 20250908 ... 11970 11905 BR
238 238 BR2601 20250908 ... 11975 11900 BR
239 239 BR2602 20250908 ... 11990 11865 BR
240 240 BR2603 20250908 ... 12000 11875 BR
241 241 BR2604 20250908 ... 12055 12050 BR
242 242 BR2605 20250908 ... 12055 12035 BR
243 243 BR2606 20250908 ... 12015 11885 BR
244 244 BR2607 20250908 ... 12165 12285 BR
245 245 BR2608 20250908 ... 12205 12280 BR
246 246 RU2509 20250908 ... 15310 15165 RU
247 247 RU2510 20250908 ... 15325 15210 RU
248 248 RU2511 20250908 ... 15260 15145 RU
249 249 RU2601 20250908 ... 16245 16120 RU
250 250 RU2603 20250908 ... 16250 16130 RU
251 251 RU2604 20250908 ... 16255 16125 RU
252 252 RU2605 20250908 ... 16280 16195 RU
253 253 RU2606 20250908 ... 16310 16330 RU
254 254 RU2607 20250908 ... 16340 16250 RU
255 255 RU2608 20250908 ... 16380 16265 RU
256 256 NR2509 20250908 ... 12890 12790 NR
257 257 NR2510 20250908 ... 12975 12890 NR
258 258 NR2511 20250908 ... 13030 12955 NR
259 259 NR2512 20250908 ... 13065 12990 NR
260 260 NR2601 20250908 ... 13090 13025 NR
261 261 NR2602 20250908 ... 13100 13050 NR
262 262 NR2603 20250908 ... 13055 13010 NR
263 263 NR2604 20250908 ... 13045 13010 NR
264 264 NR2605 20250908 ... 13050 12990 NR
265 265 NR2606 20250908 ... 13085 13000 NR
266 266 NR2607 20250908 ... 13095 12880 NR
267 267 NR2608 20250908 ... 13100 12915 NR
268 268 SP2509 20250908 ... 4956 4988 SP
269 269 SP2510 20250908 ... 4988 5018 SP
270 270 SP2511 20250908 ... 5016 5038 SP
271 271 SP2512 20250908 ... 5028 5056 SP
272 272 SP2601 20250908 ... 5284 5314 SP
273 273 SP2602 20250908 ... 5260 5292 SP
274 274 SP2603 20250908 ... 5274 5308 SP
275 275 SP2604 20250908 ... 5274 5300 SP
276 276 SP2605 20250908 ... 5294 5324 SP
277 277 SP2606 20250908 ... 5300 5310 SP
278 278 SP2607 20250908 ... 5294 5328 SP
279 279 SP2608 20250908 ... 5304 5334 SP
280 280 EC2510 20250908 ... 1281.1 1318.7 EC
281 281 EC2512 20250908 ... 1666.1 1696 EC
282 282 EC2602 20250908 ... 1512.9 1531.5 EC
283 283 EC2604 20250908 ... 1246 1253 EC
284 284 EC2606 20250908 ... 1433.1 1445.6 EC
285 285 EC2608 20250908 ... 1603.9 1607 EC
286 289 SC_TAS2510 20250908 ... SC_TAS
287 290 SC_TAS2511 20250908 ... SC_TAS
288 291 SC_TAS2512 20250908 ... SC_TAS
289 292 SC_TAS2601 20250908 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:26:53,495 - future_1d - INFO - ak.get_shfe_daily('2025-09-08') done
symbol date open ... settle pre_settle variety
0 a2509 20250908 0.00 ... 4067.00 4056.00 A
1 a2511 20250908 3971.00 ... 3973.00 3975.00 A
2 a2601 20250908 3978.00 ... 3973.00 3974.00 A
3 a2603 20250908 3978.00 ... 3974.00 3975.00 A
4 a2605 20250908 4021.00 ... 4019.00 4020.00 A
5 a2607 20250908 4024.00 ... 4023.00 4023.00 A
6 b2509 20250908 0.00 ... 3681.00 3681.00 B
7 b2510 20250908 3733.00 ... 3730.00 3693.00 B
8 b2511 20250908 3755.00 ... 3765.00 3732.00 B
9 b2512 20250908 3784.00 ... 3790.00 3760.00 B
10 b2601 20250908 3778.00 ... 3784.00 3758.00 B
11 b2602 20250908 3758.00 ... 3768.00 3740.00 B
12 b2603 20250908 3717.00 ... 3714.00 3702.00 B
13 b2604 20250908 3603.00 ... 3600.00 3594.00 B
14 b2605 20250908 3531.00 ... 3526.00 3521.00 B
15 b2606 20250908 3509.00 ... 3500.00 3503.00 B
16 b2607 20250908 3512.00 ... 3506.00 3507.00 B
17 b2608 20250908 3600.00 ... 3597.00 3593.00 B
18 bb2509 20250908 0.00 ... 136.00 136.00 BB
19 bb2511 20250908 140.45 ... 141.20 141.50 BB
20 bb2601 20250908 147.20 ... 146.90 146.30 BB
21 bb2603 20250908 0.00 ... 146.35 145.75 BB
22 bb2605 20250908 0.00 ... 140.70 140.15 BB
23 bb2607 20250908 0.00 ... 145.50 144.95 BB
24 bz2603 20250908 6010.00 ... 6013.00 6020.00 BZ
25 bz2604 20250908 5995.00 ... 5998.00 5987.00 BZ
26 bz2605 20250908 6013.00 ... 6012.00 5989.00 BZ
27 bz2606 20250908 0.00 ... 5991.00 5991.00 BZ
28 bz2607 20250908 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250908 0.00 ... 5951.00 5951.00 BZ
30 c2509 20250908 2297.00 ... 2285.00 2297.00 C
31 c2511 20250908 2227.00 ... 2226.00 2219.00 C
32 c2601 20250908 2208.00 ... 2203.00 2200.00 C
33 c2603 20250908 2211.00 ... 2212.00 2210.00 C
34 c2605 20250908 2265.00 ... 2266.00 2260.00 C
35 c2607 20250908 2273.00 ... 2274.00 2271.00 C
36 cs2509 20250908 2498.00 ... 2502.00 2496.00 CS
37 cs2511 20250908 2519.00 ... 2523.00 2512.00 CS
38 cs2601 20250908 2543.00 ... 2540.00 2537.00 CS
39 cs2603 20250908 2548.00 ... 2547.00 2543.00 CS
40 cs2605 20250908 2616.00 ... 2617.00 2610.00 CS
41 cs2607 20250908 2616.00 ... 2620.00 2610.00 CS
42 eb2509 20250908 7019.00 ... 6962.00 6975.00 EB
43 eb2510 20250908 7089.00 ... 7062.00 7064.00 EB
44 eb2511 20250908 7091.00 ... 7072.00 7077.00 EB
45 eb2512 20250908 7096.00 ... 7080.00 7087.00 EB
46 eb2601 20250908 7146.00 ... 7108.00 7113.00 EB
47 eb2602 20250908 7146.00 ... 7136.00 7136.00 EB
48 eb2603 20250908 7177.00 ... 7167.00 7183.00 EB
49 eb2604 20250908 7184.00 ... 7193.00 7205.00 EB
50 eb2605 20250908 7210.00 ... 7207.00 7222.00 EB
51 eb2606 20250908 0.00 ... 7204.00 7204.00 EB
52 eb2607 20250908 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250908 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250908 4399.00 ... 4386.00 4428.00 EG
55 eg2510 20250908 4387.00 ... 4383.00 4365.00 EG
56 eg2511 20250908 4369.00 ... 4372.00 4354.00 EG
57 eg2512 20250908 4365.00 ... 4354.00 4350.00 EG
58 eg2601 20250908 4358.00 ... 4344.00 4354.00 EG
59 eg2602 20250908 4357.00 ... 4357.00 4350.00 EG
60 eg2603 20250908 4360.00 ... 4349.00 4365.00 EG
61 eg2604 20250908 4382.00 ... 4372.00 4365.00 EG
62 eg2605 20250908 4366.00 ... 4372.00 4383.00 EG
63 eg2606 20250908 4371.00 ... 4371.00 4408.00 EG
64 eg2607 20250908 4384.00 ... 4384.00 4447.00 EG
65 eg2608 20250908 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250908 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250908 1276.50 ... 1274.50 1277.00 FB
68 fb2511 20250908 1255.00 ... 1258.50 1253.50 FB
69 fb2512 20250908 1257.00 ... 1257.50 1253.50 FB
70 fb2601 20250908 1245.00 ... 1249.50 1247.00 FB
71 fb2602 20250908 1241.00 ... 1241.50 1241.00 FB
72 fb2603 20250908 1237.00 ... 1245.00 1245.00 FB
73 fb2604 20250908 1255.00 ... 1255.00 1259.00 FB
74 fb2605 20250908 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250908 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250908 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250908 1305.50 ... 1291.50 1244.00 FB
78 i2509 20250908 849.50 ... 835.00 834.00 I
79 i2510 20250908 809.50 ... 810.50 807.50 I
80 i2511 20250908 807.50 ... 805.00 802.50 I
81 i2512 20250908 801.00 ... 798.50 796.50 I
82 i2601 20250908 791.00 ... 789.00 787.00 I
83 i2602 20250908 785.00 ... 783.00 781.00 I
84 i2603 20250908 779.50 ... 778.00 776.00 I
85 i2604 20250908 775.50 ... 773.50 771.00 I
86 i2605 20250908 765.00 ... 764.50 763.00 I
87 i2606 20250908 761.50 ... 759.50 757.50 I
88 i2607 20250908 757.00 ... 754.50 753.00 I
89 i2608 20250908 754.50 ... 750.50 749.00 I
90 j2509 20250908 0.00 ... 1512.50 1512.50 J
91 j2510 20250908 1547.00 ... 1526.50 1517.50 J
92 j2511 20250908 1577.50 ... 1555.00 1548.00 J
93 j2512 20250908 1601.50 ... 1593.50 1579.00 J
94 j2601 20250908 1640.50 ... 1617.00 1616.50 J
95 j2602 20250908 1631.00 ... 1631.50 1649.00 J
96 j2603 20250908 1659.50 ... 1659.50 1673.00 J
97 j2604 20250908 1730.50 ... 1716.00 1741.50 J
98 j2605 20250908 1747.00 ... 1733.50 1720.00 J
99 j2606 20250908 0.00 ... 1719.00 1719.00 J
100 j2607 20250908 0.00 ... 1738.50 1738.50 J
101 j2608 20250908 0.00 ... 1710.50 1710.50 J
102 jd2509 20250908 3051.00 ... 3072.00 2920.00 JD
103 jd2510 20250908 3000.00 ... 3004.00 2993.00 JD
104 jd2511 20250908 3024.00 ... 3027.00 3028.00 JD
105 jd2512 20250908 3196.00 ... 3199.00 3197.00 JD
106 jd2601 20250908 3370.00 ... 3384.00 3375.00 JD
107 jd2602 20250908 3111.00 ... 3125.00 3121.00 JD
108 jd2603 20250908 3131.00 ... 3138.00 3129.00 JD
109 jd2604 20250908 3310.00 ... 3326.00 3313.00 JD
110 jd2605 20250908 3450.00 ... 3461.00 3444.00 JD
111 jd2606 20250908 3288.00 ... 3280.00 3272.00 JD
112 jd2607 20250908 3502.00 ... 3503.00 3493.00 JD
113 jd2608 20250908 3910.00 ... 3911.00 3899.00 JD
114 jm2509 20250908 924.00 ... 929.50 956.50 JM
115 jm2510 20250908 988.00 ... 969.50 965.00 JM
116 jm2511 20250908 1048.50 ... 1028.00 1026.50 JM
117 jm2512 20250908 1103.00 ... 1086.50 1088.00 JM
118 jm2601 20250908 1163.00 ... 1142.50 1127.50 JM
119 jm2602 20250908 1185.00 ... 1165.50 1156.50 JM
120 jm2603 20250908 1205.00 ... 1188.50 1170.50 JM
121 jm2604 20250908 1220.00 ... 1208.00 1186.50 JM
122 jm2605 20250908 1232.00 ... 1223.50 1197.50 JM
123 jm2606 20250908 1248.50 ... 1240.50 1206.00 JM
124 jm2607 20250908 1254.00 ... 1251.00 1214.00 JM
125 jm2608 20250908 1265.00 ... 1260.50 1231.00 JM
126 l2509 20250908 7142.00 ... 7152.00 7165.00 L
127 l2510 20250908 7196.00 ... 7211.00 7214.00 L
128 l2511 20250908 7226.00 ... 7223.00 7220.00 L
129 l2512 20250908 7224.00 ... 7230.00 7232.00 L
130 l2601 20250908 7240.00 ... 7229.00 7234.00 L
131 l2602 20250908 7223.00 ... 7220.00 7223.00 L
132 l2603 20250908 7221.00 ... 7221.00 7219.00 L
133 l2604 20250908 7242.00 ... 7260.00 7242.00 L
134 l2605 20250908 7230.00 ... 7234.00 7236.00 L
135 l2606 20250908 7218.00 ... 7238.00 7253.00 L
136 l2607 20250908 7243.00 ... 7251.00 7251.00 L
137 l2608 20250908 7258.00 ... 7274.00 7267.00 L
138 lg2509 20250908 775.50 ... 776.00 779.50 LG
139 lg2511 20250908 800.00 ... 807.00 797.00 LG
140 lg2601 20250908 821.00 ... 821.50 817.00 LG
141 lg2603 20250908 827.50 ... 827.50 823.50 LG
142 lg2605 20250908 830.50 ... 832.00 829.50 LG
143 lg2607 20250908 833.00 ... 833.00 832.00 LG
144 lh2509 20250908 0.00 ... 13100.00 13165.00 LH
145 lh2511 20250908 13215.00 ... 13305.00 13300.00 LH
146 lh2601 20250908 13690.00 ... 13800.00 13720.00 LH
147 lh2603 20250908 13045.00 ... 13090.00 13010.00 LH
148 lh2605 20250908 13515.00 ... 13585.00 13515.00 LH
149 lh2607 20250908 14100.00 ... 14190.00 14135.00 LH
150 m2509 20250908 3040.00 ... 3031.00 3028.00 M
151 m2511 20250908 3048.00 ... 3051.00 3028.00 M
152 m2512 20250908 3082.00 ... 3091.00 3067.00 M
153 m2601 20250908 3070.00 ... 3079.00 3058.00 M
154 m2603 20250908 2997.00 ... 3007.00 2992.00 M
155 m2605 20250908 2809.00 ... 2811.00 2806.00 M
156 m2607 20250908 2792.00 ... 2792.00 2791.00 M
157 m2608 20250908 2917.00 ... 2918.00 2917.00 M
158 p2509 20250908 9320.00 ... 9320.00 9354.00 P
159 p2510 20250908 9464.00 ... 9422.00 9420.00 P
160 p2511 20250908 9472.00 ... 9414.00 9428.00 P
161 p2512 20250908 9492.00 ... 9434.00 9462.00 P
162 p2601 20250908 9510.00 ... 9438.00 9456.00 P
163 p2602 20250908 9482.00 ... 9400.00 9414.00 P
164 p2603 20250908 9428.00 ... 9386.00 9380.00 P
165 p2604 20250908 9326.00 ... 9284.00 9324.00 P
166 p2605 20250908 9278.00 ... 9218.00 9228.00 P
167 p2606 20250908 9160.00 ... 9122.00 9148.00 P
168 p2607 20250908 9066.00 ... 9038.00 9032.00 P
169 p2608 20250908 8978.00 ... 8956.00 8944.00 P
170 pg2509 20250908 3740.00 ... 3725.00 3759.00 PG
171 pg2510 20250908 4369.00 ... 4389.00 4381.00 PG
172 pg2511 20250908 4298.00 ... 4322.00 4311.00 PG
173 pg2512 20250908 4233.00 ... 4260.00 4248.00 PG
174 pg2601 20250908 4172.00 ... 4195.00 4188.00 PG
175 pg2602 20250908 4111.00 ... 4110.00 4126.00 PG
176 pg2603 20250908 4020.00 ... 4032.00 4036.00 PG
177 pg2604 20250908 4352.00 ... 4384.00 4369.00 PG
178 pg2605 20250908 4268.00 ... 4291.00 4283.00 PG
179 pg2606 20250908 4246.00 ... 4245.00 4227.00 PG
180 pg2607 20250908 4188.00 ... 4181.00 4167.00 PG
181 pg2608 20250908 4138.00 ... 4138.00 4136.00 PG
182 pp2509 20250908 6815.00 ... 6907.00 6832.00 PP
183 pp2510 20250908 6871.00 ... 6881.00 6887.00 PP
184 pp2511 20250908 6901.00 ... 6910.00 6917.00 PP
185 pp2512 20250908 6933.00 ... 6935.00 6940.00 PP
186 pp2601 20250908 6950.00 ... 6950.00 6951.00 PP
187 pp2602 20250908 6929.00 ... 6930.00 6933.00 PP
188 pp2603 20250908 6915.00 ... 6919.00 6929.00 PP
189 pp2604 20250908 6938.00 ... 6946.00 6953.00 PP
190 pp2605 20250908 6968.00 ... 6967.00 6969.00 PP
191 pp2606 20250908 6919.00 ... 6941.00 6935.00 PP
192 pp2607 20250908 6917.00 ... 6919.00 6914.00 PP
193 pp2608 20250908 6914.00 ... 6918.00 6922.00 PP
194 rr2509 20250908 0.00 ... 3585.00 3585.00 RR
195 rr2510 20250908 3616.00 ... 3611.00 3612.00 RR
196 rr2511 20250908 3614.00 ... 3613.00 3613.00 RR
197 rr2512 20250908 3611.00 ... 3610.00 3605.00 RR
198 rr2601 20250908 3623.00 ... 3623.00 3620.00 RR
199 rr2602 20250908 3611.00 ... 3609.00 3605.00 RR
200 rr2603 20250908 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250908 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250908 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250908 0.00 ... 3604.00 3602.00 RR
204 rr2607 20250908 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250908 0.00 ... 3625.00 3625.00 RR
206 v2509 20250908 4727.00 ... 4721.00 4727.00 V
207 v2510 20250908 4800.00 ... 4770.00 4781.00 V
208 v2511 20250908 4832.00 ... 4801.00 4818.00 V
209 v2512 20250908 4874.00 ... 4839.00 4861.00 V
210 v2601 20250908 4913.00 ... 4878.00 4886.00 V
211 v2602 20250908 4948.00 ... 4919.00 4921.00 V
212 v2603 20250908 4970.00 ... 4950.00 4957.00 V
213 v2604 20250908 5178.00 ... 5154.00 5174.00 V
214 v2605 20250908 5219.00 ... 5186.00 5191.00 V
215 v2606 20250908 5227.00 ... 5208.00 5232.00 V
216 v2607 20250908 5270.00 ... 5252.00 5263.00 V
217 v2608 20250908 5290.00 ... 5285.00 5288.00 V
218 y2509 20250908 0.00 ... 8420.00 8420.00 Y
219 y2511 20250908 8474.00 ... 8432.00 8424.00 Y
220 y2512 20250908 8486.00 ... 8454.00 8446.00 Y
221 y2601 20250908 8450.00 ... 8408.00 8400.00 Y
222 y2603 20250908 8360.00 ... 8326.00 8326.00 Y
223 y2605 20250908 8122.00 ... 8110.00 8092.00 Y
224 y2607 20250908 8088.00 ... 8062.00 8052.00 Y
225 y2608 20250908 8052.00 ... 8052.00 8056.00 Y
[226 rows x 12 columns]
2025-09-09 18:26:54,173 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
2025-09-09 18:26:55,922 - future_1d - INFO - save future_daily 2025-09-08 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250909 8340.0 8346.0 ... 398303.72 8175.0 8359.0 AP
1 AP511 20250909 8232.0 8267.0 ... 11144.13 8049.0 8240.0 AP
2 AP512 20250909 8285.0 8333.0 ... 3579.47 8080.0 8273.0 AP
3 AP601 20250909 8381.0 8428.0 ... 1609975.99 8136.0 8347.0 AP
4 AP603 20250909 8277.0 8300.0 ... 2110.89 8088.0 8242.0 AP
5 AP604 20250909 8286.0 8286.0 ... 980.05 8100.0 8236.0 AP
6 AP605 20250909 8321.0 8350.0 ... 10286.90 8177.0 8284.0 AP
7 CF509 20250909 13465.0 13465.0 ... 6919.57 13440.0 13490.0 CF
8 CF511 20250909 13700.0 13740.0 ... 236848.95 13675.0 13770.0 CF
9 CF601 20250909 13900.0 13945.0 ... 1654355.34 13880.0 13930.0 CF
10 CF603 20250909 13880.0 13910.0 ... 3437.41 13860.0 13890.0 CF
11 CF605 20250909 13850.0 13900.0 ... 131204.40 13835.0 13875.0 CF
12 CF607 20250909 13895.0 13910.0 ... 561.29 13860.0 13890.0 CF
13 CJ509 20250909 10000.0 10000.0 ... 129.31 9945.0 10015.0 CJ
14 CJ512 20250909 11050.0 11090.0 ... 4191.64 10985.0 10990.0 CJ
15 CJ601 20250909 11125.0 11165.0 ... 540637.40 11040.0 11065.0 CJ
16 CJ603 20250909 11165.0 11200.0 ... 5224.81 11080.0 11130.0 CJ
17 CJ605 20250909 11240.0 11295.0 ... 83151.06 11170.0 11200.0 CJ
18 CJ607 20250909 11385.0 11390.0 ... 2087.84 11315.0 11325.0 CJ
19 CY509 20250909 0.0 0.0 ... 0.00 20200.0 20200.0 CY
20 CY510 20250909 0.0 0.0 ... 0.00 19705.0 19705.0 CY
21 CY511 20250909 19945.0 19965.0 ... 122435.39 19920.0 19955.0 CY
22 CY512 20250909 0.0 0.0 ... 0.00 19635.0 19635.0 CY
23 CY601 20250909 19925.0 19935.0 ... 1173.78 19895.0 19945.0 CY
24 CY602 20250909 0.0 0.0 ... 0.00 19995.0 20015.0 CY
25 CY603 20250909 0.0 0.0 ... 0.00 20260.0 20340.0 CY
26 CY604 20250909 0.0 0.0 ... 0.00 20030.0 20030.0 CY
27 CY605 20250909 0.0 0.0 ... 0.00 20165.0 20205.0 CY
28 CY606 20250909 0.0 0.0 ... 0.00 20010.0 20010.0 CY
29 CY607 20250909 0.0 0.0 ... 0.00 20335.0 20335.0 CY
30 CY608 20250909 0.0 0.0 ... 0.00 20220.0 20220.0 CY
31 FG509 20250909 1014.0 1030.0 ... 203.50 1017.0 994.0 FG
32 FG510 20250909 1118.0 1130.0 ... 55015.70 1118.0 1103.0 FG
33 FG511 20250909 1109.0 1121.0 ... 187668.49 1110.0 1092.0 FG
34 FG512 20250909 1205.0 1217.0 ... 77145.75 1206.0 1195.0 FG
35 FG601 20250909 1204.0 1212.0 ... 4621726.47 1199.0 1188.0 FG
36 FG602 20250909 1252.0 1260.0 ... 27773.82 1248.0 1237.0 FG
37 FG603 20250909 1256.0 1263.0 ... 1550.57 1252.0 1240.0 FG
38 FG604 20250909 1300.0 1361.0 ... 2991.62 1311.0 1291.0 FG
39 FG605 20250909 1297.0 1308.0 ... 95590.43 1296.0 1287.0 FG
40 FG606 20250909 1320.0 1334.0 ... 865.75 1324.0 1317.0 FG
41 FG607 20250909 1315.0 1325.0 ... 1217.30 1317.0 1315.0 FG
42 FG608 20250909 1323.0 1350.0 ... 1281.40 1343.0 1337.0 FG
43 JR509 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250909 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250909 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250909 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250909 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA509 20250909 2249.0 2249.0 ... 553.78 2242.0 2245.0 MA
53 MA510 20250909 2326.0 2326.0 ... 20044.67 2305.0 2309.0 MA
54 MA511 20250909 2346.0 2346.0 ... 117189.59 2331.0 2335.0 MA
55 MA512 20250909 2392.0 2392.0 ... 71359.94 2373.0 2377.0 MA
56 MA601 20250909 2407.0 2411.0 ... 1086271.68 2397.0 2403.0 MA
57 MA602 20250909 2414.0 2425.0 ... 18299.25 2410.0 2414.0 MA
58 MA603 20250909 2415.0 2415.0 ... 74.71 2410.0 2417.0 MA
59 MA604 20250909 0.0 0.0 ... 0.00 2407.0 2407.0 MA
60 MA605 20250909 2410.0 2410.0 ... 90035.18 2394.0 2397.0 MA
61 MA606 20250909 2394.0 2395.0 ... 4.79 2395.0 2403.0 MA
62 MA607 20250909 2393.0 2393.0 ... 85.75 2382.0 2392.0 MA
63 MA608 20250909 2391.0 2391.0 ... 7.16 2388.0 2403.0 MA
64 OI509 20250909 9950.0 9984.0 ... 2990.35 9968.0 9915.0 OI
65 OI511 20250909 10026.0 10035.0 ... 495784.10 9999.0 9921.0 OI
66 OI601 20250909 9847.0 9871.0 ... 2580180.42 9845.0 9782.0 OI
67 OI603 20250909 9676.0 9710.0 ... 3310.56 9680.0 9632.0 OI
68 OI605 20250909 9541.0 9570.0 ... 216425.92 9530.0 9505.0 OI
69 OI607 20250909 9497.0 9516.0 ... 1090.17 9480.0 9440.0 OI
70 PF509 20250909 0.0 0.0 ... 0.00 6268.0 6264.0 PF
71 PF510 20250909 6400.0 6400.0 ... 59152.34 6360.0 6336.0 PF
72 PF511 20250909 6358.0 6366.0 ... 459479.05 6340.0 6324.0 PF
73 PF512 20250909 6370.0 6370.0 ... 140679.42 6322.0 6310.0 PF
74 PF601 20250909 6384.0 6388.0 ... 12038.09 6368.0 6366.0 PF
75 PF602 20250909 6394.0 6402.0 ... 44389.23 6374.0 6376.0 PF
76 PF603 20250909 6386.0 6386.0 ... 15.97 6386.0 6386.0 PF
77 PF604 20250909 0.0 0.0 ... 0.00 6442.0 6442.0 PF
78 PF605 20250909 0.0 0.0 ... 0.00 6454.0 6454.0 PF
79 PF606 20250909 0.0 0.0 ... 0.00 6470.0 6470.0 PF
80 PF607 20250909 0.0 0.0 ... 0.00 6492.0 6480.0 PF
81 PF608 20250909 0.0 0.0 ... 0.00 6508.0 6490.0 PF
82 PK510 20250909 7984.0 8000.0 ... 56800.39 7926.0 7986.0 PK
83 PK511 20250909 7860.0 7884.0 ... 444429.83 7830.0 7856.0 PK
84 PK512 20250909 7874.0 7898.0 ... 134430.25 7844.0 7864.0 PK
85 PK601 20250909 7888.0 7906.0 ... 54574.51 7860.0 7874.0 PK
86 PK603 20250909 7898.0 7898.0 ... 177.32 7882.0 7884.0 PK
87 PK604 20250909 7906.0 7918.0 ... 197.38 7896.0 7894.0 PK
88 PK605 20250909 7910.0 7914.0 ... 5695.36 7884.0 7900.0 PK
89 PL601 20250909 6430.0 6430.0 ... 33072.70 6395.0 6388.0 PL
90 PL602 20250909 6448.0 6456.0 ... 334.48 6432.0 6446.0 PL
91 PL603 20250909 6434.0 6434.0 ... 64.27 6427.0 6451.0 PL
92 PL604 20250909 0.0 0.0 ... 0.00 6465.0 6475.0 PL
93 PL605 20250909 6358.0 6361.0 ... 25.44 6360.0 6391.0 PL
94 PL606 20250909 6424.0 6424.0 ... 12.85 6424.0 6424.0 PL
95 PL607 20250909 6424.0 6424.0 ... 12.85 6424.0 6464.0 PL
96 PL608 20250909 0.0 0.0 ... 0.00 6500.0 6500.0 PL
97 PM509 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM511 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM601 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM603 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM605 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PM607 20250909 0.0 0.0 ... 0.00 3122.0 3122.0 PM
103 PR509 20250909 0.0 0.0 ... 0.00 5794.0 5794.0 PR
104 PR510 20250909 5868.0 5872.0 ... 10347.77 5836.0 5834.0 PR
105 PR511 20250909 5868.0 5872.0 ... 283115.06 5834.0 5844.0 PR
106 PR512 20250909 5876.0 5878.0 ... 132496.53 5842.0 5854.0 PR
107 PR601 20250909 5878.0 5878.0 ... 31881.14 5846.0 5854.0 PR
108 PR602 20250909 0.0 0.0 ... 0.00 5886.0 5876.0 PR
109 PR603 20250909 0.0 0.0 ... 0.00 5894.0 5890.0 PR
110 PR604 20250909 0.0 0.0 ... 0.00 5892.0 5882.0 PR
111 PR605 20250909 5916.0 5916.0 ... 8.87 5916.0 5906.0 PR
112 PR606 20250909 0.0 0.0 ... 0.00 5946.0 5946.0 PR
113 PR607 20250909 0.0 0.0 ... 0.00 5970.0 5970.0 PR
114 PR608 20250909 0.0 0.0 ... 0.00 5960.0 5960.0 PR
115 PX509 20250909 0.0 0.0 ... 0.00 6724.0 6730.0 PX
116 PX510 20250909 6756.0 6756.0 ... 8687.10 6708.0 6706.0 PX
117 PX511 20250909 6768.0 6768.0 ... 496469.85 6708.0 6714.0 PX
118 PX512 20250909 6748.0 6748.0 ... 143746.16 6690.0 6696.0 PX
119 PX601 20250909 6716.0 6716.0 ... 78664.32 6674.0 6668.0 PX
120 PX602 20250909 6696.0 6696.0 ... 13598.00 6660.0 6658.0 PX
121 PX603 20250909 6652.0 6652.0 ... 6.65 6646.0 6634.0 PX
122 PX604 20250909 0.0 0.0 ... 0.00 6696.0 6696.0 PX
123 PX605 20250909 6702.0 6702.0 ... 373.85 6676.0 6664.0 PX
124 PX606 20250909 6682.0 6682.0 ... 3.34 6682.0 6706.0 PX
125 PX607 20250909 6674.0 6674.0 ... 3.34 6674.0 6722.0 PX
126 PX608 20250909 0.0 0.0 ... 0.00 6706.0 6706.0 PX
127 RI509 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI511 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI601 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI603 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI605 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RI607 20250909 0.0 0.0 ... 0.00 2479.0 2479.0 RI
133 RM509 20250909 2580.0 2580.0 ... 334.54 2573.0 2575.0 RM
134 RM511 20250909 2550.0 2559.0 ... 15329.09 2548.0 2556.0 RM
135 RM601 20250909 2537.0 2557.0 ... 634313.36 2539.0 2543.0 RM
136 RM603 20250909 2427.0 2445.0 ... 7668.25 2432.0 2426.0 RM
137 RM605 20250909 2396.0 2412.0 ... 117107.73 2399.0 2395.0 RM
138 RM607 20250909 2379.0 2392.0 ... 23475.46 2380.0 2383.0 RM
139 RM608 20250909 2475.0 2489.0 ... 771.18 2480.0 2474.0 RM
140 RS509 20250909 0.0 0.0 ... 0.00 4854.0 4838.0 RS
141 RS511 20250909 5209.0 5212.0 ... 51.96 5196.0 5184.0 RS
142 RS607 20250909 5511.0 5602.0 ... 155.71 5561.0 5543.0 RS
143 RS608 20250909 0.0 0.0 ... 0.00 5627.0 5627.0 RS
144 SA509 20250909 1167.0 1173.0 ... 2515.61 1167.0 1165.0 SA
145 SA510 20250909 1213.0 1222.0 ... 33263.59 1212.0 1212.0 SA
146 SA511 20250909 1227.0 1231.0 ... 250002.89 1219.0 1220.0 SA
147 SA512 20250909 1283.0 1289.0 ... 87096.11 1275.0 1276.0 SA
148 SA601 20250909 1293.0 1299.0 ... 2839531.36 1287.0 1286.0 SA
149 SA602 20250909 1326.0 1330.0 ... 62674.38 1316.0 1318.0 SA
150 SA603 20250909 1337.0 1337.0 ... 2371.62 1323.0 1325.0 SA
151 SA604 20250909 1370.0 1374.0 ... 3728.46 1360.0 1368.0 SA
152 SA605 20250909 1372.0 1378.0 ... 96798.51 1367.0 1372.0 SA
153 SA606 20250909 1383.0 1387.0 ... 507.15 1378.0 1381.0 SA
154 SA607 20250909 1386.0 1389.0 ... 839.95 1377.0 1380.0 SA
155 SA608 20250909 1400.0 1406.0 ... 416.35 1397.0 1399.0 SA
156 SF509 20250909 5450.0 5480.0 ... 307.75 5448.0 5414.0 SF
157 SF510 20250909 5462.0 5498.0 ... 18900.46 5468.0 5414.0 SF
158 SF511 20250909 5624.0 5662.0 ... 400489.95 5630.0 5578.0 SF
159 SF512 20250909 5586.0 5614.0 ... 92623.74 5584.0 5534.0 SF
160 SF601 20250909 5588.0 5616.0 ... 125748.63 5586.0 5542.0 SF
161 SF602 20250909 5550.0 5582.0 ... 39671.48 5548.0 5508.0 SF
162 SF603 20250909 5754.0 5756.0 ... 14.36 5744.0 5690.0 SF
163 SF604 20250909 5736.0 5736.0 ... 5.72 5722.0 5658.0 SF
164 SF605 20250909 5688.0 5720.0 ... 899.25 5692.0 5658.0 SF
165 SF606 20250909 5656.0 5660.0 ... 28.28 5656.0 5618.0 SF
166 SF607 20250909 5808.0 5826.0 ... 8.72 5810.0 5758.0 SF
167 SF608 20250909 5736.0 5758.0 ... 20.10 5744.0 5726.0 SF
168 SH509 20250909 0.0 0.0 ... 0.00 2656.0 2661.0 SH
169 SH510 20250909 2570.0 2587.0 ... 79548.13 2567.0 2570.0 SH
170 SH511 20250909 2588.0 2596.0 ... 525886.10 2571.0 2585.0 SH
171 SH512 20250909 2598.0 2612.0 ... 237136.33 2590.0 2604.0 SH
172 SH601 20250909 2588.0 2593.0 ... 2024748.37 2578.0 2583.0 SH
173 SH602 20250909 2607.0 2609.0 ... 22017.75 2595.0 2600.0 SH
174 SH603 20250909 2616.0 2626.0 ... 1670.27 2614.0 2616.0 SH
175 SH604 20250909 2668.0 2668.0 ... 151.28 2654.0 2659.0 SH
176 SH605 20250909 2680.0 2681.0 ... 12439.80 2667.0 2673.0 SH
177 SH606 20250909 2670.0 2686.0 ... 152.26 2671.0 2680.0 SH
178 SH607 20250909 2668.0 2680.0 ... 208.20 2669.0 2673.0 SH
179 SH608 20250909 0.0 0.0 ... 0.00 2683.0 2683.0 SH
180 SM509 20250909 5720.0 5764.0 ... 1986.60 5742.0 5708.0 SM
181 SM510 20250909 5754.0 5780.0 ... 21824.63 5756.0 5726.0 SM
182 SM511 20250909 5840.0 5852.0 ... 235701.28 5826.0 5798.0 SM
183 SM512 20250909 5846.0 5856.0 ... 42865.71 5832.0 5808.0 SM
184 SM601 20250909 5840.0 5864.0 ... 347986.20 5838.0 5806.0 SM
185 SM602 20250909 5858.0 5870.0 ... 157117.32 5844.0 5806.0 SM
186 SM603 20250909 5858.0 5858.0 ... 26.34 5854.0 5832.0 SM
187 SM604 20250909 5864.0 5864.0 ... 5.86 5864.0 5816.0 SM
188 SM605 20250909 5880.0 5904.0 ... 4777.08 5880.0 5854.0 SM
189 SM606 20250909 5880.0 5880.0 ... 2.94 5880.0 5858.0 SM
190 SM607 20250909 5890.0 5898.0 ... 14.73 5894.0 5902.0 SM
191 SM608 20250909 0.0 0.0 ... 0.00 5886.0 5860.0 SM
192 SR509 20250909 5540.0 5540.0 ... 210.29 5534.0 5540.0 SR
193 SR511 20250909 5530.0 5558.0 ... 112762.65 5525.0 5516.0 SR
194 SR601 20250909 5535.0 5538.0 ... 849127.29 5521.0 5522.0 SR
195 SR603 20250909 5523.0 5526.0 ... 1460.58 5512.0 5511.0 SR
196 SR605 20250909 5516.0 5519.0 ... 38885.99 5503.0 5506.0 SR
197 SR607 20250909 5508.0 5515.0 ... 3701.67 5500.0 5506.0 SR
198 TA509 20250909 4570.0 4600.0 ... 6553.18 4580.0 4544.0 TA
199 TA510 20250909 4652.0 4658.0 ... 47427.45 4640.0 4624.0 TA
200 TA511 20250909 4664.0 4674.0 ... 279933.49 4648.0 4640.0 TA
201 TA512 20250909 4686.0 4686.0 ... 148433.18 4660.0 4656.0 TA
202 TA601 20250909 4698.0 4698.0 ... 1006864.04 4670.0 4662.0 TA
203 TA602 20250909 4688.0 4694.0 ... 10259.67 4676.0 4674.0 TA
204 TA603 20250909 4710.0 4710.0 ... 53.92 4690.0 4700.0 TA
205 TA604 20250909 4696.0 4696.0 ... 21.11 4692.0 4702.0 TA
206 TA605 20250909 4736.0 4736.0 ... 32238.31 4702.0 4700.0 TA
207 TA606 20250909 4708.0 4710.0 ... 4.71 4710.0 4684.0 TA
208 TA607 20250909 4720.0 4720.0 ... 2.36 4720.0 4708.0 TA
209 TA608 20250909 4730.0 4730.0 ... 2.37 4730.0 4722.0 TA
210 UR509 20250909 1633.0 1633.0 ... 897.09 1625.0 1653.0 UR
211 UR510 20250909 1661.0 1663.0 ... 15988.70 1650.0 1669.0 UR
212 UR511 20250909 1693.0 1699.0 ... 48433.83 1681.0 1702.0 UR
213 UR512 20250909 1697.0 1699.0 ... 17355.75 1684.0 1705.0 UR
214 UR601 20250909 1699.0 1701.0 ... 614104.61 1686.0 1703.0 UR
215 UR602 20250909 1695.0 1698.0 ... 809.77 1687.0 1702.0 UR
216 UR603 20250909 1742.0 1742.0 ... 706.17 1731.0 1747.0 UR
217 UR604 20250909 1737.0 1737.0 ... 245.90 1732.0 1749.0 UR
218 UR605 20250909 1740.0 1744.0 ... 37407.45 1734.0 1745.0 UR
219 UR606 20250909 1735.0 1735.0 ... 179.90 1730.0 1740.0 UR
220 UR607 20250909 1763.0 1768.0 ... 77.43 1760.0 1769.0 UR
221 UR608 20250909 1761.0 1761.0 ... 105.17 1753.0 1765.0 UR
222 WH509 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH511 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH601 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH603 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH605 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 WH607 20250909 0.0 0.0 ... 0.00 3198.0 3198.0 WH
228 ZC510 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
239 ZC609 20250909 0.0 0.0 ... 0.00 801.4 801.4 ZC
[240 rows x 12 columns]
2025-09-09 18:27:01,476 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 SC2510 20250909 490.5 ... 483.4 476.2 SC
1 SC2511 20250909 485.9 ... 481.3 477.2 SC
2 SC2512 20250909 481.9 ... 479.6 476.7 SC
3 SC2601 20250909 479.9 ... 477.3 474.2 SC
4 SC2602 20250909 477.5 ... 476 472.6 SC
5 SC2603 20250909 475.5 ... 474.9 472.2 SC
6 SC2604 20250909 473.8 ... 473.4 470 SC
7 SC2605 20250909 472.3 ... 472.7 469.8 SC
8 SC2606 20250909 469.7 ... 471.4 469.2 SC
9 SC2607 20250909 468.1 ... 467.9 466.6 SC
10 SC2608 20250909 468.7 ... 467.4 463.1 SC
11 SC2609 20250909 465 ... 466 463.7 SC
12 SC2612 20250909 464.8 ... 464.8 459.9 SC
13 SC2703 20250909 462 ... 462.1 466.8 SC
14 SC2706 20250909 459 ... 459.3 457.5 SC
15 SC2709 20250909 462.9 ... 460.6 461.1 SC
16 SC2712 20250909 466.1 ... 461.7 464.6 SC
17 SC2803 20250909 463.4 ... 460.8 459.2 SC
18 SC2806 20250909 460.2 ... 458.5 457.3 SC
19 SC2809 20250909 459.4 ... 458.1 459 SC
21 LU2510 20250909 3355 ... 3345 3339 LU
22 LU2511 20250909 3402 ... 3367 3362 LU
23 LU2512 20250909 3394 ... 3365 3355 LU
24 LU2601 20250909 3376 ... 3358 3345 LU
25 LU2602 20250909 3365 ... 3340 3345 LU
26 LU2603 20250909 3338 ... 3336 3325 LU
27 LU2604 20250909 3322 ... 3334 3308 LU
28 LU2605 20250909 3317 ... 3325 3328 LU
29 LU2606 20250909 3313 ... 3313 3309 LU
30 LU2607 20250909 3333 ... 3320 3308 LU
31 LU2608 20250909 3342 ... 3329 3319 LU
32 LU2609 20250909 3325 ... 3316 3317 LU
34 NR2509 20250909 12770 ... 12705 12890 NR
35 NR2510 20250909 12980 ... 12800 12975 NR
36 NR2511 20250909 13040 ... 12840 13030 NR
37 NR2512 20250909 13085 ... 12870 13065 NR
38 NR2601 20250909 13110 ... 12920 13090 NR
39 NR2602 20250909 13095 ... 12905 13100 NR
40 NR2603 20250909 13025 ... 12885 13055 NR
41 NR2604 20250909 13015 ... 12895 13045 NR
42 NR2605 20250909 13000 ... 12935 13050 NR
43 NR2606 20250909 ... 13000 13085 NR
44 NR2607 20250909 ... 13060 13095 NR
45 NR2608 20250909 ... 12865 13100 NR
47 BC2509 20250909 70590 ... 70500 70330 BC
48 BC2510 20250909 70890 ... 70810 70780 BC
49 BC2511 20250909 70720 ... 70780 70810 BC
50 BC2512 20250909 ... 70790 70790 BC
51 BC2601 20250909 ... 70880 70810 BC
52 BC2602 20250909 ... 70900 70900 BC
53 BC2603 20250909 ... 70880 70820 BC
54 BC2604 20250909 ... 71200 71200 BC
55 BC2605 20250909 ... 71170 71170 BC
56 BC2606 20250909 ... 70700 70700 BC
57 BC2607 20250909 ... 70900 70900 BC
58 BC2608 20250909 ... 70800 70800 BC
60 EC2510 20250909 1280 ... 1272.8 1281.1 EC
61 EC2512 20250909 1649 ... 1674.4 1666.1 EC
62 EC2602 20250909 1515 ... 1521.8 1512.9 EC
63 EC2604 20250909 1235.6 ... 1249.5 1246 EC
64 EC2606 20250909 1423.4 ... 1429.9 1433.1 EC
65 EC2608 20250909 1596.4 ... 1606.3 1603.9 EC
68 SC_TAS2510 20250909 ... SC_TAS
69 SC_TAS2511 20250909 ... SC_TAS
70 SC_TAS2512 20250909 ... SC_TAS
71 SC_TAS2601 20250909 ... SC_TAS
[66 rows x 12 columns]
2025-09-09 18:27:01,546 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 PS2509 20250909 0.0 ... 55960.0 55960.0 PS
1 PS2510 20250909 55040.0 ... 55420.0 55690.0 PS
2 PS2511 20250909 55555.0 ... 55320.0 55595.0 PS
3 PS2512 20250909 57990.0 ... 57655.0 57845.0 PS
4 PS2601 20250909 57870.0 ... 57525.0 57690.0 PS
5 PS2602 20250909 57890.0 ... 57635.0 57830.0 PS
6 PS2603 20250909 57805.0 ... 58150.0 57970.0 PS
7 PS2604 20250909 58030.0 ... 58280.0 57845.0 PS
8 PS2605 20250909 58285.0 ... 57690.0 57825.0 PS
9 PS2606 20250909 59885.0 ... 59785.0 59920.0 PS
10 PS2607 20250909 60000.0 ... 59985.0 60045.0 PS
11 PS2608 20250909 59910.0 ... 59585.0 59980.0 PS
13 SI2509 20250909 8555.0 ... 8555.0 8690.0 SI
14 SI2510 20250909 8495.0 ... 8505.0 8560.0 SI
15 SI2511 20250909 8555.0 ... 8530.0 8545.0 SI
16 SI2512 20250909 8880.0 ... 8895.0 8915.0 SI
17 SI2601 20250909 8925.0 ... 8890.0 8900.0 SI
18 SI2602 20250909 8935.0 ... 8900.0 8900.0 SI
19 SI2603 20250909 8980.0 ... 8895.0 8930.0 SI
20 SI2604 20250909 8980.0 ... 8910.0 8930.0 SI
21 SI2605 20250909 8950.0 ... 8920.0 8950.0 SI
22 SI2606 20250909 8980.0 ... 8855.0 8940.0 SI
23 SI2607 20250909 9000.0 ... 8925.0 8965.0 SI
24 SI2608 20250909 9000.0 ... 8965.0 8930.0 SI
27 LC2509 20250909 75000.0 ... 74260.0 74200.0 LC
28 LC2510 20250909 76600.0 ... 74500.0 74460.0 LC
29 LC2511 20250909 74740.0 ... 74340.0 74860.0 LC
30 LC2512 20250909 74600.0 ... 74120.0 74840.0 LC
31 LC2601 20250909 74500.0 ... 74380.0 74860.0 LC
32 LC2602 20250909 74520.0 ... 74040.0 74560.0 LC
33 LC2603 20250909 74480.0 ... 74200.0 74480.0 LC
34 LC2604 20250909 74600.0 ... 74720.0 74600.0 LC
35 LC2605 20250909 74820.0 ... 74740.0 74820.0 LC
36 LC2606 20250909 74540.0 ... 74720.0 74760.0 LC
37 LC2607 20250909 74600.0 ... 74520.0 74640.0 LC
38 LC2608 20250909 74360.0 ... 74580.0 74960.0 LC
[36 rows x 12 columns]
2025-09-09 18:27:03,293 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 IC2509 20250909 6904.000 ... 6866.800 6925.600 IC
1 IC2510 20250909 6814.600 ... 6808.000 6870.600 IC
2 IC2512 20250909 6730.000 ... 6692.000 6761.600 IC
3 IC2603 20250909 6599.800 ... 6546.400 6615.600 IC
4 IF2509 20250909 4438.000 ... 4420.800 4457.000 IF
5 IF2510 20250909 4434.800 ... 4412.800 4449.400 IF
6 IF2512 20250909 4415.800 ... 4393.200 4429.600 IF
7 IF2603 20250909 4397.800 ... 4373.600 4411.000 IF
8 IH2509 20250909 2930.400 ... 2922.000 2938.600 IH
9 IH2510 20250909 2930.400 ... 2921.600 2938.400 IH
10 IH2512 20250909 2934.000 ... 2921.800 2938.800 IH
11 IH2603 20250909 2932.800 ... 2923.200 2941.800 IH
12 IM2509 20250909 7215.000 ... 7153.400 7248.000 IM
13 IM2510 20250909 7135.600 ... 7092.400 7189.200 IM
14 IM2512 20250909 7020.000 ... 6948.800 7053.200 IM
15 IM2603 20250909 6850.000 ... 6769.800 6873.200 IM
16 T2509 20250909 NaN ... 107.920 107.980 T
17 T2512 20250909 107.835 ... 107.785 107.845 T
18 T2603 20250909 107.540 ... 107.525 107.570 T
19 TF2509 20250909 105.625 ... 105.655 105.670 TF
20 TF2512 20250909 105.580 ... 105.580 105.580 TF
21 TF2603 20250909 105.485 ... 105.495 105.495 TF
22 TL2509 20250909 116.490 ... 116.310 116.400 TL
23 TL2512 20250909 116.050 ... 115.760 115.980 TL
24 TL2603 20250909 115.700 ... 115.390 115.640 TL
25 TS2509 20250909 NaN ... 102.346 102.356 TS
26 TS2512 20250909 102.386 ... 102.390 102.400 TS
27 TS2603 20250909 102.338 ... 102.324 102.350 TS
[28 rows x 12 columns]
2025-09-09 18:27:03,489 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
index symbol date ... settle pre_settle variety
0 0 CU2509 20250909 ... 79760 79710 CU
1 1 CU2510 20250909 ... 79710 79730 CU
2 2 CU2511 20250909 ... 79670 79690 CU
3 3 CU2512 20250909 ... 79640 79660 CU
4 4 CU2601 20250909 ... 79600 79620 CU
5 5 CU2602 20250909 ... 79620 79620 CU
6 6 CU2603 20250909 ... 79630 79620 CU
7 7 CU2604 20250909 ... 79700 79640 CU
8 8 CU2605 20250909 ... 79690 79680 CU
9 9 CU2606 20250909 ... 79690 79640 CU
10 10 CU2607 20250909 ... 79700 79680 CU
11 11 CU2608 20250909 ... 79740 79710 CU
12 12 BC2509 20250909 ... 70500 70330 BC
13 13 BC2510 20250909 ... 70810 70780 BC
14 14 BC2511 20250909 ... 70780 70810 BC
15 15 BC2512 20250909 ... 70790 70790 BC
16 16 BC2601 20250909 ... 70880 70810 BC
17 17 BC2602 20250909 ... 70900 70900 BC
18 18 BC2603 20250909 ... 70880 70820 BC
19 19 BC2604 20250909 ... 71200 71200 BC
20 20 BC2605 20250909 ... 71170 71170 BC
21 21 BC2606 20250909 ... 70700 70700 BC
22 22 BC2607 20250909 ... 70900 70900 BC
23 23 BC2608 20250909 ... 70800 70800 BC
24 24 AL2509 20250909 ... 20745 20690 AL
25 25 AL2510 20250909 ... 20750 20710 AL
26 26 AL2511 20250909 ... 20730 20695 AL
27 27 AL2512 20250909 ... 20715 20670 AL
28 28 AL2601 20250909 ... 20695 20655 AL
29 29 AL2602 20250909 ... 20695 20650 AL
30 30 AL2603 20250909 ... 20720 20685 AL
31 31 AL2604 20250909 ... 20740 20700 AL
32 32 AL2605 20250909 ... 20755 20750 AL
33 33 AL2606 20250909 ... 20765 20735 AL
34 34 AL2607 20250909 ... 20775 20755 AL
35 35 AL2608 20250909 ... 20775 20755 AL
36 36 ZN2509 20250909 ... 22155 22185 ZN
37 37 ZN2510 20250909 ... 22200 22245 ZN
38 38 ZN2511 20250909 ... 22205 22235 ZN
39 39 ZN2512 20250909 ... 22210 22240 ZN
40 40 ZN2601 20250909 ... 22215 22250 ZN
41 41 ZN2602 20250909 ... 22215 22235 ZN
42 42 ZN2603 20250909 ... 22230 22275 ZN
43 43 ZN2604 20250909 ... 22245 22270 ZN
44 44 ZN2605 20250909 ... 22270 22285 ZN
45 45 ZN2606 20250909 ... 22280 22310 ZN
46 46 ZN2607 20250909 ... 22250 22340 ZN
47 47 ZN2608 20250909 ... 22310 22315 ZN
48 48 PB2509 20250909 ... 16850 16835 PB
49 49 PB2510 20250909 ... 16915 16890 PB
50 50 PB2511 20250909 ... 16915 16890 PB
51 51 PB2512 20250909 ... 16920 16905 PB
52 52 PB2601 20250909 ... 16925 16915 PB
53 53 PB2602 20250909 ... 16945 16925 PB
54 54 PB2603 20250909 ... 16970 16960 PB
55 55 PB2604 20250909 ... 16990 16995 PB
56 56 PB2605 20250909 ... 17000 16995 PB
57 57 PB2606 20250909 ... 17030 17015 PB
58 58 PB2607 20250909 ... 17020 17020 PB
59 59 PB2608 20250909 ... 17060 17060 PB
60 60 NI2509 20250909 ... 120640 121240 NI
61 61 NI2510 20250909 ... 120940 121510 NI
62 62 NI2511 20250909 ... 121110 121660 NI
63 63 NI2512 20250909 ... 121320 121870 NI
64 64 NI2601 20250909 ... 121610 122130 NI
65 65 NI2602 20250909 ... 121760 122430 NI
66 66 NI2603 20250909 ... 122100 122760 NI
67 67 NI2604 20250909 ... 122290 122950 NI
68 68 NI2605 20250909 ... 122440 122930 NI
69 69 NI2606 20250909 ... 122750 123420 NI
70 70 NI2607 20250909 ... 122990 123570 NI
71 71 NI2608 20250909 ... 123060 123860 NI
72 72 SN2509 20250909 ... 269640 270130 SN
73 73 SN2510 20250909 ... 269790 271110 SN
74 74 SN2511 20250909 ... 270010 271190 SN
75 75 SN2512 20250909 ... 270020 270980 SN
76 76 SN2601 20250909 ... 269950 270710 SN
77 77 SN2602 20250909 ... 269870 271430 SN
78 78 SN2603 20250909 ... 270180 271600 SN
79 79 SN2604 20250909 ... 270260 270450 SN
80 80 SN2605 20250909 ... 270760 271370 SN
81 81 SN2606 20250909 ... 270710 273640 SN
82 82 SN2607 20250909 ... 270170 272320 SN
83 83 SN2608 20250909 ... 271420 272080 SN
84 84 AO2509 20250909 ... 2908 2917 AO
85 85 AO2510 20250909 ... 2919 2945 AO
86 86 AO2511 20250909 ... 2927 2955 AO
87 87 AO2512 20250909 ... 2935 2959 AO
88 88 AO2601 20250909 ... 2944 2965 AO
89 89 AO2602 20250909 ... 2948 2968 AO
90 90 AO2603 20250909 ... 3011 3028 AO
91 91 AO2604 20250909 ... 3021 3036 AO
92 92 AO2605 20250909 ... 3031 3049 AO
93 93 AO2606 20250909 ... 3037 3065 AO
94 94 AO2607 20250909 ... 3055 3075 AO
95 95 AO2608 20250909 ... 3070 3088 AO
96 96 AD2511 20250909 ... 20320 20305 AD
97 97 AD2512 20250909 ... 20335 20325 AD
98 98 AD2601 20250909 ... 20325 20285 AD
99 99 AD2602 20250909 ... 20280 20280 AD
100 100 AD2603 20250909 ... 20295 20295 AD
101 101 AD2604 20250909 ... 20240 20240 AD
102 102 AD2605 20250909 ... 20210 20210 AD
103 103 AD2606 20250909 ... 20155 20155 AD
104 104 AD2607 20250909 ... 20150 20150 AD
105 105 AD2608 20250909 ... 20170 20170 AD
106 106 AU2509 20250909 ... 831.12 819.72 AU
107 107 AU2510 20250909 ... 831.68 821.36 AU
108 108 AU2511 20250909 ... 832.74 822.48 AU
109 109 AU2512 20250909 ... 834.4 823.34 AU
110 110 AU2602 20250909 ... 836.64 825.52 AU
111 111 AU2604 20250909 ... 838.66 827.56 AU
112 112 AU2606 20250909 ... 841.12 829.82 AU
113 113 AU2608 20250909 ... 842.94 832.16 AU
114 114 AG2509 20250909 ... 9844 9778 AG
115 115 AG2510 20250909 ... 9867 9809 AG
116 116 AG2511 20250909 ... 9877 9826 AG
117 117 AG2512 20250909 ... 9889 9831 AG
118 118 AG2601 20250909 ... 9899 9845 AG
119 119 AG2602 20250909 ... 9908 9853 AG
120 120 AG2603 20250909 ... 9925 9874 AG
121 121 AG2604 20250909 ... 9934 9880 AG
122 122 AG2605 20250909 ... 9949 9895 AG
123 123 AG2606 20250909 ... 9962 9916 AG
124 124 AG2607 20250909 ... 9980 9932 AG
125 125 AG2608 20250909 ... 9993 9935 AG
126 126 RB2509 20250909 ... 2951 2949 RB
127 127 RB2510 20250909 ... 3043 3035 RB
128 128 RB2511 20250909 ... 3061 3054 RB
129 129 RB2512 20250909 ... 3107 3097 RB
130 130 RB2601 20250909 ... 3132 3123 RB
131 131 RB2602 20250909 ... 3125 3126 RB
132 132 RB2603 20250909 ... 3143 3140 RB
133 133 RB2604 20250909 ... 3164 3158 RB
134 134 RB2605 20250909 ... 3177 3170 RB
135 135 RB2606 20250909 ... 3190 3188 RB
136 136 RB2607 20250909 ... 3214 3203 RB
137 137 RB2608 20250909 ... 3218 3219 RB
138 138 WR2509 20250909 ... 3342 3342 WR
139 139 WR2510 20250909 ... 3287 3283 WR
140 140 WR2511 20250909 ... 3320 3365 WR
141 141 WR2512 20250909 ... 3349 3349 WR
142 142 WR2601 20250909 ... 3352 3376 WR
143 143 WR2602 20250909 ... 3337 3337 WR
144 144 WR2603 20250909 ... 3338 3435 WR
145 145 WR2604 20250909 ... 3400 3400 WR
146 146 WR2605 20250909 ... 3414 3429 WR
147 147 WR2606 20250909 ... 3375 3375 WR
148 148 WR2607 20250909 ... 3432 3387 WR
149 149 WR2608 20250909 ... 3414 3414 WR
150 150 HC2509 20250909 ... 3396 3396 HC
151 151 HC2510 20250909 ... 3384 3365 HC
152 152 HC2511 20250909 ... 3373 3354 HC
153 153 HC2512 20250909 ... 3366 3344 HC
154 154 HC2601 20250909 ... 3355 3335 HC
155 155 HC2602 20250909 ... 3353 3337 HC
156 156 HC2603 20250909 ... 3357 3339 HC
157 157 HC2604 20250909 ... 3359 3341 HC
158 158 HC2605 20250909 ... 3361 3345 HC
159 159 HC2606 20250909 ... 3366 3353 HC
160 160 HC2607 20250909 ... 3368 3347 HC
161 161 HC2608 20250909 ... 3371 3350 HC
162 162 SS2509 20250909 ... 12800 12730 SS
163 163 SS2510 20250909 ... 12850 12830 SS
164 164 SS2511 20250909 ... 12930 12895 SS
165 165 SS2512 20250909 ... 12975 12935 SS
166 166 SS2601 20250909 ... 13025 12995 SS
167 167 SS2602 20250909 ... 13065 13035 SS
168 168 SS2603 20250909 ... 13175 13115 SS
169 169 SS2604 20250909 ... 13190 13185 SS
170 170 SS2605 20250909 ... 13295 13250 SS
171 171 SS2606 20250909 ... 13330 13285 SS
172 172 SS2607 20250909 ... 13405 13350 SS
173 173 SS2608 20250909 ... 13445 13395 SS
174 174 SC2510 20250909 ... 483.4 476.2 SC
175 175 SC2511 20250909 ... 481.3 477.2 SC
176 176 SC2512 20250909 ... 479.6 476.7 SC
177 177 SC2601 20250909 ... 477.3 474.2 SC
178 178 SC2602 20250909 ... 476 472.6 SC
179 179 SC2603 20250909 ... 474.9 472.2 SC
180 180 SC2604 20250909 ... 473.4 470 SC
181 181 SC2605 20250909 ... 472.7 469.8 SC
182 182 SC2606 20250909 ... 471.4 469.2 SC
183 183 SC2607 20250909 ... 467.9 466.6 SC
184 184 SC2608 20250909 ... 467.4 463.1 SC
185 185 SC2609 20250909 ... 466 463.7 SC
186 186 SC2612 20250909 ... 464.8 459.9 SC
187 187 SC2703 20250909 ... 462.1 466.8 SC
188 188 SC2706 20250909 ... 459.3 457.5 SC
189 189 SC2709 20250909 ... 460.6 461.1 SC
190 190 SC2712 20250909 ... 461.7 464.6 SC
191 191 SC2803 20250909 ... 460.8 459.2 SC
192 192 SC2806 20250909 ... 458.5 457.3 SC
193 193 SC2809 20250909 ... 458.1 459 SC
194 194 LU2510 20250909 ... 3345 3339 LU
195 195 LU2511 20250909 ... 3367 3362 LU
196 196 LU2512 20250909 ... 3365 3355 LU
197 197 LU2601 20250909 ... 3358 3345 LU
198 198 LU2602 20250909 ... 3340 3345 LU
199 199 LU2603 20250909 ... 3336 3325 LU
200 200 LU2604 20250909 ... 3334 3308 LU
201 201 LU2605 20250909 ... 3325 3328 LU
202 202 LU2606 20250909 ... 3313 3309 LU
203 203 LU2607 20250909 ... 3320 3308 LU
204 204 LU2608 20250909 ... 3329 3319 LU
205 205 LU2609 20250909 ... 3316 3317 LU
206 206 FU2510 20250909 ... 2787 2781 FU
207 207 FU2511 20250909 ... 2787 2772 FU
208 208 FU2512 20250909 ... 2768 2748 FU
209 209 FU2601 20250909 ... 2756 2735 FU
210 210 FU2602 20250909 ... 2740 2719 FU
211 211 FU2603 20250909 ... 2727 2704 FU
212 212 FU2604 20250909 ... 2725 2708 FU
213 213 FU2605 20250909 ... 2716 2691 FU
214 214 FU2606 20250909 ... 2711 2688 FU
215 215 FU2607 20250909 ... 2700 2682 FU
216 216 FU2608 20250909 ... 2693 2677 FU
217 217 FU2609 20250909 ... 2674 2657 FU
218 218 BU2509 20250909 ... 3448 3448 BU
219 219 BU2510 20250909 ... 3444 3443 BU
220 220 BU2511 20250909 ... 3420 3417 BU
221 221 BU2512 20250909 ... 3374 3371 BU
222 222 BU2601 20250909 ... 3348 3345 BU
223 223 BU2602 20250909 ... 3348 3348 BU
224 224 BU2603 20250909 ... 3352 3347 BU
225 225 BU2604 20250909 ... 3348 3332 BU
226 226 BU2605 20250909 ... 3351 3353 BU
227 227 BU2606 20250909 ... 3344 3343 BU
228 228 BU2607 20250909 ... 3341 3341 BU
229 229 BU2608 20250909 ... 3340 3316 BU
230 230 BU2609 20250909 ... 3329 3324 BU
231 231 BU2612 20250909 ... 3293 3286 BU
232 232 BU2703 20250909 ... 3293 3293 BU
233 233 BU2706 20250909 ... 3302 3294 BU
234 234 BR2509 20250909 ... 11930 12090 BR
235 235 BR2510 20250909 ... 11820 12025 BR
236 236 BR2511 20250909 ... 11795 12010 BR
237 237 BR2512 20250909 ... 11785 11970 BR
238 238 BR2601 20250909 ... 11775 11975 BR
239 239 BR2602 20250909 ... 11895 11990 BR
240 240 BR2603 20250909 ... 11725 12000 BR
241 241 BR2604 20250909 ... 11670 12055 BR
242 242 BR2605 20250909 ... 11880 12055 BR
243 243 BR2606 20250909 ... 11815 12015 BR
244 244 BR2607 20250909 ... 12000 12165 BR
245 245 BR2608 20250909 ... 11915 12205 BR
246 246 RU2509 20250909 ... 15180 15310 RU
247 247 RU2510 20250909 ... 15170 15325 RU
248 248 RU2511 20250909 ... 15100 15260 RU
249 249 RU2601 20250909 ... 16090 16245 RU
250 250 RU2603 20250909 ... 16045 16250 RU
251 251 RU2604 20250909 ... 16065 16255 RU
252 252 RU2605 20250909 ... 16125 16280 RU
253 253 RU2606 20250909 ... 16115 16310 RU
254 254 RU2607 20250909 ... 16180 16340 RU
255 255 RU2608 20250909 ... 16205 16380 RU
256 256 NR2509 20250909 ... 12705 12890 NR
257 257 NR2510 20250909 ... 12800 12975 NR
258 258 NR2511 20250909 ... 12840 13030 NR
259 259 NR2512 20250909 ... 12870 13065 NR
260 260 NR2601 20250909 ... 12920 13090 NR
261 261 NR2602 20250909 ... 12905 13100 NR
262 262 NR2603 20250909 ... 12885 13055 NR
263 263 NR2604 20250909 ... 12895 13045 NR
264 264 NR2605 20250909 ... 12935 13050 NR
265 265 NR2606 20250909 ... 13000 13085 NR
266 266 NR2607 20250909 ... 13060 13095 NR
267 267 NR2608 20250909 ... 12865 13100 NR
268 268 SP2509 20250909 ... 4954 4956 SP
269 269 SP2510 20250909 ... 4960 4988 SP
270 270 SP2511 20250909 ... 4994 5016 SP
271 271 SP2512 20250909 ... 5008 5028 SP
272 272 SP2601 20250909 ... 5270 5284 SP
273 273 SP2602 20250909 ... 5254 5260 SP
274 274 SP2603 20250909 ... 5266 5274 SP
275 275 SP2604 20250909 ... 5284 5274 SP
276 276 SP2605 20250909 ... 5282 5294 SP
277 277 SP2606 20250909 ... 5290 5300 SP
278 278 SP2607 20250909 ... 5292 5294 SP
279 279 SP2608 20250909 ... 5296 5304 SP
280 280 EC2510 20250909 ... 1272.8 1281.1 EC
281 281 EC2512 20250909 ... 1674.4 1666.1 EC
282 282 EC2602 20250909 ... 1521.8 1512.9 EC
283 283 EC2604 20250909 ... 1249.5 1246 EC
284 284 EC2606 20250909 ... 1429.9 1433.1 EC
285 285 EC2608 20250909 ... 1606.3 1603.9 EC
286 286 SC_TAS2510 20250909 ... SC_TAS
287 287 SC_TAS2511 20250909 ... SC_TAS
288 288 SC_TAS2512 20250909 ... SC_TAS
289 289 SC_TAS2601 20250909 ... SC_TAS
[290 rows x 13 columns]
2025-09-09 18:27:03,601 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
symbol date open ... settle pre_settle variety
0 a2509 20250909 0.00 ... 4067.00 4067.00 A
1 a2511 20250909 3973.00 ... 3971.00 3973.00 A
2 a2601 20250909 3976.00 ... 3970.00 3973.00 A
3 a2603 20250909 3976.00 ... 3971.00 3974.00 A
4 a2605 20250909 4028.00 ... 4016.00 4019.00 A
5 a2607 20250909 4023.00 ... 4018.00 4023.00 A
6 b2509 20250909 0.00 ... 3681.00 3681.00 B
7 b2510 20250909 3713.00 ... 3720.00 3730.00 B
8 b2511 20250909 3764.00 ... 3755.00 3765.00 B
9 b2512 20250909 3788.00 ... 3786.00 3790.00 B
10 b2601 20250909 3784.00 ... 3785.00 3784.00 B
11 b2602 20250909 3768.00 ... 3766.00 3768.00 B
12 b2603 20250909 3720.00 ... 3712.00 3714.00 B
13 b2604 20250909 3604.00 ... 3597.00 3600.00 B
14 b2605 20250909 3525.00 ... 3521.00 3526.00 B
15 b2606 20250909 3498.00 ... 3497.00 3500.00 B
16 b2607 20250909 3504.00 ... 3499.00 3506.00 B
17 b2608 20250909 3597.00 ... 3597.00 3597.00 B
18 bb2509 20250909 0.00 ... 136.00 136.00 BB
19 bb2511 20250909 142.00 ... 142.15 141.20 BB
20 bb2601 20250909 146.50 ... 146.90 146.90 BB
21 bb2603 20250909 146.65 ... 147.15 146.35 BB
22 bb2605 20250909 0.00 ... 141.45 140.70 BB
23 bb2607 20250909 0.00 ... 146.25 145.50 BB
24 bz2603 20250909 6011.00 ... 5998.00 6013.00 BZ
25 bz2604 20250909 5984.00 ... 5979.00 5998.00 BZ
26 bz2605 20250909 6012.00 ... 6012.00 6012.00 BZ
27 bz2606 20250909 6001.00 ... 6002.00 5991.00 BZ
28 bz2607 20250909 0.00 ... 5980.00 5980.00 BZ
29 bz2608 20250909 6005.00 ... 6005.00 5951.00 BZ
30 c2509 20250909 2285.00 ... 2285.00 2285.00 C
31 c2511 20250909 2231.00 ... 2215.00 2226.00 C
32 c2601 20250909 2211.00 ... 2191.00 2203.00 C
33 c2603 20250909 2214.00 ... 2204.00 2212.00 C
34 c2605 20250909 2268.00 ... 2258.00 2266.00 C
35 c2607 20250909 2275.00 ... 2266.00 2274.00 C
36 cs2509 20250909 0.00 ... 2502.00 2502.00 CS
37 cs2511 20250909 2528.00 ... 2513.00 2523.00 CS
38 cs2601 20250909 2542.00 ... 2532.00 2540.00 CS
39 cs2603 20250909 2549.00 ... 2538.00 2547.00 CS
40 cs2605 20250909 2621.00 ... 2614.00 2617.00 CS
41 cs2607 20250909 2622.00 ... 2615.00 2620.00 CS
42 eb2509 20250909 0.00 ... 6962.00 6962.00 EB
43 eb2510 20250909 7090.00 ... 7047.00 7062.00 EB
44 eb2511 20250909 7100.00 ... 7058.00 7072.00 EB
45 eb2512 20250909 7100.00 ... 7065.00 7080.00 EB
46 eb2601 20250909 7130.00 ... 7093.00 7108.00 EB
47 eb2602 20250909 7149.00 ... 7123.00 7136.00 EB
48 eb2603 20250909 7180.00 ... 7156.00 7167.00 EB
49 eb2604 20250909 0.00 ... 7193.00 7193.00 EB
50 eb2605 20250909 7229.00 ... 7194.00 7207.00 EB
51 eb2606 20250909 0.00 ... 7204.00 7204.00 EB
52 eb2607 20250909 0.00 ... 7185.00 7185.00 EB
53 eb2608 20250909 0.00 ... 7246.00 7246.00 EB
54 eg2509 20250909 4373.00 ... 4361.00 4386.00 EG
55 eg2510 20250909 4375.00 ... 4351.00 4383.00 EG
56 eg2511 20250909 4361.00 ... 4328.00 4372.00 EG
57 eg2512 20250909 4344.00 ... 4325.00 4354.00 EG
58 eg2601 20250909 4342.00 ... 4319.00 4344.00 EG
59 eg2602 20250909 4347.00 ... 4325.00 4357.00 EG
60 eg2603 20250909 4329.00 ... 4323.00 4349.00 EG
61 eg2604 20250909 4348.00 ... 4348.00 4372.00 EG
62 eg2605 20250909 4363.00 ... 4348.00 4372.00 EG
63 eg2606 20250909 4357.00 ... 4355.00 4371.00 EG
64 eg2607 20250909 4358.00 ... 4358.00 4384.00 EG
65 eg2608 20250909 0.00 ... 4402.00 4402.00 EG
66 fb2509 20250909 0.00 ... 1342.50 1342.50 FB
67 fb2510 20250909 1274.50 ... 1273.00 1274.50 FB
68 fb2511 20250909 1262.00 ... 1258.00 1258.50 FB
69 fb2512 20250909 1257.00 ... 1254.50 1257.50 FB
70 fb2601 20250909 1246.50 ... 1245.00 1249.50 FB
71 fb2602 20250909 1238.00 ... 1238.00 1241.50 FB
72 fb2603 20250909 1244.00 ... 1246.00 1245.00 FB
73 fb2604 20250909 0.00 ... 1255.00 1255.00 FB
74 fb2605 20250909 0.00 ... 1321.00 1321.00 FB
75 fb2606 20250909 0.00 ... 1330.00 1330.00 FB
76 fb2607 20250909 0.00 ... 1302.50 1302.50 FB
77 fb2608 20250909 1300.00 ... 1296.00 1291.50 FB
78 i2509 20250909 839.00 ... 847.50 835.00 I
79 i2510 20250909 816.50 ... 823.50 810.50 I
80 i2511 20250909 810.00 ... 818.00 805.00 I
81 i2512 20250909 803.00 ... 811.50 798.50 I
82 i2601 20250909 792.00 ... 803.00 789.00 I
83 i2602 20250909 786.50 ... 798.00 783.00 I
84 i2603 20250909 782.00 ... 791.00 778.00 I
85 i2604 20250909 777.00 ... 788.00 773.50 I
86 i2605 20250909 768.50 ... 779.00 764.50 I
87 i2606 20250909 762.50 ... 772.00 759.50 I
88 i2607 20250909 758.50 ... 767.50 754.50 I
89 i2608 20250909 754.00 ... 762.50 750.50 I
90 j2509 20250909 0.00 ... 1512.50 1512.50 J
91 j2510 20250909 1510.00 ... 1514.00 1526.50 J
92 j2511 20250909 1543.50 ... 1546.50 1555.00 J
93 j2512 20250909 1583.00 ... 1584.50 1593.50 J
94 j2601 20250909 1620.00 ... 1615.50 1617.00 J
95 j2602 20250909 1642.00 ... 1645.50 1631.50 J
96 j2603 20250909 1660.00 ... 1660.00 1659.50 J
97 j2604 20250909 1722.00 ... 1720.50 1716.00 J
98 j2605 20250909 1747.50 ... 1744.00 1733.50 J
99 j2606 20250909 1765.50 ... 1761.00 1719.00 J
100 j2607 20250909 1768.50 ... 1768.50 1738.50 J
101 j2608 20250909 1762.50 ... 1770.00 1710.50 J
102 jd2509 20250909 3051.00 ... 3050.00 3072.00 JD
103 jd2510 20250909 2995.00 ... 3032.00 3004.00 JD
104 jd2511 20250909 3022.00 ... 3066.00 3027.00 JD
105 jd2512 20250909 3185.00 ... 3223.00 3199.00 JD
106 jd2601 20250909 3400.00 ... 3406.00 3384.00 JD
107 jd2602 20250909 3125.00 ... 3138.00 3125.00 JD
108 jd2603 20250909 3135.00 ... 3150.00 3138.00 JD
109 jd2604 20250909 3330.00 ... 3343.00 3326.00 JD
110 jd2605 20250909 3465.00 ... 3480.00 3461.00 JD
111 jd2606 20250909 3278.00 ... 3287.00 3280.00 JD
112 jd2607 20250909 3500.00 ... 3510.00 3503.00 JD
113 jd2608 20250909 3910.00 ... 3918.00 3911.00 JD
114 jm2509 20250909 950.00 ... 950.50 929.50 JM
115 jm2510 20250909 966.00 ... 963.00 969.50 JM
116 jm2511 20250909 1035.00 ... 1022.00 1028.00 JM
117 jm2512 20250909 1087.00 ... 1082.50 1086.50 JM
118 jm2601 20250909 1143.00 ... 1139.00 1142.50 JM
119 jm2602 20250909 1160.50 ... 1165.00 1165.50 JM
120 jm2603 20250909 1186.50 ... 1188.50 1188.50 JM
121 jm2604 20250909 1212.00 ... 1209.50 1208.00 JM
122 jm2605 20250909 1224.00 ... 1226.00 1223.50 JM
123 jm2606 20250909 1234.00 ... 1241.00 1240.50 JM
124 jm2607 20250909 1250.50 ... 1251.50 1251.00 JM
125 jm2608 20250909 1254.50 ... 1259.50 1260.50 JM
126 l2509 20250909 7217.00 ... 7140.00 7152.00 L
127 l2510 20250909 7247.00 ... 7203.00 7211.00 L
128 l2511 20250909 7227.00 ... 7212.00 7223.00 L
129 l2512 20250909 7252.00 ... 7221.00 7230.00 L
130 l2601 20250909 7248.00 ... 7228.00 7229.00 L
131 l2602 20250909 7239.00 ... 7219.00 7220.00 L
132 l2603 20250909 7216.00 ... 7217.00 7221.00 L
133 l2604 20250909 7275.00 ... 7246.00 7260.00 L
134 l2605 20250909 7259.00 ... 7239.00 7234.00 L
135 l2606 20250909 7228.00 ... 7228.00 7238.00 L
136 l2607 20250909 7267.00 ... 7251.00 7251.00 L
137 l2608 20250909 7285.00 ... 7269.00 7274.00 L
138 lg2509 20250909 780.00 ... 776.50 776.00 LG
139 lg2511 20250909 806.00 ... 805.50 807.00 LG
140 lg2601 20250909 825.00 ... 819.50 821.50 LG
141 lg2603 20250909 829.50 ... 826.00 827.50 LG
142 lg2605 20250909 833.50 ... 830.50 832.00 LG
143 lg2607 20250909 833.50 ... 833.00 833.00 LG
144 lh2509 20250909 13045.00 ... 13140.00 13100.00 LH
145 lh2511 20250909 13290.00 ... 13230.00 13305.00 LH
146 lh2601 20250909 13745.00 ... 13690.00 13800.00 LH
147 lh2603 20250909 13090.00 ... 12990.00 13090.00 LH
148 lh2605 20250909 13555.00 ... 13480.00 13585.00 LH
149 lh2607 20250909 14165.00 ... 14155.00 14190.00 LH
150 m2509 20250909 0.00 ... 3031.00 3031.00 M
151 m2511 20250909 3050.00 ... 3042.00 3051.00 M
152 m2512 20250909 3091.00 ... 3090.00 3091.00 M
153 m2601 20250909 3080.00 ... 3076.00 3079.00 M
154 m2603 20250909 3008.00 ... 2999.00 3007.00 M
155 m2605 20250909 2810.00 ... 2802.00 2811.00 M
156 m2607 20250909 2785.00 ... 2781.00 2792.00 M
157 m2608 20250909 2914.00 ... 2909.00 2918.00 M
158 p2509 20250909 9390.00 ... 9478.00 9320.00 P
159 p2510 20250909 9458.00 ... 9436.00 9422.00 P
160 p2511 20250909 9452.00 ... 9434.00 9414.00 P
161 p2512 20250909 9470.00 ... 9458.00 9434.00 P
162 p2601 20250909 9474.00 ... 9470.00 9438.00 P
163 p2602 20250909 9400.00 ... 9410.00 9400.00 P
164 p2603 20250909 9386.00 ... 9394.00 9386.00 P
165 p2604 20250909 9300.00 ... 9326.00 9284.00 P
166 p2605 20250909 9250.00 ... 9246.00 9218.00 P
167 p2606 20250909 9172.00 ... 9156.00 9122.00 P
168 p2607 20250909 9066.00 ... 9052.00 9038.00 P
169 p2608 20250909 8992.00 ... 8966.00 8956.00 P
170 pg2509 20250909 3730.00 ... 3706.00 3725.00 PG
171 pg2510 20250909 4440.00 ... 4413.00 4389.00 PG
172 pg2511 20250909 4377.00 ... 4356.00 4322.00 PG
173 pg2512 20250909 4330.00 ... 4294.00 4260.00 PG
174 pg2601 20250909 4256.00 ... 4235.00 4195.00 PG
175 pg2602 20250909 4171.00 ... 4166.00 4110.00 PG
176 pg2603 20250909 4073.00 ... 4079.00 4032.00 PG
177 pg2604 20250909 4412.00 ... 4409.00 4384.00 PG
178 pg2605 20250909 4334.00 ... 4323.00 4291.00 PG
179 pg2606 20250909 4250.00 ... 4261.00 4245.00 PG
180 pg2607 20250909 4194.00 ... 4207.00 4181.00 PG
181 pg2608 20250909 4157.00 ... 4163.00 4138.00 PG
182 pp2509 20250909 6688.00 ... 6835.00 6907.00 PP
183 pp2510 20250909 6900.00 ... 6868.00 6881.00 PP
184 pp2511 20250909 6913.00 ... 6896.00 6910.00 PP
185 pp2512 20250909 6955.00 ... 6925.00 6935.00 PP
186 pp2601 20250909 6970.00 ... 6945.00 6950.00 PP
187 pp2602 20250909 6941.00 ... 6922.00 6930.00 PP
188 pp2603 20250909 6910.00 ... 6922.00 6919.00 PP
189 pp2604 20250909 6964.00 ... 6950.00 6946.00 PP
190 pp2605 20250909 6989.00 ... 6962.00 6967.00 PP
191 pp2606 20250909 6944.00 ... 6931.00 6941.00 PP
192 pp2607 20250909 6891.00 ... 6897.00 6919.00 PP
193 pp2608 20250909 6905.00 ... 6906.00 6918.00 PP
194 rr2509 20250909 3620.00 ... 3620.00 3585.00 RR
195 rr2510 20250909 3609.00 ... 3609.00 3611.00 RR
196 rr2511 20250909 3612.00 ... 3613.00 3613.00 RR
197 rr2512 20250909 3611.00 ... 3609.00 3610.00 RR
198 rr2601 20250909 3620.00 ... 3620.00 3623.00 RR
199 rr2602 20250909 3604.00 ... 3604.00 3609.00 RR
200 rr2603 20250909 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250909 0.00 ... 3617.00 3617.00 RR
202 rr2605 20250909 0.00 ... 3618.00 3618.00 RR
203 rr2606 20250909 0.00 ... 3604.00 3604.00 RR
204 rr2607 20250909 0.00 ... 3625.00 3625.00 RR
205 rr2608 20250909 0.00 ... 3625.00 3625.00 RR
206 v2509 20250909 4727.00 ... 4710.00 4721.00 V
207 v2510 20250909 4770.00 ... 4755.00 4770.00 V
208 v2511 20250909 4811.00 ... 4787.00 4801.00 V
209 v2512 20250909 4848.00 ... 4822.00 4839.00 V
210 v2601 20250909 4890.00 ... 4864.00 4878.00 V
211 v2602 20250909 4921.00 ... 4898.00 4919.00 V
212 v2603 20250909 4956.00 ... 4931.00 4950.00 V
213 v2604 20250909 5160.00 ... 5120.00 5154.00 V
214 v2605 20250909 5192.00 ... 5173.00 5186.00 V
215 v2606 20250909 5216.00 ... 5192.00 5208.00 V
216 v2607 20250909 5248.00 ... 5241.00 5252.00 V
217 v2608 20250909 5298.00 ... 5271.00 5285.00 V
218 y2509 20250909 7916.00 ... 8286.00 8420.00 Y
219 y2511 20250909 8442.00 ... 8448.00 8432.00 Y
220 y2512 20250909 8468.00 ... 8466.00 8454.00 Y
221 y2601 20250909 8424.00 ... 8418.00 8408.00 Y
222 y2603 20250909 8362.00 ... 8336.00 8326.00 Y
223 y2605 20250909 8132.00 ... 8122.00 8110.00 Y
224 y2607 20250909 8078.00 ... 8080.00 8062.00 Y
225 y2608 20250909 8094.00 ... 8086.00 8052.00 Y
[226 rows x 12 columns]
2025-09-09 18:27:04,194 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
2025-09-09 18:27:06,060 - future_1d - INFO - save future_daily 2025-09-09 add
2025-09-09 18:27:06,067 - future_1d - INFO - 0 1 2 3 4
symbol AP510 AP511 AP512 AP601 AP603
date 2025-09-09 2025-09-09 2025-09-09 2025-09-09 2025-09-09
opencol 8340.0 8232.0 8285.0 8381.0 8277.0
high 8346.0 8267.0 8333.0 8428.0 8300.0
low 8043.0 7951.0 7959.0 7995.0 7933.0
close 8045.0 7985.0 7987.0 8033.0 7999.0
volume 48724.0 1386.0 443.0 197876.0 261.0
open_interest 24454.0 3437.0 413.0 95845.0 109.0
turnover 398303.72 11144.13 3579.47 1609975.99 2110.89
settle 8175.0 8049.0 8080.0 8136.0 8088.0
pre_settle 8359.0 8240.0 8273.0 8347.0 8242.0
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 1 2 3 4 6
maturity_day 22 53 83 114 173