=========================================================================
2025-07-17 16:25:29 Thu START TASK.01 future_1d future_daily
=========================================================================
2025-07-17 16:25:31,285 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2507 20250709 5959.800 ... 5937.200 5952.600 IC
1 IC2508 20250709 5906.400 ... 5882.400 5897.200 IC
2 IC2509 20250709 5850.000 ... 5830.000 5848.000 IC
3 IC2512 20250709 5735.600 ... 5706.800 5726.000 IC
4 IF2507 20250709 3981.600 ... 3981.800 3983.000 IF
5 IF2508 20250709 3966.000 ... 3964.400 3966.200 IF
6 IF2509 20250709 3958.600 ... 3957.000 3959.200 IF
7 IF2512 20250709 3925.000 ... 3923.400 3923.400 IF
8 IH2507 20250709 2730.000 ... 2731.400 2733.400 IH
9 IH2508 20250709 2726.200 ... 2726.600 2729.400 IH
10 IH2509 20250709 2727.000 ... 2727.000 2728.800 IH
11 IH2512 20250709 2728.200 ... 2727.400 2728.600 IH
12 IM2507 20250709 6369.800 ... 6365.000 6369.800 IM
13 IM2508 20250709 6308.000 ... 6292.800 6297.800 IM
14 IM2509 20250709 6240.000 ... 6219.800 6226.200 IM
15 IM2512 20250709 6050.000 ... 6032.200 6040.200 IM
16 T2509 20250709 109.020 ... 109.020 108.995 T
17 T2512 20250709 109.100 ... 109.100 109.075 T
18 T2603 20250709 109.075 ... 109.075 109.045 T
19 TF2509 20250709 106.145 ... 106.135 106.125 TF
20 TF2512 20250709 106.250 ... 106.225 106.225 TF
21 TF2603 20250709 106.255 ... 106.270 106.270 TF
22 TL2509 20250709 120.900 ... 120.960 120.860 TL
23 TL2512 20250709 120.710 ... 120.810 120.740 TL
24 TL2603 20250709 120.650 ... 120.610 120.560 TL
25 TS2509 20250709 102.472 ... 102.456 102.466 TS
26 TS2512 20250709 102.600 ... 102.576 102.582 TS
27 TS2603 20250709 102.682 ... 102.684 102.690 TS
[28 rows x 12 columns]
2025-07-17 16:25:31,603 - future_1d - INFO - ak.get_cffex_daily('2025-07-09') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250709 513 521 ... 6649274.55 515.7 509.9 SC
1 SC2509 20250709 508.4 513.8 ... 1940966.17 510.6 505 SC
2 SC2510 20250709 501.6 506.7 ... 388812.8 503.3 497.6 SC
3 SC2511 20250709 495.5 500.4 ... 36921.48 496.9 491.4 SC
4 SC2512 20250709 490.6 495.9 ... 20532.6 492.3 487.2 SC
5 SC2601 20250709 487.6 491.8 ... 25686.98 489.2 484.1 SC
6 SC2602 20250709 484.2 488 ... 20924.01 485.4 477.5 SC
7 SC2603 20250709 481.5 484.5 ... 4300.42 483.1 478 SC
8 SC2604 20250709 478.2 479.1 ... 95.73 478.6 475.6 SC
9 SC2605 20250709 ... 0 477.6 473.2 SC
10 SC2606 20250709 477 478.5 ... 429.98 477.7 474.7 SC
11 SC2607 20250709 ... 0 472.5 471.9 SC
12 SC2609 20250709 ... 0 472.6 472.4 SC
13 SC2612 20250709 472.2 472.2 ... 47.22 472.2 470.9 SC
14 SC2703 20250709 ... 0 467.9 466.9 SC
15 SC2706 20250709 469.9 471.6 ... 94.15 470.7 470.5 SC
16 SC2709 20250709 ... 0 466.8 464.9 SC
17 SC2712 20250709 ... 0 466.5 466.5 SC
18 SC2803 20250709 465.4 466.3 ... 186.33 465.8 465.3 SC
19 SC2806 20250709 ... 0 463.2 463.2 SC
21 LU2508 20250709 3698 3728 ... 7441.74 3709 3678 LU
22 LU2509 20250709 3680 3714 ... 265176.029 3697 3662 LU
23 LU2510 20250709 3643 3678 ... 133650.787 3662 3625 LU
24 LU2511 20250709 3606 3644 ... 5005.086 3626 3588 LU
25 LU2512 20250709 3580 3607 ... 86.326 3596 3550 LU
26 LU2601 20250709 3550 3575 ... 616.067 3561 3527 LU
27 LU2602 20250709 3543 3543 ... 3.543 3543 3506 LU
28 LU2603 20250709 3498 3523 ... 42.122 3510 3489 LU
29 LU2604 20250709 ... 0 3486 3486 LU
30 LU2605 20250709 3475 3495 ... 83.614 3483 3463 LU
31 LU2606 20250709 3467 3483 ... 121.719 3477 3449 LU
32 LU2607 20250709 3444 3469 ... 51.885 3459 3445 LU
34 NR2507 20250709 12030 12050 ... 1081.35 12015 11940 NR
35 NR2508 20250709 12075 12125 ... 741056.375 12040 12045 NR
36 NR2509 20250709 12080 12135 ... 473102.555 12060 12050 NR
37 NR2510 20250709 12085 12140 ... 72289.935 12075 12055 NR
38 NR2511 20250709 12080 12145 ... 1282.45 12095 12080 NR
39 NR2512 20250709 12100 12165 ... 859.745 12105 12105 NR
40 NR2601 20250709 12130 12190 ... 4538.14 12130 12125 NR
41 NR2602 20250709 12200 12200 ... 183 12200 12170 NR
42 NR2603 20250709 12195 12230 ... 85.29 12180 12155 NR
43 NR2604 20250709 12200 12200 ... 24.39 12195 12175 NR
44 NR2605 20250709 12250 12285 ... 85.75 12250 12215 NR
45 NR2606 20250709 12225 12225 ... 12.225 12225 12260 NR
47 BC2507 20250709 ... 0 70600 70600 BC
48 BC2508 20250709 70810 71340 ... 386873.235 70140 70690 BC
49 BC2509 20250709 70710 70900 ... 39587.96 69880 70530 BC
50 BC2510 20250709 70620 70620 ... 245.215 70060 70980 BC
51 BC2511 20250709 69510 69510 ... 483.565 69080 71800 BC
52 BC2512 20250709 ... 0 69750 70700 BC
53 BC2601 20250709 ... 0 69810 70900 BC
54 BC2602 20250709 ... 0 69410 69410 BC
55 BC2603 20250709 ... 0 69290 69290 BC
56 BC2604 20250709 ... 0 69750 70800 BC
57 BC2605 20250709 ... 0 68280 70970 BC
58 BC2606 20250709 ... 0 67820 70490 BC
60 EC2508 20250709 2015.2 2030 ... 252742.326 1990.2 1979 EC
61 EC2510 20250709 1385 1395.8 ... 71128.793 1382.4 1387.7 EC
62 EC2512 20250709 1555.4 1580 ... 16171.0555 1551.1 1571.8 EC
63 EC2602 20250709 1358.6 1359.5 ... 2110.858 1348.7 1356.5 EC
64 EC2604 20250709 1196 1196 ... 3890.1385 1184.2 1181.4 EC
65 EC2606 20250709 1339.8 1339.8 ... 662.649 1325.2 1333 EC
68 SC_TAS2508 20250709 ... SC_TAS
69 SC_TAS2509 20250709 ... SC_TAS
70 SC_TAS2510 20250709 ... SC_TAS
71 SC_TAS2511 20250709 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:25:31,685 - future_1d - INFO - ak.get_ine_daily('2025-07-09') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250709 7670.0 7800.0 ... 717100.00 7751.0 7666.0 AP
1 AP511 20250709 7540.0 7620.0 ... 2425.16 7579.0 7506.0 AP
2 AP512 20250709 7600.0 7646.0 ... 144.67 7614.0 7549.0 AP
3 AP601 20250709 7581.0 7678.0 ... 28720.63 7636.0 7574.0 AP
4 AP603 20250709 7608.0 7647.0 ... 213.38 7621.0 7556.0 AP
5 AP604 20250709 7691.0 7691.0 ... 306.98 7674.0 7638.0 AP
6 AP605 20250709 7699.0 7758.0 ... 681.15 7740.0 7683.0 AP
7 CF507 20250709 13560.0 13610.0 ... 2280.25 13535.0 13550.0 CF
8 CF509 20250709 13790.0 13855.0 ... 1487327.69 13770.0 13760.0 CF
9 CF511 20250709 13685.0 13745.0 ... 197156.00 13675.0 13670.0 CF
10 CF601 20250709 13750.0 13800.0 ... 406722.73 13740.0 13735.0 CF
11 CF603 20250709 13710.0 13765.0 ... 1330.90 13720.0 13700.0 CF
12 CF605 20250709 13745.0 13790.0 ... 6412.57 13715.0 13725.0 CF
13 CJ507 20250709 9450.0 9450.0 ... 47.03 9405.0 9450.0 CJ
14 CJ509 20250709 9400.0 9455.0 ... 211023.82 9380.0 9460.0 CJ
15 CJ512 20250709 10285.0 10330.0 ... 16923.27 10245.0 10330.0 CJ
16 CJ601 20250709 10400.0 10445.0 ... 1046991.67 10360.0 10470.0 CJ
17 CJ603 20250709 10505.0 10570.0 ... 21742.29 10490.0 10580.0 CJ
18 CJ605 20250709 10755.0 10810.0 ... 84099.51 10735.0 10855.0 CJ
19 CY507 20250709 0.0 0.0 ... 0.00 19805.0 19840.0 CY
20 CY508 20250709 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250709 19940.0 20005.0 ... 90368.84 19915.0 19950.0 CY
22 CY510 20250709 0.0 0.0 ... 0.00 19535.0 19570.0 CY
23 CY511 20250709 0.0 0.0 ... 0.00 20060.0 20060.0 CY
24 CY512 20250709 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250709 19900.0 19955.0 ... 89.37 19860.0 19935.0 CY
26 CY602 20250709 0.0 0.0 ... 0.00 19830.0 19830.0 CY
27 CY603 20250709 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250709 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250709 19915.0 19915.0 ... 9.96 19915.0 20025.0 CY
30 CY606 20250709 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250709 966.0 971.0 ... 139.72 970.0 960.0 FG
32 FG508 20250709 1042.0 1055.0 ... 19791.80 1047.0 1041.0 FG
33 FG509 20250709 1026.0 1037.0 ... 2504679.29 1029.0 1024.0 FG
34 FG510 20250709 1080.0 1087.0 ... 35154.50 1082.0 1075.0 FG
35 FG511 20250709 1067.0 1076.0 ... 47101.91 1071.0 1063.0 FG
36 FG512 20250709 1135.0 1143.0 ... 11175.48 1135.0 1129.0 FG
37 FG601 20250709 1121.0 1134.0 ... 311079.97 1125.0 1120.0 FG
38 FG602 20250709 1166.0 1172.0 ... 393.40 1164.0 1160.0 FG
39 FG603 20250709 1160.0 1169.0 ... 397.36 1162.0 1156.0 FG
40 FG604 20250709 1198.0 1207.0 ... 485.14 1201.0 1195.0 FG
41 FG605 20250709 1190.0 1203.0 ... 5510.66 1197.0 1191.0 FG
42 FG606 20250709 1214.0 1219.0 ... 230.58 1214.0 1208.0 FG
43 JR507 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250709 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250709 2382.0 2398.0 ... 19338.97 2382.0 2391.0 MA
55 MA509 20250709 2365.0 2380.0 ... 1934445.25 2365.0 2382.0 MA
56 MA510 20250709 2385.0 2397.0 ... 55009.54 2384.0 2394.0 MA
57 MA511 20250709 2401.0 2411.0 ... 55678.76 2396.0 2404.0 MA
58 MA512 20250709 2418.0 2434.0 ... 13120.86 2419.0 2426.0 MA
59 MA601 20250709 2415.0 2438.0 ... 198591.85 2422.0 2428.0 MA
60 MA602 20250709 2407.0 2421.0 ... 24.09 2409.0 2415.0 MA
61 MA603 20250709 2401.0 2415.0 ... 103.42 2405.0 2414.0 MA
62 MA604 20250709 2376.0 2376.0 ... 4.75 2376.0 2393.0 MA
63 MA605 20250709 2351.0 2360.0 ... 3346.64 2347.0 2359.0 MA
64 MA606 20250709 2357.0 2359.0 ... 42.37 2354.0 2360.0 MA
65 OI507 20250709 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250709 9588.0 9598.0 ... 2607031.01 9546.0 9535.0 OI
67 OI511 20250709 9583.0 9583.0 ... 140518.82 9539.0 9528.0 OI
68 OI601 20250709 9525.0 9540.0 ... 397715.17 9486.0 9484.0 OI
69 OI603 20250709 9477.0 9481.0 ... 3659.10 9431.0 9452.0 OI
70 OI605 20250709 9376.0 9376.0 ... 3615.18 9342.0 9339.0 OI
71 PF507 20250709 6568.0 6630.0 ... 132.51 6626.0 6626.0 PF
72 PF508 20250709 6522.0 6544.0 ... 279642.93 6528.0 6520.0 PF
73 PF509 20250709 6406.0 6432.0 ... 193303.73 6412.0 6398.0 PF
74 PF510 20250709 6402.0 6422.0 ... 61793.94 6400.0 6388.0 PF
75 PF511 20250709 6374.0 6390.0 ... 78746.78 6370.0 6358.0 PF
76 PF512 20250709 6346.0 6372.0 ... 49565.08 6360.0 6340.0 PF
77 PF601 20250709 6360.0 6386.0 ... 3592.77 6370.0 6352.0 PF
78 PF602 20250709 6370.0 6404.0 ... 44.59 6370.0 6356.0 PF
79 PF603 20250709 6376.0 6416.0 ... 66.94 6376.0 6366.0 PF
80 PF604 20250709 6378.0 6416.0 ... 44.70 6386.0 6372.0 PF
81 PF605 20250709 6380.0 6426.0 ... 108.75 6398.0 6366.0 PF
82 PF606 20250709 6374.0 6388.0 ... 6.38 6382.0 6366.0 PF
83 PK510 20250709 8130.0 8196.0 ... 197959.13 8158.0 8106.0 PK
84 PK511 20250709 7934.0 8024.0 ... 95661.77 7986.0 7914.0 PK
85 PK512 20250709 7934.0 7984.0 ... 3549.71 7968.0 7908.0 PK
86 PK601 20250709 7922.0 7968.0 ... 7811.18 7946.0 7914.0 PK
87 PK603 20250709 7932.0 7958.0 ... 39.74 7948.0 7912.0 PK
88 PK604 20250709 7956.0 7956.0 ... 7.95 7952.0 7924.0 PK
89 PK605 20250709 7952.0 7968.0 ... 338.25 7960.0 7938.0 PK
90 PM507 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250709 5920.0 5920.0 ... 17.76 5920.0 5922.0 PR
97 PR508 20250709 5908.0 5908.0 ... 12670.50 5892.0 5898.0 PR
98 PR509 20250709 5872.0 5890.0 ... 366098.76 5874.0 5870.0 PR
99 PR510 20250709 5856.0 5884.0 ... 248328.55 5866.0 5856.0 PR
100 PR511 20250709 5852.0 5876.0 ... 65277.52 5854.0 5842.0 PR
101 PR512 20250709 5848.0 5848.0 ... 8.77 5848.0 5838.0 PR
102 PR601 20250709 5850.0 5866.0 ... 105.36 5854.0 5840.0 PR
103 PR602 20250709 0.0 0.0 ... 0.00 5898.0 5878.0 PR
104 PR603 20250709 5898.0 5930.0 ... 17.74 5914.0 5886.0 PR
105 PR604 20250709 5892.0 5930.0 ... 17.73 5912.0 5882.0 PR
106 PR605 20250709 5896.0 5896.0 ... 17.67 5892.0 5878.0 PR
107 PR606 20250709 0.0 0.0 ... 0.00 5858.0 5858.0 PR
108 PX507 20250709 0.0 0.0 ... 0.00 6890.0 6868.0 PX
109 PX508 20250709 6734.0 6768.0 ... 486.13 6752.0 6722.0 PX
110 PX509 20250709 6710.0 6748.0 ... 594486.99 6716.0 6696.0 PX
111 PX510 20250709 6696.0 6730.0 ... 59893.48 6698.0 6676.0 PX
112 PX511 20250709 6658.0 6704.0 ... 114440.83 6664.0 6642.0 PX
113 PX512 20250709 6638.0 6688.0 ... 35806.53 6644.0 6624.0 PX
114 PX601 20250709 6624.0 6660.0 ... 52120.77 6636.0 6604.0 PX
115 PX602 20250709 0.0 0.0 ... 0.00 6628.0 6566.0 PX
116 PX603 20250709 0.0 0.0 ... 0.00 6618.0 6578.0 PX
117 PX604 20250709 0.0 0.0 ... 0.00 6606.0 6562.0 PX
118 PX605 20250709 6576.0 6610.0 ... 52.75 6594.0 6560.0 PX
119 PX606 20250709 6562.0 6562.0 ... 3.28 6562.0 6544.0 PX
120 RI507 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250709 2440.0 2461.0 ... 899.68 2445.0 2455.0 RM
127 RM508 20250709 2564.0 2594.0 ... 15942.76 2572.0 2577.0 RM
128 RM509 20250709 2568.0 2595.0 ... 721970.44 2573.0 2581.0 RM
129 RM511 20250709 2408.0 2420.0 ... 2486.37 2407.0 2412.0 RM
130 RM601 20250709 2303.0 2317.0 ... 168883.86 2305.0 2312.0 RM
131 RM603 20250709 2291.0 2297.0 ... 11757.00 2287.0 2294.0 RM
132 RM605 20250709 2308.0 2313.0 ... 35468.30 2305.0 2312.0 RM
133 RS507 20250709 0.0 0.0 ... 0.00 4991.0 4961.0 RS
134 RS508 20250709 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250709 5018.0 5097.0 ... 395.37 5069.0 5039.0 RS
136 RS511 20250709 5009.0 5074.0 ... 100.74 5037.0 5049.0 RS
137 SA507 20250709 1140.0 1154.0 ... 270.34 1146.0 1136.0 SA
138 SA508 20250709 1178.0 1197.0 ... 24946.06 1187.0 1174.0 SA
139 SA509 20250709 1178.0 1198.0 ... 3503226.20 1187.0 1177.0 SA
140 SA510 20250709 1196.0 1212.0 ... 93566.02 1201.0 1192.0 SA
141 SA511 20250709 1198.0 1211.0 ... 130134.16 1202.0 1195.0 SA
142 SA512 20250709 1217.0 1236.0 ... 42233.44 1225.0 1216.0 SA
143 SA601 20250709 1220.0 1239.0 ... 772014.38 1226.0 1215.0 SA
144 SA602 20250709 1228.0 1247.0 ... 12342.25 1238.0 1228.0 SA
145 SA603 20250709 1231.0 1247.0 ... 6414.73 1236.0 1228.0 SA
146 SA604 20250709 1246.0 1260.0 ... 2910.42 1250.0 1243.0 SA
147 SA605 20250709 1245.0 1260.0 ... 29619.14 1251.0 1244.0 SA
148 SA606 20250709 1257.0 1263.0 ... 2486.52 1260.0 1255.0 SA
149 SF507 20250709 5466.0 5484.0 ... 1182.38 5436.0 5430.0 SF
150 SF508 20250709 5346.0 5406.0 ... 11221.56 5374.0 5346.0 SF
151 SF509 20250709 5358.0 5418.0 ... 290240.89 5380.0 5352.0 SF
152 SF510 20250709 5312.0 5372.0 ... 60549.78 5328.0 5288.0 SF
153 SF511 20250709 5440.0 5512.0 ... 99059.99 5466.0 5420.0 SF
154 SF512 20250709 5426.0 5488.0 ... 12017.42 5440.0 5400.0 SF
155 SF601 20250709 5396.0 5456.0 ... 6835.09 5412.0 5362.0 SF
156 SF602 20250709 5332.0 5388.0 ... 315.85 5354.0 5300.0 SF
157 SF603 20250709 5466.0 5516.0 ... 16.47 5490.0 5424.0 SF
158 SF604 20250709 0.0 0.0 ... 0.00 5460.0 5412.0 SF
159 SF605 20250709 5444.0 5492.0 ... 101.01 5460.0 5412.0 SF
160 SF606 20250709 5386.0 5388.0 ... 18.79 5370.0 5356.0 SF
161 SH507 20250709 0.0 0.0 ... 0.00 2381.0 2380.0 SH
162 SH508 20250709 2427.0 2473.0 ... 144128.62 2434.0 2442.0 SH
163 SH509 20250709 2405.0 2456.0 ... 3965465.00 2419.0 2418.0 SH
164 SH510 20250709 2413.0 2477.0 ... 438972.92 2439.0 2427.0 SH
165 SH511 20250709 2393.0 2463.0 ... 311045.45 2426.0 2403.0 SH
166 SH512 20250709 2399.0 2468.0 ... 25143.72 2426.0 2410.0 SH
167 SH601 20250709 2383.0 2440.0 ... 101220.63 2403.0 2389.0 SH
168 SH602 20250709 2402.0 2456.0 ... 1192.79 2424.0 2410.0 SH
169 SH603 20250709 2416.0 2455.0 ... 860.28 2430.0 2413.0 SH
170 SH604 20250709 2450.0 2483.0 ... 324.18 2456.0 2441.0 SH
171 SH605 20250709 2435.0 2487.0 ... 2495.18 2453.0 2428.0 SH
172 SH606 20250709 2457.0 2495.0 ... 66.92 2479.0 2446.0 SH
173 SM507 20250709 5638.0 5680.0 ... 1150.66 5654.0 5612.0 SM
174 SM508 20250709 5644.0 5730.0 ... 16082.16 5682.0 5644.0 SM
175 SM509 20250709 5666.0 5742.0 ... 554857.53 5682.0 5646.0 SM
176 SM510 20250709 5644.0 5724.0 ... 39475.30 5664.0 5632.0 SM
177 SM511 20250709 5726.0 5800.0 ... 74115.41 5742.0 5716.0 SM
178 SM512 20250709 5726.0 5786.0 ... 9529.31 5728.0 5704.0 SM
179 SM601 20250709 5726.0 5774.0 ... 40045.37 5724.0 5694.0 SM
180 SM602 20250709 5718.0 5758.0 ... 154.36 5718.0 5714.0 SM
181 SM603 20250709 5722.0 5766.0 ... 85.79 5720.0 5728.0 SM
182 SM604 20250709 5730.0 5762.0 ... 63.12 5738.0 5736.0 SM
183 SM605 20250709 5756.0 5804.0 ... 894.45 5752.0 5730.0 SM
184 SM606 20250709 5758.0 5766.0 ... 43.16 5756.0 5764.0 SM
185 SR507 20250709 5748.0 5781.0 ... 1828.85 5751.0 5754.0 SR
186 SR509 20250709 5755.0 5783.0 ... 816826.20 5763.0 5744.0 SR
187 SR511 20250709 5647.0 5676.0 ... 132157.70 5653.0 5639.0 SR
188 SR601 20250709 5595.0 5612.0 ... 98857.55 5599.0 5589.0 SR
189 SR603 20250709 5567.0 5585.0 ... 1365.73 5574.0 5562.0 SR
190 SR605 20250709 5549.0 5560.0 ... 3053.06 5551.0 5545.0 SR
191 TA507 20250709 4786.0 4792.0 ... 4694.65 4770.0 4786.0 TA
192 TA508 20250709 4750.0 4770.0 ... 34276.83 4740.0 4744.0 TA
193 TA509 20250709 4722.0 4738.0 ... 2044731.35 4714.0 4710.0 TA
194 TA510 20250709 4696.0 4722.0 ... 71822.15 4702.0 4688.0 TA
195 TA511 20250709 4694.0 4712.0 ... 54880.96 4692.0 4678.0 TA
196 TA512 20250709 4678.0 4700.0 ... 11011.77 4684.0 4670.0 TA
197 TA601 20250709 4670.0 4694.0 ... 377403.21 4678.0 4658.0 TA
198 TA602 20250709 4674.0 4696.0 ... 18.75 4688.0 4662.0 TA
199 TA603 20250709 4672.0 4688.0 ... 18.73 4682.0 4656.0 TA
200 TA604 20250709 4684.0 4696.0 ... 9.38 4688.0 4670.0 TA
201 TA605 20250709 4678.0 4708.0 ... 2473.15 4694.0 4670.0 TA
202 TA606 20250709 4698.0 4710.0 ... 9.40 4702.0 4680.0 TA
203 UR507 20250709 1767.0 1768.0 ... 813.70 1759.0 1751.0 UR
204 UR508 20250709 1763.0 1771.0 ... 1187.60 1767.0 1749.0 UR
205 UR509 20250709 1775.0 1781.0 ... 588943.97 1771.0 1755.0 UR
206 UR510 20250709 1761.0 1766.0 ... 19088.87 1755.0 1744.0 UR
207 UR511 20250709 1758.0 1766.0 ... 18258.17 1755.0 1747.0 UR
208 UR512 20250709 1743.0 1749.0 ... 38.42 1747.0 1730.0 UR
209 UR601 20250709 1730.0 1740.0 ... 84018.51 1731.0 1718.0 UR
210 UR602 20250709 1725.0 1731.0 ... 600.41 1725.0 1715.0 UR
211 UR603 20250709 1741.0 1752.0 ... 157.26 1747.0 1737.0 UR
212 UR604 20250709 1735.0 1746.0 ... 87.00 1740.0 1732.0 UR
213 UR605 20250709 1731.0 1740.0 ... 4058.35 1730.0 1721.0 UR
214 UR606 20250709 1723.0 1731.0 ... 62.18 1727.0 1717.0 UR
215 WH507 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 16:25:32,055 - future_1d - INFO - ak.get_czce_daily('2025-07-09') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250709 ... 79110 79720 CU
1 1 CU2508 20250709 ... 78910 79480 CU
2 2 CU2509 20250709 ... 78740 79310 CU
3 3 CU2510 20250709 ... 78500 79040 CU
4 4 CU2511 20250709 ... 78260 78800 CU
5 5 CU2512 20250709 ... 78160 78630 CU
6 6 CU2601 20250709 ... 77950 78520 CU
7 7 CU2602 20250709 ... 77920 78360 CU
8 8 CU2603 20250709 ... 77960 78250 CU
9 9 CU2604 20250709 ... 77960 78280 CU
10 10 CU2605 20250709 ... 77910 78300 CU
11 11 CU2606 20250709 ... 77950 78440 CU
12 12 BC2507 20250709 ... 70600 70600 BC
13 13 BC2508 20250709 ... 70140 70690 BC
14 14 BC2509 20250709 ... 69880 70530 BC
15 15 BC2510 20250709 ... 70060 70980 BC
16 16 BC2511 20250709 ... 69080 71800 BC
17 17 BC2512 20250709 ... 69750 70700 BC
18 18 BC2601 20250709 ... 69810 70900 BC
19 19 BC2602 20250709 ... 69410 69410 BC
20 20 BC2603 20250709 ... 69290 69290 BC
21 21 BC2604 20250709 ... 69750 70800 BC
22 22 BC2605 20250709 ... 68280 70970 BC
23 23 BC2606 20250709 ... 67820 70490 BC
24 24 AL2507 20250709 ... 20690 20670 AL
25 25 AL2508 20250709 ... 20515 20495 AL
26 26 AL2509 20250709 ... 20455 20435 AL
27 27 AL2510 20250709 ... 20380 20360 AL
28 28 AL2511 20250709 ... 20295 20275 AL
29 29 AL2512 20250709 ... 20215 20185 AL
30 30 AL2601 20250709 ... 20170 20130 AL
31 31 AL2602 20250709 ... 20165 20125 AL
32 32 AL2603 20250709 ... 20170 20145 AL
33 33 AL2604 20250709 ... 20180 20140 AL
34 34 AL2605 20250709 ... 20180 20160 AL
35 35 AL2606 20250709 ... 20220 20165 AL
36 36 ZN2507 20250709 ... 22100 22020 ZN
37 37 ZN2508 20250709 ... 22080 22005 ZN
38 38 ZN2509 20250709 ... 22015 21910 ZN
39 39 ZN2510 20250709 ... 21960 21845 ZN
40 40 ZN2511 20250709 ... 21895 21785 ZN
41 41 ZN2512 20250709 ... 21840 21745 ZN
42 42 ZN2601 20250709 ... 21805 21710 ZN
43 43 ZN2602 20250709 ... 21795 21685 ZN
44 44 ZN2603 20250709 ... 21795 21705 ZN
45 45 ZN2604 20250709 ... 21790 21675 ZN
46 46 ZN2605 20250709 ... 21800 21660 ZN
47 47 ZN2606 20250709 ... 21790 21640 ZN
48 48 PB2507 20250709 ... 17145 17065 PB
49 49 PB2508 20250709 ... 17200 17115 PB
50 50 PB2509 20250709 ... 17220 17135 PB
51 51 PB2510 20250709 ... 17210 17130 PB
52 52 PB2511 20250709 ... 17215 17135 PB
53 53 PB2512 20250709 ... 17245 17150 PB
54 54 PB2601 20250709 ... 17220 17160 PB
55 55 PB2602 20250709 ... 17140 17140 PB
56 56 PB2603 20250709 ... 17175 17125 PB
57 57 PB2604 20250709 ... 17185 17140 PB
58 58 PB2605 20250709 ... 17120 17120 PB
59 59 PB2606 20250709 ... 17160 17115 PB
60 60 NI2507 20250709 ... 119770 120260 NI
61 61 NI2508 20250709 ... 119460 120590 NI
62 62 NI2509 20250709 ... 119540 120670 NI
63 63 NI2510 20250709 ... 119730 120790 NI
64 64 NI2511 20250709 ... 119920 121000 NI
65 65 NI2512 20250709 ... 120230 121160 NI
66 66 NI2601 20250709 ... 120290 121290 NI
67 67 NI2602 20250709 ... 120650 121530 NI
68 68 NI2603 20250709 ... 120920 121700 NI
69 69 NI2604 20250709 ... 121200 121890 NI
70 70 NI2605 20250709 ... 121220 122350 NI
71 71 NI2606 20250709 ... 121450 122370 NI
72 72 SN2507 20250709 ... 264600 264710 SN
73 73 SN2508 20250709 ... 263570 264240 SN
74 74 SN2509 20250709 ... 263430 264440 SN
75 75 SN2510 20250709 ... 262820 264220 SN
76 76 SN2511 20250709 ... 262210 264030 SN
77 77 SN2512 20250709 ... 262080 263910 SN
78 78 SN2601 20250709 ... 262340 263970 SN
79 79 SN2602 20250709 ... 263000 263730 SN
80 80 SN2603 20250709 ... 262630 264130 SN
81 81 SN2604 20250709 ... 263820 263550 SN
82 82 SN2605 20250709 ... 262010 263190 SN
83 83 SN2606 20250709 ... 262420 262100 SN
84 84 AO2507 20250709 ... 3304 3340 AO
85 85 AO2508 20250709 ... 3182 3143 AO
86 86 AO2509 20250709 ... 3122 3064 AO
87 87 AO2510 20250709 ... 3080 3021 AO
88 88 AO2511 20250709 ... 3062 3006 AO
89 89 AO2512 20250709 ... 3048 2996 AO
90 90 AO2601 20250709 ... 3035 2987 AO
91 91 AO2602 20250709 ... 3029 2990 AO
92 92 AO2603 20250709 ... 3015 2979 AO
93 93 AO2604 20250709 ... 3010 2978 AO
94 94 AO2605 20250709 ... 3003 2971 AO
95 95 AO2606 20250709 ... 2999 2971 AO
96 96 AD2511 20250709 ... 19835 19810 AD
97 97 AD2512 20250709 ... 19750 19740 AD
98 98 AD2601 20250709 ... 19725 19645 AD
99 99 AD2602 20250709 ... 19690 19665 AD
100 100 AD2603 20250709 ... 19610 19605 AD
101 101 AD2604 20250709 ... 19565 19670 AD
102 102 AD2605 20250709 ... 19505 19525 AD
103 103 AD2606 20250709 ... 19495 19495 AD
104 104 AU2507 20250709 ... 765.62 772.88 AU
105 105 AU2508 20250709 ... 767.12 772.5 AU
106 106 AU2509 20250709 ... 766.68 771.42 AU
107 107 AU2510 20250709 ... 769.52 774.54 AU
108 108 AU2512 20250709 ... 771.1 776.36 AU
109 109 AU2602 20250709 ... 773.08 778.54 AU
110 110 AU2604 20250709 ... 774.44 780.96 AU
111 111 AU2606 20250709 ... 774.6 782.16 AU
112 112 AG2507 20250709 ... 8881 8909 AG
113 113 AG2508 20250709 ... 8873 8883 AG
114 114 AG2509 20250709 ... 8888 8894 AG
115 115 AG2510 20250709 ... 8899 8917 AG
116 116 AG2511 20250709 ... 8910 8919 AG
117 117 AG2512 20250709 ... 8921 8934 AG
118 118 AG2601 20250709 ... 8934 8942 AG
119 119 AG2602 20250709 ... 8944 8958 AG
120 120 AG2603 20250709 ... 8958 8964 AG
121 121 AG2604 20250709 ... 8966 8986 AG
122 122 AG2605 20250709 ... 8980 8994 AG
123 123 AG2606 20250709 ... 8992 9006 AG
124 124 RB2507 20250709 ... 3055 3070 RB
125 125 RB2508 20250709 ... 3033 3026 RB
126 126 RB2509 20250709 ... 3033 3027 RB
127 127 RB2510 20250709 ... 3065 3061 RB
128 128 RB2511 20250709 ... 3079 3074 RB
129 129 RB2512 20250709 ... 3096 3088 RB
130 130 RB2601 20250709 ... 3088 3081 RB
131 131 RB2602 20250709 ... 3076 3070 RB
132 132 RB2603 20250709 ... 3083 3078 RB
133 133 RB2604 20250709 ... 3084 3078 RB
134 134 RB2605 20250709 ... 3100 3094 RB
135 135 RB2606 20250709 ... 3106 3097 RB
136 136 WR2507 20250709 ... 3356 3356 WR
137 137 WR2508 20250709 ... 3190 3378 WR
138 138 WR2509 20250709 ... 3251 3251 WR
139 139 WR2510 20250709 ... 3299 3306 WR
140 140 WR2511 20250709 ... 3350 3350 WR
141 141 WR2512 20250709 ... 3362 3362 WR
142 142 WR2601 20250709 ... 3333 3298 WR
143 143 WR2602 20250709 ... 3396 3396 WR
144 144 WR2603 20250709 ... 3387 3387 WR
145 145 WR2604 20250709 ... 3392 3392 WR
146 146 WR2605 20250709 ... 3370 3370 WR
147 147 WR2606 20250709 ... 3356 3321 WR
148 148 HC2507 20250709 ... 3176 3191 HC
149 149 HC2508 20250709 ... 3196 3199 HC
150 150 HC2509 20250709 ... 3202 3196 HC
151 151 HC2510 20250709 ... 3193 3187 HC
152 152 HC2511 20250709 ... 3197 3192 HC
153 153 HC2512 20250709 ... 3209 3193 HC
154 154 HC2601 20250709 ... 3203 3198 HC
155 155 HC2602 20250709 ... 3207 3203 HC
156 156 HC2603 20250709 ... 3209 3196 HC
157 157 HC2604 20250709 ... 3217 3207 HC
158 158 HC2605 20250709 ... 3206 3201 HC
159 159 HC2606 20250709 ... 3215 3215 HC
160 160 SS2507 20250709 ... 12595 12560 SS
161 161 SS2508 20250709 ... 12730 12725 SS
162 162 SS2509 20250709 ... 12655 12660 SS
163 163 SS2510 20250709 ... 12650 12650 SS
164 164 SS2511 20250709 ... 12675 12685 SS
165 165 SS2512 20250709 ... 12710 12705 SS
166 166 SS2601 20250709 ... 12760 12745 SS
167 167 SS2602 20250709 ... 12800 12790 SS
168 168 SS2603 20250709 ... 12840 12815 SS
169 169 SS2604 20250709 ... 12865 12855 SS
170 170 SS2605 20250709 ... 12900 12875 SS
171 171 SS2606 20250709 ... 12930 12920 SS
172 172 SC2508 20250709 ... 515.7 509.9 SC
173 173 SC2509 20250709 ... 510.6 505 SC
174 174 SC2510 20250709 ... 503.3 497.6 SC
175 175 SC2511 20250709 ... 496.9 491.4 SC
176 176 SC2512 20250709 ... 492.3 487.2 SC
177 177 SC2601 20250709 ... 489.2 484.1 SC
178 178 SC2602 20250709 ... 485.4 477.5 SC
179 179 SC2603 20250709 ... 483.1 478 SC
180 180 SC2604 20250709 ... 478.6 475.6 SC
181 181 SC2605 20250709 ... 477.6 473.2 SC
182 182 SC2606 20250709 ... 477.7 474.7 SC
183 183 SC2607 20250709 ... 472.5 471.9 SC
184 184 SC2609 20250709 ... 472.6 472.4 SC
185 185 SC2612 20250709 ... 472.2 470.9 SC
186 186 SC2703 20250709 ... 467.9 466.9 SC
187 187 SC2706 20250709 ... 470.7 470.5 SC
188 188 SC2709 20250709 ... 466.8 464.9 SC
189 189 SC2712 20250709 ... 466.5 466.5 SC
190 190 SC2803 20250709 ... 465.8 465.3 SC
191 191 SC2806 20250709 ... 463.2 463.2 SC
192 192 LU2508 20250709 ... 3709 3678 LU
193 193 LU2509 20250709 ... 3697 3662 LU
194 194 LU2510 20250709 ... 3662 3625 LU
195 195 LU2511 20250709 ... 3626 3588 LU
196 196 LU2512 20250709 ... 3596 3550 LU
197 197 LU2601 20250709 ... 3561 3527 LU
198 198 LU2602 20250709 ... 3543 3506 LU
199 199 LU2603 20250709 ... 3510 3489 LU
200 200 LU2604 20250709 ... 3486 3486 LU
201 201 LU2605 20250709 ... 3483 3463 LU
202 202 LU2606 20250709 ... 3477 3449 LU
203 203 LU2607 20250709 ... 3459 3445 LU
204 204 FU2508 20250709 ... 2945 2931 FU
205 205 FU2509 20250709 ... 2982 2967 FU
206 206 FU2510 20250709 ... 2966 2941 FU
207 207 FU2511 20250709 ... 2934 2907 FU
208 208 FU2512 20250709 ... 2904 2877 FU
209 209 FU2601 20250709 ... 2890 2865 FU
210 210 FU2602 20250709 ... 2877 2854 FU
211 211 FU2603 20250709 ... 2857 2836 FU
212 212 FU2604 20250709 ... 2843 2823 FU
213 213 FU2605 20250709 ... 2827 2808 FU
214 214 FU2606 20250709 ... 2805 2793 FU
215 215 FU2607 20250709 ... 2787 2778 FU
216 216 BU2507 20250709 ... 3663 3665 BU
217 217 BU2508 20250709 ... 3650 3620 BU
218 218 BU2509 20250709 ... 3619 3592 BU
219 219 BU2510 20250709 ... 3569 3541 BU
220 220 BU2511 20250709 ... 3503 3471 BU
221 221 BU2512 20250709 ... 3428 3393 BU
222 222 BU2601 20250709 ... 3388 3351 BU
223 223 BU2602 20250709 ... 3382 3345 BU
224 224 BU2603 20250709 ... 3381 3305 BU
225 225 BU2604 20250709 ... 3353 3320 BU
226 226 BU2605 20250709 ... 3341 3315 BU
227 227 BU2606 20250709 ... 3338 3299 BU
228 228 BU2609 20250709 ... 3308 3282 BU
229 229 BU2612 20250709 ... 3262 3243 BU
230 230 BU2703 20250709 ... 3266 3247 BU
231 231 BU2706 20250709 ... 3265 3240 BU
232 232 BR2507 20250709 ... 11200 11200 BR
233 233 BR2508 20250709 ... 11315 11205 BR
234 234 BR2509 20250709 ... 11245 11130 BR
235 235 BR2510 20250709 ... 11220 11100 BR
236 236 BR2511 20250709 ... 11200 11075 BR
237 237 BR2512 20250709 ... 11195 11045 BR
238 238 BR2601 20250709 ... 11185 11060 BR
239 239 BR2602 20250709 ... 11170 11045 BR
240 240 BR2603 20250709 ... 11160 11065 BR
241 241 BR2604 20250709 ... 11205 11015 BR
242 242 BR2605 20250709 ... 11185 11025 BR
243 243 BR2606 20250709 ... 11150 11010 BR
244 244 RU2507 20250709 ... 13845 13855 RU
245 245 RU2508 20250709 ... 13935 13940 RU
246 246 RU2509 20250709 ... 14005 13990 RU
247 247 RU2510 20250709 ... 14030 14040 RU
248 248 RU2511 20250709 ... 14025 14010 RU
249 249 RU2601 20250709 ... 14885 14860 RU
250 250 RU2603 20250709 ... 14880 14840 RU
251 251 RU2604 20250709 ... 14860 14845 RU
252 252 RU2605 20250709 ... 14935 14910 RU
253 253 RU2606 20250709 ... 14950 14950 RU
254 254 NR2507 20250709 ... 12015 11940 NR
255 255 NR2508 20250709 ... 12040 12045 NR
256 256 NR2509 20250709 ... 12060 12050 NR
257 257 NR2510 20250709 ... 12075 12055 NR
258 258 NR2511 20250709 ... 12095 12080 NR
259 259 NR2512 20250709 ... 12105 12105 NR
260 260 NR2601 20250709 ... 12130 12125 NR
261 261 NR2602 20250709 ... 12200 12170 NR
262 262 NR2603 20250709 ... 12180 12155 NR
263 263 NR2604 20250709 ... 12195 12175 NR
264 264 NR2605 20250709 ... 12250 12215 NR
265 265 NR2606 20250709 ... 12225 12260 NR
266 266 SP2507 20250709 ... 5050 5030 SP
267 267 SP2508 20250709 ... 5070 5050 SP
268 268 SP2509 20250709 ... 5094 5072 SP
269 269 SP2510 20250709 ... 5108 5088 SP
270 270 SP2511 20250709 ... 5098 5078 SP
271 271 SP2512 20250709 ... 5092 5078 SP
272 272 SP2601 20250709 ... 5308 5282 SP
273 273 SP2602 20250709 ... 5248 5238 SP
274 274 SP2603 20250709 ... 5248 5224 SP
275 275 SP2604 20250709 ... 5252 5232 SP
276 276 SP2605 20250709 ... 5250 5226 SP
277 277 SP2606 20250709 ... 5254 5234 SP
278 278 EC2508 20250709 ... 1990.2 1979 EC
279 279 EC2510 20250709 ... 1382.4 1387.7 EC
280 280 EC2512 20250709 ... 1551.1 1571.8 EC
281 281 EC2602 20250709 ... 1348.7 1356.5 EC
282 282 EC2604 20250709 ... 1184.2 1181.4 EC
283 283 EC2606 20250709 ... 1325.2 1333 EC
284 285 SC_TAS2508 20250709 ... SC_TAS
285 286 SC_TAS2509 20250709 ... SC_TAS
286 287 SC_TAS2510 20250709 ... SC_TAS
287 288 SC_TAS2511 20250709 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 16:25:32,150 - future_1d - INFO - ak.get_shfe_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 a2507 20250709 0.00 ... 4150.00 4150.00 A
1 a2509 20250709 4103.00 ... 4112.00 4090.00 A
2 a2511 20250709 4042.00 ... 4048.00 4037.00 A
3 a2601 20250709 4029.00 ... 4033.00 4022.00 A
4 a2603 20250709 4020.00 ... 4027.00 4014.00 A
5 a2605 20250709 4056.00 ... 4059.00 4052.00 A
6 b2507 20250709 3480.00 ... 3480.00 3550.00 B
7 b2508 20250709 3518.00 ... 3518.00 3515.00 B
8 b2509 20250709 3570.00 ... 3576.00 3571.00 B
9 b2510 20250709 3617.00 ... 3610.00 3614.00 B
10 b2511 20250709 3632.00 ... 3639.00 3635.00 B
11 b2512 20250709 3654.00 ... 3661.00 3656.00 B
12 b2601 20250709 3643.00 ... 3652.00 3643.00 B
13 b2602 20250709 3629.00 ... 3624.00 3619.00 B
14 b2603 20250709 3540.00 ... 3535.00 3540.00 B
15 b2604 20250709 3445.00 ... 3443.00 3445.00 B
16 b2605 20250709 3374.00 ... 3375.00 3377.00 B
17 b2606 20250709 3371.00 ... 3371.00 3373.00 B
18 bb2509 20250709 153.65 ... 153.50 154.15 BB
19 bb2511 20250709 158.10 ... 157.15 158.00 BB
20 bb2601 20250709 156.75 ... 156.40 156.25 BB
21 bb2603 20250709 0.00 ... 165.90 165.75 BB
22 bb2605 20250709 0.00 ... 165.90 165.75 BB
23 bz2603 20250709 5935.00 ... 6015.00 5922.00 BZ
24 bz2604 20250709 5965.00 ... 6010.00 5919.00 BZ
25 bz2605 20250709 5948.00 ... 6013.00 5924.00 BZ
26 bz2606 20250709 5942.00 ... 6003.00 5913.00 BZ
27 c2507 20250709 2289.00 ... 2296.00 2316.00 C
28 c2509 20250709 2315.00 ... 2322.00 2320.00 C
29 c2511 20250709 2277.00 ... 2275.00 2276.00 C
30 c2601 20250709 2241.00 ... 2237.00 2240.00 C
31 c2603 20250709 2241.00 ... 2238.00 2240.00 C
32 c2605 20250709 2270.00 ... 2266.00 2266.00 C
33 cs2507 20250709 2700.00 ... 2700.00 2729.00 CS
34 cs2509 20250709 2676.00 ... 2676.00 2675.00 CS
35 cs2511 20250709 2627.00 ... 2630.00 2630.00 CS
36 cs2601 20250709 2627.00 ... 2626.00 2629.00 CS
37 cs2603 20250709 2614.00 ... 2615.00 2616.00 CS
38 cs2605 20250709 2649.00 ... 2650.00 2652.00 CS
39 eb2507 20250709 0.00 ... 7499.00 7499.00 EB
40 eb2508 20250709 7305.00 ... 7320.00 7334.00 EB
41 eb2509 20250709 7213.00 ... 7234.00 7241.00 EB
42 eb2510 20250709 7131.00 ... 7153.00 7157.00 EB
43 eb2511 20250709 7064.00 ... 7089.00 7087.00 EB
44 eb2512 20250709 7033.00 ... 7058.00 7050.00 EB
45 eb2601 20250709 7028.00 ... 7053.00 7048.00 EB
46 eb2602 20250709 7048.00 ... 7069.00 7062.00 EB
47 eb2603 20250709 7056.00 ... 7073.00 7082.00 EB
48 eb2604 20250709 7033.00 ... 7062.00 7069.00 EB
49 eb2605 20250709 7028.00 ... 7086.00 7056.00 EB
50 eb2606 20250709 7069.00 ... 7089.00 7060.00 EB
51 eg2507 20250709 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250709 4257.00 ... 4259.00 4257.00 EG
53 eg2509 20250709 4270.00 ... 4275.00 4273.00 EG
54 eg2510 20250709 4288.00 ... 4289.00 4284.00 EG
55 eg2511 20250709 4298.00 ... 4296.00 4291.00 EG
56 eg2512 20250709 4290.00 ... 4292.00 4285.00 EG
57 eg2601 20250709 4295.00 ... 4300.00 4300.00 EG
58 eg2602 20250709 4301.00 ... 4301.00 4299.00 EG
59 eg2603 20250709 4314.00 ... 4313.00 4334.00 EG
60 eg2604 20250709 4328.00 ... 4331.00 4330.00 EG
61 eg2605 20250709 4331.00 ... 4332.00 4331.00 EG
62 eg2606 20250709 0.00 ... 4329.00 4329.00 EG
63 fb2507 20250709 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250709 1332.50 ... 1332.50 1325.00 FB
65 fb2509 20250709 1314.50 ... 1317.00 1310.50 FB
66 fb2510 20250709 1325.50 ... 1328.00 1325.00 FB
67 fb2511 20250709 1324.50 ... 1325.00 1325.00 FB
68 fb2512 20250709 1323.50 ... 1324.50 1323.50 FB
69 fb2601 20250709 1305.00 ... 1310.00 1300.50 FB
70 fb2602 20250709 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250709 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250709 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250709 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250709 0.00 ... 1292.50 1292.50 FB
75 i2507 20250709 0.00 ... 748.00 748.00 I
76 i2508 20250709 737.50 ... 740.50 736.50 I
77 i2509 20250709 731.50 ... 736.50 731.50 I
78 i2510 20250709 727.50 ... 731.00 725.50 I
79 i2511 20250709 722.00 ... 724.50 719.00 I
80 i2512 20250709 715.00 ... 718.00 712.00 I
81 i2601 20250709 707.00 ... 710.00 705.00 I
82 i2602 20250709 704.50 ... 708.00 702.00 I
83 i2603 20250709 701.50 ... 704.50 699.00 I
84 i2604 20250709 698.00 ... 700.50 695.00 I
85 i2605 20250709 691.50 ... 693.00 688.50 I
86 i2606 20250709 684.50 ... 687.00 682.50 I
87 j2507 20250709 0.00 ... 1304.50 1304.50 J
88 j2508 20250709 1396.50 ... 1416.00 1392.50 J
89 j2509 20250709 1428.00 ... 1445.50 1421.50 J
90 j2510 20250709 1442.00 ... 1461.50 1433.00 J
91 j2511 20250709 0.00 ... 1450.50 1450.00 J
92 j2512 20250709 0.00 ... 1471.00 1464.00 J
93 j2601 20250709 1476.50 ... 1486.50 1466.50 J
94 j2602 20250709 0.00 ... 1494.50 1481.50 J
95 j2603 20250709 1507.50 ... 1507.50 1505.00 J
96 j2604 20250709 0.00 ... 1499.50 1499.50 J
97 j2605 20250709 1528.50 ... 1526.50 1509.00 J
98 j2606 20250709 0.00 ... 1528.00 1528.00 J
99 jd2507 20250709 2806.00 ... 2778.00 2778.00 JD
100 jd2508 20250709 3453.00 ... 3470.00 3447.00 JD
101 jd2509 20250709 3580.00 ... 3585.00 3577.00 JD
102 jd2510 20250709 3370.00 ... 3373.00 3369.00 JD
103 jd2511 20250709 3403.00 ... 3401.00 3413.00 JD
104 jd2512 20250709 3548.00 ... 3559.00 3568.00 JD
105 jd2601 20250709 3602.00 ... 3616.00 3628.00 JD
106 jd2602 20250709 3193.00 ... 3195.00 3199.00 JD
107 jd2603 20250709 3206.00 ... 3199.00 3203.00 JD
108 jd2604 20250709 3349.00 ... 3335.00 3340.00 JD
109 jd2605 20250709 3409.00 ... 3413.00 3412.00 JD
110 jd2606 20250709 3267.00 ... 3266.00 3266.00 JD
111 jm2507 20250709 836.00 ... 846.50 830.00 JM
112 jm2508 20250709 800.00 ... 812.00 798.00 JM
113 jm2509 20250709 849.50 ... 860.50 839.50 JM
114 jm2510 20250709 862.50 ... 877.00 856.50 JM
115 jm2511 20250709 875.00 ... 886.00 869.50 JM
116 jm2512 20250709 886.50 ... 897.50 880.00 JM
117 jm2601 20250709 896.00 ... 905.00 887.50 JM
118 jm2602 20250709 914.50 ... 908.00 896.00 JM
119 jm2603 20250709 916.00 ... 919.50 900.50 JM
120 jm2604 20250709 920.50 ... 925.00 914.00 JM
121 jm2605 20250709 923.50 ... 932.50 918.00 JM
122 jm2606 20250709 944.00 ... 945.00 928.50 JM
123 l2507 20250709 0.00 ... 7291.00 7291.00 L
124 l2508 20250709 7254.00 ... 7255.00 7256.00 L
125 l2509 20250709 7246.00 ... 7257.00 7250.00 L
126 l2510 20250709 7237.00 ... 7254.00 7245.00 L
127 l2511 20250709 7239.00 ... 7253.00 7242.00 L
128 l2512 20250709 7235.00 ... 7248.00 7236.00 L
129 l2601 20250709 7225.00 ... 7237.00 7229.00 L
130 l2602 20250709 7218.00 ... 7214.00 7199.00 L
131 l2603 20250709 7221.00 ... 7210.00 7194.00 L
132 l2604 20250709 0.00 ... 7215.00 7215.00 L
133 l2605 20250709 7202.00 ... 7212.00 7205.00 L
134 l2606 20250709 7212.00 ... 7212.00 7210.00 L
135 lg2507 20250709 819.00 ... 819.50 819.50 LG
136 lg2509 20250709 785.00 ... 783.50 787.00 LG
137 lg2511 20250709 781.00 ... 781.50 784.00 LG
138 lg2601 20250709 781.00 ... 781.50 783.00 LG
139 lg2603 20250709 784.00 ... 783.50 785.00 LG
140 lg2605 20250709 792.50 ... 789.50 790.50 LG
141 lh2507 20250709 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250709 14240.00 ... 14220.00 14270.00 LH
143 lh2511 20250709 13640.00 ... 13590.00 13680.00 LH
144 lh2601 20250709 13740.00 ... 13680.00 13730.00 LH
145 lh2603 20250709 12995.00 ... 12965.00 12995.00 LH
146 lh2605 20250709 13160.00 ... 13135.00 13180.00 LH
147 m2507 20250709 0.00 ... 2802.00 2802.00 M
148 m2508 20250709 2914.00 ... 2921.00 2919.00 M
149 m2509 20250709 2930.00 ... 2940.00 2938.00 M
150 m2511 20250709 2967.00 ... 2981.00 2975.00 M
151 m2512 20250709 3007.00 ... 3016.00 3012.00 M
152 m2601 20250709 2983.00 ... 2992.00 2990.00 M
153 m2603 20250709 2849.00 ... 2854.00 2856.00 M
154 m2605 20250709 2702.00 ... 2703.00 2706.00 M
155 p2507 20250709 8620.00 ... 8620.00 8468.00 P
156 p2508 20250709 8662.00 ... 8676.00 8588.00 P
157 p2509 20250709 8644.00 ... 8656.00 8554.00 P
158 p2510 20250709 8648.00 ... 8656.00 8576.00 P
159 p2511 20250709 8628.00 ... 8626.00 8556.00 P
160 p2512 20250709 8636.00 ... 8626.00 8568.00 P
161 p2601 20250709 8624.00 ... 8634.00 8564.00 P
162 p2602 20250709 8588.00 ... 8592.00 8572.00 P
163 p2603 20250709 8542.00 ... 8540.00 8518.00 P
164 p2604 20250709 8486.00 ... 8494.00 8482.00 P
165 p2605 20250709 8418.00 ... 8434.00 8414.00 P
166 p2606 20250709 8400.00 ... 8406.00 8402.00 P
167 pg2507 20250709 0.00 ... 4205.00 4205.00 PG
168 pg2508 20250709 4173.00 ... 4178.00 4184.00 PG
169 pg2509 20250709 4082.00 ... 4077.00 4078.00 PG
170 pg2510 20250709 4477.00 ... 4480.00 4484.00 PG
171 pg2511 20250709 4402.00 ... 4397.00 4399.00 PG
172 pg2512 20250709 4324.00 ... 4321.00 4319.00 PG
173 pg2601 20250709 4235.00 ... 4241.00 4244.00 PG
174 pg2602 20250709 0.00 ... 4164.00 4164.00 PG
175 pg2603 20250709 4065.00 ... 4082.00 4083.00 PG
176 pg2604 20250709 4361.00 ... 4373.00 4379.00 PG
177 pg2605 20250709 4262.00 ... 4266.00 4274.00 PG
178 pg2606 20250709 0.00 ... 4205.00 4204.00 PG
179 pp2507 20250709 7068.00 ... 7068.00 7068.00 PP
180 pp2508 20250709 7044.00 ... 7057.00 7051.00 PP
181 pp2509 20250709 7048.00 ... 7056.00 7054.00 PP
182 pp2510 20250709 7008.00 ... 7017.00 7017.00 PP
183 pp2511 20250709 7004.00 ... 7009.00 7014.00 PP
184 pp2512 20250709 7008.00 ... 7014.00 7017.00 PP
185 pp2601 20250709 7011.00 ... 7015.00 7014.00 PP
186 pp2602 20250709 6989.00 ... 6995.00 7015.00 PP
187 pp2603 20250709 0.00 ... 7004.00 7004.00 PP
188 pp2604 20250709 0.00 ... 7006.00 7006.00 PP
189 pp2605 20250709 7001.00 ... 7008.00 7001.00 PP
190 pp2606 20250709 6991.00 ... 6990.00 7005.00 PP
191 rr2507 20250709 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250709 3587.00 ... 3587.00 3587.00 RR
193 rr2509 20250709 3593.00 ... 3595.00 3595.00 RR
194 rr2510 20250709 3603.00 ... 3607.00 3608.00 RR
195 rr2511 20250709 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250709 3601.00 ... 3601.00 3596.00 RR
197 rr2601 20250709 3602.00 ... 3600.00 3598.00 RR
198 rr2602 20250709 3605.00 ... 3606.00 3610.00 RR
199 rr2603 20250709 3607.00 ... 3606.00 3611.00 RR
200 rr2604 20250709 3613.00 ... 3613.00 3622.00 RR
201 rr2605 20250709 3606.00 ... 3606.00 3614.00 RR
202 rr2606 20250709 0.00 ... 3609.00 3609.00 RR
203 v2507 20250709 4828.00 ... 4839.00 4812.00 V
204 v2508 20250709 4855.00 ... 4890.00 4848.00 V
205 v2509 20250709 4891.00 ... 4929.00 4886.00 V
206 v2510 20250709 4930.00 ... 4957.00 4915.00 V
207 v2511 20250709 4957.00 ... 4981.00 4944.00 V
208 v2512 20250709 4981.00 ... 5006.00 4969.00 V
209 v2601 20250709 5000.00 ... 5031.00 4991.00 V
210 v2602 20250709 5030.00 ... 5044.00 5013.00 V
211 v2603 20250709 5043.00 ... 5062.00 5035.00 V
212 v2604 20250709 5198.00 ... 5213.00 5177.00 V
213 v2605 20250709 5180.00 ... 5221.00 5198.00 V
214 v2606 20250709 5218.00 ... 5234.00 5209.00 V
215 y2507 20250709 0.00 ... 8038.00 8038.00 Y
216 y2508 20250709 7910.00 ... 7902.00 7884.00 Y
217 y2509 20250709 7938.00 ... 7922.00 7908.00 Y
218 y2511 20250709 7948.00 ... 7936.00 7930.00 Y
219 y2512 20250709 7964.00 ... 7962.00 7972.00 Y
220 y2601 20250709 7928.00 ... 7916.00 7910.00 Y
221 y2603 20250709 7822.00 ... 7818.00 7820.00 Y
222 y2605 20250709 7622.00 ... 7594.00 7612.00 Y
[223 rows x 12 columns]
2025-07-17 16:25:32,921 - future_1d - INFO - ak.get_dce_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 PS2507 20250709 37535.0 ... 38185.0 37535.0 PS
1 PS2508 20250709 38480.0 ... 39190.0 37390.0 PS
2 PS2509 20250709 38140.0 ... 38810.0 37220.0 PS
3 PS2510 20250709 38045.0 ... 38630.0 37130.0 PS
4 PS2511 20250709 37980.0 ... 38440.0 36950.0 PS
5 PS2512 20250709 40275.0 ... 40765.0 39675.0 PS
6 PS2601 20250709 39860.0 ... 40680.0 39670.0 PS
7 PS2602 20250709 40205.0 ... 40535.0 39890.0 PS
8 PS2603 20250709 40305.0 ... 40575.0 39660.0 PS
9 PS2604 20250709 40070.0 ... 40345.0 39050.0 PS
10 PS2605 20250709 39840.0 ... 40305.0 38930.0 PS
11 PS2606 20250709 40425.0 ... 41000.0 40130.0 PS
13 SI2507 20250709 8160.0 ... 8160.0 8035.0 SI
14 SI2508 20250709 8200.0 ... 8175.0 8170.0 SI
15 SI2509 20250709 8200.0 ... 8165.0 8195.0 SI
16 SI2510 20250709 8200.0 ... 8145.0 8195.0 SI
17 SI2511 20250709 8135.0 ... 8115.0 8130.0 SI
18 SI2512 20250709 8505.0 ... 8430.0 8460.0 SI
19 SI2601 20250709 8465.0 ... 8385.0 8415.0 SI
20 SI2602 20250709 8465.0 ... 8395.0 8425.0 SI
21 SI2603 20250709 8465.0 ... 8400.0 8440.0 SI
22 SI2604 20250709 8440.0 ... 8410.0 8450.0 SI
23 SI2605 20250709 8475.0 ... 8390.0 8390.0 SI
24 SI2606 20250709 8435.0 ... 8385.0 8365.0 SI
27 LC2507 20250709 64320.0 ... 64400.0 64320.0 LC
28 LC2508 20250709 64000.0 ... 64700.0 64600.0 LC
29 LC2509 20250709 63860.0 ... 64460.0 64300.0 LC
30 LC2510 20250709 63840.0 ... 64280.0 64180.0 LC
31 LC2511 20250709 63660.0 ... 64100.0 63940.0 LC
32 LC2512 20250709 63860.0 ... 64260.0 64160.0 LC
33 LC2601 20250709 64000.0 ... 64300.0 64200.0 LC
34 LC2602 20250709 63860.0 ... 64200.0 64200.0 LC
35 LC2603 20250709 63900.0 ... 64260.0 64200.0 LC
36 LC2604 20250709 64340.0 ... 64800.0 64540.0 LC
37 LC2605 20250709 64420.0 ... 64600.0 64600.0 LC
38 LC2606 20250709 64320.0 ... 64820.0 64620.0 LC
[36 rows x 12 columns]
2025-07-17 16:25:33,119 - future_1d - INFO - ak.get_gfex_daily('2025-07-09') done
2025-07-17 16:25:34,883 - future_1d - INFO - save future_daily 2025-07-09 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250710 5930.000 ... 5968.000 5937.200 IC
1 IC2508 20250710 5879.800 ... 5911.200 5882.400 IC
2 IC2509 20250710 5831.000 ... 5859.800 5830.000 IC
3 IC2512 20250710 5691.600 ... 5736.200 5706.800 IC
4 IF2507 20250710 3981.000 ... 4006.800 3981.800 IF
5 IF2508 20250710 3962.000 ... 3989.800 3964.400 IF
6 IF2509 20250710 3956.200 ... 3981.800 3957.000 IF
7 IF2512 20250710 3920.000 ... 3948.400 3923.400 IF
8 IH2507 20250710 2727.600 ... 2754.000 2731.400 IH
9 IH2508 20250710 2723.800 ... 2750.800 2726.600 IH
10 IH2509 20250710 2724.000 ... 2749.200 2727.000 IH
11 IH2512 20250710 2725.000 ... 2748.800 2727.400 IH
12 IM2507 20250710 6356.600 ... 6386.200 6365.000 IM
13 IM2508 20250710 6289.000 ... 6316.000 6292.800 IM
14 IM2509 20250710 6214.000 ... 6241.800 6219.800 IM
15 IM2512 20250710 6028.200 ... 6057.000 6032.200 IM
16 T2509 20250710 109.015 ... 108.855 109.020 T
17 T2512 20250710 109.090 ... 108.910 109.100 T
18 T2603 20250710 109.055 ... 108.900 109.075 T
19 TF2509 20250710 106.140 ... 106.005 106.135 TF
20 TF2512 20250710 106.230 ... 106.110 106.225 TF
21 TF2603 20250710 106.270 ... 106.160 106.270 TF
22 TL2509 20250710 121.020 ... 120.550 120.960 TL
23 TL2512 20250710 120.850 ... 120.410 120.810 TL
24 TL2603 20250710 120.670 ... 120.210 120.610 TL
25 TS2509 20250710 102.466 ... 102.418 102.456 TS
26 TS2512 20250710 102.582 ... 102.530 102.576 TS
27 TS2603 20250710 102.666 ... 102.636 102.684 TS
[28 rows x 12 columns]
2025-07-17 16:25:43,717 - future_1d - INFO - ak.get_cffex_daily('2025-07-10') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250710 519.7 523.6 ... 5931943.05 520.3 515.7 SC
1 SC2509 20250710 511.8 513.5 ... 1656332.75 511 510.6 SC
2 SC2510 20250710 503.7 506 ... 313834.23 503.4 503.3 SC
3 SC2511 20250710 497.5 500.2 ... 42189.34 497.5 496.9 SC
4 SC2512 20250710 493.7 495.5 ... 24023.71 492.2 492.3 SC
5 SC2601 20250710 490.8 491.5 ... 18049.7 487.8 489.2 SC
6 SC2602 20250710 486.7 488.6 ... 13652.57 484.1 485.4 SC
7 SC2603 20250710 483.5 485.8 ... 2318.12 482.9 483.1 SC
8 SC2604 20250710 480.2 481.1 ... 144.21 480.7 478.6 SC
9 SC2605 20250710 478.9 479.4 ... 191.54 478.8 477.6 SC
10 SC2606 20250710 478.5 479.1 ... 1239.55 476.7 477.7 SC
11 SC2607 20250710 475 475 ... 47.5 475 472.5 SC
12 SC2609 20250710 473.2 475.6 ... 472.92 472.9 472.6 SC
13 SC2612 20250710 467 469.5 ... 468.14 468.1 472.2 SC
14 SC2703 20250710 468 468 ... 46.8 468 467.9 SC
15 SC2706 20250710 471.4 471.4 ... 281.36 468.9 470.7 SC
16 SC2709 20250710 464.6 464.6 ... 46.46 464.6 466.8 SC
17 SC2712 20250710 464.4 467 ... 232.92 465.8 466.5 SC
18 SC2803 20250710 ... 0 465.8 465.8 SC
19 SC2806 20250710 464 465.3 ... 371.57 464.4 463.2 SC
21 LU2508 20250710 3701 3702 ... 7519.878 3688 3709 LU
22 LU2509 20250710 3681 3697 ... 240102.187 3678 3697 LU
23 LU2510 20250710 3655 3668 ... 110126.556 3648 3662 LU
24 LU2511 20250710 3631 3640 ... 4545.82 3619 3626 LU
25 LU2512 20250710 3593 3605 ... 93.354 3590 3596 LU
26 LU2601 20250710 3550 3575 ... 177.916 3558 3561 LU
27 LU2602 20250710 3517 3542 ... 17.618 3523 3543 LU
28 LU2603 20250710 3503 3520 ... 21.065 3510 3510 LU
29 LU2604 20250710 3489 3489 ... 3.489 3489 3486 LU
30 LU2605 20250710 3463 3491 ... 27.78 3472 3483 LU
31 LU2606 20250710 3447 3468 ... 17.275 3455 3477 LU
32 LU2607 20250710 3449 3449 ... 3.449 3449 3459 LU
34 NR2507 20250710 12110 12420 ... 1355 12315 12015 NR
35 NR2508 20250710 12070 12450 ... 1041204.92 12275 12040 NR
36 NR2509 20250710 12100 12480 ... 883136.305 12305 12060 NR
37 NR2510 20250710 12120 12480 ... 145932.43 12320 12075 NR
38 NR2511 20250710 12100 12495 ... 9961.33 12340 12095 NR
39 NR2512 20250710 12125 12475 ... 3344.94 12340 12105 NR
40 NR2601 20250710 12100 12505 ... 12851.475 12365 12130 NR
41 NR2602 20250710 12400 12495 ... 285.245 12400 12200 NR
42 NR2603 20250710 12425 12570 ... 236.895 12465 12180 NR
43 NR2604 20250710 12450 12530 ... 74.845 12470 12195 NR
44 NR2605 20250710 12415 12575 ... 62.59 12515 12250 NR
45 NR2606 20250710 12540 12540 ... 12.54 12540 12225 NR
47 BC2507 20250710 ... 0 70600 70600 BC
48 BC2508 20250710 69410 69870 ... 272837.03 69560 70140 BC
49 BC2509 20250710 69250 69820 ... 35487.12 69510 69880 BC
50 BC2510 20250710 68920 69680 ... 658.775 69340 70060 BC
51 BC2511 20250710 ... 0 69130 69080 BC
52 BC2512 20250710 69320 69320 ... 34.66 69320 69750 BC
53 BC2601 20250710 ... 0 69810 69810 BC
54 BC2602 20250710 ... 0 69410 69410 BC
55 BC2603 20250710 ... 0 69290 69290 BC
56 BC2604 20250710 ... 0 69750 69750 BC
57 BC2605 20250710 69590 69590 ... 69.53 69530 68280 BC
58 BC2606 20250710 ... 0 67820 67820 BC
60 EC2508 20250710 2030 2078 ... 353485.971 2045.2 1990.2 EC
61 EC2510 20250710 1400 1412.4 ... 95201.5625 1401.6 1382.4 EC
62 EC2512 20250710 1556 1579.8 ... 12857.5735 1564.1 1551.1 EC
63 EC2602 20250710 1353.4 1375.7 ... 2846.402 1368.4 1348.7 EC
64 EC2604 20250710 1192 1209.9 ... 5919.8025 1198.3 1184.2 EC
65 EC2606 20250710 1344.2 1354.5 ... 730.922 1341.1 1325.2 EC
68 SC_TAS2508 20250710 ... SC_TAS
69 SC_TAS2509 20250710 ... SC_TAS
70 SC_TAS2510 20250710 ... SC_TAS
71 SC_TAS2511 20250710 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:25:43,801 - future_1d - INFO - ak.get_ine_daily('2025-07-10') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250710 7735.0 7794.0 ... 350267.34 7768.0 7751.0 AP
1 AP511 20250710 7562.0 7619.0 ... 980.12 7598.0 7579.0 AP
2 AP512 20250710 7627.0 7638.0 ... 45.77 7629.0 7614.0 AP
3 AP601 20250710 7602.0 7659.0 ... 13228.08 7642.0 7636.0 AP
4 AP603 20250710 7613.0 7619.0 ... 106.61 7615.0 7621.0 AP
5 AP604 20250710 7676.0 7676.0 ... 122.62 7664.0 7674.0 AP
6 AP605 20250710 7719.0 7748.0 ... 201.26 7741.0 7740.0 AP
7 CF507 20250710 13610.0 13665.0 ... 5401.78 13625.0 13535.0 CF
8 CF509 20250710 13845.0 13920.0 ... 1457543.80 13865.0 13770.0 CF
9 CF511 20250710 13740.0 13805.0 ... 189084.23 13755.0 13675.0 CF
10 CF601 20250710 13785.0 13860.0 ... 321935.30 13810.0 13740.0 CF
11 CF603 20250710 13770.0 13830.0 ... 1708.92 13780.0 13720.0 CF
12 CF605 20250710 13780.0 13845.0 ... 13361.47 13790.0 13715.0 CF
13 CJ507 20250710 9600.0 9600.0 ... 9.60 9600.0 9405.0 CJ
14 CJ509 20250710 9500.0 9570.0 ... 175043.87 9495.0 9380.0 CJ
15 CJ512 20250710 10355.0 10490.0 ... 12499.45 10400.0 10245.0 CJ
16 CJ601 20250710 10495.0 10620.0 ... 1058820.16 10500.0 10360.0 CJ
17 CJ603 20250710 10640.0 10720.0 ... 13605.71 10630.0 10490.0 CJ
18 CJ605 20250710 10810.0 10960.0 ... 93993.76 10865.0 10735.0 CJ
19 CY507 20250710 0.0 0.0 ... 0.00 19895.0 19805.0 CY
20 CY508 20250710 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250710 19985.0 20060.0 ... 70700.61 20005.0 19915.0 CY
22 CY510 20250710 0.0 0.0 ... 0.00 19625.0 19535.0 CY
23 CY511 20250710 20045.0 20045.0 ... 10.02 20045.0 20060.0 CY
24 CY512 20250710 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250710 20020.0 20060.0 ... 310.43 20030.0 19860.0 CY
26 CY602 20250710 0.0 0.0 ... 0.00 19830.0 19830.0 CY
27 CY603 20250710 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250710 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250710 0.0 0.0 ... 0.00 20010.0 19915.0 CY
30 CY606 20250710 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250710 994.0 995.0 ... 927.51 991.0 970.0 FG
32 FG508 20250710 1051.0 1113.0 ... 57526.86 1078.0 1047.0 FG
33 FG509 20250710 1035.0 1100.0 ... 6521658.63 1063.0 1029.0 FG
34 FG510 20250710 1084.0 1147.0 ... 69473.41 1108.0 1082.0 FG
35 FG511 20250710 1077.0 1134.0 ... 87926.48 1097.0 1071.0 FG
36 FG512 20250710 1143.0 1199.0 ... 21113.70 1164.0 1135.0 FG
37 FG601 20250710 1134.0 1189.0 ... 715374.66 1155.0 1125.0 FG
38 FG602 20250710 1173.0 1223.0 ... 1397.34 1198.0 1164.0 FG
39 FG603 20250710 1164.0 1219.0 ... 1880.89 1195.0 1162.0 FG
40 FG604 20250710 1209.0 1251.0 ... 1181.06 1228.0 1201.0 FG
41 FG605 20250710 1202.0 1245.0 ... 16612.39 1221.0 1197.0 FG
42 FG606 20250710 1216.0 1260.0 ... 741.29 1235.0 1214.0 FG
43 JR507 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250710 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250710 2381.0 2417.0 ... 13688.91 2404.0 2382.0 MA
55 MA509 20250710 2370.0 2408.0 ... 1619920.95 2393.0 2365.0 MA
56 MA510 20250710 2393.0 2429.0 ... 67151.21 2415.0 2384.0 MA
57 MA511 20250710 2407.0 2443.0 ... 64933.03 2428.0 2396.0 MA
58 MA512 20250710 2430.0 2466.0 ... 12419.58 2450.0 2419.0 MA
59 MA601 20250710 2430.0 2471.0 ... 197727.72 2454.0 2422.0 MA
60 MA602 20250710 2424.0 2454.0 ... 53.58 2436.0 2409.0 MA
61 MA603 20250710 2420.0 2446.0 ... 189.85 2434.0 2405.0 MA
62 MA604 20250710 2398.0 2418.0 ... 26.45 2405.0 2376.0 MA
63 MA605 20250710 2358.0 2388.0 ... 2070.85 2375.0 2347.0 MA
64 MA606 20250710 2366.0 2386.0 ... 28.50 2375.0 2354.0 MA
65 OI507 20250710 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250710 9512.0 9512.0 ... 2957046.13 9457.0 9546.0 OI
67 OI511 20250710 9502.0 9502.0 ... 165665.26 9451.0 9539.0 OI
68 OI601 20250710 9448.0 9448.0 ... 516467.24 9404.0 9486.0 OI
69 OI603 20250710 9365.0 9383.0 ... 4348.34 9351.0 9431.0 OI
70 OI605 20250710 9301.0 9301.0 ... 6596.39 9252.0 9342.0 OI
71 PF507 20250710 6590.0 6662.0 ... 1185.42 6642.0 6626.0 PF
72 PF508 20250710 6526.0 6578.0 ... 248023.36 6554.0 6528.0 PF
73 PF509 20250710 6418.0 6458.0 ... 198283.88 6434.0 6412.0 PF
74 PF510 20250710 6402.0 6476.0 ... 156173.97 6434.0 6400.0 PF
75 PF511 20250710 6370.0 6438.0 ... 162712.69 6394.0 6370.0 PF
76 PF512 20250710 6352.0 6416.0 ... 45051.33 6376.0 6360.0 PF
77 PF601 20250710 6370.0 6424.0 ... 3670.46 6400.0 6370.0 PF
78 PF602 20250710 6366.0 6376.0 ... 9.56 6372.0 6370.0 PF
79 PF603 20250710 6378.0 6388.0 ... 22.35 6386.0 6376.0 PF
80 PF604 20250710 6402.0 6402.0 ... 3.20 6402.0 6386.0 PF
81 PF605 20250710 6414.0 6440.0 ... 6.43 6428.0 6398.0 PF
82 PF606 20250710 0.0 0.0 ... 0.00 6424.0 6382.0 PF
83 PK510 20250710 8180.0 8194.0 ... 107002.83 8172.0 8158.0 PK
84 PK511 20250710 8020.0 8032.0 ... 53630.46 8010.0 7986.0 PK
85 PK512 20250710 7978.0 7978.0 ... 943.97 7966.0 7968.0 PK
86 PK601 20250710 7966.0 7972.0 ... 4181.97 7958.0 7946.0 PK
87 PK603 20250710 7970.0 7980.0 ... 75.58 7956.0 7948.0 PK
88 PK604 20250710 7952.0 7972.0 ... 23.88 7958.0 7952.0 PK
89 PK605 20250710 7990.0 8004.0 ... 875.73 7962.0 7960.0 PK
90 PM507 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250710 0.0 0.0 ... 0.00 5942.0 5920.0 PR
97 PR508 20250710 5898.0 5946.0 ... 8475.90 5918.0 5892.0 PR
98 PR509 20250710 5876.0 5930.0 ... 419987.68 5896.0 5874.0 PR
99 PR510 20250710 5878.0 5938.0 ... 225096.37 5902.0 5866.0 PR
100 PR511 20250710 5868.0 5926.0 ... 33896.50 5892.0 5854.0 PR
101 PR512 20250710 0.0 0.0 ... 0.00 5900.0 5848.0 PR
102 PR601 20250710 5862.0 5916.0 ... 335.81 5892.0 5854.0 PR
103 PR602 20250710 5910.0 5954.0 ... 44.52 5936.0 5898.0 PR
104 PR603 20250710 5940.0 5958.0 ... 80.18 5940.0 5914.0 PR
105 PR604 20250710 5958.0 5958.0 ... 8.94 5958.0 5912.0 PR
106 PR605 20250710 5912.0 5952.0 ... 115.71 5934.0 5892.0 PR
107 PR606 20250710 0.0 0.0 ... 0.00 5926.0 5858.0 PR
108 PX507 20250710 0.0 0.0 ... 0.00 6926.0 6890.0 PX
109 PX508 20250710 6748.0 6842.0 ... 2642.42 6802.0 6752.0 PX
110 PX509 20250710 6716.0 6800.0 ... 616982.01 6750.0 6716.0 PX
111 PX510 20250710 6698.0 6796.0 ... 92207.48 6746.0 6698.0 PX
112 PX511 20250710 6690.0 6776.0 ... 132206.80 6720.0 6664.0 PX
113 PX512 20250710 6670.0 6762.0 ... 30215.13 6704.0 6644.0 PX
114 PX601 20250710 6636.0 6742.0 ... 61437.15 6682.0 6636.0 PX
115 PX602 20250710 6680.0 6730.0 ... 40.13 6688.0 6628.0 PX
116 PX603 20250710 6604.0 6640.0 ... 6.62 6622.0 6618.0 PX
117 PX604 20250710 0.0 0.0 ... 0.00 6676.0 6606.0 PX
118 PX605 20250710 6620.0 6686.0 ... 182.51 6638.0 6594.0 PX
119 PX606 20250710 6650.0 6650.0 ... 3.33 6650.0 6562.0 PX
120 RI507 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250710 2451.0 2491.0 ... 371.16 2474.0 2445.0 RM
127 RM508 20250710 2581.0 2617.0 ... 25372.91 2596.0 2572.0 RM
128 RM509 20250710 2582.0 2622.0 ... 926076.49 2595.0 2573.0 RM
129 RM511 20250710 2415.0 2434.0 ... 2812.39 2418.0 2407.0 RM
130 RM601 20250710 2309.0 2326.0 ... 168149.86 2313.0 2305.0 RM
131 RM603 20250710 2291.0 2306.0 ... 14060.22 2294.0 2287.0 RM
132 RM605 20250710 2305.0 2316.0 ... 26768.97 2307.0 2305.0 RM
133 RS507 20250710 0.0 0.0 ... 0.00 4993.0 4991.0 RS
134 RS508 20250710 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250710 5053.0 5100.0 ... 233.26 5071.0 5069.0 RS
136 RS511 20250710 5097.0 5097.0 ... 30.43 5072.0 5037.0 RS
137 SA507 20250710 1167.0 1189.0 ... 587.46 1175.0 1146.0 SA
138 SA508 20250710 1190.0 1235.0 ... 55375.42 1213.0 1187.0 SA
139 SA509 20250710 1194.0 1244.0 ... 7001237.69 1213.0 1187.0 SA
140 SA510 20250710 1209.0 1249.0 ... 139343.32 1227.0 1201.0 SA
141 SA511 20250710 1205.0 1251.0 ... 236375.53 1228.0 1202.0 SA
142 SA512 20250710 1235.0 1278.0 ... 130693.80 1254.0 1225.0 SA
143 SA601 20250710 1240.0 1281.0 ... 1688094.85 1255.0 1226.0 SA
144 SA602 20250710 1246.0 1287.0 ... 20636.43 1266.0 1238.0 SA
145 SA603 20250710 1248.0 1284.0 ... 12386.31 1264.0 1236.0 SA
146 SA604 20250710 1261.0 1294.0 ... 5054.16 1280.0 1250.0 SA
147 SA605 20250710 1257.0 1297.0 ... 62205.85 1276.0 1251.0 SA
148 SA606 20250710 1266.0 1300.0 ... 3467.31 1289.0 1260.0 SA
149 SF507 20250710 5436.0 5626.0 ... 6288.50 5520.0 5436.0 SF
150 SF508 20250710 5402.0 5596.0 ... 33354.73 5530.0 5374.0 SF
151 SF509 20250710 5426.0 5594.0 ... 802072.62 5532.0 5380.0 SF
152 SF510 20250710 5378.0 5542.0 ... 109262.36 5484.0 5328.0 SF
153 SF511 20250710 5510.0 5684.0 ... 184665.82 5630.0 5466.0 SF
154 SF512 20250710 5506.0 5656.0 ... 20691.84 5594.0 5440.0 SF
155 SF601 20250710 5464.0 5624.0 ... 15775.87 5562.0 5412.0 SF
156 SF602 20250710 5388.0 5554.0 ... 856.30 5490.0 5354.0 SF
157 SF603 20250710 5586.0 5678.0 ... 56.43 5644.0 5490.0 SF
158 SF604 20250710 5518.0 5662.0 ... 16.86 5620.0 5460.0 SF
159 SF605 20250710 5480.0 5664.0 ... 552.16 5606.0 5460.0 SF
160 SF606 20250710 5466.0 5604.0 ... 86.24 5564.0 5370.0 SF
161 SH507 20250710 0.0 0.0 ... 0.00 2456.0 2381.0 SH
162 SH508 20250710 2476.0 2569.0 ... 224790.46 2525.0 2434.0 SH
163 SH509 20250710 2462.0 2525.0 ... 4717396.77 2495.0 2419.0 SH
164 SH510 20250710 2475.0 2544.0 ... 403590.71 2515.0 2439.0 SH
165 SH511 20250710 2468.0 2530.0 ... 252459.83 2500.0 2426.0 SH
166 SH512 20250710 2475.0 2532.0 ... 35751.81 2500.0 2426.0 SH
167 SH601 20250710 2444.0 2500.0 ... 127184.09 2469.0 2403.0 SH
168 SH602 20250710 2460.0 2513.0 ... 740.65 2494.0 2424.0 SH
169 SH603 20250710 2462.0 2517.0 ... 606.43 2496.0 2430.0 SH
170 SH604 20250710 2497.0 2551.0 ... 220.59 2536.0 2456.0 SH
171 SH605 20250710 2485.0 2550.0 ... 6047.14 2523.0 2453.0 SH
172 SH606 20250710 2506.0 2560.0 ... 174.24 2525.0 2479.0 SH
173 SM507 20250710 0.0 0.0 ... 0.00 5756.0 5654.0 SM
174 SM508 20250710 5738.0 5820.0 ... 28007.41 5790.0 5682.0 SM
175 SM509 20250710 5746.0 5826.0 ... 994605.73 5792.0 5682.0 SM
176 SM510 20250710 5716.0 5798.0 ... 58556.00 5770.0 5664.0 SM
177 SM511 20250710 5800.0 5868.0 ... 125749.58 5844.0 5742.0 SM
178 SM512 20250710 5788.0 5858.0 ... 10839.24 5832.0 5728.0 SM
179 SM601 20250710 5774.0 5854.0 ... 75772.12 5822.0 5724.0 SM
180 SM602 20250710 5800.0 5868.0 ... 273.00 5810.0 5718.0 SM
181 SM603 20250710 5800.0 5864.0 ... 107.88 5832.0 5720.0 SM
182 SM604 20250710 5814.0 5852.0 ... 20.43 5838.0 5738.0 SM
183 SM605 20250710 5830.0 5880.0 ... 1456.83 5852.0 5752.0 SM
184 SM606 20250710 5880.0 5896.0 ... 55.90 5886.0 5756.0 SM
185 SR507 20250710 5795.0 5808.0 ... 527.32 5795.0 5751.0 SR
186 SR509 20250710 5795.0 5815.0 ... 950652.62 5800.0 5763.0 SR
187 SR511 20250710 5684.0 5703.0 ... 132693.11 5688.0 5653.0 SR
188 SR601 20250710 5615.0 5636.0 ... 119605.24 5625.0 5599.0 SR
189 SR603 20250710 5592.0 5606.0 ... 1449.65 5597.0 5574.0 SR
190 SR605 20250710 5563.0 5580.0 ... 5008.83 5572.0 5551.0 SR
191 TA507 20250710 4740.0 4748.0 ... 4453.91 4732.0 4770.0 TA
192 TA508 20250710 4722.0 4758.0 ... 32524.04 4740.0 4740.0 TA
193 TA509 20250710 4712.0 4752.0 ... 2244708.08 4728.0 4714.0 TA
194 TA510 20250710 4708.0 4760.0 ... 65699.06 4724.0 4702.0 TA
195 TA511 20250710 4706.0 4754.0 ... 67158.46 4720.0 4692.0 TA
196 TA512 20250710 4694.0 4750.0 ... 15954.45 4716.0 4684.0 TA
197 TA601 20250710 4682.0 4748.0 ... 446291.84 4712.0 4678.0 TA
198 TA602 20250710 4698.0 4748.0 ... 40.14 4722.0 4688.0 TA
199 TA603 20250710 4698.0 4738.0 ... 103.84 4720.0 4682.0 TA
200 TA604 20250710 4714.0 4732.0 ... 11.80 4720.0 4688.0 TA
201 TA605 20250710 4704.0 4760.0 ... 3753.78 4728.0 4694.0 TA
202 TA606 20250710 4750.0 4750.0 ... 4.75 4750.0 4702.0 TA
203 UR507 20250710 1759.0 1774.0 ... 360.00 1765.0 1759.0 UR
204 UR508 20250710 1774.0 1784.0 ... 2110.91 1774.0 1767.0 UR
205 UR509 20250710 1780.0 1790.0 ... 900403.33 1777.0 1771.0 UR
206 UR510 20250710 1764.0 1775.0 ... 23123.69 1762.0 1755.0 UR
207 UR511 20250710 1766.0 1775.0 ... 22098.41 1760.0 1755.0 UR
208 UR512 20250710 1755.0 1763.0 ... 111.86 1748.0 1747.0 UR
209 UR601 20250710 1744.0 1750.0 ... 118802.75 1736.0 1731.0 UR
210 UR602 20250710 1736.0 1744.0 ... 1197.13 1730.0 1725.0 UR
211 UR603 20250710 1755.0 1761.0 ... 157.40 1749.0 1747.0 UR
212 UR604 20250710 1748.0 1749.0 ... 69.66 1741.0 1740.0 UR
213 UR605 20250710 1742.0 1748.0 ... 5998.86 1736.0 1730.0 UR
214 UR606 20250710 1733.0 1740.0 ... 505.97 1733.0 1727.0 UR
215 WH507 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 16:25:44,122 - future_1d - INFO - ak.get_czce_daily('2025-07-10') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250710 ... 78670 79110 CU
1 1 CU2508 20250710 ... 78390 78910 CU
2 2 CU2509 20250710 ... 78240 78740 CU
3 3 CU2510 20250710 ... 78050 78500 CU
4 4 CU2511 20250710 ... 77950 78260 CU
5 5 CU2512 20250710 ... 77860 78160 CU
6 6 CU2601 20250710 ... 77780 77950 CU
7 7 CU2602 20250710 ... 77790 77920 CU
8 8 CU2603 20250710 ... 77680 77960 CU
9 9 CU2604 20250710 ... 77620 77960 CU
10 10 CU2605 20250710 ... 77690 77910 CU
11 11 CU2606 20250710 ... 77750 77950 CU
12 12 BC2507 20250710 ... 70600 70600 BC
13 13 BC2508 20250710 ... 69560 70140 BC
14 14 BC2509 20250710 ... 69510 69880 BC
15 15 BC2510 20250710 ... 69340 70060 BC
16 16 BC2511 20250710 ... 69130 69080 BC
17 17 BC2512 20250710 ... 69320 69750 BC
18 18 BC2601 20250710 ... 69810 69810 BC
19 19 BC2602 20250710 ... 69410 69410 BC
20 20 BC2603 20250710 ... 69290 69290 BC
21 21 BC2604 20250710 ... 69750 69750 BC
22 22 BC2605 20250710 ... 69530 68280 BC
23 23 BC2606 20250710 ... 67820 67820 BC
24 24 AL2507 20250710 ... 20835 20690 AL
25 25 AL2508 20250710 ... 20670 20515 AL
26 26 AL2509 20250710 ... 20610 20455 AL
27 27 AL2510 20250710 ... 20515 20380 AL
28 28 AL2511 20250710 ... 20415 20295 AL
29 29 AL2512 20250710 ... 20340 20215 AL
30 30 AL2601 20250710 ... 20305 20170 AL
31 31 AL2602 20250710 ... 20290 20165 AL
32 32 AL2603 20250710 ... 20295 20170 AL
33 33 AL2604 20250710 ... 20310 20180 AL
34 34 AL2605 20250710 ... 20335 20180 AL
35 35 AL2606 20250710 ... 20335 20220 AL
36 36 ZN2507 20250710 ... 22265 22100 ZN
37 37 ZN2508 20250710 ... 22285 22080 ZN
38 38 ZN2509 20250710 ... 22245 22015 ZN
39 39 ZN2510 20250710 ... 22205 21960 ZN
40 40 ZN2511 20250710 ... 22160 21895 ZN
41 41 ZN2512 20250710 ... 22090 21840 ZN
42 42 ZN2601 20250710 ... 22050 21805 ZN
43 43 ZN2602 20250710 ... 22035 21795 ZN
44 44 ZN2603 20250710 ... 22020 21795 ZN
45 45 ZN2604 20250710 ... 22070 21790 ZN
46 46 ZN2605 20250710 ... 22005 21800 ZN
47 47 ZN2606 20250710 ... 22040 21790 ZN
48 48 PB2507 20250710 ... 17155 17145 PB
49 49 PB2508 20250710 ... 17215 17200 PB
50 50 PB2509 20250710 ... 17240 17220 PB
51 51 PB2510 20250710 ... 17250 17210 PB
52 52 PB2511 20250710 ... 17260 17215 PB
53 53 PB2512 20250710 ... 17230 17245 PB
54 54 PB2601 20250710 ... 17295 17220 PB
55 55 PB2602 20250710 ... 17215 17140 PB
56 56 PB2603 20250710 ... 17225 17175 PB
57 57 PB2604 20250710 ... 17230 17185 PB
58 58 PB2605 20250710 ... 17230 17120 PB
59 59 PB2606 20250710 ... 17205 17160 PB
60 60 NI2507 20250710 ... 119420 119770 NI
61 61 NI2508 20250710 ... 119910 119460 NI
62 62 NI2509 20250710 ... 120070 119540 NI
63 63 NI2510 20250710 ... 120190 119730 NI
64 64 NI2511 20250710 ... 120370 119920 NI
65 65 NI2512 20250710 ... 120870 120230 NI
66 66 NI2601 20250710 ... 120920 120290 NI
67 67 NI2602 20250710 ... 120840 120650 NI
68 68 NI2603 20250710 ... 121380 120920 NI
69 69 NI2604 20250710 ... 121650 121200 NI
70 70 NI2605 20250710 ... 121620 121220 NI
71 71 NI2606 20250710 ... 121790 121450 NI
72 72 SN2507 20250710 ... 264160 264600 SN
73 73 SN2508 20250710 ... 265000 263570 SN
74 74 SN2509 20250710 ... 265160 263430 SN
75 75 SN2510 20250710 ... 265030 262820 SN
76 76 SN2511 20250710 ... 265400 262210 SN
77 77 SN2512 20250710 ... 265030 262080 SN
78 78 SN2601 20250710 ... 265160 262340 SN
79 79 SN2602 20250710 ... 263950 263000 SN
80 80 SN2603 20250710 ... 264800 262630 SN
81 81 SN2604 20250710 ... 265340 263820 SN
82 82 SN2605 20250710 ... 265020 262010 SN
83 83 SN2606 20250710 ... 263950 262420 SN
84 84 AO2507 20250710 ... 3249 3304 AO
85 85 AO2508 20250710 ... 3229 3182 AO
86 86 AO2509 20250710 ... 3195 3122 AO
87 87 AO2510 20250710 ... 3154 3080 AO
88 88 AO2511 20250710 ... 3131 3062 AO
89 89 AO2512 20250710 ... 3118 3048 AO
90 90 AO2601 20250710 ... 3105 3035 AO
91 91 AO2602 20250710 ... 3097 3029 AO
92 92 AO2603 20250710 ... 3085 3015 AO
93 93 AO2604 20250710 ... 3073 3010 AO
94 94 AO2605 20250710 ... 3062 3003 AO
95 95 AO2606 20250710 ... 3054 2999 AO
96 96 AD2511 20250710 ... 19935 19835 AD
97 97 AD2512 20250710 ... 19855 19750 AD
98 98 AD2601 20250710 ... 19825 19725 AD
99 99 AD2602 20250710 ... 19770 19690 AD
100 100 AD2603 20250710 ... 19705 19610 AD
101 101 AD2604 20250710 ... 19685 19565 AD
102 102 AD2605 20250710 ... 19670 19505 AD
103 103 AD2606 20250710 ... 19660 19495 AD
104 104 AU2507 20250710 ... 770.48 765.62 AU
105 105 AU2508 20250710 ... 769.02 767.12 AU
106 106 AU2509 20250710 ... 770.5 766.68 AU
107 107 AU2510 20250710 ... 771.16 769.52 AU
108 108 AU2512 20250710 ... 773.12 771.1 AU
109 109 AU2602 20250710 ... 774.42 773.08 AU
110 110 AU2604 20250710 ... 777.02 774.44 AU
111 111 AU2606 20250710 ... 778.86 774.6 AU
112 112 AG2507 20250710 ... 8863 8881 AG
113 113 AG2508 20250710 ... 8859 8873 AG
114 114 AG2509 20250710 ... 8872 8888 AG
115 115 AG2510 20250710 ... 8885 8899 AG
116 116 AG2511 20250710 ... 8895 8910 AG
117 117 AG2512 20250710 ... 8906 8921 AG
118 118 AG2601 20250710 ... 8918 8934 AG
119 119 AG2602 20250710 ... 8929 8944 AG
120 120 AG2603 20250710 ... 8943 8958 AG
121 121 AG2604 20250710 ... 8954 8966 AG
122 122 AG2605 20250710 ... 8967 8980 AG
123 123 AG2606 20250710 ... 8980 8992 AG
124 124 RB2507 20250710 ... 3091 3055 RB
125 125 RB2508 20250710 ... 3063 3033 RB
126 126 RB2509 20250710 ... 3068 3033 RB
127 127 RB2510 20250710 ... 3099 3065 RB
128 128 RB2511 20250710 ... 3112 3079 RB
129 129 RB2512 20250710 ... 3129 3096 RB
130 130 RB2601 20250710 ... 3125 3088 RB
131 131 RB2602 20250710 ... 3117 3076 RB
132 132 RB2603 20250710 ... 3116 3083 RB
133 133 RB2604 20250710 ... 3112 3084 RB
134 134 RB2605 20250710 ... 3135 3100 RB
135 135 RB2606 20250710 ... 3136 3106 RB
136 136 WR2507 20250710 ... 3356 3356 WR
137 137 WR2508 20250710 ... 3190 3190 WR
138 138 WR2509 20250710 ... 3265 3251 WR
139 139 WR2510 20250710 ... 3329 3299 WR
140 140 WR2511 20250710 ... 3350 3350 WR
141 141 WR2512 20250710 ... 3362 3362 WR
142 142 WR2601 20250710 ... 3329 3333 WR
143 143 WR2602 20250710 ... 3396 3396 WR
144 144 WR2603 20250710 ... 3387 3387 WR
145 145 WR2604 20250710 ... 3392 3392 WR
146 146 WR2605 20250710 ... 3370 3370 WR
147 147 WR2606 20250710 ... 3356 3356 WR
148 148 HC2507 20250710 ... 3237 3176 HC
149 149 HC2508 20250710 ... 3228 3196 HC
150 150 HC2509 20250710 ... 3241 3202 HC
151 151 HC2510 20250710 ... 3233 3193 HC
152 152 HC2511 20250710 ... 3235 3197 HC
153 153 HC2512 20250710 ... 3230 3209 HC
154 154 HC2601 20250710 ... 3247 3203 HC
155 155 HC2602 20250710 ... 3247 3207 HC
156 156 HC2603 20250710 ... 3234 3209 HC
157 157 HC2604 20250710 ... 3257 3217 HC
158 158 HC2605 20250710 ... 3245 3206 HC
159 159 HC2606 20250710 ... 3270 3215 HC
160 160 SS2507 20250710 ... 12720 12595 SS
161 161 SS2508 20250710 ... 12815 12730 SS
162 162 SS2509 20250710 ... 12735 12655 SS
163 163 SS2510 20250710 ... 12740 12650 SS
164 164 SS2511 20250710 ... 12760 12675 SS
165 165 SS2512 20250710 ... 12780 12710 SS
166 166 SS2601 20250710 ... 12845 12760 SS
167 167 SS2602 20250710 ... 12890 12800 SS
168 168 SS2603 20250710 ... 12920 12840 SS
169 169 SS2604 20250710 ... 12945 12865 SS
170 170 SS2605 20250710 ... 12975 12900 SS
171 171 SS2606 20250710 ... 13015 12930 SS
172 172 SC2508 20250710 ... 520.3 515.7 SC
173 173 SC2509 20250710 ... 511 510.6 SC
174 174 SC2510 20250710 ... 503.4 503.3 SC
175 175 SC2511 20250710 ... 497.5 496.9 SC
176 176 SC2512 20250710 ... 492.2 492.3 SC
177 177 SC2601 20250710 ... 487.8 489.2 SC
178 178 SC2602 20250710 ... 484.1 485.4 SC
179 179 SC2603 20250710 ... 482.9 483.1 SC
180 180 SC2604 20250710 ... 480.7 478.6 SC
181 181 SC2605 20250710 ... 478.8 477.6 SC
182 182 SC2606 20250710 ... 476.7 477.7 SC
183 183 SC2607 20250710 ... 475 472.5 SC
184 184 SC2609 20250710 ... 472.9 472.6 SC
185 185 SC2612 20250710 ... 468.1 472.2 SC
186 186 SC2703 20250710 ... 468 467.9 SC
187 187 SC2706 20250710 ... 468.9 470.7 SC
188 188 SC2709 20250710 ... 464.6 466.8 SC
189 189 SC2712 20250710 ... 465.8 466.5 SC
190 190 SC2803 20250710 ... 465.8 465.8 SC
191 191 SC2806 20250710 ... 464.4 463.2 SC
192 192 LU2508 20250710 ... 3688 3709 LU
193 193 LU2509 20250710 ... 3678 3697 LU
194 194 LU2510 20250710 ... 3648 3662 LU
195 195 LU2511 20250710 ... 3619 3626 LU
196 196 LU2512 20250710 ... 3590 3596 LU
197 197 LU2601 20250710 ... 3558 3561 LU
198 198 LU2602 20250710 ... 3523 3543 LU
199 199 LU2603 20250710 ... 3510 3510 LU
200 200 LU2604 20250710 ... 3489 3486 LU
201 201 LU2605 20250710 ... 3472 3483 LU
202 202 LU2606 20250710 ... 3455 3477 LU
203 203 LU2607 20250710 ... 3449 3459 LU
204 204 FU2508 20250710 ... 2931 2945 FU
205 205 FU2509 20250710 ... 2962 2982 FU
206 206 FU2510 20250710 ... 2952 2966 FU
207 207 FU2511 20250710 ... 2931 2934 FU
208 208 FU2512 20250710 ... 2903 2904 FU
209 209 FU2601 20250710 ... 2893 2890 FU
210 210 FU2602 20250710 ... 2885 2877 FU
211 211 FU2603 20250710 ... 2861 2857 FU
212 212 FU2604 20250710 ... 2850 2843 FU
213 213 FU2605 20250710 ... 2835 2827 FU
214 214 FU2606 20250710 ... 2813 2805 FU
215 215 FU2607 20250710 ... 2794 2787 FU
216 216 BU2507 20250710 ... 3652 3663 BU
217 217 BU2508 20250710 ... 3657 3650 BU
218 218 BU2509 20250710 ... 3625 3619 BU
219 219 BU2510 20250710 ... 3573 3569 BU
220 220 BU2511 20250710 ... 3513 3503 BU
221 221 BU2512 20250710 ... 3441 3428 BU
222 222 BU2601 20250710 ... 3410 3388 BU
223 223 BU2602 20250710 ... 3386 3382 BU
224 224 BU2603 20250710 ... 3384 3381 BU
225 225 BU2604 20250710 ... 3376 3353 BU
226 226 BU2605 20250710 ... 3361 3341 BU
227 227 BU2606 20250710 ... 3361 3338 BU
228 228 BU2609 20250710 ... 3332 3308 BU
229 229 BU2612 20250710 ... 3276 3262 BU
230 230 BU2703 20250710 ... 3282 3266 BU
231 231 BU2706 20250710 ... 3272 3265 BU
232 232 BR2507 20250710 ... 11545 11200 BR
233 233 BR2508 20250710 ... 11460 11315 BR
234 234 BR2509 20250710 ... 11420 11245 BR
235 235 BR2510 20250710 ... 11395 11220 BR
236 236 BR2511 20250710 ... 11415 11200 BR
237 237 BR2512 20250710 ... 11415 11195 BR
238 238 BR2601 20250710 ... 11355 11185 BR
239 239 BR2602 20250710 ... 11385 11170 BR
240 240 BR2603 20250710 ... 11350 11160 BR
241 241 BR2604 20250710 ... 11365 11205 BR
242 242 BR2605 20250710 ... 11350 11185 BR
243 243 BR2606 20250710 ... 11340 11150 BR
244 244 RU2507 20250710 ... 14140 13845 RU
245 245 RU2508 20250710 ... 14225 13935 RU
246 246 RU2509 20250710 ... 14240 14005 RU
247 247 RU2510 20250710 ... 14210 14030 RU
248 248 RU2511 20250710 ... 14270 14025 RU
249 249 RU2601 20250710 ... 15135 14885 RU
250 250 RU2603 20250710 ... 15100 14880 RU
251 251 RU2604 20250710 ... 15180 14860 RU
252 252 RU2605 20250710 ... 15210 14935 RU
253 253 RU2606 20250710 ... 15300 14950 RU
254 254 NR2507 20250710 ... 12315 12015 NR
255 255 NR2508 20250710 ... 12275 12040 NR
256 256 NR2509 20250710 ... 12305 12060 NR
257 257 NR2510 20250710 ... 12320 12075 NR
258 258 NR2511 20250710 ... 12340 12095 NR
259 259 NR2512 20250710 ... 12340 12105 NR
260 260 NR2601 20250710 ... 12365 12130 NR
261 261 NR2602 20250710 ... 12400 12200 NR
262 262 NR2603 20250710 ... 12465 12180 NR
263 263 NR2604 20250710 ... 12470 12195 NR
264 264 NR2605 20250710 ... 12515 12250 NR
265 265 NR2606 20250710 ... 12540 12225 NR
266 266 SP2507 20250710 ... 5120 5050 SP
267 267 SP2508 20250710 ... 5138 5070 SP
268 268 SP2509 20250710 ... 5166 5094 SP
269 269 SP2510 20250710 ... 5168 5108 SP
270 270 SP2511 20250710 ... 5164 5098 SP
271 271 SP2512 20250710 ... 5152 5092 SP
272 272 SP2601 20250710 ... 5360 5308 SP
273 273 SP2602 20250710 ... 5304 5248 SP
274 274 SP2603 20250710 ... 5296 5248 SP
275 275 SP2604 20250710 ... 5300 5252 SP
276 276 SP2605 20250710 ... 5298 5250 SP
277 277 SP2606 20250710 ... 5292 5254 SP
278 278 EC2508 20250710 ... 2045.2 1990.2 EC
279 279 EC2510 20250710 ... 1401.6 1382.4 EC
280 280 EC2512 20250710 ... 1564.1 1551.1 EC
281 281 EC2602 20250710 ... 1368.4 1348.7 EC
282 282 EC2604 20250710 ... 1198.3 1184.2 EC
283 283 EC2606 20250710 ... 1341.1 1325.2 EC
284 284 SC_TAS2508 20250710 ... SC_TAS
285 285 SC_TAS2509 20250710 ... SC_TAS
286 286 SC_TAS2510 20250710 ... SC_TAS
287 287 SC_TAS2511 20250710 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 16:25:44,226 - future_1d - INFO - ak.get_shfe_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 a2507 20250710 0.0 ... 4150.00 4150.00 A
1 a2509 20250710 4112.0 ... 4110.00 4112.00 A
2 a2511 20250710 4048.0 ... 4042.00 4048.00 A
3 a2601 20250710 4035.0 ... 4025.00 4033.00 A
4 a2603 20250710 4023.0 ... 4018.00 4027.00 A
5 a2605 20250710 4055.0 ... 4051.00 4059.00 A
6 b2507 20250710 0.0 ... 3480.00 3480.00 B
7 b2508 20250710 3519.0 ... 3527.00 3518.00 B
8 b2509 20250710 3578.0 ... 3581.00 3576.00 B
9 b2510 20250710 3614.0 ... 3618.00 3610.00 B
10 b2511 20250710 3635.0 ... 3641.00 3639.00 B
11 b2512 20250710 3658.0 ... 3659.00 3661.00 B
12 b2601 20250710 3652.0 ... 3648.00 3652.00 B
13 b2602 20250710 3613.0 ... 3614.00 3624.00 B
14 b2603 20250710 3529.0 ... 3517.00 3535.00 B
15 b2604 20250710 3438.0 ... 3431.00 3443.00 B
16 b2605 20250710 3375.0 ... 3371.00 3375.00 B
17 b2606 20250710 3370.0 ... 3366.00 3371.00 B
18 bb2509 20250710 153.2 ... 152.75 153.50 BB
19 bb2511 20250710 155.1 ... 154.60 157.15 BB
20 bb2601 20250710 0.0 ... 156.40 156.40 BB
21 bb2603 20250710 0.0 ... 163.25 165.90 BB
22 bb2605 20250710 0.0 ... 163.25 165.90 BB
23 bz2603 20250710 6070.0 ... 6215.00 6015.00 BZ
24 bz2604 20250710 6070.0 ... 6226.00 6010.00 BZ
25 bz2605 20250710 6056.0 ... 6202.00 6013.00 BZ
26 bz2606 20250710 6100.0 ... 6180.00 6003.00 BZ
27 c2507 20250710 0.0 ... 2296.00 2296.00 C
28 c2509 20250710 2317.0 ... 2318.00 2322.00 C
29 c2511 20250710 2271.0 ... 2272.00 2275.00 C
30 c2601 20250710 2234.0 ... 2233.00 2237.00 C
31 c2603 20250710 2235.0 ... 2235.00 2238.00 C
32 c2605 20250710 2265.0 ... 2264.00 2266.00 C
33 cs2507 20250710 0.0 ... 2700.00 2700.00 CS
34 cs2509 20250710 2675.0 ... 2675.00 2676.00 CS
35 cs2511 20250710 2626.0 ... 2626.00 2630.00 CS
36 cs2601 20250710 2623.0 ... 2622.00 2626.00 CS
37 cs2603 20250710 2610.0 ... 2608.00 2615.00 CS
38 cs2605 20250710 2646.0 ... 2647.00 2650.00 CS
39 eb2507 20250710 0.0 ... 7499.00 7499.00 EB
40 eb2508 20250710 7356.0 ... 7436.00 7320.00 EB
41 eb2509 20250710 7251.0 ... 7348.00 7234.00 EB
42 eb2510 20250710 7190.0 ... 7277.00 7153.00 EB
43 eb2511 20250710 7122.0 ... 7206.00 7089.00 EB
44 eb2512 20250710 7088.0 ... 7169.00 7058.00 EB
45 eb2601 20250710 7088.0 ... 7169.00 7053.00 EB
46 eb2602 20250710 7108.0 ... 7212.00 7069.00 EB
47 eb2603 20250710 7102.0 ... 7228.00 7073.00 EB
48 eb2604 20250710 7148.0 ... 7198.00 7062.00 EB
49 eb2605 20250710 7117.0 ... 7185.00 7086.00 EB
50 eb2606 20250710 7163.0 ... 7181.00 7089.00 EB
51 eg2507 20250710 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250710 4258.0 ... 4296.00 4259.00 EG
53 eg2509 20250710 4280.0 ... 4307.00 4275.00 EG
54 eg2510 20250710 4292.0 ... 4321.00 4289.00 EG
55 eg2511 20250710 4306.0 ... 4328.00 4296.00 EG
56 eg2512 20250710 4328.0 ... 4328.00 4292.00 EG
57 eg2601 20250710 4302.0 ... 4336.00 4300.00 EG
58 eg2602 20250710 4328.0 ... 4343.00 4301.00 EG
59 eg2603 20250710 4340.0 ... 4340.00 4313.00 EG
60 eg2604 20250710 4344.0 ... 4355.00 4331.00 EG
61 eg2605 20250710 4340.0 ... 4355.00 4332.00 EG
62 eg2606 20250710 4344.0 ... 4364.00 4329.00 EG
63 fb2507 20250710 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250710 1335.0 ... 1335.50 1332.50 FB
65 fb2509 20250710 1325.0 ... 1323.50 1317.00 FB
66 fb2510 20250710 1330.0 ... 1329.50 1328.00 FB
67 fb2511 20250710 1327.0 ... 1329.00 1325.00 FB
68 fb2512 20250710 1327.5 ... 1329.00 1324.50 FB
69 fb2601 20250710 1314.5 ... 1315.50 1310.00 FB
70 fb2602 20250710 0.0 ... 1290.50 1290.50 FB
71 fb2603 20250710 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250710 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250710 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250710 0.0 ... 1292.50 1292.50 FB
75 i2507 20250710 0.0 ... 748.00 748.00 I
76 i2508 20250710 743.0 ... 754.50 740.50 I
77 i2509 20250710 736.0 ... 750.50 736.50 I
78 i2510 20250710 730.5 ... 747.50 731.00 I
79 i2511 20250710 724.5 ... 739.50 724.50 I
80 i2512 20250710 718.0 ... 734.00 718.00 I
81 i2601 20250710 710.0 ... 724.00 710.00 I
82 i2602 20250710 707.0 ... 721.00 708.00 I
83 i2603 20250710 704.0 ... 716.50 704.50 I
84 i2604 20250710 700.0 ... 711.50 700.50 I
85 i2605 20250710 692.5 ... 705.00 693.00 I
86 i2606 20250710 685.5 ... 698.50 687.00 I
87 j2507 20250710 0.0 ... 1304.50 1304.50 J
88 j2508 20250710 1429.5 ... 1448.00 1416.00 J
89 j2509 20250710 1456.0 ... 1478.00 1445.50 J
90 j2510 20250710 1470.5 ... 1488.00 1461.50 J
91 j2511 20250710 1485.5 ... 1500.00 1450.50 J
92 j2512 20250710 1497.5 ... 1497.50 1471.00 J
93 j2601 20250710 1486.0 ... 1507.50 1486.50 J
94 j2602 20250710 0.0 ... 1515.50 1494.50 J
95 j2603 20250710 0.0 ... 1528.50 1507.50 J
96 j2604 20250710 0.0 ... 1520.50 1499.50 J
97 j2605 20250710 1535.0 ... 1540.00 1526.50 J
98 j2606 20250710 1543.5 ... 1555.50 1528.00 J
99 jd2507 20250710 2701.0 ... 2728.00 2778.00 JD
100 jd2508 20250710 3485.0 ... 3447.00 3470.00 JD
101 jd2509 20250710 3600.0 ... 3572.00 3585.00 JD
102 jd2510 20250710 3373.0 ... 3362.00 3373.00 JD
103 jd2511 20250710 3393.0 ... 3381.00 3401.00 JD
104 jd2512 20250710 3556.0 ... 3547.00 3559.00 JD
105 jd2601 20250710 3616.0 ... 3606.00 3616.00 JD
106 jd2602 20250710 3194.0 ... 3189.00 3195.00 JD
107 jd2603 20250710 3198.0 ... 3199.00 3199.00 JD
108 jd2604 20250710 3340.0 ... 3340.00 3335.00 JD
109 jd2605 20250710 3406.0 ... 3411.00 3413.00 JD
110 jd2606 20250710 3266.0 ... 3264.00 3266.00 JD
111 jm2507 20250710 848.0 ... 861.00 846.50 JM
112 jm2508 20250710 822.0 ... 834.50 812.00 JM
113 jm2509 20250710 871.0 ... 883.50 860.50 JM
114 jm2510 20250710 881.0 ... 897.50 877.00 JM
115 jm2511 20250710 894.0 ... 907.50 886.00 JM
116 jm2512 20250710 905.0 ... 919.50 897.50 JM
117 jm2601 20250710 909.0 ... 922.00 905.00 JM
118 jm2602 20250710 916.0 ... 931.00 908.00 JM
119 jm2603 20250710 925.5 ... 942.50 919.50 JM
120 jm2604 20250710 931.5 ... 941.00 925.00 JM
121 jm2605 20250710 935.5 ... 947.50 932.50 JM
122 jm2606 20250710 951.5 ... 958.00 945.00 JM
123 l2507 20250710 0.0 ... 7300.00 7291.00 L
124 l2508 20250710 7276.0 ... 7302.00 7255.00 L
125 l2509 20250710 7282.0 ... 7309.00 7257.00 L
126 l2510 20250710 7267.0 ... 7309.00 7254.00 L
127 l2511 20250710 7273.0 ... 7300.00 7253.00 L
128 l2512 20250710 7266.0 ... 7286.00 7248.00 L
129 l2601 20250710 7254.0 ... 7283.00 7237.00 L
130 l2602 20250710 7273.0 ... 7260.00 7214.00 L
131 l2603 20250710 7273.0 ... 7265.00 7210.00 L
132 l2604 20250710 7278.0 ... 7292.00 7215.00 L
133 l2605 20250710 7231.0 ... 7255.00 7212.00 L
134 l2606 20250710 7261.0 ... 7261.00 7212.00 L
135 lg2507 20250710 819.5 ... 813.00 819.50 LG
136 lg2509 20250710 785.0 ... 785.00 783.50 LG
137 lg2511 20250710 785.0 ... 783.50 781.50 LG
138 lg2601 20250710 784.5 ... 785.50 781.50 LG
139 lg2603 20250710 785.0 ... 787.00 783.50 LG
140 lg2605 20250710 790.0 ... 792.00 789.50 LG
141 lh2507 20250710 13955.0 ... 13970.00 13950.00 LH
142 lh2509 20250710 14255.0 ... 14330.00 14220.00 LH
143 lh2511 20250710 13595.0 ... 13650.00 13590.00 LH
144 lh2601 20250710 13695.0 ... 13725.00 13680.00 LH
145 lh2603 20250710 12965.0 ... 12980.00 12965.00 LH
146 lh2605 20250710 13135.0 ... 13175.00 13135.00 LH
147 m2507 20250710 0.0 ... 2802.00 2802.00 M
148 m2508 20250710 2920.0 ... 2925.00 2921.00 M
149 m2509 20250710 2940.0 ... 2943.00 2940.00 M
150 m2511 20250710 2980.0 ... 2983.00 2981.00 M
151 m2512 20250710 3018.0 ... 3011.00 3016.00 M
152 m2601 20250710 2994.0 ... 2988.00 2992.00 M
153 m2603 20250710 2850.0 ... 2854.00 2854.00 M
154 m2605 20250710 2702.0 ... 2701.00 2703.00 M
155 p2507 20250710 0.0 ... 8620.00 8620.00 P
156 p2508 20250710 8696.0 ... 8664.00 8676.00 P
157 p2509 20250710 8652.0 ... 8628.00 8656.00 P
158 p2510 20250710 8666.0 ... 8628.00 8656.00 P
159 p2511 20250710 8644.0 ... 8606.00 8626.00 P
160 p2512 20250710 8634.0 ... 8606.00 8626.00 P
161 p2601 20250710 8622.0 ... 8602.00 8634.00 P
162 p2602 20250710 8560.0 ... 8574.00 8592.00 P
163 p2603 20250710 8502.0 ... 8520.00 8540.00 P
164 p2604 20250710 8438.0 ... 8452.00 8494.00 P
165 p2605 20250710 8412.0 ... 8400.00 8434.00 P
166 p2606 20250710 8378.0 ... 8368.00 8406.00 P
167 pg2507 20250710 4219.0 ... 4223.00 4205.00 PG
168 pg2508 20250710 4190.0 ... 4199.00 4178.00 PG
169 pg2509 20250710 4088.0 ... 4096.00 4077.00 PG
170 pg2510 20250710 4493.0 ... 4510.00 4480.00 PG
171 pg2511 20250710 4407.0 ... 4423.00 4397.00 PG
172 pg2512 20250710 4321.0 ... 4349.00 4321.00 PG
173 pg2601 20250710 4259.0 ... 4273.00 4241.00 PG
174 pg2602 20250710 4208.0 ... 4221.00 4164.00 PG
175 pg2603 20250710 4114.0 ... 4115.00 4082.00 PG
176 pg2604 20250710 4410.0 ... 4407.00 4373.00 PG
177 pg2605 20250710 4289.0 ... 4292.00 4266.00 PG
178 pg2606 20250710 4224.0 ... 4221.00 4205.00 PG
179 pp2507 20250710 0.0 ... 7068.00 7068.00 PP
180 pp2508 20250710 7078.0 ... 7096.00 7057.00 PP
181 pp2509 20250710 7080.0 ... 7101.00 7056.00 PP
182 pp2510 20250710 7038.0 ... 7071.00 7017.00 PP
183 pp2511 20250710 7034.0 ... 7063.00 7009.00 PP
184 pp2512 20250710 7035.0 ... 7066.00 7014.00 PP
185 pp2601 20250710 7034.0 ... 7068.00 7015.00 PP
186 pp2602 20250710 7010.0 ... 7043.00 6995.00 PP
187 pp2603 20250710 7023.0 ... 7023.00 7004.00 PP
188 pp2604 20250710 7038.0 ... 7038.00 7006.00 PP
189 pp2605 20250710 7023.0 ... 7053.00 7008.00 PP
190 pp2606 20250710 7035.0 ... 7048.00 6990.00 PP
191 rr2507 20250710 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250710 3588.0 ... 3585.00 3587.00 RR
193 rr2509 20250710 3596.0 ... 3595.00 3595.00 RR
194 rr2510 20250710 3609.0 ... 3610.00 3607.00 RR
195 rr2511 20250710 3605.0 ... 3605.00 3605.00 RR
196 rr2512 20250710 3600.0 ... 3603.00 3601.00 RR
197 rr2601 20250710 3604.0 ... 3602.00 3600.00 RR
198 rr2602 20250710 3610.0 ... 3610.00 3606.00 RR
199 rr2603 20250710 3610.0 ... 3611.00 3606.00 RR
200 rr2604 20250710 3620.0 ... 3617.00 3613.00 RR
201 rr2605 20250710 3612.0 ... 3612.00 3606.00 RR
202 rr2606 20250710 3615.0 ... 3610.00 3609.00 RR
203 v2507 20250710 4839.0 ... 4926.00 4839.00 V
204 v2508 20250710 4926.0 ... 4972.00 4890.00 V
205 v2509 20250710 4963.0 ... 5005.00 4929.00 V
206 v2510 20250710 4995.0 ... 5033.00 4957.00 V
207 v2511 20250710 5017.0 ... 5066.00 4981.00 V
208 v2512 20250710 5063.0 ... 5089.00 5006.00 V
209 v2601 20250710 5067.0 ... 5109.00 5031.00 V
210 v2602 20250710 5085.0 ... 5130.00 5044.00 V
211 v2603 20250710 5103.0 ... 5152.00 5062.00 V
212 v2604 20250710 5235.0 ... 5287.00 5213.00 V
213 v2605 20250710 5239.0 ... 5306.00 5221.00 V
214 v2606 20250710 5261.0 ... 5312.00 5234.00 V
215 y2507 20250710 0.0 ... 7970.00 8038.00 Y
216 y2508 20250710 7900.0 ... 7924.00 7902.00 Y
217 y2509 20250710 7912.0 ... 7928.00 7922.00 Y
218 y2511 20250710 7930.0 ... 7942.00 7936.00 Y
219 y2512 20250710 7966.0 ... 7962.00 7962.00 Y
220 y2601 20250710 7906.0 ... 7906.00 7916.00 Y
221 y2603 20250710 7824.0 ... 7820.00 7818.00 Y
222 y2605 20250710 7600.0 ... 7592.00 7594.00 Y
[223 rows x 12 columns]
2025-07-17 16:25:44,697 - future_1d - INFO - ak.get_dce_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 PS2507 20250710 0.0 ... 38185.0 38185.0 PS
1 PS2508 20250710 39500.0 ... 40545.0 39190.0 PS
2 PS2509 20250710 39150.0 ... 40190.0 38810.0 PS
3 PS2510 20250710 39005.0 ... 40140.0 38630.0 PS
4 PS2511 20250710 38860.0 ... 39745.0 38440.0 PS
5 PS2512 20250710 41000.0 ... 41860.0 40765.0 PS
6 PS2601 20250710 40470.0 ... 41870.0 40680.0 PS
7 PS2602 20250710 40745.0 ... 41475.0 40535.0 PS
8 PS2603 20250710 40775.0 ... 41465.0 40575.0 PS
9 PS2604 20250710 40695.0 ... 41385.0 40345.0 PS
10 PS2605 20250710 40200.0 ... 41215.0 40305.0 PS
11 PS2606 20250710 40800.0 ... 42025.0 41000.0 PS
13 SI2507 20250710 8540.0 ... 8540.0 8160.0 SI
14 SI2508 20250710 8190.0 ... 8380.0 8175.0 SI
15 SI2509 20250710 8250.0 ... 8375.0 8165.0 SI
16 SI2510 20250710 8160.0 ... 8350.0 8145.0 SI
17 SI2511 20250710 8190.0 ... 8305.0 8115.0 SI
18 SI2512 20250710 8450.0 ... 8620.0 8430.0 SI
19 SI2601 20250710 8395.0 ... 8570.0 8385.0 SI
20 SI2602 20250710 8405.0 ... 8565.0 8395.0 SI
21 SI2603 20250710 8460.0 ... 8565.0 8400.0 SI
22 SI2604 20250710 8400.0 ... 8565.0 8410.0 SI
23 SI2605 20250710 8390.0 ... 8550.0 8390.0 SI
24 SI2606 20250710 8420.0 ... 8565.0 8385.0 SI
27 LC2507 20250710 64920.0 ... 64580.0 64400.0 LC
28 LC2508 20250710 64900.0 ... 64740.0 64700.0 LC
29 LC2509 20250710 64560.0 ... 64460.0 64460.0 LC
30 LC2510 20250710 64420.0 ... 64340.0 64280.0 LC
31 LC2511 20250710 64200.0 ... 64160.0 64100.0 LC
32 LC2512 20250710 64460.0 ... 64420.0 64260.0 LC
33 LC2601 20250710 64460.0 ... 64540.0 64300.0 LC
34 LC2602 20250710 64520.0 ... 64540.0 64200.0 LC
35 LC2603 20250710 64500.0 ... 64540.0 64260.0 LC
36 LC2604 20250710 65060.0 ... 65100.0 64800.0 LC
37 LC2605 20250710 64960.0 ... 65160.0 64600.0 LC
38 LC2606 20250710 65020.0 ... 65160.0 64820.0 LC
[36 rows x 12 columns]
2025-07-17 16:25:44,978 - future_1d - INFO - ak.get_gfex_daily('2025-07-10') done
2025-07-17 16:25:46,705 - future_1d - INFO - save future_daily 2025-07-10 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250711 5965.000 ... 6026.400 5968.000 IC
1 IC2508 20250711 5904.400 ... 5973.200 5911.200 IC
2 IC2509 20250711 5849.000 ... 5920.800 5859.800 IC
3 IC2512 20250711 5736.600 ... 5799.400 5736.200 IC
4 IF2507 20250711 3997.000 ... 4020.600 4006.800 IF
5 IF2508 20250711 3988.000 ... 4007.400 3989.800 IF
6 IF2509 20250711 3977.000 ... 3998.800 3981.800 IF
7 IF2512 20250711 3943.000 ... 3971.400 3948.400 IF
8 IH2507 20250711 2744.000 ... 2764.600 2754.000 IH
9 IH2508 20250711 2742.000 ... 2763.200 2750.800 IH
10 IH2509 20250711 2738.000 ... 2761.200 2749.200 IH
11 IH2512 20250711 2742.600 ... 2763.400 2748.800 IH
12 IM2507 20250711 6383.000 ... 6455.200 6386.200 IM
13 IM2508 20250711 6310.400 ... 6392.000 6316.000 IM
14 IM2509 20250711 6240.200 ... 6321.200 6241.800 IM
15 IM2512 20250711 6059.000 ... 6138.000 6057.000 IM
16 T2509 20250711 108.845 ... 108.815 108.855 T
17 T2512 20250711 108.900 ... 108.855 108.910 T
18 T2603 20250711 108.880 ... 108.860 108.900 T
19 TF2509 20250711 106.000 ... 105.975 106.005 TF
20 TF2512 20250711 106.115 ... 106.080 106.110 TF
21 TF2603 20250711 106.160 ... 106.145 106.160 TF
22 TL2509 20250711 120.460 ... 120.510 120.550 TL
23 TL2512 20250711 120.360 ... 120.330 120.410 TL
24 TL2603 20250711 120.170 ... 120.160 120.210 TL
25 TS2509 20250711 102.404 ... 102.412 102.418 TS
26 TS2512 20250711 102.516 ... 102.512 102.530 TS
27 TS2603 20250711 102.640 ... 102.624 102.636 TS
[28 rows x 12 columns]
2025-07-17 16:25:52,727 - future_1d - INFO - ak.get_cffex_daily('2025-07-11') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250711 519 519.7 ... 6642524.02 514.1 520.3 SC
1 SC2509 20250711 508.8 509.5 ... 2185225.48 504.1 511 SC
2 SC2510 20250711 501 502.4 ... 406530.13 497.4 503.4 SC
3 SC2511 20250711 495.8 496.2 ... 75005.63 492.1 497.5 SC
4 SC2512 20250711 489.7 490.7 ... 14991.18 488.3 492.2 SC
5 SC2601 20250711 488.5 488.5 ... 6108.89 484.8 487.8 SC
6 SC2602 20250711 484.2 484.2 ... 14340.67 481.2 484.1 SC
7 SC2603 20250711 480 480.9 ... 8913.08 479.1 482.9 SC
8 SC2604 20250711 477.3 477.3 ... 95.45 477.2 480.7 SC
9 SC2605 20250711 474.3 475.2 ... 94.95 474.7 478.8 SC
10 SC2606 20250711 474.9 474.9 ... 379.2 474 476.7 SC
11 SC2607 20250711 ... 0 473.7 475 SC
12 SC2609 20250711 470.1 472.3 ... 281.7 469.5 472.9 SC
13 SC2612 20250711 ... 0 468.1 468.1 SC
14 SC2703 20250711 ... 0 468 468 SC
15 SC2706 20250711 ... 0 468.9 468.9 SC
16 SC2709 20250711 ... 0 464.6 464.6 SC
17 SC2712 20250711 462.1 462.3 ... 138.66 462.2 465.8 SC
18 SC2803 20250711 461.6 461.6 ... 92.32 461.6 465.8 SC
19 SC2806 20250711 465 465 ... 323.51 462.1 464.4 SC
21 LU2508 20250711 3677 3677 ... 4070.807 3647 3688 LU
22 LU2509 20250711 3672 3673 ... 336316.911 3640 3678 LU
23 LU2510 20250711 3644 3645 ... 151983.097 3611 3648 LU
24 LU2511 20250711 3614 3614 ... 4890.054 3585 3619 LU
25 LU2512 20250711 3566 3570 ... 135.364 3562 3590 LU
26 LU2601 20250711 3545 3552 ... 540.771 3534 3558 LU
27 LU2602 20250711 3516 3523 ... 31.633 3514 3523 LU
28 LU2603 20250711 3488 3500 ... 55.814 3488 3510 LU
29 LU2604 20250711 3456 3464 ... 10.382 3460 3489 LU
30 LU2605 20250711 3441 3460 ... 89.644 3447 3472 LU
31 LU2606 20250711 3421 3446 ... 89.043 3424 3455 LU
32 LU2607 20250711 3415 3434 ... 17.109 3421 3449 LU
34 NR2507 20250711 ... 0 12315 12315 NR
35 NR2508 20250711 12400 12450 ... 635879.56 12390 12275 NR
36 NR2509 20250711 12420 12465 ... 541868.955 12410 12305 NR
37 NR2510 20250711 12425 12475 ... 76289.965 12410 12320 NR
38 NR2511 20250711 12410 12475 ... 4880.74 12415 12340 NR
39 NR2512 20250711 12420 12475 ... 1331.315 12440 12340 NR
40 NR2601 20250711 12450 12500 ... 5339.275 12445 12365 NR
41 NR2602 20250711 12460 12485 ... 99.625 12450 12400 NR
42 NR2603 20250711 12455 12485 ... 62.26 12450 12465 NR
43 NR2604 20250711 12455 12455 ... 12.455 12455 12470 NR
44 NR2605 20250711 12545 12545 ... 50.08 12520 12515 NR
45 NR2606 20250711 12560 12560 ... 12.56 12560 12540 NR
47 BC2507 20250711 ... 0 70600 70600 BC
48 BC2508 20250711 69880 69970 ... 158825.725 69750 69560 BC
49 BC2509 20250711 69820 69920 ... 32730.62 69710 69510 BC
50 BC2510 20250711 69830 69830 ... 243.62 69600 69340 BC
51 BC2511 20250711 ... 0 69190 69130 BC
52 BC2512 20250711 ... 0 69320 69320 BC
53 BC2601 20250711 ... 0 69800 69810 BC
54 BC2602 20250711 ... 0 69410 69410 BC
55 BC2603 20250711 ... 0 69290 69290 BC
56 BC2604 20250711 ... 0 69750 69750 BC
57 BC2605 20250711 69460 69460 ... 34.73 69460 69530 BC
58 BC2606 20250711 ... 0 67820 67820 BC
60 EC2508 20250711 2028 2049.9 ... 231415.474 2016.6 2045.2 EC
61 EC2510 20250711 1387 1403.6 ... 83231.578 1385.3 1401.6 EC
62 EC2512 20250711 1560 1570.7 ... 10716.9785 1542 1564.1 EC
63 EC2602 20250711 1359.9 1374.9 ... 1913.2475 1352.1 1368.4 EC
64 EC2604 20250711 1196.8 1203.9 ... 3647.5965 1193.9 1198.3 EC
65 EC2606 20250711 1340.9 1342.3 ... 721.7895 1336.6 1341.1 EC
68 SC_TAS2508 20250711 ... SC_TAS
69 SC_TAS2509 20250711 ... SC_TAS
70 SC_TAS2510 20250711 ... SC_TAS
71 SC_TAS2511 20250711 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:25:52,840 - future_1d - INFO - ak.get_ine_daily('2025-07-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250711 7798.0 7884.0 ... 588565.54 7826.0 7768.0 AP
1 AP511 20250711 7633.0 7696.0 ... 3270.23 7659.0 7598.0 AP
2 AP512 20250711 7656.0 7700.0 ... 352.91 7672.0 7629.0 AP
3 AP601 20250711 7652.0 7730.0 ... 24204.50 7691.0 7642.0 AP
4 AP603 20250711 7620.0 7663.0 ... 221.79 7648.0 7615.0 AP
5 AP604 20250711 7668.0 7708.0 ... 123.08 7693.0 7664.0 AP
6 AP605 20250711 7744.0 7777.0 ... 395.30 7751.0 7741.0 AP
7 CF507 20250711 13655.0 13705.0 ... 6204.73 13665.0 13625.0 CF
8 CF509 20250711 13865.0 13945.0 ... 1314520.69 13905.0 13865.0 CF
9 CF511 20250711 13755.0 13830.0 ... 199297.56 13790.0 13755.0 CF
10 CF601 20250711 13820.0 13880.0 ... 323112.19 13845.0 13810.0 CF
11 CF603 20250711 13795.0 13840.0 ... 1643.60 13810.0 13780.0 CF
12 CF605 20250711 13800.0 13855.0 ... 4698.76 13820.0 13790.0 CF
13 CJ507 20250711 9400.0 9400.0 ... 188.00 9400.0 9600.0 CJ
14 CJ509 20250711 9525.0 9740.0 ... 228966.14 9630.0 9495.0 CJ
15 CJ512 20250711 10445.0 10590.0 ... 16536.89 10485.0 10400.0 CJ
16 CJ601 20250711 10560.0 10715.0 ... 914746.66 10605.0 10500.0 CJ
17 CJ603 20250711 10675.0 10805.0 ... 17625.30 10710.0 10630.0 CJ
18 CJ605 20250711 10900.0 11000.0 ... 90549.47 10910.0 10865.0 CJ
19 CY507 20250711 0.0 0.0 ... 0.00 19960.0 19895.0 CY
20 CY508 20250711 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250711 20055.0 20125.0 ... 68843.30 20070.0 20005.0 CY
22 CY510 20250711 0.0 0.0 ... 0.00 19690.0 19625.0 CY
23 CY511 20250711 0.0 0.0 ... 0.00 20065.0 20045.0 CY
24 CY512 20250711 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250711 20045.0 20105.0 ... 140.49 20070.0 20030.0 CY
26 CY602 20250711 0.0 0.0 ... 0.00 19840.0 19830.0 CY
27 CY603 20250711 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250711 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250711 20015.0 20015.0 ... 10.01 20015.0 20010.0 CY
30 CY606 20250711 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250711 986.0 992.0 ... 29.66 989.0 991.0 FG
32 FG508 20250711 1095.0 1114.0 ... 199862.46 1100.0 1078.0 FG
33 FG509 20250711 1084.0 1108.0 ... 6164232.84 1090.0 1063.0 FG
34 FG510 20250711 1133.0 1157.0 ... 57756.83 1142.0 1108.0 FG
35 FG511 20250711 1122.0 1141.0 ... 66715.96 1127.0 1097.0 FG
36 FG512 20250711 1187.0 1203.0 ... 23332.43 1190.0 1164.0 FG
37 FG601 20250711 1175.0 1189.0 ... 607339.23 1177.0 1155.0 FG
38 FG602 20250711 1217.0 1225.0 ... 558.96 1215.0 1198.0 FG
39 FG603 20250711 1209.0 1221.0 ... 505.86 1210.0 1195.0 FG
40 FG604 20250711 1239.0 1253.0 ... 546.88 1243.0 1228.0 FG
41 FG605 20250711 1231.0 1250.0 ... 9857.40 1238.0 1221.0 FG
42 FG606 20250711 1252.0 1265.0 ... 625.25 1256.0 1235.0 FG
43 JR507 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250711 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250711 2405.0 2409.0 ... 85890.91 2386.0 2404.0 MA
55 MA509 20250711 2395.0 2403.0 ... 1683355.42 2380.0 2393.0 MA
56 MA510 20250711 2421.0 2427.0 ... 63876.91 2402.0 2415.0 MA
57 MA511 20250711 2435.0 2439.0 ... 59445.78 2417.0 2428.0 MA
58 MA512 20250711 2459.0 2462.0 ... 8839.45 2445.0 2450.0 MA
59 MA601 20250711 2460.0 2467.0 ... 201034.86 2451.0 2454.0 MA
60 MA602 20250711 2437.0 2439.0 ... 4.88 2438.0 2436.0 MA
61 MA603 20250711 2441.0 2441.0 ... 72.87 2429.0 2434.0 MA
62 MA604 20250711 2414.0 2414.0 ... 26.50 2409.0 2405.0 MA
63 MA605 20250711 2381.0 2386.0 ... 2003.92 2377.0 2375.0 MA
64 MA606 20250711 2386.0 2386.0 ... 14.28 2379.0 2375.0 MA
65 OI507 20250711 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250711 9457.0 9514.0 ... 2747076.83 9455.0 9457.0 OI
67 OI511 20250711 9461.0 9499.0 ... 181329.46 9446.0 9451.0 OI
68 OI601 20250711 9410.0 9446.0 ... 460423.90 9390.0 9404.0 OI
69 OI603 20250711 9351.0 9383.0 ... 8126.72 9320.0 9351.0 OI
70 OI605 20250711 9257.0 9292.0 ... 5806.12 9245.0 9252.0 OI
71 PF507 20250711 0.0 0.0 ... 0.00 6606.0 6642.0 PF
72 PF508 20250711 6528.0 6544.0 ... 309445.48 6502.0 6554.0 PF
73 PF509 20250711 6428.0 6438.0 ... 236109.58 6400.0 6434.0 PF
74 PF510 20250711 6460.0 6460.0 ... 74045.81 6420.0 6434.0 PF
75 PF511 20250711 6410.0 6424.0 ... 46919.37 6386.0 6394.0 PF
76 PF512 20250711 6394.0 6402.0 ... 11964.86 6372.0 6376.0 PF
77 PF601 20250711 6410.0 6412.0 ... 4827.11 6378.0 6400.0 PF
78 PF602 20250711 6366.0 6366.0 ... 3.18 6366.0 6372.0 PF
79 PF603 20250711 6376.0 6376.0 ... 6.37 6374.0 6386.0 PF
80 PF604 20250711 0.0 0.0 ... 0.00 6400.0 6402.0 PF
81 PF605 20250711 0.0 0.0 ... 0.00 6408.0 6428.0 PF
82 PF606 20250711 0.0 0.0 ... 0.00 6406.0 6424.0 PF
83 PK510 20250711 8196.0 8224.0 ... 135875.81 8188.0 8172.0 PK
84 PK511 20250711 8028.0 8058.0 ... 62832.90 8026.0 8010.0 PK
85 PK512 20250711 7988.0 8002.0 ... 845.63 7978.0 7966.0 PK
86 PK601 20250711 7982.0 8006.0 ... 4302.28 7982.0 7958.0 PK
87 PK603 20250711 7978.0 7984.0 ... 107.65 7974.0 7956.0 PK
88 PK604 20250711 7976.0 7980.0 ... 23.92 7974.0 7958.0 PK
89 PK605 20250711 7978.0 7986.0 ... 796.81 7968.0 7962.0 PK
90 PM507 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250711 0.0 0.0 ... 0.00 5932.0 5942.0 PR
97 PR508 20250711 5922.0 5932.0 ... 18627.36 5906.0 5918.0 PR
98 PR509 20250711 5912.0 5922.0 ... 405585.77 5886.0 5896.0 PR
99 PR510 20250711 5926.0 5928.0 ... 145918.76 5894.0 5902.0 PR
100 PR511 20250711 5914.0 5916.0 ... 35176.72 5878.0 5892.0 PR
101 PR512 20250711 5860.0 5868.0 ... 17.59 5864.0 5900.0 PR
102 PR601 20250711 5878.0 5892.0 ... 537.35 5874.0 5892.0 PR
103 PR602 20250711 5898.0 5898.0 ... 8.85 5898.0 5936.0 PR
104 PR603 20250711 5898.0 5922.0 ... 44.27 5904.0 5940.0 PR
105 PR604 20250711 5910.0 5910.0 ... 8.87 5910.0 5958.0 PR
106 PR605 20250711 5910.0 5920.0 ... 35.48 5914.0 5934.0 PR
107 PR606 20250711 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250711 0.0 0.0 ... 0.00 6896.0 6926.0 PX
109 PX508 20250711 6820.0 6838.0 ... 2333.61 6774.0 6802.0 PX
110 PX509 20250711 6772.0 6788.0 ... 719763.51 6720.0 6750.0 PX
111 PX510 20250711 6774.0 6786.0 ... 102501.12 6714.0 6746.0 PX
112 PX511 20250711 6746.0 6760.0 ... 150132.68 6686.0 6720.0 PX
113 PX512 20250711 6742.0 6748.0 ... 30015.69 6674.0 6704.0 PX
114 PX601 20250711 6718.0 6724.0 ... 54444.78 6650.0 6682.0 PX
115 PX602 20250711 6686.0 6686.0 ... 6.67 6672.0 6688.0 PX
116 PX603 20250711 0.0 0.0 ... 0.00 6622.0 6622.0 PX
117 PX604 20250711 0.0 0.0 ... 0.00 6618.0 6676.0 PX
118 PX605 20250711 6630.0 6630.0 ... 49.53 6604.0 6638.0 PX
119 PX606 20250711 6614.0 6614.0 ... 3.31 6614.0 6650.0 PX
120 RI507 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250711 2672.0 2672.0 ... 857.16 2521.0 2474.0 RM
127 RM508 20250711 2615.0 2646.0 ... 54655.25 2631.0 2596.0 RM
128 RM509 20250711 2610.0 2646.0 ... 1008671.36 2630.0 2595.0 RM
129 RM511 20250711 2430.0 2451.0 ... 4526.84 2440.0 2418.0 RM
130 RM601 20250711 2316.0 2337.0 ... 185138.63 2327.0 2313.0 RM
131 RM603 20250711 2301.0 2311.0 ... 10686.40 2305.0 2294.0 RM
132 RM605 20250711 2310.0 2316.0 ... 24417.23 2312.0 2307.0 RM
133 RS507 20250711 0.0 0.0 ... 0.00 4972.0 4993.0 RS
134 RS508 20250711 4652.0 5299.0 ... 9.95 4976.0 5107.0 RS
135 RS509 20250711 5025.0 5083.0 ... 146.45 5050.0 5071.0 RS
136 RS511 20250711 5061.0 5169.0 ... 107.13 5101.0 5072.0 RS
137 SA507 20250711 1175.0 1175.0 ... 2185.20 1175.0 1175.0 SA
138 SA508 20250711 1225.0 1235.0 ... 154660.05 1220.0 1213.0 SA
139 SA509 20250711 1230.0 1242.0 ... 5911784.67 1225.0 1213.0 SA
140 SA510 20250711 1235.0 1250.0 ... 110228.57 1235.0 1227.0 SA
141 SA511 20250711 1241.0 1250.0 ... 186866.60 1236.0 1228.0 SA
142 SA512 20250711 1265.0 1275.0 ... 103072.72 1264.0 1254.0 SA
143 SA601 20250711 1266.0 1278.0 ... 1130737.74 1266.0 1255.0 SA
144 SA602 20250711 1275.0 1284.0 ... 10784.91 1273.0 1266.0 SA
145 SA603 20250711 1277.0 1283.0 ... 6613.84 1272.0 1264.0 SA
146 SA604 20250711 1283.0 1298.0 ... 2909.70 1290.0 1280.0 SA
147 SA605 20250711 1288.0 1299.0 ... 29653.07 1290.0 1276.0 SA
148 SA606 20250711 1293.0 1305.0 ... 1498.07 1296.0 1289.0 SA
149 SF507 20250711 5610.0 5610.0 ... 2648.12 5552.0 5520.0 SF
150 SF508 20250711 5580.0 5580.0 ... 76283.08 5506.0 5530.0 SF
151 SF509 20250711 5582.0 5594.0 ... 570661.46 5522.0 5532.0 SF
152 SF510 20250711 5532.0 5546.0 ... 124414.95 5498.0 5484.0 SF
153 SF511 20250711 5656.0 5690.0 ... 147938.78 5642.0 5630.0 SF
154 SF512 20250711 5642.0 5656.0 ... 10588.35 5616.0 5594.0 SF
155 SF601 20250711 5626.0 5628.0 ... 23784.03 5586.0 5562.0 SF
156 SF602 20250711 5538.0 5556.0 ... 407.82 5512.0 5490.0 SF
157 SF603 20250711 5632.0 5674.0 ... 47.90 5636.0 5644.0 SF
158 SF604 20250711 5600.0 5602.0 ... 5.60 5602.0 5620.0 SF
159 SF605 20250711 5622.0 5672.0 ... 325.86 5618.0 5606.0 SF
160 SF606 20250711 5566.0 5620.0 ... 52.93 5572.0 5564.0 SF
161 SH507 20250711 0.0 0.0 ... 0.00 2467.0 2456.0 SH
162 SH508 20250711 2512.0 2523.0 ... 395261.47 2498.0 2525.0 SH
163 SH509 20250711 2504.0 2521.0 ... 3359489.59 2506.0 2495.0 SH
164 SH510 20250711 2531.0 2544.0 ... 337870.96 2530.0 2515.0 SH
165 SH511 20250711 2518.0 2529.0 ... 210097.46 2514.0 2500.0 SH
166 SH512 20250711 2522.0 2532.0 ... 29370.99 2518.0 2500.0 SH
167 SH601 20250711 2491.0 2502.0 ... 101676.32 2490.0 2469.0 SH
168 SH602 20250711 2504.0 2518.0 ... 458.59 2506.0 2494.0 SH
169 SH603 20250711 2501.0 2520.0 ... 609.93 2510.0 2496.0 SH
170 SH604 20250711 2536.0 2555.0 ... 381.36 2542.0 2536.0 SH
171 SH605 20250711 2540.0 2552.0 ... 3764.63 2540.0 2523.0 SH
172 SH606 20250711 2560.0 2565.0 ... 30.68 2556.0 2525.0 SH
173 SM507 20250711 5500.0 5756.0 ... 319.31 5754.0 5756.0 SM
174 SM508 20250711 5792.0 5816.0 ... 96305.67 5756.0 5790.0 SM
175 SM509 20250711 5808.0 5824.0 ... 647241.15 5774.0 5792.0 SM
176 SM510 20250711 5794.0 5804.0 ... 39217.59 5752.0 5770.0 SM
177 SM511 20250711 5876.0 5880.0 ... 96800.09 5826.0 5844.0 SM
178 SM512 20250711 5856.0 5860.0 ... 26442.50 5822.0 5832.0 SM
179 SM601 20250711 5848.0 5858.0 ... 51300.65 5814.0 5822.0 SM
180 SM602 20250711 5818.0 5848.0 ... 46.43 5804.0 5810.0 SM
181 SM603 20250711 5840.0 5840.0 ... 26.09 5798.0 5832.0 SM
182 SM604 20250711 5828.0 5838.0 ... 11.64 5820.0 5838.0 SM
183 SM605 20250711 5870.0 5880.0 ... 773.42 5838.0 5852.0 SM
184 SM606 20250711 5896.0 5896.0 ... 26.38 5862.0 5886.0 SM
185 SR507 20250711 5800.0 5800.0 ... 11123.40 5800.0 5795.0 SR
186 SR509 20250711 5803.0 5820.0 ... 1091593.03 5808.0 5800.0 SR
187 SR511 20250711 5690.0 5701.0 ... 145807.17 5691.0 5688.0 SR
188 SR601 20250711 5627.0 5641.0 ... 114549.83 5631.0 5625.0 SR
189 SR603 20250711 5598.0 5610.0 ... 2935.01 5601.0 5597.0 SR
190 SR605 20250711 5583.0 5583.0 ... 5900.14 5577.0 5572.0 SR
191 TA507 20250711 4732.0 4754.0 ... 1576.44 4720.0 4732.0 TA
192 TA508 20250711 4734.0 4752.0 ... 155689.18 4718.0 4740.0 TA
193 TA509 20250711 4730.0 4742.0 ... 2746819.10 4710.0 4728.0 TA
194 TA510 20250711 4736.0 4748.0 ... 92793.23 4704.0 4724.0 TA
195 TA511 20250711 4736.0 4742.0 ... 55063.58 4700.0 4720.0 TA
196 TA512 20250711 4734.0 4734.0 ... 13537.46 4694.0 4716.0 TA
197 TA601 20250711 4724.0 4732.0 ... 465461.93 4684.0 4712.0 TA
198 TA602 20250711 4728.0 4728.0 ... 91.71 4704.0 4722.0 TA
199 TA603 20250711 4692.0 4696.0 ... 18.72 4680.0 4720.0 TA
200 TA604 20250711 4712.0 4712.0 ... 49.35 4700.0 4720.0 TA
201 TA605 20250711 4742.0 4746.0 ... 4384.88 4702.0 4728.0 TA
202 TA606 20250711 4724.0 4724.0 ... 23.50 4700.0 4750.0 TA
203 UR507 20250711 1760.0 1770.0 ... 179.54 1760.0 1765.0 UR
204 UR508 20250711 1766.0 1775.0 ... 5935.57 1768.0 1774.0 UR
205 UR509 20250711 1776.0 1787.0 ... 611744.61 1776.0 1777.0 UR
206 UR510 20250711 1763.0 1771.0 ... 39953.61 1759.0 1762.0 UR
207 UR511 20250711 1760.0 1771.0 ... 43043.88 1759.0 1760.0 UR
208 UR512 20250711 1743.0 1748.0 ... 132.71 1746.0 1748.0 UR
209 UR601 20250711 1737.0 1745.0 ... 75685.61 1735.0 1736.0 UR
210 UR602 20250711 1726.0 1738.0 ... 390.87 1729.0 1730.0 UR
211 UR603 20250711 1757.0 1757.0 ... 34.99 1750.0 1749.0 UR
212 UR604 20250711 1748.0 1748.0 ... 20.90 1742.0 1741.0 UR
213 UR605 20250711 1736.0 1748.0 ... 2493.23 1739.0 1736.0 UR
214 UR606 20250711 1733.0 1743.0 ... 149.41 1737.0 1733.0 UR
215 WH507 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 16:25:53,150 - future_1d - INFO - ak.get_czce_daily('2025-07-11') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250711 ... 78680 78670 CU
1 1 CU2508 20250711 ... 78530 78390 CU
2 2 CU2509 20250711 ... 78420 78240 CU
3 3 CU2510 20250711 ... 78300 78050 CU
4 4 CU2511 20250711 ... 78180 77950 CU
5 5 CU2512 20250711 ... 78070 77860 CU
6 6 CU2601 20250711 ... 77980 77780 CU
7 7 CU2602 20250711 ... 77900 77790 CU
8 8 CU2603 20250711 ... 77900 77680 CU
9 9 CU2604 20250711 ... 77870 77620 CU
10 10 CU2605 20250711 ... 77900 77690 CU
11 11 CU2606 20250711 ... 77910 77750 CU
12 12 BC2507 20250711 ... 70600 70600 BC
13 13 BC2508 20250711 ... 69750 69560 BC
14 14 BC2509 20250711 ... 69710 69510 BC
15 15 BC2510 20250711 ... 69600 69340 BC
16 16 BC2511 20250711 ... 69190 69130 BC
17 17 BC2512 20250711 ... 69320 69320 BC
18 18 BC2601 20250711 ... 69800 69810 BC
19 19 BC2602 20250711 ... 69410 69410 BC
20 20 BC2603 20250711 ... 69290 69290 BC
21 21 BC2604 20250711 ... 69750 69750 BC
22 22 BC2605 20250711 ... 69460 69530 BC
23 23 BC2606 20250711 ... 67820 67820 BC
24 24 AL2507 20250711 ... 20845 20835 AL
25 25 AL2508 20250711 ... 20715 20670 AL
26 26 AL2509 20250711 ... 20660 20610 AL
27 27 AL2510 20250711 ... 20565 20515 AL
28 28 AL2511 20250711 ... 20475 20415 AL
29 29 AL2512 20250711 ... 20405 20340 AL
30 30 AL2601 20250711 ... 20355 20305 AL
31 31 AL2602 20250711 ... 20355 20290 AL
32 32 AL2603 20250711 ... 20340 20295 AL
33 33 AL2604 20250711 ... 20375 20310 AL
34 34 AL2605 20250711 ... 20355 20335 AL
35 35 AL2606 20250711 ... 20390 20335 AL
36 36 ZN2507 20250711 ... 22360 22265 ZN
37 37 ZN2508 20250711 ... 22400 22285 ZN
38 38 ZN2509 20250711 ... 22375 22245 ZN
39 39 ZN2510 20250711 ... 22345 22205 ZN
40 40 ZN2511 20250711 ... 22305 22160 ZN
41 41 ZN2512 20250711 ... 22255 22090 ZN
42 42 ZN2601 20250711 ... 22210 22050 ZN
43 43 ZN2602 20250711 ... 22150 22035 ZN
44 44 ZN2603 20250711 ... 22175 22020 ZN
45 45 ZN2604 20250711 ... 22190 22070 ZN
46 46 ZN2605 20250711 ... 22200 22005 ZN
47 47 ZN2606 20250711 ... 22195 22040 ZN
48 48 PB2507 20250711 ... 17165 17155 PB
49 49 PB2508 20250711 ... 17105 17215 PB
50 50 PB2509 20250711 ... 17125 17240 PB
51 51 PB2510 20250711 ... 17145 17250 PB
52 52 PB2511 20250711 ... 17135 17260 PB
53 53 PB2512 20250711 ... 17160 17230 PB
54 54 PB2601 20250711 ... 17155 17295 PB
55 55 PB2602 20250711 ... 17160 17215 PB
56 56 PB2603 20250711 ... 17185 17225 PB
57 57 PB2604 20250711 ... 17140 17230 PB
58 58 PB2605 20250711 ... 17180 17230 PB
59 59 PB2606 20250711 ... 17160 17205 PB
60 60 NI2507 20250711 ... 121020 119420 NI
61 61 NI2508 20250711 ... 121190 119910 NI
62 62 NI2509 20250711 ... 121360 120070 NI
63 63 NI2510 20250711 ... 121480 120190 NI
64 64 NI2511 20250711 ... 121610 120370 NI
65 65 NI2512 20250711 ... 121920 120870 NI
66 66 NI2601 20250711 ... 122170 120920 NI
67 67 NI2602 20250711 ... 122320 120840 NI
68 68 NI2603 20250711 ... 122420 121380 NI
69 69 NI2604 20250711 ... 122640 121650 NI
70 70 NI2605 20250711 ... 122830 121620 NI
71 71 NI2606 20250711 ... 122940 121790 NI
72 72 SN2507 20250711 ... 265210 264160 SN
73 73 SN2508 20250711 ... 265630 265000 SN
74 74 SN2509 20250711 ... 265520 265160 SN
75 75 SN2510 20250711 ... 265330 265030 SN
76 76 SN2511 20250711 ... 264740 265400 SN
77 77 SN2512 20250711 ... 264510 265030 SN
78 78 SN2601 20250711 ... 264790 265160 SN
79 79 SN2602 20250711 ... 265470 263950 SN
80 80 SN2603 20250711 ... 264290 264800 SN
81 81 SN2604 20250711 ... 264650 265340 SN
82 82 SN2605 20250711 ... 265660 265020 SN
83 83 SN2606 20250711 ... 265110 263950 SN
84 84 AO2507 20250711 ... 3195 3249 AO
85 85 AO2508 20250711 ... 3189 3229 AO
86 86 AO2509 20250711 ... 3164 3195 AO
87 87 AO2510 20250711 ... 3126 3154 AO
88 88 AO2511 20250711 ... 3110 3131 AO
89 89 AO2512 20250711 ... 3101 3118 AO
90 90 AO2601 20250711 ... 3089 3105 AO
91 91 AO2602 20250711 ... 3088 3097 AO
92 92 AO2603 20250711 ... 3074 3085 AO
93 93 AO2604 20250711 ... 3068 3073 AO
94 94 AO2605 20250711 ... 3051 3062 AO
95 95 AO2606 20250711 ... 3050 3054 AO
96 96 AD2511 20250711 ... 19980 19935 AD
97 97 AD2512 20250711 ... 19900 19855 AD
98 98 AD2601 20250711 ... 19835 19825 AD
99 99 AD2602 20250711 ... 19770 19770 AD
100 100 AD2603 20250711 ... 19760 19705 AD
101 101 AD2604 20250711 ... 19710 19685 AD
102 102 AD2605 20250711 ... 19735 19670 AD
103 103 AD2606 20250711 ... 19760 19660 AD
104 104 AU2507 20250711 ... 770.48 770.48 AU
105 105 AU2508 20250711 ... 771.34 769.02 AU
106 106 AU2509 20250711 ... 772.62 770.5 AU
107 107 AU2510 20250711 ... 773.18 771.16 AU
108 108 AU2512 20250711 ... 775.44 773.12 AU
109 109 AU2602 20250711 ... 777 774.42 AU
110 110 AU2604 20250711 ... 779.54 777.02 AU
111 111 AU2606 20250711 ... 780.76 778.86 AU
112 112 AG2507 20250711 ... 9002 8863 AG
113 113 AG2508 20250711 ... 8990 8859 AG
114 114 AG2509 20250711 ... 9003 8872 AG
115 115 AG2510 20250711 ... 9017 8885 AG
116 116 AG2511 20250711 ... 9027 8895 AG
117 117 AG2512 20250711 ... 9040 8906 AG
118 118 AG2601 20250711 ... 9053 8918 AG
119 119 AG2602 20250711 ... 9074 8929 AG
120 120 AG2603 20250711 ... 9086 8943 AG
121 121 AG2604 20250711 ... 9089 8954 AG
122 122 AG2605 20250711 ... 9105 8967 AG
123 123 AG2606 20250711 ... 9106 8980 AG
124 124 RB2507 20250711 ... 3127 3091 RB
125 125 RB2508 20250711 ... 3076 3063 RB
126 126 RB2509 20250711 ... 3097 3068 RB
127 127 RB2510 20250711 ... 3133 3099 RB
128 128 RB2511 20250711 ... 3151 3112 RB
129 129 RB2512 20250711 ... 3166 3129 RB
130 130 RB2601 20250711 ... 3164 3125 RB
131 131 RB2602 20250711 ... 3149 3117 RB
132 132 RB2603 20250711 ... 3151 3116 RB
133 133 RB2604 20250711 ... 3159 3112 RB
134 134 RB2605 20250711 ... 3171 3135 RB
135 135 RB2606 20250711 ... 3180 3136 RB
136 136 WR2507 20250711 ... 3356 3356 WR
137 137 WR2508 20250711 ... 3190 3190 WR
138 138 WR2509 20250711 ... 3265 3265 WR
139 139 WR2510 20250711 ... 3363 3329 WR
140 140 WR2511 20250711 ... 3350 3350 WR
141 141 WR2512 20250711 ... 3362 3362 WR
142 142 WR2601 20250711 ... 3350 3329 WR
143 143 WR2602 20250711 ... 3396 3396 WR
144 144 WR2603 20250711 ... 3387 3387 WR
145 145 WR2604 20250711 ... 3392 3392 WR
146 146 WR2605 20250711 ... 3370 3370 WR
147 147 WR2606 20250711 ... 3377 3356 WR
148 148 HC2507 20250711 ... 3240 3237 HC
149 149 HC2508 20250711 ... 3266 3228 HC
150 150 HC2509 20250711 ... 3280 3241 HC
151 151 HC2510 20250711 ... 3273 3233 HC
152 152 HC2511 20250711 ... 3278 3235 HC
153 153 HC2512 20250711 ... 3282 3230 HC
154 154 HC2601 20250711 ... 3285 3247 HC
155 155 HC2602 20250711 ... 3277 3247 HC
156 156 HC2603 20250711 ... 3286 3234 HC
157 157 HC2604 20250711 ... 3295 3257 HC
158 158 HC2605 20250711 ... 3286 3245 HC
159 159 HC2606 20250711 ... 3296 3270 HC
160 160 SS2507 20250711 ... 12720 12720 SS
161 161 SS2508 20250711 ... 12745 12815 SS
162 162 SS2509 20250711 ... 12720 12735 SS
163 163 SS2510 20250711 ... 12740 12740 SS
164 164 SS2511 20250711 ... 12770 12760 SS
165 165 SS2512 20250711 ... 12795 12780 SS
166 166 SS2601 20250711 ... 12850 12845 SS
167 167 SS2602 20250711 ... 12900 12890 SS
168 168 SS2603 20250711 ... 12905 12920 SS
169 169 SS2604 20250711 ... 12975 12945 SS
170 170 SS2605 20250711 ... 13000 12975 SS
171 171 SS2606 20250711 ... 13055 13015 SS
172 172 SC2508 20250711 ... 514.1 520.3 SC
173 173 SC2509 20250711 ... 504.1 511 SC
174 174 SC2510 20250711 ... 497.4 503.4 SC
175 175 SC2511 20250711 ... 492.1 497.5 SC
176 176 SC2512 20250711 ... 488.3 492.2 SC
177 177 SC2601 20250711 ... 484.8 487.8 SC
178 178 SC2602 20250711 ... 481.2 484.1 SC
179 179 SC2603 20250711 ... 479.1 482.9 SC
180 180 SC2604 20250711 ... 477.2 480.7 SC
181 181 SC2605 20250711 ... 474.7 478.8 SC
182 182 SC2606 20250711 ... 474 476.7 SC
183 183 SC2607 20250711 ... 473.7 475 SC
184 184 SC2609 20250711 ... 469.5 472.9 SC
185 185 SC2612 20250711 ... 468.1 468.1 SC
186 186 SC2703 20250711 ... 468 468 SC
187 187 SC2706 20250711 ... 468.9 468.9 SC
188 188 SC2709 20250711 ... 464.6 464.6 SC
189 189 SC2712 20250711 ... 462.2 465.8 SC
190 190 SC2803 20250711 ... 461.6 465.8 SC
191 191 SC2806 20250711 ... 462.1 464.4 SC
192 192 LU2508 20250711 ... 3647 3688 LU
193 193 LU2509 20250711 ... 3640 3678 LU
194 194 LU2510 20250711 ... 3611 3648 LU
195 195 LU2511 20250711 ... 3585 3619 LU
196 196 LU2512 20250711 ... 3562 3590 LU
197 197 LU2601 20250711 ... 3534 3558 LU
198 198 LU2602 20250711 ... 3514 3523 LU
199 199 LU2603 20250711 ... 3488 3510 LU
200 200 LU2604 20250711 ... 3460 3489 LU
201 201 LU2605 20250711 ... 3447 3472 LU
202 202 LU2606 20250711 ... 3424 3455 LU
203 203 LU2607 20250711 ... 3421 3449 LU
204 204 FU2508 20250711 ... 2873 2931 FU
205 205 FU2509 20250711 ... 2908 2962 FU
206 206 FU2510 20250711 ... 2898 2952 FU
207 207 FU2511 20250711 ... 2881 2931 FU
208 208 FU2512 20250711 ... 2861 2903 FU
209 209 FU2601 20250711 ... 2855 2893 FU
210 210 FU2602 20250711 ... 2845 2885 FU
211 211 FU2603 20250711 ... 2829 2861 FU
212 212 FU2604 20250711 ... 2821 2850 FU
213 213 FU2605 20250711 ... 2805 2835 FU
214 214 FU2606 20250711 ... 2788 2813 FU
215 215 FU2607 20250711 ... 2775 2794 FU
216 216 BU2507 20250711 ... 3700 3652 BU
217 217 BU2508 20250711 ... 3638 3657 BU
218 218 BU2509 20250711 ... 3607 3625 BU
219 219 BU2510 20250711 ... 3555 3573 BU
220 220 BU2511 20250711 ... 3498 3513 BU
221 221 BU2512 20250711 ... 3428 3441 BU
222 222 BU2601 20250711 ... 3392 3410 BU
223 223 BU2602 20250711 ... 3380 3386 BU
224 224 BU2603 20250711 ... 3368 3384 BU
225 225 BU2604 20250711 ... 3378 3376 BU
226 226 BU2605 20250711 ... 3357 3361 BU
227 227 BU2606 20250711 ... 3349 3361 BU
228 228 BU2609 20250711 ... 3326 3332 BU
229 229 BU2612 20250711 ... 3277 3276 BU
230 230 BU2703 20250711 ... 3269 3282 BU
231 231 BU2706 20250711 ... 3277 3272 BU
232 232 BR2507 20250711 ... 11750 11545 BR
233 233 BR2508 20250711 ... 11605 11460 BR
234 234 BR2509 20250711 ... 11585 11420 BR
235 235 BR2510 20250711 ... 11555 11395 BR
236 236 BR2511 20250711 ... 11530 11415 BR
237 237 BR2512 20250711 ... 11550 11415 BR
238 238 BR2601 20250711 ... 11530 11355 BR
239 239 BR2602 20250711 ... 11540 11385 BR
240 240 BR2603 20250711 ... 11540 11350 BR
241 241 BR2604 20250711 ... 11570 11365 BR
242 242 BR2605 20250711 ... 11525 11350 BR
243 243 BR2606 20250711 ... 11495 11340 BR
244 244 RU2507 20250711 ... 14140 14140 RU
245 245 RU2508 20250711 ... 14325 14225 RU
246 246 RU2509 20250711 ... 14385 14240 RU
247 247 RU2510 20250711 ... 14405 14210 RU
248 248 RU2511 20250711 ... 14380 14270 RU
249 249 RU2601 20250711 ... 15235 15135 RU
250 250 RU2603 20250711 ... 15210 15100 RU
251 251 RU2604 20250711 ... 15250 15180 RU
252 252 RU2605 20250711 ... 15295 15210 RU
253 253 RU2606 20250711 ... 15315 15300 RU
254 254 NR2507 20250711 ... 12315 12315 NR
255 255 NR2508 20250711 ... 12390 12275 NR
256 256 NR2509 20250711 ... 12410 12305 NR
257 257 NR2510 20250711 ... 12410 12320 NR
258 258 NR2511 20250711 ... 12415 12340 NR
259 259 NR2512 20250711 ... 12440 12340 NR
260 260 NR2601 20250711 ... 12445 12365 NR
261 261 NR2602 20250711 ... 12450 12400 NR
262 262 NR2603 20250711 ... 12450 12465 NR
263 263 NR2604 20250711 ... 12455 12470 NR
264 264 NR2605 20250711 ... 12520 12515 NR
265 265 NR2606 20250711 ... 12560 12540 NR
266 266 SP2507 20250711 ... 5188 5120 SP
267 267 SP2508 20250711 ... 5216 5138 SP
268 268 SP2509 20250711 ... 5228 5166 SP
269 269 SP2510 20250711 ... 5222 5168 SP
270 270 SP2511 20250711 ... 5216 5164 SP
271 271 SP2512 20250711 ... 5198 5152 SP
272 272 SP2601 20250711 ... 5410 5360 SP
273 273 SP2602 20250711 ... 5336 5304 SP
274 274 SP2603 20250711 ... 5340 5296 SP
275 275 SP2604 20250711 ... 5336 5300 SP
276 276 SP2605 20250711 ... 5336 5298 SP
277 277 SP2606 20250711 ... 5328 5292 SP
278 278 EC2508 20250711 ... 2016.6 2045.2 EC
279 279 EC2510 20250711 ... 1385.3 1401.6 EC
280 280 EC2512 20250711 ... 1542 1564.1 EC
281 281 EC2602 20250711 ... 1352.1 1368.4 EC
282 282 EC2604 20250711 ... 1193.9 1198.3 EC
283 283 EC2606 20250711 ... 1336.6 1341.1 EC
284 284 SC_TAS2508 20250711 ... SC_TAS
285 285 SC_TAS2509 20250711 ... SC_TAS
286 286 SC_TAS2510 20250711 ... SC_TAS
287 287 SC_TAS2511 20250711 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 16:25:53,254 - future_1d - INFO - ak.get_shfe_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 a2507 20250711 0.00 ... 4150.00 4150.00 A
1 a2509 20250711 4105.00 ... 4098.00 4110.00 A
2 a2511 20250711 4042.00 ... 4040.00 4042.00 A
3 a2601 20250711 4026.00 ... 4027.00 4025.00 A
4 a2603 20250711 4017.00 ... 4021.00 4018.00 A
5 a2605 20250711 4056.00 ... 4056.00 4051.00 A
6 b2507 20250711 0.00 ... 3480.00 3480.00 B
7 b2508 20250711 3540.00 ... 3542.00 3527.00 B
8 b2509 20250711 3594.00 ... 3613.00 3581.00 B
9 b2510 20250711 3633.00 ... 3659.00 3618.00 B
10 b2511 20250711 3653.00 ... 3667.00 3641.00 B
11 b2512 20250711 3673.00 ... 3684.00 3659.00 B
12 b2601 20250711 3660.00 ... 3673.00 3648.00 B
13 b2602 20250711 3624.00 ... 3638.00 3614.00 B
14 b2603 20250711 3534.00 ... 3547.00 3517.00 B
15 b2604 20250711 3442.00 ... 3446.00 3431.00 B
16 b2605 20250711 3376.00 ... 3376.00 3371.00 B
17 b2606 20250711 3372.00 ... 3370.00 3366.00 B
18 bb2509 20250711 151.85 ... 151.80 152.75 BB
19 bb2511 20250711 153.50 ... 152.70 154.60 BB
20 bb2601 20250711 156.00 ... 155.60 156.40 BB
21 bb2603 20250711 0.00 ... 162.45 163.25 BB
22 bb2605 20250711 0.00 ... 162.45 163.25 BB
23 bz2603 20250711 6231.00 ... 6238.00 6215.00 BZ
24 bz2604 20250711 6266.00 ... 6226.00 6226.00 BZ
25 bz2605 20250711 6269.00 ... 6231.00 6202.00 BZ
26 bz2606 20250711 6216.00 ... 6217.00 6180.00 BZ
27 c2507 20250711 2283.00 ... 2283.00 2296.00 C
28 c2509 20250711 2320.00 ... 2312.00 2318.00 C
29 c2511 20250711 2276.00 ... 2273.00 2272.00 C
30 c2601 20250711 2235.00 ... 2233.00 2233.00 C
31 c2603 20250711 2241.00 ... 2236.00 2235.00 C
32 c2605 20250711 2266.00 ... 2267.00 2264.00 C
33 cs2507 20250711 0.00 ... 2700.00 2700.00 CS
34 cs2509 20250711 2672.00 ... 2667.00 2675.00 CS
35 cs2511 20250711 2630.00 ... 2624.00 2626.00 CS
36 cs2601 20250711 2626.00 ... 2619.00 2622.00 CS
37 cs2603 20250711 2613.00 ... 2603.00 2608.00 CS
38 cs2605 20250711 2650.00 ... 2641.00 2647.00 CS
39 eb2507 20250711 7598.00 ... 7598.00 7499.00 EB
40 eb2508 20250711 7500.00 ... 7466.00 7436.00 EB
41 eb2509 20250711 7394.00 ... 7369.00 7348.00 EB
42 eb2510 20250711 7322.00 ... 7290.00 7277.00 EB
43 eb2511 20250711 7268.00 ... 7221.00 7206.00 EB
44 eb2512 20250711 7243.00 ... 7192.00 7169.00 EB
45 eb2601 20250711 7234.00 ... 7191.00 7169.00 EB
46 eb2602 20250711 7229.00 ... 7204.00 7212.00 EB
47 eb2603 20250711 7248.00 ... 7223.00 7228.00 EB
48 eb2604 20250711 7196.00 ... 7212.00 7198.00 EB
49 eb2605 20250711 7239.00 ... 7195.00 7185.00 EB
50 eb2606 20250711 7226.00 ... 7187.00 7181.00 EB
51 eg2507 20250711 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250711 4307.00 ... 4298.00 4296.00 EG
53 eg2509 20250711 4325.00 ... 4317.00 4307.00 EG
54 eg2510 20250711 4339.00 ... 4332.00 4321.00 EG
55 eg2511 20250711 4344.00 ... 4340.00 4328.00 EG
56 eg2512 20250711 4352.00 ... 4339.00 4328.00 EG
57 eg2601 20250711 4350.00 ... 4345.00 4336.00 EG
58 eg2602 20250711 4350.00 ... 4356.00 4343.00 EG
59 eg2603 20250711 4343.00 ... 4354.00 4340.00 EG
60 eg2604 20250711 4376.00 ... 4376.00 4355.00 EG
61 eg2605 20250711 4365.00 ... 4370.00 4355.00 EG
62 eg2606 20250711 4366.00 ... 4373.00 4364.00 EG
63 fb2507 20250711 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250711 1335.50 ... 1336.50 1335.50 FB
65 fb2509 20250711 1318.50 ... 1321.50 1323.50 FB
66 fb2510 20250711 1332.00 ... 1328.50 1329.50 FB
67 fb2511 20250711 1333.50 ... 1329.50 1329.00 FB
68 fb2512 20250711 1331.50 ... 1326.50 1329.00 FB
69 fb2601 20250711 1311.00 ... 1325.50 1315.50 FB
70 fb2602 20250711 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250711 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250711 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250711 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250711 0.00 ... 1292.50 1292.50 FB
75 i2507 20250711 748.00 ... 748.00 748.00 I
76 i2508 20250711 766.50 ... 768.50 754.50 I
77 i2509 20250711 762.00 ... 764.50 750.50 I
78 i2510 20250711 752.50 ... 758.50 747.50 I
79 i2511 20250711 750.00 ... 751.50 739.50 I
80 i2512 20250711 743.00 ... 746.00 734.00 I
81 i2601 20250711 735.00 ... 737.00 724.00 I
82 i2602 20250711 732.00 ... 734.00 721.00 I
83 i2603 20250711 728.50 ... 731.00 716.50 I
84 i2604 20250711 724.50 ... 727.00 711.50 I
85 i2605 20250711 717.00 ... 718.00 705.00 I
86 i2606 20250711 709.00 ... 712.00 698.50 I
87 j2507 20250711 0.00 ... 1304.50 1304.50 J
88 j2508 20250711 1484.00 ... 1483.50 1448.00 J
89 j2509 20250711 1498.00 ... 1508.50 1478.00 J
90 j2510 20250711 1522.00 ... 1521.00 1488.00 J
91 j2511 20250711 1521.00 ... 1529.50 1500.00 J
92 j2512 20250711 1525.50 ... 1536.50 1497.50 J
93 j2601 20250711 1522.00 ... 1538.00 1507.50 J
94 j2602 20250711 1541.50 ... 1545.00 1515.50 J
95 j2603 20250711 1558.50 ... 1567.00 1528.50 J
96 j2604 20250711 1563.00 ... 1563.00 1520.50 J
97 j2605 20250711 1556.00 ... 1573.00 1540.00 J
98 j2606 20250711 0.00 ... 1557.00 1555.50 J
99 jd2507 20250711 2720.00 ... 2704.00 2728.00 JD
100 jd2508 20250711 3450.00 ... 3450.00 3447.00 JD
101 jd2509 20250711 3580.00 ... 3582.00 3572.00 JD
102 jd2510 20250711 3370.00 ... 3378.00 3362.00 JD
103 jd2511 20250711 3380.00 ... 3389.00 3381.00 JD
104 jd2512 20250711 3553.00 ... 3554.00 3547.00 JD
105 jd2601 20250711 3614.00 ... 3611.00 3606.00 JD
106 jd2602 20250711 3185.00 ... 3191.00 3189.00 JD
107 jd2603 20250711 3192.00 ... 3198.00 3199.00 JD
108 jd2604 20250711 3340.00 ... 3340.00 3340.00 JD
109 jd2605 20250711 3408.00 ... 3413.00 3411.00 JD
110 jd2606 20250711 3265.00 ... 3270.00 3264.00 JD
111 jm2507 20250711 868.00 ... 903.00 861.00 JM
112 jm2508 20250711 849.00 ... 859.50 834.50 JM
113 jm2509 20250711 897.00 ... 909.50 883.50 JM
114 jm2510 20250711 909.50 ... 923.00 897.50 JM
115 jm2511 20250711 917.00 ... 931.00 907.50 JM
116 jm2512 20250711 926.50 ... 934.50 919.50 JM
117 jm2601 20250711 930.00 ... 941.50 922.00 JM
118 jm2602 20250711 946.50 ... 948.00 931.00 JM
119 jm2603 20250711 945.00 ... 953.50 942.50 JM
120 jm2604 20250711 950.00 ... 955.50 941.00 JM
121 jm2605 20250711 955.00 ... 960.50 947.50 JM
122 jm2606 20250711 974.00 ... 971.50 958.00 JM
123 l2507 20250711 0.00 ... 7300.00 7300.00 L
124 l2508 20250711 7315.00 ... 7288.00 7302.00 L
125 l2509 20250711 7322.00 ... 7302.00 7309.00 L
126 l2510 20250711 7326.00 ... 7300.00 7309.00 L
127 l2511 20250711 7321.00 ... 7301.00 7300.00 L
128 l2512 20250711 7314.00 ... 7296.00 7286.00 L
129 l2601 20250711 7294.00 ... 7290.00 7283.00 L
130 l2602 20250711 7253.00 ... 7284.00 7260.00 L
131 l2603 20250711 7279.00 ... 7276.00 7265.00 L
132 l2604 20250711 0.00 ... 7292.00 7292.00 L
133 l2605 20250711 7265.00 ... 7256.00 7255.00 L
134 l2606 20250711 7270.00 ... 7265.00 7261.00 L
135 lg2507 20250711 817.00 ... 803.50 813.00 LG
136 lg2509 20250711 787.00 ... 789.00 785.00 LG
137 lg2511 20250711 785.50 ... 786.50 783.50 LG
138 lg2601 20250711 786.00 ... 789.00 785.50 LG
139 lg2603 20250711 787.50 ... 790.50 787.00 LG
140 lg2605 20250711 798.00 ... 798.00 792.00 LG
141 lh2507 20250711 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250711 14380.00 ... 14350.00 14330.00 LH
143 lh2511 20250711 13700.00 ... 13680.00 13650.00 LH
144 lh2601 20250711 13730.00 ... 13750.00 13725.00 LH
145 lh2603 20250711 13000.00 ... 13010.00 12980.00 LH
146 lh2605 20250711 13185.00 ... 13185.00 13175.00 LH
147 m2507 20250711 0.00 ... 2802.00 2802.00 M
148 m2508 20250711 2943.00 ... 2952.00 2925.00 M
149 m2509 20250711 2952.00 ... 2971.00 2943.00 M
150 m2511 20250711 2989.00 ... 3009.00 2983.00 M
151 m2512 20250711 3016.00 ... 3034.00 3011.00 M
152 m2601 20250711 2994.00 ... 3009.00 2988.00 M
153 m2603 20250711 2857.00 ... 2871.00 2854.00 M
154 m2605 20250711 2706.00 ... 2704.00 2701.00 M
155 p2507 20250711 0.00 ... 8620.00 8620.00 P
156 p2508 20250711 8634.00 ... 8708.00 8664.00 P
157 p2509 20250711 8600.00 ... 8686.00 8628.00 P
158 p2510 20250711 8630.00 ... 8698.00 8628.00 P
159 p2511 20250711 8598.00 ... 8648.00 8606.00 P
160 p2512 20250711 8596.00 ... 8660.00 8606.00 P
161 p2601 20250711 8606.00 ... 8672.00 8602.00 P
162 p2602 20250711 8542.00 ... 8654.00 8574.00 P
163 p2603 20250711 8504.00 ... 8576.00 8520.00 P
164 p2604 20250711 8556.00 ... 8552.00 8452.00 P
165 p2605 20250711 8392.00 ... 8450.00 8400.00 P
166 p2606 20250711 8412.00 ... 8448.00 8368.00 P
167 pg2507 20250711 4188.00 ... 4179.00 4223.00 PG
168 pg2508 20250711 4207.00 ... 4164.00 4199.00 PG
169 pg2509 20250711 4097.00 ... 4073.00 4096.00 PG
170 pg2510 20250711 4519.00 ... 4488.00 4510.00 PG
171 pg2511 20250711 4434.00 ... 4405.00 4423.00 PG
172 pg2512 20250711 4356.00 ... 4328.00 4349.00 PG
173 pg2601 20250711 4270.00 ... 4253.00 4273.00 PG
174 pg2602 20250711 4163.00 ... 4173.00 4221.00 PG
175 pg2603 20250711 4101.00 ... 4088.00 4115.00 PG
176 pg2604 20250711 4386.00 ... 4386.00 4407.00 PG
177 pg2605 20250711 4282.00 ... 4281.00 4292.00 PG
178 pg2606 20250711 4204.00 ... 4218.00 4221.00 PG
179 pp2507 20250711 0.00 ... 7068.00 7068.00 PP
180 pp2508 20250711 7102.00 ... 7066.00 7096.00 PP
181 pp2509 20250711 7100.00 ... 7076.00 7101.00 PP
182 pp2510 20250711 7090.00 ... 7059.00 7071.00 PP
183 pp2511 20250711 7078.00 ... 7058.00 7063.00 PP
184 pp2512 20250711 7073.00 ... 7061.00 7066.00 PP
185 pp2601 20250711 7080.00 ... 7061.00 7068.00 PP
186 pp2602 20250711 7067.00 ... 7047.00 7043.00 PP
187 pp2603 20250711 7047.00 ... 7048.00 7023.00 PP
188 pp2604 20250711 0.00 ... 7038.00 7038.00 PP
189 pp2605 20250711 7072.00 ... 7057.00 7053.00 PP
190 pp2606 20250711 7045.00 ... 7046.00 7048.00 PP
191 rr2507 20250711 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250711 3588.00 ... 3583.00 3585.00 RR
193 rr2509 20250711 3596.00 ... 3596.00 3595.00 RR
194 rr2510 20250711 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250711 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250711 3606.00 ... 3605.00 3603.00 RR
197 rr2601 20250711 0.00 ... 3602.00 3602.00 RR
198 rr2602 20250711 0.00 ... 3610.00 3610.00 RR
199 rr2603 20250711 0.00 ... 3611.00 3611.00 RR
200 rr2604 20250711 3623.00 ... 3623.00 3617.00 RR
201 rr2605 20250711 0.00 ... 3612.00 3612.00 RR
202 rr2606 20250711 0.00 ... 3610.00 3610.00 RR
203 v2507 20250711 4926.00 ... 4941.00 4926.00 V
204 v2508 20250711 5030.00 ... 4974.00 4972.00 V
205 v2509 20250711 5040.00 ... 5013.00 5005.00 V
206 v2510 20250711 5067.00 ... 5041.00 5033.00 V
207 v2511 20250711 5097.00 ... 5066.00 5066.00 V
208 v2512 20250711 5113.00 ... 5096.00 5089.00 V
209 v2601 20250711 5140.00 ... 5121.00 5109.00 V
210 v2602 20250711 5164.00 ... 5129.00 5130.00 V
211 v2603 20250711 5180.00 ... 5156.00 5152.00 V
212 v2604 20250711 5319.00 ... 5304.00 5287.00 V
213 v2605 20250711 5321.00 ... 5310.00 5306.00 V
214 v2606 20250711 5349.00 ... 5323.00 5312.00 V
215 y2507 20250711 0.00 ... 7970.00 7970.00 Y
216 y2508 20250711 7918.00 ... 7960.00 7924.00 Y
217 y2509 20250711 7942.00 ... 7970.00 7928.00 Y
218 y2511 20250711 7944.00 ... 7974.00 7942.00 Y
219 y2512 20250711 7964.00 ... 7996.00 7962.00 Y
220 y2601 20250711 7920.00 ... 7950.00 7906.00 Y
221 y2603 20250711 7824.00 ... 7842.00 7820.00 Y
222 y2605 20250711 7592.00 ... 7602.00 7592.00 Y
[223 rows x 12 columns]
2025-07-17 16:25:53,782 - future_1d - INFO - ak.get_dce_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 PS2507 20250711 40855.0 ... 39850.0 38185.0 PS
1 PS2508 20250711 41360.0 ... 41430.0 40545.0 PS
2 PS2509 20250711 41150.0 ... 41040.0 40190.0 PS
3 PS2510 20250711 41265.0 ... 40660.0 40140.0 PS
4 PS2511 20250711 40550.0 ... 40205.0 39745.0 PS
5 PS2512 20250711 42500.0 ... 42420.0 41860.0 PS
6 PS2601 20250711 42680.0 ... 42260.0 41870.0 PS
7 PS2602 20250711 42620.0 ... 42185.0 41475.0 PS
8 PS2603 20250711 42550.0 ... 41865.0 41465.0 PS
9 PS2604 20250711 42360.0 ... 41965.0 41385.0 PS
10 PS2605 20250711 42310.0 ... 41865.0 41215.0 PS
11 PS2606 20250711 43200.0 ... 42810.0 42025.0 PS
13 SI2507 20250711 8475.0 ... 8465.0 8540.0 SI
14 SI2508 20250711 8550.0 ... 8425.0 8380.0 SI
15 SI2509 20250711 8480.0 ... 8420.0 8375.0 SI
16 SI2510 20250711 8400.0 ... 8385.0 8350.0 SI
17 SI2511 20250711 8410.0 ... 8355.0 8305.0 SI
18 SI2512 20250711 8690.0 ... 8655.0 8620.0 SI
19 SI2601 20250711 8600.0 ... 8605.0 8570.0 SI
20 SI2602 20250711 8640.0 ... 8595.0 8565.0 SI
21 SI2603 20250711 8580.0 ... 8580.0 8565.0 SI
22 SI2604 20250711 8615.0 ... 8570.0 8565.0 SI
23 SI2605 20250711 8610.0 ... 8570.0 8550.0 SI
24 SI2606 20250711 8585.0 ... 8550.0 8565.0 SI
27 LC2507 20250711 63760.0 ... 64020.0 64580.0 LC
28 LC2508 20250711 64500.0 ... 64380.0 64740.0 LC
29 LC2509 20250711 64160.0 ... 64100.0 64460.0 LC
30 LC2510 20250711 64020.0 ... 63920.0 64340.0 LC
31 LC2511 20250711 64000.0 ... 63780.0 64160.0 LC
32 LC2512 20250711 64340.0 ... 64220.0 64420.0 LC
33 LC2601 20250711 64500.0 ... 64240.0 64540.0 LC
34 LC2602 20250711 64380.0 ... 64100.0 64540.0 LC
35 LC2603 20250711 64800.0 ... 64360.0 64540.0 LC
36 LC2604 20250711 65080.0 ... 64920.0 65100.0 LC
37 LC2605 20250711 65200.0 ... 64980.0 65160.0 LC
38 LC2606 20250711 65180.0 ... 64980.0 65160.0 LC
[36 rows x 12 columns]
2025-07-17 16:25:53,899 - future_1d - INFO - ak.get_gfex_daily('2025-07-11') done
2025-07-17 16:25:55,634 - future_1d - INFO - save future_daily 2025-07-11 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250714 6029.000 ... 6015.600 6026.400 IC
1 IC2508 20250714 5983.200 ... 5961.600 5973.200 IC
2 IC2509 20250714 5916.400 ... 5908.600 5920.800 IC
3 IC2512 20250714 5795.200 ... 5783.400 5799.400 IC
4 IF2507 20250714 4016.200 ... 4014.400 4020.600 IF
5 IF2508 20250714 3998.000 ... 4000.600 4007.400 IF
6 IF2509 20250714 3993.600 ... 3990.200 3998.800 IF
7 IF2512 20250714 3968.000 ... 3958.400 3971.400 IF
8 IH2507 20250714 2753.600 ... 2756.200 2764.600 IH
9 IH2508 20250714 2750.000 ... 2753.200 2763.200 IH
10 IH2509 20250714 2750.000 ... 2751.800 2761.200 IH
11 IH2512 20250714 2754.400 ... 2753.400 2763.400 IH
12 IM2507 20250714 6459.000 ... 6450.600 6455.200 IM
13 IM2508 20250714 6392.600 ... 6382.000 6392.000 IM
14 IM2509 20250714 6326.000 ... 6312.000 6321.200 IM
15 IM2512 20250714 6140.600 ... 6130.600 6138.000 IM
16 T2509 20250714 108.775 ... 108.695 108.815 T
17 T2512 20250714 108.820 ... 108.735 108.855 T
18 T2603 20250714 108.810 ... 108.710 108.860 T
19 TF2509 20250714 105.970 ... 105.885 105.975 TF
20 TF2512 20250714 106.055 ... 105.980 106.080 TF
21 TF2603 20250714 106.085 ... 106.015 106.145 TF
22 TL2509 20250714 120.440 ... 120.200 120.510 TL
23 TL2512 20250714 120.300 ... 120.040 120.330 TL
24 TL2603 20250714 120.100 ... 119.790 120.160 TL
25 TS2509 20250714 102.360 ... 102.378 102.412 TS
26 TS2512 20250714 102.500 ... 102.472 102.512 TS
27 TS2603 20250714 102.602 ... 102.586 102.624 TS
[28 rows x 12 columns]
2025-07-17 16:26:03,100 - future_1d - INFO - ak.get_cffex_daily('2025-07-14') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250714 515.5 528.1 ... 6216092.51 523 514.1 SC
1 SC2509 20250714 506.1 515.3 ... 2473716.47 511.9 504.1 SC
2 SC2510 20250714 499.1 508.1 ... 378354.5 504.9 497.4 SC
3 SC2511 20250714 493.2 503.2 ... 57154.31 500 492.1 SC
4 SC2512 20250714 492 499.6 ... 33472.71 496.6 488.3 SC
5 SC2601 20250714 486.6 497.8 ... 30531.9 494 484.8 SC
6 SC2602 20250714 483.8 496.8 ... 33698.11 491.9 481.2 SC
7 SC2603 20250714 483 494.1 ... 11530.82 490.6 479.1 SC
8 SC2604 20250714 490.1 490.4 ... 293.81 489.6 477.2 SC
9 SC2605 20250714 489.2 489.4 ... 146.54 488.4 474.7 SC
10 SC2606 20250714 476.8 489.5 ... 9597.7 487.1 474 SC
11 SC2607 20250714 478.5 484.2 ... 144.46 481.5 473.7 SC
12 SC2609 20250714 477.6 479.7 ... 143.54 478.4 469.5 SC
13 SC2612 20250714 476 476 ... 142.4 474.6 468.1 SC
14 SC2703 20250714 470.4 470.4 ... 47.04 470.4 468 SC
15 SC2706 20250714 465.6 471.3 ... 281.84 469.7 468.9 SC
16 SC2709 20250714 ... 0 469 464.6 SC
17 SC2712 20250714 465 468 ... 93.3 466.5 462.2 SC
18 SC2803 20250714 463.5 470.5 ... 93.4 467 461.6 SC
19 SC2806 20250714 462.1 464 ... 92.61 463 462.1 SC
21 LU2508 20250714 3649 3703 ... 5302.125 3682 3647 LU
22 LU2509 20250714 3649 3703 ... 282254.873 3679 3640 LU
23 LU2510 20250714 3607 3682 ... 147391.304 3654 3611 LU
24 LU2511 20250714 3586 3653 ... 7318.785 3633 3585 LU
25 LU2512 20250714 3555 3620 ... 194.251 3597 3562 LU
26 LU2601 20250714 3540 3596 ... 521.591 3572 3534 LU
27 LU2602 20250714 3516 3556 ... 14.145 3536 3514 LU
28 LU2603 20250714 3501 3537 ... 21.147 3524 3488 LU
29 LU2604 20250714 3485 3527 ... 27.944 3493 3460 LU
30 LU2605 20250714 3466 3514 ... 63.018 3501 3447 LU
31 LU2606 20250714 3440 3495 ... 10.423 3474 3424 LU
32 LU2607 20250714 3461 3474 ... 20.82 3470 3421 LU
34 NR2507 20250714 12230 12280 ... 856.45 12235 12315 NR
35 NR2508 20250714 12355 12370 ... 610719.305 12275 12390 NR
36 NR2509 20250714 12370 12390 ... 766482.935 12290 12410 NR
37 NR2510 20250714 12400 12400 ... 96984.85 12295 12410 NR
38 NR2511 20250714 12370 12375 ... 3963.955 12310 12415 NR
39 NR2512 20250714 12345 12370 ... 1640.395 12330 12440 NR
40 NR2601 20250714 12415 12420 ... 10699.165 12350 12445 NR
41 NR2602 20250714 12385 12400 ... 421.48 12395 12450 NR
42 NR2603 20250714 12355 12395 ... 49.53 12380 12450 NR
43 NR2604 20250714 12420 12455 ... 24.875 12435 12455 NR
44 NR2605 20250714 12420 12450 ... 49.735 12430 12520 NR
45 NR2606 20250714 ... 0 12510 12560 NR
47 BC2507 20250714 69200 69200 ... 173 69200 70600 BC
48 BC2508 20250714 69340 69750 ... 135011.31 69480 69750 BC
49 BC2509 20250714 69370 69740 ... 20789.325 69520 69710 BC
50 BC2510 20250714 ... 0 69600 69600 BC
51 BC2511 20250714 ... 0 69190 69190 BC
52 BC2512 20250714 ... 0 69320 69320 BC
53 BC2601 20250714 ... 0 69800 69800 BC
54 BC2602 20250714 ... 0 69410 69410 BC
55 BC2603 20250714 ... 0 69290 69290 BC
56 BC2604 20250714 ... 0 69750 69750 BC
57 BC2605 20250714 ... 0 69460 69460 BC
58 BC2606 20250714 ... 0 67820 67820 BC
60 EC2508 20250714 2032 2059.8 ... 223969.002 2029.2 2016.6 EC
61 EC2510 20250714 1389 1462.1 ... 217765.095 1434.9 1385.3 EC
62 EC2512 20250714 1531.1 1613.3 ... 27821.0525 1582 1542 EC
63 EC2602 20250714 1346.1 1401.4 ... 5026.565 1380.9 1352.1 EC
64 EC2604 20250714 1188.8 1226.9 ... 7230.772 1217.3 1193.9 EC
65 EC2606 20250714 1328 1390 ... 1704.3825 1374.5 1336.6 EC
68 SC_TAS2508 20250714 ... SC_TAS
69 SC_TAS2509 20250714 ... SC_TAS
70 SC_TAS2510 20250714 ... SC_TAS
71 SC_TAS2511 20250714 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:26:03,282 - future_1d - INFO - ak.get_ine_daily('2025-07-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250714 7780.0 7846.0 ... 376061.69 7804.0 7826.0 AP
1 AP511 20250714 7665.0 7665.0 ... 2075.25 7630.0 7659.0 AP
2 AP512 20250714 7690.0 7690.0 ... 53.56 7652.0 7672.0 AP
3 AP601 20250714 7674.0 7718.0 ... 17273.54 7667.0 7691.0 AP
4 AP603 20250714 7625.0 7625.0 ... 15.22 7612.0 7648.0 AP
5 AP604 20250714 0.0 0.0 ... 0.00 7693.0 7693.0 AP
6 AP605 20250714 7760.0 7760.0 ... 146.77 7724.0 7751.0 AP
7 CF507 20250714 13705.0 13720.0 ... 821.52 13690.0 13665.0 CF
8 CF509 20250714 13880.0 13945.0 ... 963976.77 13900.0 13905.0 CF
9 CF511 20250714 13755.0 13810.0 ... 163634.90 13770.0 13790.0 CF
10 CF601 20250714 13805.0 13865.0 ... 264517.05 13825.0 13845.0 CF
11 CF603 20250714 13790.0 13815.0 ... 544.51 13785.0 13810.0 CF
12 CF605 20250714 13795.0 13835.0 ... 6319.87 13800.0 13820.0 CF
13 CJ507 20250714 0.0 0.0 ... 0.00 9235.0 9400.0 CJ
14 CJ509 20250714 9560.0 9605.0 ... 180792.91 9450.0 9630.0 CJ
15 CJ512 20250714 10445.0 10480.0 ... 15274.93 10295.0 10485.0 CJ
16 CJ601 20250714 10555.0 10605.0 ... 1004099.54 10420.0 10605.0 CJ
17 CJ603 20250714 10650.0 10660.0 ... 14042.28 10500.0 10710.0 CJ
18 CJ605 20250714 10850.0 10885.0 ... 96143.65 10690.0 10910.0 CJ
19 CY507 20250714 0.0 0.0 ... 1079.64 20015.0 19960.0 CY
20 CY508 20250714 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250714 20070.0 20170.0 ... 54169.99 20125.0 20070.0 CY
22 CY510 20250714 0.0 0.0 ... 0.00 19745.0 19690.0 CY
23 CY511 20250714 0.0 0.0 ... 0.00 20065.0 20065.0 CY
24 CY512 20250714 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250714 20095.0 20145.0 ... 361.76 20100.0 20070.0 CY
26 CY602 20250714 0.0 0.0 ... 0.00 19840.0 19840.0 CY
27 CY603 20250714 0.0 0.0 ... 0.00 20215.0 20120.0 CY
28 CY604 20250714 0.0 0.0 ... 0.00 19750.0 19725.0 CY
29 CY605 20250714 0.0 0.0 ... 0.00 20015.0 20015.0 CY
30 CY606 20250714 0.0 0.0 ... 0.00 19800.0 19715.0 CY
31 FG507 20250714 987.0 987.0 ... 39.41 938.0 989.0 FG
32 FG508 20250714 1100.0 1110.0 ... 49969.90 1099.0 1100.0 FG
33 FG509 20250714 1087.0 1103.0 ... 3557557.02 1087.0 1090.0 FG
34 FG510 20250714 1133.0 1155.0 ... 33654.14 1139.0 1142.0 FG
35 FG511 20250714 1124.0 1142.0 ... 48483.50 1123.0 1127.0 FG
36 FG512 20250714 1181.0 1209.0 ... 25399.27 1186.0 1190.0 FG
37 FG601 20250714 1168.0 1199.0 ... 426038.83 1175.0 1177.0 FG
38 FG602 20250714 1207.0 1235.0 ... 395.00 1212.0 1215.0 FG
39 FG603 20250714 1206.0 1230.0 ... 698.17 1208.0 1210.0 FG
40 FG604 20250714 1241.0 1263.0 ... 467.57 1244.0 1243.0 FG
41 FG605 20250714 1232.0 1259.0 ... 8015.37 1240.0 1238.0 FG
42 FG606 20250714 1251.0 1273.0 ... 452.00 1256.0 1256.0 FG
43 JR507 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250714 2385.0 2385.0 ... 1978.10 2383.0 2353.0 MA
54 MA508 20250714 2377.0 2401.0 ... 17945.05 2383.0 2386.0 MA
55 MA509 20250714 2369.0 2405.0 ... 1729915.55 2387.0 2380.0 MA
56 MA510 20250714 2396.0 2427.0 ... 63006.98 2407.0 2402.0 MA
57 MA511 20250714 2416.0 2440.0 ... 61004.57 2423.0 2417.0 MA
58 MA512 20250714 2423.0 2459.0 ... 12591.97 2449.0 2445.0 MA
59 MA601 20250714 2443.0 2464.0 ... 181565.60 2454.0 2451.0 MA
60 MA602 20250714 2438.0 2445.0 ... 621.67 2438.0 2438.0 MA
61 MA603 20250714 2429.0 2442.0 ... 699.67 2429.0 2429.0 MA
62 MA604 20250714 2406.0 2415.0 ... 38.50 2406.0 2409.0 MA
63 MA605 20250714 2372.0 2389.0 ... 3107.38 2379.0 2377.0 MA
64 MA606 20250714 2371.0 2388.0 ... 38.13 2383.0 2379.0 MA
65 OI507 20250714 0.0 0.0 ... 0.00 9557.0 9600.0 OI
66 OI509 20250714 9418.0 9468.0 ... 2959146.36 9413.0 9455.0 OI
67 OI511 20250714 9418.0 9454.0 ... 190264.16 9399.0 9446.0 OI
68 OI601 20250714 9340.0 9394.0 ... 531431.46 9342.0 9390.0 OI
69 OI603 20250714 9287.0 9325.0 ... 2868.84 9284.0 9320.0 OI
70 OI605 20250714 9206.0 9256.0 ... 5913.89 9212.0 9245.0 OI
71 PF507 20250714 6300.0 6662.0 ... 660.74 6542.0 6606.0 PF
72 PF508 20250714 6512.0 6590.0 ... 291275.57 6540.0 6502.0 PF
73 PF509 20250714 6392.0 6446.0 ... 309340.54 6412.0 6400.0 PF
74 PF510 20250714 6418.0 6468.0 ... 95431.91 6436.0 6420.0 PF
75 PF511 20250714 6384.0 6432.0 ... 57000.39 6392.0 6386.0 PF
76 PF512 20250714 6364.0 6408.0 ... 17244.10 6374.0 6372.0 PF
77 PF601 20250714 6380.0 6414.0 ... 5533.43 6382.0 6378.0 PF
78 PF602 20250714 6368.0 6368.0 ... 3.18 6368.0 6366.0 PF
79 PF603 20250714 0.0 0.0 ... 0.00 6420.0 6374.0 PF
80 PF604 20250714 0.0 0.0 ... 0.00 6438.0 6400.0 PF
81 PF605 20250714 6398.0 6398.0 ... 3.20 6398.0 6408.0 PF
82 PF606 20250714 0.0 0.0 ... 0.00 6440.0 6406.0 PF
83 PK510 20250714 8182.0 8324.0 ... 466809.87 8256.0 8188.0 PK
84 PK511 20250714 8066.0 8150.0 ... 204218.15 8084.0 8026.0 PK
85 PK512 20250714 8002.0 8080.0 ... 2346.94 8024.0 7978.0 PK
86 PK601 20250714 7982.0 8070.0 ... 12790.51 8028.0 7982.0 PK
87 PK603 20250714 7986.0 8040.0 ... 531.61 7994.0 7974.0 PK
88 PK604 20250714 7990.0 8028.0 ... 108.00 8000.0 7974.0 PK
89 PK605 20250714 7982.0 8018.0 ... 911.25 7994.0 7968.0 PK
90 PM507 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250714 0.0 0.0 ... 347.96 5948.0 5932.0 PR
97 PR508 20250714 5932.0 5946.0 ... 10149.19 5920.0 5906.0 PR
98 PR509 20250714 5882.0 5930.0 ... 475562.51 5902.0 5886.0 PR
99 PR510 20250714 5878.0 5942.0 ... 248338.13 5914.0 5894.0 PR
100 PR511 20250714 5872.0 5934.0 ... 60271.91 5900.0 5878.0 PR
101 PR512 20250714 5866.0 5866.0 ... 8.80 5866.0 5864.0 PR
102 PR601 20250714 5874.0 5926.0 ... 531.01 5900.0 5874.0 PR
103 PR602 20250714 5940.0 5946.0 ... 17.83 5944.0 5898.0 PR
104 PR603 20250714 5950.0 5950.0 ... 44.63 5950.0 5904.0 PR
105 PR604 20250714 0.0 0.0 ... 0.00 5966.0 5910.0 PR
106 PR605 20250714 5938.0 5948.0 ... 26.75 5946.0 5914.0 PR
107 PR606 20250714 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250714 0.0 0.0 ... 0.00 6926.0 6896.0 PX
109 PX508 20250714 6770.0 6876.0 ... 426.92 6832.0 6774.0 PX
110 PX509 20250714 6700.0 6800.0 ... 769778.45 6748.0 6720.0 PX
111 PX510 20250714 6698.0 6786.0 ... 96879.50 6732.0 6714.0 PX
112 PX511 20250714 6658.0 6758.0 ... 161354.34 6702.0 6686.0 PX
113 PX512 20250714 6648.0 6738.0 ... 29398.33 6692.0 6674.0 PX
114 PX601 20250714 6634.0 6710.0 ... 46898.88 6664.0 6650.0 PX
115 PX602 20250714 6624.0 6670.0 ... 6.65 6648.0 6672.0 PX
116 PX603 20250714 0.0 0.0 ... 0.00 6656.0 6622.0 PX
117 PX604 20250714 0.0 0.0 ... 0.00 6642.0 6618.0 PX
118 PX605 20250714 6588.0 6654.0 ... 39.74 6624.0 6604.0 PX
119 PX606 20250714 0.0 0.0 ... 0.00 6614.0 6614.0 PX
120 RI507 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250714 2490.0 2518.0 ... 392.41 2499.0 2521.0 RM
127 RM508 20250714 2628.0 2668.0 ... 22259.65 2632.0 2631.0 RM
128 RM509 20250714 2627.0 2673.0 ... 1276330.25 2637.0 2630.0 RM
129 RM511 20250714 2437.0 2439.0 ... 6651.58 2420.0 2440.0 RM
130 RM601 20250714 2320.0 2325.0 ... 394329.01 2300.0 2327.0 RM
131 RM603 20250714 2303.0 2305.0 ... 21940.63 2284.0 2305.0 RM
132 RM605 20250714 2308.0 2315.0 ... 45991.93 2299.0 2312.0 RM
133 RS507 20250714 0.0 0.0 ... 0.00 4997.0 4972.0 RS
134 RS508 20250714 0.0 0.0 ... 0.00 4976.0 4976.0 RS
135 RS509 20250714 5061.0 5101.0 ... 324.79 5075.0 5050.0 RS
136 RS511 20250714 5130.0 5152.0 ... 168.82 5116.0 5101.0 RS
137 SA507 20250714 1175.0 1175.0 ... 1235.70 1174.0 1175.0 SA
138 SA508 20250714 1210.0 1234.0 ... 61737.77 1213.0 1220.0 SA
139 SA509 20250714 1215.0 1245.0 ... 4396346.50 1222.0 1225.0 SA
140 SA510 20250714 1226.0 1257.0 ... 120596.47 1232.0 1235.0 SA
141 SA511 20250714 1230.0 1260.0 ... 157085.58 1235.0 1236.0 SA
142 SA512 20250714 1249.0 1289.0 ... 61268.63 1263.0 1264.0 SA
143 SA601 20250714 1255.0 1293.0 ... 932964.80 1267.0 1266.0 SA
144 SA602 20250714 1267.0 1299.0 ... 7961.42 1282.0 1273.0 SA
145 SA603 20250714 1262.0 1299.0 ... 2852.51 1276.0 1272.0 SA
146 SA604 20250714 1284.0 1315.0 ... 1346.99 1295.0 1290.0 SA
147 SA605 20250714 1281.0 1317.0 ... 26128.45 1293.0 1290.0 SA
148 SA606 20250714 1292.0 1324.0 ... 1465.56 1302.0 1296.0 SA
149 SF507 20250714 5538.0 5680.0 ... 2978.69 5516.0 5552.0 SF
150 SF508 20250714 5440.0 5486.0 ... 21505.36 5462.0 5506.0 SF
151 SF509 20250714 5460.0 5502.0 ... 455279.38 5476.0 5522.0 SF
152 SF510 20250714 5440.0 5472.0 ... 52462.07 5446.0 5498.0 SF
153 SF511 20250714 5602.0 5620.0 ... 117783.33 5596.0 5642.0 SF
154 SF512 20250714 5568.0 5596.0 ... 12929.96 5574.0 5616.0 SF
155 SF601 20250714 5538.0 5572.0 ... 10990.14 5548.0 5586.0 SF
156 SF602 20250714 5478.0 5510.0 ... 411.52 5488.0 5512.0 SF
157 SF603 20250714 5632.0 5648.0 ... 59.08 5628.0 5636.0 SF
158 SF604 20250714 0.0 0.0 ... 0.00 5606.0 5602.0 SF
159 SF605 20250714 5590.0 5620.0 ... 195.89 5598.0 5618.0 SF
160 SF606 20250714 5538.0 5564.0 ... 24.93 5540.0 5572.0 SF
161 SH507 20250714 0.0 0.0 ... 0.00 2488.0 2467.0 SH
162 SH508 20250714 2485.0 2548.0 ... 211492.56 2508.0 2498.0 SH
163 SH509 20250714 2500.0 2555.0 ... 5464716.83 2527.0 2506.0 SH
164 SH510 20250714 2516.0 2574.0 ... 465196.92 2546.0 2530.0 SH
165 SH511 20250714 2489.0 2554.0 ... 288985.39 2527.0 2514.0 SH
166 SH512 20250714 2506.0 2555.0 ... 45542.27 2533.0 2518.0 SH
167 SH601 20250714 2476.0 2526.0 ... 143043.82 2504.0 2490.0 SH
168 SH602 20250714 2501.0 2539.0 ... 802.91 2525.0 2506.0 SH
169 SH603 20250714 2505.0 2545.0 ... 758.29 2528.0 2510.0 SH
170 SH604 20250714 2545.0 2585.0 ... 508.65 2569.0 2542.0 SH
171 SH605 20250714 2539.0 2585.0 ... 5786.49 2565.0 2540.0 SH
172 SH606 20250714 2574.0 2574.0 ... 7.72 2574.0 2556.0 SH
173 SM507 20250714 5720.0 5770.0 ... 351.23 5758.0 5754.0 SM
174 SM508 20250714 5716.0 5782.0 ... 28045.02 5742.0 5756.0 SM
175 SM509 20250714 5748.0 5800.0 ... 610436.07 5764.0 5774.0 SM
176 SM510 20250714 5742.0 5780.0 ... 53788.09 5750.0 5752.0 SM
177 SM511 20250714 5792.0 5852.0 ... 94906.90 5822.0 5826.0 SM
178 SM512 20250714 5794.0 5838.0 ... 11733.24 5812.0 5822.0 SM
179 SM601 20250714 5792.0 5836.0 ... 38253.60 5802.0 5814.0 SM
180 SM602 20250714 5790.0 5834.0 ... 78.41 5808.0 5804.0 SM
181 SM603 20250714 5800.0 5838.0 ... 32.01 5820.0 5798.0 SM
182 SM604 20250714 0.0 0.0 ... 0.00 5834.0 5820.0 SM
183 SM605 20250714 5808.0 5862.0 ... 1226.79 5828.0 5838.0 SM
184 SM606 20250714 5846.0 5846.0 ... 2.92 5846.0 5862.0 SM
185 SR507 20250714 5800.0 5817.0 ... 2718.55 5809.0 5800.0 SR
186 SR509 20250714 5801.0 5837.0 ... 1026840.33 5825.0 5808.0 SR
187 SR511 20250714 5687.0 5706.0 ... 133701.11 5697.0 5691.0 SR
188 SR601 20250714 5627.0 5651.0 ... 136664.38 5641.0 5631.0 SR
189 SR603 20250714 5599.0 5617.0 ... 1979.76 5608.0 5601.0 SR
190 SR605 20250714 5578.0 5591.0 ... 6534.78 5585.0 5577.0 SR
191 TA507 20250714 4706.0 4746.0 ... 2109.98 4726.0 4720.0 TA
192 TA508 20250714 4706.0 4764.0 ... 42263.64 4732.0 4718.0 TA
193 TA509 20250714 4704.0 4758.0 ... 2395048.03 4726.0 4710.0 TA
194 TA510 20250714 4688.0 4736.0 ... 74480.00 4710.0 4704.0 TA
195 TA511 20250714 4698.0 4734.0 ... 49065.21 4702.0 4700.0 TA
196 TA512 20250714 4682.0 4728.0 ... 13770.06 4696.0 4694.0 TA
197 TA601 20250714 4668.0 4722.0 ... 281249.79 4692.0 4684.0 TA
198 TA602 20250714 4672.0 4722.0 ... 23.50 4700.0 4704.0 TA
199 TA603 20250714 4682.0 4742.0 ... 61.23 4710.0 4680.0 TA
200 TA604 20250714 4678.0 4752.0 ... 23.53 4706.0 4700.0 TA
201 TA605 20250714 4682.0 4736.0 ... 3727.82 4710.0 4702.0 TA
202 TA606 20250714 4694.0 4720.0 ... 4.71 4708.0 4700.0 TA
203 UR507 20250714 1755.0 1755.0 ... 428.52 1742.0 1760.0 UR
204 UR508 20250714 1761.0 1761.0 ... 2048.26 1754.0 1768.0 UR
205 UR509 20250714 1765.0 1768.0 ... 639981.04 1761.0 1776.0 UR
206 UR510 20250714 1752.0 1753.0 ... 20361.59 1746.0 1759.0 UR
207 UR511 20250714 1748.0 1754.0 ... 17443.09 1746.0 1759.0 UR
208 UR512 20250714 1727.0 1742.0 ... 121.53 1736.0 1746.0 UR
209 UR601 20250714 1728.0 1733.0 ... 83570.28 1726.0 1735.0 UR
210 UR602 20250714 1721.0 1727.0 ... 516.84 1723.0 1729.0 UR
211 UR603 20250714 1747.0 1749.0 ... 62.72 1742.0 1750.0 UR
212 UR604 20250714 1727.0 1738.0 ... 20.78 1732.0 1742.0 UR
213 UR605 20250714 1740.0 1740.0 ... 3653.09 1731.0 1739.0 UR
214 UR606 20250714 1718.0 1733.0 ... 141.45 1725.0 1737.0 UR
215 WH507 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 16:26:03,616 - future_1d - INFO - ak.get_czce_daily('2025-07-14') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250714 ... 78450 78680 CU
1 1 CU2508 20250714 ... 78290 78530 CU
2 2 CU2509 20250714 ... 78200 78420 CU
3 3 CU2510 20250714 ... 78120 78300 CU
4 4 CU2511 20250714 ... 78060 78180 CU
5 5 CU2512 20250714 ... 77980 78070 CU
6 6 CU2601 20250714 ... 77930 77980 CU
7 7 CU2602 20250714 ... 77910 77900 CU
8 8 CU2603 20250714 ... 77940 77900 CU
9 9 CU2604 20250714 ... 77950 77870 CU
10 10 CU2605 20250714 ... 77970 77900 CU
11 11 CU2606 20250714 ... 77930 77910 CU
12 12 BC2507 20250714 ... 69200 70600 BC
13 13 BC2508 20250714 ... 69480 69750 BC
14 14 BC2509 20250714 ... 69520 69710 BC
15 15 BC2510 20250714 ... 69600 69600 BC
16 16 BC2511 20250714 ... 69190 69190 BC
17 17 BC2512 20250714 ... 69320 69320 BC
18 18 BC2601 20250714 ... 69800 69800 BC
19 19 BC2602 20250714 ... 69410 69410 BC
20 20 BC2603 20250714 ... 69290 69290 BC
21 21 BC2604 20250714 ... 69750 69750 BC
22 22 BC2605 20250714 ... 69460 69460 BC
23 23 BC2606 20250714 ... 67820 67820 BC
24 24 AL2507 20250714 ... 20530 20845 AL
25 25 AL2508 20250714 ... 20435 20715 AL
26 26 AL2509 20250714 ... 20380 20660 AL
27 27 AL2510 20250714 ... 20315 20565 AL
28 28 AL2511 20250714 ... 20230 20475 AL
29 29 AL2512 20250714 ... 20200 20405 AL
30 30 AL2601 20250714 ... 20155 20355 AL
31 31 AL2602 20250714 ... 20165 20355 AL
32 32 AL2603 20250714 ... 20205 20340 AL
33 33 AL2604 20250714 ... 20205 20375 AL
34 34 AL2605 20250714 ... 20175 20355 AL
35 35 AL2606 20250714 ... 20195 20390 AL
36 36 ZN2507 20250714 ... 22140 22360 ZN
37 37 ZN2508 20250714 ... 22205 22400 ZN
38 38 ZN2509 20250714 ... 22185 22375 ZN
39 39 ZN2510 20250714 ... 22175 22345 ZN
40 40 ZN2511 20250714 ... 22140 22305 ZN
41 41 ZN2512 20250714 ... 22100 22255 ZN
42 42 ZN2601 20250714 ... 22065 22210 ZN
43 43 ZN2602 20250714 ... 22075 22150 ZN
44 44 ZN2603 20250714 ... 22080 22175 ZN
45 45 ZN2604 20250714 ... 22070 22190 ZN
46 46 ZN2605 20250714 ... 22070 22200 ZN
47 47 ZN2606 20250714 ... 22055 22195 ZN
48 48 PB2507 20250714 ... 17005 17165 PB
49 49 PB2508 20250714 ... 17060 17105 PB
50 50 PB2509 20250714 ... 17090 17125 PB
51 51 PB2510 20250714 ... 17105 17145 PB
52 52 PB2511 20250714 ... 17105 17135 PB
53 53 PB2512 20250714 ... 17100 17160 PB
54 54 PB2601 20250714 ... 17120 17155 PB
55 55 PB2602 20250714 ... 17210 17160 PB
56 56 PB2603 20250714 ... 17195 17185 PB
57 57 PB2604 20250714 ... 17115 17140 PB
58 58 PB2605 20250714 ... 17170 17180 PB
59 59 PB2606 20250714 ... 17190 17160 PB
60 60 NI2507 20250714 ... 121870 121020 NI
61 61 NI2508 20250714 ... 120770 121190 NI
62 62 NI2509 20250714 ... 120910 121360 NI
63 63 NI2510 20250714 ... 121080 121480 NI
64 64 NI2511 20250714 ... 121210 121610 NI
65 65 NI2512 20250714 ... 121390 121920 NI
66 66 NI2601 20250714 ... 121650 122170 NI
67 67 NI2602 20250714 ... 121580 122320 NI
68 68 NI2603 20250714 ... 121850 122420 NI
69 69 NI2604 20250714 ... 122430 122640 NI
70 70 NI2605 20250714 ... 122470 122830 NI
71 71 NI2606 20250714 ... 122750 122940 NI
72 72 SN2507 20250714 ... 266500 265210 SN
73 73 SN2508 20250714 ... 266220 265630 SN
74 74 SN2509 20250714 ... 266340 265520 SN
75 75 SN2510 20250714 ... 266300 265330 SN
76 76 SN2511 20250714 ... 266030 264740 SN
77 77 SN2512 20250714 ... 266480 264510 SN
78 78 SN2601 20250714 ... 266100 264790 SN
79 79 SN2602 20250714 ... 265020 265470 SN
80 80 SN2603 20250714 ... 266480 264290 SN
81 81 SN2604 20250714 ... 265430 264650 SN
82 82 SN2605 20250714 ... 265400 265660 SN
83 83 SN2606 20250714 ... 263750 265110 SN
84 84 AO2507 20250714 ... 3195 3195 AO
85 85 AO2508 20250714 ... 3161 3189 AO
86 86 AO2509 20250714 ... 3127 3164 AO
87 87 AO2510 20250714 ... 3092 3126 AO
88 88 AO2511 20250714 ... 3079 3110 AO
89 89 AO2512 20250714 ... 3068 3101 AO
90 90 AO2601 20250714 ... 3059 3089 AO
91 91 AO2602 20250714 ... 3051 3088 AO
92 92 AO2603 20250714 ... 3048 3074 AO
93 93 AO2604 20250714 ... 3048 3068 AO
94 94 AO2605 20250714 ... 3037 3051 AO
95 95 AO2606 20250714 ... 3031 3050 AO
96 96 AD2511 20250714 ... 19790 19980 AD
97 97 AD2512 20250714 ... 19720 19900 AD
98 98 AD2601 20250714 ... 19645 19835 AD
99 99 AD2602 20250714 ... 19680 19770 AD
100 100 AD2603 20250714 ... 19760 19760 AD
101 101 AD2604 20250714 ... 19710 19710 AD
102 102 AD2605 20250714 ... 19735 19735 AD
103 103 AD2606 20250714 ... 19550 19760 AD
104 104 AU2507 20250714 ... 775.52 770.48 AU
105 105 AU2508 20250714 ... 776.12 771.34 AU
106 106 AU2509 20250714 ... 777.42 772.62 AU
107 107 AU2510 20250714 ... 778.44 773.18 AU
108 108 AU2512 20250714 ... 780.54 775.44 AU
109 109 AU2602 20250714 ... 782.86 777 AU
110 110 AU2604 20250714 ... 784.76 779.54 AU
111 111 AU2606 20250714 ... 786.24 780.76 AU
112 112 AG2507 20250714 ... 9121 9002 AG
113 113 AG2508 20250714 ... 9150 8990 AG
114 114 AG2509 20250714 ... 9165 9003 AG
115 115 AG2510 20250714 ... 9177 9017 AG
116 116 AG2511 20250714 ... 9184 9027 AG
117 117 AG2512 20250714 ... 9202 9040 AG
118 118 AG2601 20250714 ... 9210 9053 AG
119 119 AG2602 20250714 ... 9215 9074 AG
120 120 AG2603 20250714 ... 9240 9086 AG
121 121 AG2604 20250714 ... 9245 9089 AG
122 122 AG2605 20250714 ... 9252 9105 AG
123 123 AG2606 20250714 ... 9266 9106 AG
124 124 RB2507 20250714 ... 3115 3127 RB
125 125 RB2508 20250714 ... 3073 3076 RB
126 126 RB2509 20250714 ... 3087 3097 RB
127 127 RB2510 20250714 ... 3131 3133 RB
128 128 RB2511 20250714 ... 3148 3151 RB
129 129 RB2512 20250714 ... 3165 3166 RB
130 130 RB2601 20250714 ... 3160 3164 RB
131 131 RB2602 20250714 ... 3148 3149 RB
132 132 RB2603 20250714 ... 3154 3151 RB
133 133 RB2604 20250714 ... 3152 3159 RB
134 134 RB2605 20250714 ... 3170 3171 RB
135 135 RB2606 20250714 ... 3177 3180 RB
136 136 WR2507 20250714 ... 3356 3356 WR
137 137 WR2508 20250714 ... 3212 3190 WR
138 138 WR2509 20250714 ... 3335 3265 WR
139 139 WR2510 20250714 ... 3421 3363 WR
140 140 WR2511 20250714 ... 3408 3350 WR
141 141 WR2512 20250714 ... 3420 3362 WR
142 142 WR2601 20250714 ... 3373 3350 WR
143 143 WR2602 20250714 ... 3396 3396 WR
144 144 WR2603 20250714 ... 3387 3387 WR
145 145 WR2604 20250714 ... 3392 3392 WR
146 146 WR2605 20250714 ... 3370 3370 WR
147 147 WR2606 20250714 ... 3400 3377 WR
148 148 HC2507 20250714 ... 3270 3240 HC
149 149 HC2508 20250714 ... 3269 3266 HC
150 150 HC2509 20250714 ... 3275 3280 HC
151 151 HC2510 20250714 ... 3269 3273 HC
152 152 HC2511 20250714 ... 3272 3278 HC
153 153 HC2512 20250714 ... 3279 3282 HC
154 154 HC2601 20250714 ... 3279 3285 HC
155 155 HC2602 20250714 ... 3277 3277 HC
156 156 HC2603 20250714 ... 3278 3286 HC
157 157 HC2604 20250714 ... 3283 3295 HC
158 158 HC2605 20250714 ... 3280 3286 HC
159 159 HC2606 20250714 ... 3284 3296 HC
160 160 SS2507 20250714 ... 12720 12720 SS
161 161 SS2508 20250714 ... 12685 12745 SS
162 162 SS2509 20250714 ... 12700 12720 SS
163 163 SS2510 20250714 ... 12750 12740 SS
164 164 SS2511 20250714 ... 12770 12770 SS
165 165 SS2512 20250714 ... 12810 12795 SS
166 166 SS2601 20250714 ... 12840 12850 SS
167 167 SS2602 20250714 ... 12900 12900 SS
168 168 SS2603 20250714 ... 12925 12905 SS
169 169 SS2604 20250714 ... 12960 12975 SS
170 170 SS2605 20250714 ... 13025 13000 SS
171 171 SS2606 20250714 ... 13050 13055 SS
172 172 SC2508 20250714 ... 523 514.1 SC
173 173 SC2509 20250714 ... 511.9 504.1 SC
174 174 SC2510 20250714 ... 504.9 497.4 SC
175 175 SC2511 20250714 ... 500 492.1 SC
176 176 SC2512 20250714 ... 496.6 488.3 SC
177 177 SC2601 20250714 ... 494 484.8 SC
178 178 SC2602 20250714 ... 491.9 481.2 SC
179 179 SC2603 20250714 ... 490.6 479.1 SC
180 180 SC2604 20250714 ... 489.6 477.2 SC
181 181 SC2605 20250714 ... 488.4 474.7 SC
182 182 SC2606 20250714 ... 487.1 474 SC
183 183 SC2607 20250714 ... 481.5 473.7 SC
184 184 SC2609 20250714 ... 478.4 469.5 SC
185 185 SC2612 20250714 ... 474.6 468.1 SC
186 186 SC2703 20250714 ... 470.4 468 SC
187 187 SC2706 20250714 ... 469.7 468.9 SC
188 188 SC2709 20250714 ... 469 464.6 SC
189 189 SC2712 20250714 ... 466.5 462.2 SC
190 190 SC2803 20250714 ... 467 461.6 SC
191 191 SC2806 20250714 ... 463 462.1 SC
192 192 LU2508 20250714 ... 3682 3647 LU
193 193 LU2509 20250714 ... 3679 3640 LU
194 194 LU2510 20250714 ... 3654 3611 LU
195 195 LU2511 20250714 ... 3633 3585 LU
196 196 LU2512 20250714 ... 3597 3562 LU
197 197 LU2601 20250714 ... 3572 3534 LU
198 198 LU2602 20250714 ... 3536 3514 LU
199 199 LU2603 20250714 ... 3524 3488 LU
200 200 LU2604 20250714 ... 3493 3460 LU
201 201 LU2605 20250714 ... 3501 3447 LU
202 202 LU2606 20250714 ... 3474 3424 LU
203 203 LU2607 20250714 ... 3470 3421 LU
204 204 FU2508 20250714 ... 2896 2873 FU
205 205 FU2509 20250714 ... 2919 2908 FU
206 206 FU2510 20250714 ... 2907 2898 FU
207 207 FU2511 20250714 ... 2889 2881 FU
208 208 FU2512 20250714 ... 2877 2861 FU
209 209 FU2601 20250714 ... 2870 2855 FU
210 210 FU2602 20250714 ... 2860 2845 FU
211 211 FU2603 20250714 ... 2844 2829 FU
212 212 FU2604 20250714 ... 2834 2821 FU
213 213 FU2605 20250714 ... 2817 2805 FU
214 214 FU2606 20250714 ... 2804 2788 FU
215 215 FU2607 20250714 ... 2790 2775 FU
216 216 BU2507 20250714 ... 3660 3700 BU
217 217 BU2508 20250714 ... 3662 3638 BU
218 218 BU2509 20250714 ... 3631 3607 BU
219 219 BU2510 20250714 ... 3577 3555 BU
220 220 BU2511 20250714 ... 3522 3498 BU
221 221 BU2512 20250714 ... 3452 3428 BU
222 222 BU2601 20250714 ... 3417 3392 BU
223 223 BU2602 20250714 ... 3404 3380 BU
224 224 BU2603 20250714 ... 3408 3368 BU
225 225 BU2604 20250714 ... 3392 3378 BU
226 226 BU2605 20250714 ... 3383 3357 BU
227 227 BU2606 20250714 ... 3376 3349 BU
228 228 BU2609 20250714 ... 3366 3326 BU
229 229 BU2612 20250714 ... 3301 3277 BU
230 230 BU2703 20250714 ... 3297 3269 BU
231 231 BU2706 20250714 ... 3295 3277 BU
232 232 BR2507 20250714 ... 11410 11750 BR
233 233 BR2508 20250714 ... 11585 11605 BR
234 234 BR2509 20250714 ... 11545 11585 BR
235 235 BR2510 20250714 ... 11520 11555 BR
236 236 BR2511 20250714 ... 11520 11530 BR
237 237 BR2512 20250714 ... 11525 11550 BR
238 238 BR2601 20250714 ... 11515 11530 BR
239 239 BR2602 20250714 ... 11480 11540 BR
240 240 BR2603 20250714 ... 11505 11540 BR
241 241 BR2604 20250714 ... 11525 11570 BR
242 242 BR2605 20250714 ... 11490 11525 BR
243 243 BR2606 20250714 ... 11455 11495 BR
244 244 RU2507 20250714 ... 14140 14140 RU
245 245 RU2508 20250714 ... 14300 14325 RU
246 246 RU2509 20250714 ... 14305 14385 RU
247 247 RU2510 20250714 ... 14320 14405 RU
248 248 RU2511 20250714 ... 14330 14380 RU
249 249 RU2601 20250714 ... 15170 15235 RU
250 250 RU2603 20250714 ... 15145 15210 RU
251 251 RU2604 20250714 ... 15190 15250 RU
252 252 RU2605 20250714 ... 15270 15295 RU
253 253 RU2606 20250714 ... 15315 15315 RU
254 254 NR2507 20250714 ... 12235 12315 NR
255 255 NR2508 20250714 ... 12275 12390 NR
256 256 NR2509 20250714 ... 12290 12410 NR
257 257 NR2510 20250714 ... 12295 12410 NR
258 258 NR2511 20250714 ... 12310 12415 NR
259 259 NR2512 20250714 ... 12330 12440 NR
260 260 NR2601 20250714 ... 12350 12445 NR
261 261 NR2602 20250714 ... 12395 12450 NR
262 262 NR2603 20250714 ... 12380 12450 NR
263 263 NR2604 20250714 ... 12435 12455 NR
264 264 NR2605 20250714 ... 12430 12520 NR
265 265 NR2606 20250714 ... 12510 12560 NR
266 266 SP2507 20250714 ... 5198 5188 SP
267 267 SP2508 20250714 ... 5208 5216 SP
268 268 SP2509 20250714 ... 5232 5228 SP
269 269 SP2510 20250714 ... 5226 5222 SP
270 270 SP2511 20250714 ... 5210 5216 SP
271 271 SP2512 20250714 ... 5190 5198 SP
272 272 SP2601 20250714 ... 5398 5410 SP
273 273 SP2602 20250714 ... 5330 5336 SP
274 274 SP2603 20250714 ... 5328 5340 SP
275 275 SP2604 20250714 ... 5314 5336 SP
276 276 SP2605 20250714 ... 5326 5336 SP
277 277 SP2606 20250714 ... 5318 5328 SP
278 278 EC2508 20250714 ... 2029.2 2016.6 EC
279 279 EC2510 20250714 ... 1434.9 1385.3 EC
280 280 EC2512 20250714 ... 1582 1542 EC
281 281 EC2602 20250714 ... 1380.9 1352.1 EC
282 282 EC2604 20250714 ... 1217.3 1193.9 EC
283 283 EC2606 20250714 ... 1374.5 1336.6 EC
284 285 SC_TAS2508 20250714 ... SC_TAS
285 286 SC_TAS2509 20250714 ... SC_TAS
286 287 SC_TAS2510 20250714 ... SC_TAS
287 288 SC_TAS2511 20250714 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 16:26:03,714 - future_1d - INFO - ak.get_shfe_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 a2507 20250714 4170.0 ... 4177.00 4150.00 A
1 a2509 20250714 4095.0 ... 4116.00 4098.00 A
2 a2511 20250714 4042.0 ... 4051.00 4040.00 A
3 a2601 20250714 4032.0 ... 4038.00 4027.00 A
4 a2603 20250714 4023.0 ... 4029.00 4021.00 A
5 a2605 20250714 4056.0 ... 4065.00 4056.00 A
6 b2507 20250714 3485.0 ... 3550.00 3480.00 B
7 b2508 20250714 3547.0 ... 3551.00 3542.00 B
8 b2509 20250714 3618.0 ... 3622.00 3613.00 B
9 b2510 20250714 3664.0 ... 3668.00 3659.00 B
10 b2511 20250714 3666.0 ... 3669.00 3667.00 B
11 b2512 20250714 3678.0 ... 3683.00 3684.00 B
12 b2601 20250714 3675.0 ... 3673.00 3673.00 B
13 b2602 20250714 3650.0 ... 3643.00 3638.00 B
14 b2603 20250714 3551.0 ... 3555.00 3547.00 B
15 b2604 20250714 3456.0 ... 3453.00 3446.00 B
16 b2605 20250714 3379.0 ... 3377.00 3376.00 B
17 b2606 20250714 3372.0 ... 3370.00 3370.00 B
18 bb2509 20250714 150.7 ... 149.25 151.80 BB
19 bb2511 20250714 150.8 ... 146.95 152.70 BB
20 bb2601 20250714 154.8 ... 152.60 155.60 BB
21 bb2603 20250714 0.0 ... 159.35 162.45 BB
22 bb2605 20250714 0.0 ... 159.35 162.45 BB
23 bz2603 20250714 6201.0 ... 6209.00 6238.00 BZ
24 bz2604 20250714 6190.0 ... 6190.00 6226.00 BZ
25 bz2605 20250714 6189.0 ... 6200.00 6231.00 BZ
26 bz2606 20250714 6199.0 ... 6193.00 6217.00 BZ
27 c2507 20250714 0.0 ... 2353.00 2283.00 C
28 c2509 20250714 2303.0 ... 2293.00 2312.00 C
29 c2511 20250714 2273.0 ... 2266.00 2273.00 C
30 c2601 20250714 2230.0 ... 2230.00 2233.00 C
31 c2603 20250714 2235.0 ... 2233.00 2236.00 C
32 c2605 20250714 2264.0 ... 2264.00 2267.00 C
33 cs2507 20250714 0.0 ... 2727.00 2700.00 CS
34 cs2509 20250714 2658.0 ... 2646.00 2667.00 CS
35 cs2511 20250714 2622.0 ... 2608.00 2624.00 CS
36 cs2601 20250714 2613.0 ... 2607.00 2619.00 CS
37 cs2603 20250714 2594.0 ... 2592.00 2603.00 CS
38 cs2605 20250714 2637.0 ... 2632.00 2641.00 CS
39 eb2507 20250714 7633.0 ... 7414.00 7598.00 EB
40 eb2508 20250714 7429.0 ... 7467.00 7466.00 EB
41 eb2509 20250714 7315.0 ... 7359.00 7369.00 EB
42 eb2510 20250714 7250.0 ... 7275.00 7290.00 EB
43 eb2511 20250714 7199.0 ... 7204.00 7221.00 EB
44 eb2512 20250714 7137.0 ... 7167.00 7192.00 EB
45 eb2601 20250714 7136.0 ... 7166.00 7191.00 EB
46 eb2602 20250714 7172.0 ... 7185.00 7204.00 EB
47 eb2603 20250714 7196.0 ... 7207.00 7223.00 EB
48 eb2604 20250714 7211.0 ... 7205.00 7212.00 EB
49 eb2605 20250714 7189.0 ... 7190.00 7195.00 EB
50 eb2606 20250714 7186.0 ... 7178.00 7187.00 EB
51 eg2507 20250714 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250714 4298.0 ... 4312.00 4298.00 EG
53 eg2509 20250714 4305.0 ... 4331.00 4317.00 EG
54 eg2510 20250714 4320.0 ... 4343.00 4332.00 EG
55 eg2511 20250714 4328.0 ... 4362.00 4340.00 EG
56 eg2512 20250714 4329.0 ... 4355.00 4339.00 EG
57 eg2601 20250714 4340.0 ... 4356.00 4345.00 EG
58 eg2602 20250714 4350.0 ... 4354.00 4356.00 EG
59 eg2603 20250714 0.0 ... 4354.00 4354.00 EG
60 eg2604 20250714 0.0 ... 4376.00 4376.00 EG
61 eg2605 20250714 4353.0 ... 4368.00 4370.00 EG
62 eg2606 20250714 0.0 ... 4373.00 4373.00 EG
63 fb2507 20250714 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250714 1350.5 ... 1350.50 1336.50 FB
65 fb2509 20250714 1315.0 ... 1317.00 1321.50 FB
66 fb2510 20250714 1324.5 ... 1326.00 1328.50 FB
67 fb2511 20250714 1325.5 ... 1328.00 1329.50 FB
68 fb2512 20250714 1328.5 ... 1327.50 1326.50 FB
69 fb2601 20250714 1322.0 ... 1318.50 1325.50 FB
70 fb2602 20250714 0.0 ... 1294.00 1290.50 FB
71 fb2603 20250714 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250714 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250714 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250714 1269.5 ... 1297.00 1292.50 FB
75 i2507 20250714 0.0 ... 719.50 748.00 I
76 i2508 20250714 765.5 ... 768.00 768.50 I
77 i2509 20250714 765.0 ... 766.00 764.50 I
78 i2510 20250714 756.5 ... 760.00 758.50 I
79 i2511 20250714 752.5 ... 752.50 751.50 I
80 i2512 20250714 745.5 ... 746.50 746.00 I
81 i2601 20250714 737.0 ... 737.00 737.00 I
82 i2602 20250714 735.5 ... 734.00 734.00 I
83 i2603 20250714 731.0 ... 730.50 731.00 I
84 i2604 20250714 726.5 ... 725.50 727.00 I
85 i2605 20250714 717.0 ... 717.00 718.00 I
86 i2606 20250714 712.5 ... 710.50 712.00 I
87 j2507 20250714 0.0 ... 1304.50 1304.50 J
88 j2508 20250714 1495.5 ... 1491.50 1483.50 J
89 j2509 20250714 1516.0 ... 1527.00 1508.50 J
90 j2510 20250714 1539.0 ... 1537.00 1521.00 J
91 j2511 20250714 1541.5 ... 1542.50 1529.50 J
92 j2512 20250714 1550.5 ... 1554.50 1536.50 J
93 j2601 20250714 1543.5 ... 1559.50 1538.00 J
94 j2602 20250714 1572.5 ... 1578.00 1545.00 J
95 j2603 20250714 1589.0 ... 1589.00 1567.00 J
96 j2604 20250714 0.0 ... 1563.00 1563.00 J
97 j2605 20250714 1588.5 ... 1590.50 1573.00 J
98 j2606 20250714 1589.0 ... 1591.50 1557.00 J
99 jd2507 20250714 2847.0 ... 2842.00 2704.00 JD
100 jd2508 20250714 3450.0 ... 3456.00 3450.00 JD
101 jd2509 20250714 3582.0 ... 3597.00 3582.00 JD
102 jd2510 20250714 3385.0 ... 3394.00 3378.00 JD
103 jd2511 20250714 3390.0 ... 3402.00 3389.00 JD
104 jd2512 20250714 3554.0 ... 3563.00 3554.00 JD
105 jd2601 20250714 3620.0 ... 3612.00 3611.00 JD
106 jd2602 20250714 3190.0 ... 3190.00 3191.00 JD
107 jd2603 20250714 3200.0 ... 3197.00 3198.00 JD
108 jd2604 20250714 3342.0 ... 3337.00 3340.00 JD
109 jd2605 20250714 3413.0 ... 3413.00 3413.00 JD
110 jd2606 20250714 3278.0 ... 3271.00 3270.00 JD
111 jm2507 20250714 905.0 ... 879.50 903.00 JM
112 jm2508 20250714 859.5 ... 861.00 859.50 JM
113 jm2509 20250714 912.0 ... 915.00 909.50 JM
114 jm2510 20250714 923.0 ... 926.00 923.00 JM
115 jm2511 20250714 933.0 ... 935.50 931.00 JM
116 jm2512 20250714 938.5 ... 943.00 934.50 JM
117 jm2601 20250714 942.5 ... 948.50 941.50 JM
118 jm2602 20250714 952.5 ... 953.50 948.00 JM
119 jm2603 20250714 954.5 ... 952.50 953.50 JM
120 jm2604 20250714 955.5 ... 957.00 955.50 JM
121 jm2605 20250714 960.0 ... 964.00 960.50 JM
122 jm2606 20250714 971.5 ... 973.00 971.50 JM
123 l2507 20250714 7240.0 ... 7294.00 7300.00 L
124 l2508 20250714 7292.0 ... 7267.00 7288.00 L
125 l2509 20250714 7295.0 ... 7284.00 7302.00 L
126 l2510 20250714 7294.0 ... 7288.00 7300.00 L
127 l2511 20250714 7296.0 ... 7289.00 7301.00 L
128 l2512 20250714 7292.0 ... 7287.00 7296.00 L
129 l2601 20250714 7279.0 ... 7284.00 7290.00 L
130 l2602 20250714 7279.0 ... 7264.00 7284.00 L
131 l2603 20250714 7261.0 ... 7262.00 7276.00 L
132 l2604 20250714 0.0 ... 7292.00 7292.00 L
133 l2605 20250714 7240.0 ... 7249.00 7256.00 L
134 l2606 20250714 7251.0 ... 7239.00 7265.00 L
135 lg2507 20250714 842.0 ... 801.50 803.50 LG
136 lg2509 20250714 787.5 ... 787.00 789.00 LG
137 lg2511 20250714 788.0 ... 786.00 786.50 LG
138 lg2601 20250714 788.5 ... 790.50 789.00 LG
139 lg2603 20250714 792.0 ... 792.00 790.50 LG
140 lg2605 20250714 800.0 ... 799.50 798.00 LG
141 lh2507 20250714 14000.0 ... 14000.00 13950.00 LH
142 lh2509 20250714 14300.0 ... 14245.00 14350.00 LH
143 lh2511 20250714 13610.0 ... 13595.00 13680.00 LH
144 lh2601 20250714 13715.0 ... 13700.00 13750.00 LH
145 lh2603 20250714 12950.0 ... 12970.00 13010.00 LH
146 lh2605 20250714 13170.0 ... 13165.00 13185.00 LH
147 m2507 20250714 0.0 ... 2827.00 2802.00 M
148 m2508 20250714 2957.0 ... 2958.00 2952.00 M
149 m2509 20250714 2976.0 ... 2977.00 2971.00 M
150 m2511 20250714 3011.0 ... 3015.00 3009.00 M
151 m2512 20250714 3032.0 ... 3038.00 3034.00 M
152 m2601 20250714 3009.0 ... 3011.00 3009.00 M
153 m2603 20250714 2875.0 ... 2873.00 2871.00 M
154 m2605 20250714 2701.0 ... 2700.00 2704.00 M
155 p2507 20250714 0.0 ... 8446.00 8620.00 P
156 p2508 20250714 8672.0 ... 8726.00 8708.00 P
157 p2509 20250714 8682.0 ... 8702.00 8686.00 P
158 p2510 20250714 8666.0 ... 8694.00 8698.00 P
159 p2511 20250714 8630.0 ... 8680.00 8648.00 P
160 p2512 20250714 8676.0 ... 8670.00 8660.00 P
161 p2601 20250714 8650.0 ... 8672.00 8672.00 P
162 p2602 20250714 8648.0 ... 8632.00 8654.00 P
163 p2603 20250714 8606.0 ... 8604.00 8576.00 P
164 p2604 20250714 8510.0 ... 8546.00 8552.00 P
165 p2605 20250714 8450.0 ... 8470.00 8450.00 P
166 p2606 20250714 8420.0 ... 8420.00 8448.00 P
167 pg2507 20250714 0.0 ... 4179.00 4179.00 PG
168 pg2508 20250714 4160.0 ... 4182.00 4164.00 PG
169 pg2509 20250714 4065.0 ... 4090.00 4073.00 PG
170 pg2510 20250714 4490.0 ... 4518.00 4488.00 PG
171 pg2511 20250714 4421.0 ... 4433.00 4405.00 PG
172 pg2512 20250714 4335.0 ... 4354.00 4328.00 PG
173 pg2601 20250714 4265.0 ... 4275.00 4253.00 PG
174 pg2602 20250714 0.0 ... 4173.00 4173.00 PG
175 pg2603 20250714 4098.0 ... 4108.00 4088.00 PG
176 pg2604 20250714 0.0 ... 4386.00 4386.00 PG
177 pg2605 20250714 4290.0 ... 4295.00 4281.00 PG
178 pg2606 20250714 0.0 ... 4218.00 4218.00 PG
179 pp2507 20250714 0.0 ... 7075.00 7068.00 PP
180 pp2508 20250714 7069.0 ... 7051.00 7066.00 PP
181 pp2509 20250714 7065.0 ... 7065.00 7076.00 PP
182 pp2510 20250714 7053.0 ... 7045.00 7059.00 PP
183 pp2511 20250714 7047.0 ... 7050.00 7058.00 PP
184 pp2512 20250714 7054.0 ... 7054.00 7061.00 PP
185 pp2601 20250714 7050.0 ... 7058.00 7061.00 PP
186 pp2602 20250714 7033.0 ... 7032.00 7047.00 PP
187 pp2603 20250714 0.0 ... 7048.00 7048.00 PP
188 pp2604 20250714 0.0 ... 7038.00 7038.00 PP
189 pp2605 20250714 7037.0 ... 7051.00 7057.00 PP
190 pp2606 20250714 7035.0 ... 7033.00 7046.00 PP
191 rr2507 20250714 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250714 3584.0 ... 3582.00 3583.00 RR
193 rr2509 20250714 3598.0 ... 3603.00 3596.00 RR
194 rr2510 20250714 3612.0 ... 3612.00 3610.00 RR
195 rr2511 20250714 3610.0 ... 3608.00 3605.00 RR
196 rr2512 20250714 3600.0 ... 3603.00 3605.00 RR
197 rr2601 20250714 3606.0 ... 3604.00 3602.00 RR
198 rr2602 20250714 3611.0 ... 3615.00 3610.00 RR
199 rr2603 20250714 3617.0 ... 3617.00 3611.00 RR
200 rr2604 20250714 3623.0 ... 3623.00 3623.00 RR
201 rr2605 20250714 0.0 ... 3612.00 3612.00 RR
202 rr2606 20250714 3618.0 ... 3618.00 3610.00 RR
203 v2507 20250714 4910.0 ... 4837.00 4941.00 V
204 v2508 20250714 4947.0 ... 4946.00 4974.00 V
205 v2509 20250714 4980.0 ... 4985.00 5013.00 V
206 v2510 20250714 5011.0 ... 5018.00 5041.00 V
207 v2511 20250714 5043.0 ... 5047.00 5066.00 V
208 v2512 20250714 5071.0 ... 5076.00 5096.00 V
209 v2601 20250714 5096.0 ... 5098.00 5121.00 V
210 v2602 20250714 5112.0 ... 5121.00 5129.00 V
211 v2603 20250714 5138.0 ... 5147.00 5156.00 V
212 v2604 20250714 5270.0 ... 5285.00 5304.00 V
213 v2605 20250714 5289.0 ... 5299.00 5310.00 V
214 v2606 20250714 5304.0 ... 5305.00 5323.00 V
215 y2507 20250714 0.0 ... 8050.00 7970.00 Y
216 y2508 20250714 7976.0 ... 7994.00 7960.00 Y
217 y2509 20250714 7986.0 ... 7988.00 7970.00 Y
218 y2511 20250714 7994.0 ... 7994.00 7974.00 Y
219 y2512 20250714 8042.0 ... 8028.00 7996.00 Y
220 y2601 20250714 7976.0 ... 7960.00 7950.00 Y
221 y2603 20250714 7904.0 ... 7878.00 7842.00 Y
222 y2605 20250714 7620.0 ... 7652.00 7602.00 Y
[223 rows x 12 columns]
2025-07-17 16:26:04,343 - future_1d - INFO - ak.get_dce_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 PS2507 20250714 0.0 ... 35320.0 39850.0 PS
1 PS2508 20250714 41290.0 ... 41320.0 41430.0 PS
2 PS2509 20250714 41005.0 ... 40990.0 41040.0 PS
3 PS2510 20250714 40310.0 ... 40510.0 40660.0 PS
4 PS2511 20250714 40000.0 ... 39830.0 40205.0 PS
5 PS2512 20250714 41855.0 ... 41945.0 42420.0 PS
6 PS2601 20250714 41800.0 ... 41795.0 42260.0 PS
7 PS2602 20250714 41770.0 ... 41935.0 42185.0 PS
8 PS2603 20250714 41615.0 ... 41725.0 41865.0 PS
9 PS2604 20250714 41965.0 ... 41510.0 41965.0 PS
10 PS2605 20250714 41405.0 ... 41425.0 41865.0 PS
11 PS2606 20250714 42700.0 ... 42575.0 42810.0 PS
13 SI2507 20250714 8680.0 ... 8065.0 8465.0 SI
14 SI2508 20250714 8455.0 ... 8550.0 8425.0 SI
15 SI2509 20250714 8460.0 ... 8545.0 8420.0 SI
16 SI2510 20250714 8480.0 ... 8515.0 8385.0 SI
17 SI2511 20250714 8370.0 ... 8455.0 8355.0 SI
18 SI2512 20250714 8600.0 ... 8795.0 8655.0 SI
19 SI2601 20250714 8605.0 ... 8715.0 8605.0 SI
20 SI2602 20250714 8615.0 ... 8725.0 8595.0 SI
21 SI2603 20250714 8605.0 ... 8720.0 8580.0 SI
22 SI2604 20250714 8570.0 ... 8665.0 8570.0 SI
23 SI2605 20250714 8485.0 ... 8670.0 8570.0 SI
24 SI2606 20250714 8550.0 ... 8675.0 8550.0 SI
27 LC2507 20250714 64020.0 ... 63580.0 64020.0 LC
28 LC2508 20250714 64080.0 ... 66800.0 64380.0 LC
29 LC2509 20250714 64300.0 ... 66520.0 64100.0 LC
30 LC2510 20250714 64160.0 ... 66240.0 63920.0 LC
31 LC2511 20250714 63920.0 ... 65960.0 63780.0 LC
32 LC2512 20250714 64300.0 ... 66360.0 64220.0 LC
33 LC2601 20250714 64300.0 ... 66260.0 64240.0 LC
34 LC2602 20250714 64800.0 ... 66320.0 64100.0 LC
35 LC2603 20250714 64320.0 ... 66440.0 64360.0 LC
36 LC2604 20250714 64780.0 ... 66800.0 64920.0 LC
37 LC2605 20250714 64780.0 ... 66880.0 64980.0 LC
38 LC2606 20250714 64840.0 ... 66820.0 64980.0 LC
[36 rows x 12 columns]
2025-07-17 16:26:04,467 - future_1d - INFO - ak.get_gfex_daily('2025-07-14') done
2025-07-17 16:26:06,234 - future_1d - INFO - save future_daily 2025-07-14 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250715 6000.000 ... 6004.000 6015.600 IC
1 IC2508 20250715 5953.600 ... 5947.400 5961.600 IC
2 IC2509 20250715 5900.400 ... 5892.800 5908.600 IC
3 IC2512 20250715 5778.200 ... 5769.800 5783.400 IC
4 IF2507 20250715 4010.200 ... 4009.800 4014.400 IF
5 IF2508 20250715 3998.200 ... 3994.400 4000.600 IF
6 IF2509 20250715 3991.000 ... 3981.400 3990.200 IF
7 IF2512 20250715 3958.600 ... 3948.000 3958.400 IF
8 IH2507 20250715 2751.400 ... 2740.200 2756.200 IH
9 IH2508 20250715 2749.400 ... 2737.000 2753.200 IH
10 IH2509 20250715 2749.800 ... 2735.800 2751.800 IH
11 IH2512 20250715 2752.000 ... 2737.000 2753.400 IH
12 IM2507 20250715 6437.800 ... 6418.400 6450.600 IM
13 IM2508 20250715 6375.000 ... 6348.400 6382.000 IM
14 IM2509 20250715 6298.000 ... 6274.800 6312.000 IM
15 IM2512 20250715 6119.800 ... 6096.200 6130.600 IM
16 T2509 20250715 108.790 ... 108.885 108.695 T
17 T2512 20250715 108.845 ... 108.920 108.735 T
18 T2603 20250715 108.810 ... 108.900 108.710 T
19 TF2509 20250715 105.975 ... 106.015 105.885 TF
20 TF2512 20250715 106.085 ... 106.080 105.980 TF
21 TF2603 20250715 106.155 ... 106.120 106.015 TF
22 TL2509 20250715 120.510 ... 120.770 120.200 TL
23 TL2512 20250715 120.320 ... 120.590 120.040 TL
24 TL2603 20250715 120.100 ... 120.360 119.790 TL
25 TS2509 20250715 102.396 ... 102.414 102.378 TS
26 TS2512 20250715 102.480 ... 102.498 102.472 TS
27 TS2603 20250715 102.590 ... 102.600 102.586 TS
[28 rows x 12 columns]
2025-07-17 16:26:12,799 - future_1d - INFO - ak.get_cffex_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 SC2508 20250715 530 ... 522.2 523 SC
1 SC2509 20250715 515.4 ... 509.3 511.9 SC
2 SC2510 20250715 509.6 ... 502.2 504.9 SC
3 SC2511 20250715 502.6 ... 496.2 500 SC
4 SC2512 20250715 499.2 ... 493.5 496.6 SC
5 SC2601 20250715 498.8 ... 490.1 494 SC
6 SC2602 20250715 492.5 ... 486.8 491.9 SC
7 SC2603 20250715 491.5 ... 484.2 490.6 SC
8 SC2604 20250715 486.9 ... 483.1 489.6 SC
9 SC2605 20250715 485.6 ... 479.1 488.4 SC
10 SC2606 20250715 485.3 ... 477.9 487.1 SC
11 SC2607 20250715 480.7 ... 478.4 481.5 SC
12 SC2609 20250715 481.6 ... 475.3 478.4 SC
13 SC2612 20250715 476.3 ... 473.1 474.6 SC
14 SC2703 20250715 ... 468 470.4 SC
15 SC2706 20250715 461.7 ... 461.7 469.7 SC
16 SC2709 20250715 465.1 ... 461.3 469 SC
17 SC2712 20250715 470.6 ... 462.3 466.5 SC
18 SC2803 20250715 469.1 ... 462.9 467 SC
19 SC2806 20250715 460.5 ... 458.2 463 SC
21 LU2508 20250715 3691 ... 3618 3682 LU
22 LU2509 20250715 3707 ... 3647 3679 LU
23 LU2510 20250715 3681 ... 3622 3654 LU
24 LU2511 20250715 3658 ... 3587 3633 LU
25 LU2512 20250715 3620 ... 3551 3597 LU
26 LU2601 20250715 3582 ... 3542 3572 LU
27 LU2602 20250715 3557 ... 3525 3536 LU
28 LU2603 20250715 3543 ... 3501 3524 LU
29 LU2604 20250715 3466 ... 3471 3493 LU
30 LU2605 20250715 3513 ... 3480 3501 LU
31 LU2606 20250715 3486 ... 3454 3474 LU
32 LU2607 20250715 3475 ... 3437 3470 LU
34 NR2507 20250715 ... 12235 12235 NR
35 NR2508 20250715 12330 ... 12420 12275 NR
36 NR2509 20250715 12355 ... 12445 12290 NR
37 NR2510 20250715 12345 ... 12450 12295 NR
38 NR2511 20250715 12370 ... 12450 12310 NR
39 NR2512 20250715 12465 ... 12455 12330 NR
40 NR2601 20250715 12400 ... 12485 12350 NR
41 NR2602 20250715 12545 ... 12545 12395 NR
42 NR2603 20250715 12490 ... 12495 12380 NR
43 NR2604 20250715 12475 ... 12535 12435 NR
44 NR2605 20250715 ... 12470 12430 NR
45 NR2606 20250715 ... 12510 12510 NR
47 BC2507 20250715 ... 69200 69200 BC
48 BC2508 20250715 69090 ... 69140 69480 BC
49 BC2509 20250715 69250 ... 69200 69520 BC
50 BC2510 20250715 ... 69600 69600 BC
51 BC2511 20250715 ... 69190 69190 BC
52 BC2512 20250715 ... 69320 69320 BC
53 BC2601 20250715 ... 69480 69800 BC
54 BC2602 20250715 ... 69410 69410 BC
55 BC2603 20250715 ... 69290 69290 BC
56 BC2604 20250715 ... 69430 69750 BC
57 BC2605 20250715 ... 69460 69460 BC
58 BC2606 20250715 ... 67820 67820 BC
60 EC2508 20250715 2080 ... 2090.7 2029.2 EC
61 EC2510 20250715 1454 ... 1576.1 1434.9 EC
62 EC2512 20250715 1583 ... 1733.4 1582 EC
63 EC2602 20250715 1386.1 ... 1479.3 1380.9 EC
64 EC2604 20250715 1217.9 ... 1293.3 1217.3 EC
65 EC2606 20250715 1396.4 ... 1437.8 1374.5 EC
68 SC_TAS2508 20250715 ... SC_TAS
69 SC_TAS2509 20250715 ... SC_TAS
70 SC_TAS2510 20250715 ... SC_TAS
71 SC_TAS2511 20250715 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:26:12,899 - future_1d - INFO - ak.get_ine_daily('2025-07-15') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250715 7840.0 7868.0 ... 321976.90 7846.0 7804.0 AP
1 AP511 20250715 7651.0 7685.0 ... 1157.70 7667.0 7630.0 AP
2 AP512 20250715 7688.0 7696.0 ... 84.58 7689.0 7652.0 AP
3 AP601 20250715 7700.0 7717.0 ... 10460.88 7697.0 7667.0 AP
4 AP603 20250715 7658.0 7658.0 ... 61.23 7654.0 7612.0 AP
5 AP604 20250715 7685.0 7698.0 ... 38.46 7693.0 7693.0 AP
6 AP605 20250715 7750.0 7750.0 ... 147.16 7745.0 7724.0 AP
7 CF509 20250715 13880.0 13895.0 ... 1434002.48 13830.0 13900.0 CF
8 CF511 20250715 13770.0 13780.0 ... 193985.38 13720.0 13770.0 CF
9 CF601 20250715 13815.0 13840.0 ... 410497.58 13785.0 13825.0 CF
10 CF603 20250715 13740.0 13790.0 ... 2575.65 13735.0 13785.0 CF
11 CF605 20250715 13795.0 13800.0 ... 12883.66 13750.0 13800.0 CF
12 CF607 20250715 13730.0 13800.0 ... 89.51 13770.0 13800.0 CF
13 CJ509 20250715 9435.0 9445.0 ... 142098.53 9325.0 9450.0 CJ
14 CJ512 20250715 10295.0 10300.0 ... 13507.62 10170.0 10295.0 CJ
15 CJ601 20250715 10450.0 10450.0 ... 870641.35 10290.0 10420.0 CJ
16 CJ603 20250715 10485.0 10515.0 ... 15089.09 10365.0 10500.0 CJ
17 CJ605 20250715 10775.0 10775.0 ... 86060.47 10555.0 10690.0 CJ
18 CJ607 20250715 10915.0 10915.0 ... 1302.19 10630.0 10690.0 CJ
19 CY508 20250715 0.0 0.0 ... 0.00 19700.0 19700.0 CY
20 CY509 20250715 20140.0 20150.0 ... 70950.00 20050.0 20125.0 CY
21 CY510 20250715 0.0 0.0 ... 0.00 19670.0 19745.0 CY
22 CY511 20250715 20060.0 20060.0 ... 10.03 20060.0 20065.0 CY
23 CY512 20250715 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250715 20040.0 20090.0 ... 210.45 20045.0 20100.0 CY
25 CY602 20250715 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250715 0.0 0.0 ... 0.00 20215.0 20215.0 CY
27 CY604 20250715 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250715 0.0 0.0 ... 0.00 20015.0 20015.0 CY
29 CY606 20250715 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250715 0.0 0.0 ... 0.00 19800.0 19800.0 CY
31 FG508 20250715 1106.0 1112.0 ... 32055.08 1093.0 1099.0 FG
32 FG509 20250715 1098.0 1105.0 ... 4865537.19 1082.0 1087.0 FG
33 FG510 20250715 1153.0 1158.0 ... 43248.03 1137.0 1139.0 FG
34 FG511 20250715 1138.0 1145.0 ... 47238.88 1123.0 1123.0 FG
35 FG512 20250715 1206.0 1209.0 ... 19226.06 1188.0 1186.0 FG
36 FG601 20250715 1195.0 1199.0 ... 631092.34 1176.0 1175.0 FG
37 FG602 20250715 1234.0 1235.0 ... 1455.01 1215.0 1212.0 FG
38 FG603 20250715 1225.0 1231.0 ... 1562.85 1212.0 1208.0 FG
39 FG604 20250715 1259.0 1263.0 ... 899.91 1250.0 1244.0 FG
40 FG605 20250715 1253.0 1260.0 ... 12490.17 1246.0 1240.0 FG
41 FG606 20250715 1274.0 1275.0 ... 619.58 1264.0 1256.0 FG
42 FG607 20250715 1269.0 1270.0 ... 128.97 1264.0 1256.0 FG
43 JR509 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250715 2394.0 2409.0 ... 7875.85 2383.0 2383.0 MA
53 MA509 20250715 2405.0 2411.0 ... 1404786.63 2392.0 2387.0 MA
54 MA510 20250715 2420.0 2431.0 ... 47530.08 2413.0 2407.0 MA
55 MA511 20250715 2437.0 2447.0 ... 46713.92 2427.0 2423.0 MA
56 MA512 20250715 2463.0 2467.0 ... 19305.49 2449.0 2449.0 MA
57 MA601 20250715 2470.0 2472.0 ... 150068.75 2457.0 2454.0 MA
58 MA602 20250715 2438.0 2456.0 ... 741.88 2440.0 2438.0 MA
59 MA603 20250715 2434.0 2448.0 ... 642.60 2434.0 2429.0 MA
60 MA604 20250715 2411.0 2423.0 ... 9.67 2417.0 2406.0 MA
61 MA605 20250715 2388.0 2395.0 ... 2308.96 2380.0 2379.0 MA
62 MA606 20250715 2393.0 2398.0 ... 128.96 2388.0 2383.0 MA
63 MA607 20250715 0.0 0.0 ... 0.00 2383.0 2383.0 MA
64 OI509 20250715 9436.0 9502.0 ... 2964337.43 9441.0 9413.0 OI
65 OI511 20250715 9406.0 9484.0 ... 197120.41 9421.0 9399.0 OI
66 OI601 20250715 9360.0 9429.0 ... 511897.74 9363.0 9342.0 OI
67 OI603 20250715 9284.0 9360.0 ... 2921.40 9304.0 9284.0 OI
68 OI605 20250715 9228.0 9270.0 ... 6571.65 9230.0 9212.0 OI
69 OI607 20250715 0.0 0.0 ... 0.00 9204.0 9212.0 OI
70 PF508 20250715 6582.0 6594.0 ... 180248.63 6524.0 6540.0 PF
71 PF509 20250715 6452.0 6458.0 ... 398691.20 6390.0 6412.0 PF
72 PF510 20250715 6474.0 6484.0 ... 115219.87 6418.0 6436.0 PF
73 PF511 20250715 6446.0 6450.0 ... 63950.79 6382.0 6392.0 PF
74 PF512 20250715 6422.0 6424.0 ... 14261.68 6358.0 6374.0 PF
75 PF601 20250715 6420.0 6422.0 ... 2624.37 6370.0 6382.0 PF
76 PF602 20250715 6380.0 6380.0 ... 3.19 6380.0 6368.0 PF
77 PF603 20250715 6422.0 6422.0 ... 3.21 6422.0 6420.0 PF
78 PF604 20250715 0.0 0.0 ... 0.00 6384.0 6438.0 PF
79 PF605 20250715 6382.0 6382.0 ... 3.19 6382.0 6398.0 PF
80 PF606 20250715 0.0 0.0 ... 0.00 6390.0 6440.0 PF
81 PF607 20250715 0.0 0.0 ... 0.00 6440.0 6440.0 PF
82 PK510 20250715 8190.0 8220.0 ... 223685.35 8182.0 8256.0 PK
83 PK511 20250715 8022.0 8070.0 ... 94754.35 8030.0 8084.0 PK
84 PK512 20250715 7962.0 8016.0 ... 974.81 7990.0 8024.0 PK
85 PK601 20250715 7998.0 8018.0 ... 6959.30 7996.0 8028.0 PK
86 PK603 20250715 7974.0 7992.0 ... 35.92 7984.0 7994.0 PK
87 PK604 20250715 7984.0 8004.0 ... 31.98 7996.0 8000.0 PK
88 PK605 20250715 7956.0 7994.0 ... 446.84 7980.0 7994.0 PK
89 PM509 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250715 5946.0 5962.0 ... 7694.40 5904.0 5920.0 PR
96 PR509 20250715 5932.0 5944.0 ... 361130.95 5890.0 5902.0 PR
97 PR510 20250715 5942.0 5966.0 ... 152134.09 5898.0 5914.0 PR
98 PR511 20250715 5942.0 5952.0 ... 45815.42 5888.0 5900.0 PR
99 PR512 20250715 5908.0 5908.0 ... 70.63 5886.0 5866.0 PR
100 PR601 20250715 5932.0 5940.0 ... 548.20 5896.0 5900.0 PR
101 PR602 20250715 5964.0 6002.0 ... 53.60 5956.0 5944.0 PR
102 PR603 20250715 6008.0 6008.0 ... 107.34 5964.0 5950.0 PR
103 PR604 20250715 5974.0 6010.0 ... 80.56 5968.0 5966.0 PR
104 PR605 20250715 5970.0 5970.0 ... 187.18 5942.0 5946.0 PR
105 PR606 20250715 0.0 0.0 ... 0.00 5922.0 5926.0 PR
106 PR607 20250715 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250715 6868.0 6878.0 ... 744.95 6804.0 6832.0 PX
108 PX509 20250715 6782.0 6810.0 ... 720833.82 6716.0 6748.0 PX
109 PX510 20250715 6782.0 6790.0 ... 94086.66 6688.0 6732.0 PX
110 PX511 20250715 6752.0 6762.0 ... 174093.45 6652.0 6702.0 PX
111 PX512 20250715 6730.0 6740.0 ... 33350.52 6640.0 6692.0 PX
112 PX601 20250715 6692.0 6706.0 ... 51549.43 6618.0 6664.0 PX
113 PX602 20250715 6682.0 6682.0 ... 23.24 6640.0 6648.0 PX
114 PX603 20250715 0.0 0.0 ... 0.00 6600.0 6656.0 PX
115 PX604 20250715 6560.0 6560.0 ... 3.28 6560.0 6642.0 PX
116 PX605 20250715 6648.0 6648.0 ... 52.56 6572.0 6624.0 PX
117 PX606 20250715 6578.0 6578.0 ... 9.85 6568.0 6614.0 PX
118 PX607 20250715 0.0 0.0 ... 0.00 6614.0 6614.0 PX
119 RI509 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250715 2655.0 2674.0 ... 12737.63 2656.0 2632.0 RM
126 RM509 20250715 2659.0 2677.0 ... 995355.84 2657.0 2637.0 RM
127 RM511 20250715 2432.0 2441.0 ... 7111.42 2430.0 2420.0 RM
128 RM601 20250715 2304.0 2314.0 ... 233973.44 2308.0 2300.0 RM
129 RM603 20250715 2290.0 2293.0 ... 14994.75 2287.0 2284.0 RM
130 RM605 20250715 2307.0 2309.0 ... 26382.40 2303.0 2299.0 RM
131 RM607 20250715 2408.0 2408.0 ... 1723.61 2301.0 2299.0 RM
132 RS508 20250715 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250715 5099.0 5107.0 ... 259.35 5085.0 5075.0 RS
134 RS511 20250715 5133.0 5135.0 ... 178.94 5113.0 5116.0 RS
135 RS607 20250715 5276.0 5276.0 ... 15.53 5176.0 5116.0 RS
136 SA508 20250715 1228.0 1236.0 ... 23329.24 1215.0 1213.0 SA
137 SA509 20250715 1240.0 1247.0 ... 5498384.72 1226.0 1222.0 SA
138 SA510 20250715 1256.0 1260.0 ... 229003.35 1244.0 1232.0 SA
139 SA511 20250715 1252.0 1263.0 ... 288032.63 1248.0 1235.0 SA
140 SA512 20250715 1278.0 1294.0 ... 104737.63 1275.0 1263.0 SA
141 SA601 20250715 1287.0 1298.0 ... 1466387.36 1276.0 1267.0 SA
142 SA602 20250715 1290.0 1305.0 ... 12730.25 1287.0 1282.0 SA
143 SA603 20250715 1295.0 1306.0 ... 7140.74 1293.0 1276.0 SA
144 SA604 20250715 1310.0 1324.0 ... 3699.05 1313.0 1295.0 SA
145 SA605 20250715 1311.0 1325.0 ... 39976.56 1311.0 1293.0 SA
146 SA606 20250715 1320.0 1334.0 ... 2357.51 1323.0 1302.0 SA
147 SA607 20250715 1320.0 1330.0 ... 422.79 1321.0 1302.0 SA
148 SF508 20250715 5456.0 5520.0 ... 12299.13 5492.0 5462.0 SF
149 SF509 20250715 5474.0 5536.0 ... 460647.98 5502.0 5476.0 SF
150 SF510 20250715 5446.0 5502.0 ... 87462.44 5470.0 5446.0 SF
151 SF511 20250715 5596.0 5652.0 ... 136004.43 5618.0 5596.0 SF
152 SF512 20250715 5580.0 5626.0 ... 21948.86 5594.0 5574.0 SF
153 SF601 20250715 5556.0 5600.0 ... 15212.24 5570.0 5548.0 SF
154 SF602 20250715 5496.0 5538.0 ... 288.95 5504.0 5488.0 SF
155 SF603 20250715 0.0 0.0 ... 0.00 5628.0 5628.0 SF
156 SF604 20250715 5646.0 5646.0 ... 14.03 5612.0 5606.0 SF
157 SF605 20250715 5636.0 5654.0 ... 298.81 5638.0 5598.0 SF
158 SF606 20250715 5558.0 5600.0 ... 19.54 5584.0 5540.0 SF
159 SF607 20250715 0.0 0.0 ... 0.00 5540.0 5540.0 SF
160 SH508 20250715 2493.0 2513.0 ... 61909.38 2492.0 2508.0 SH
161 SH509 20250715 2521.0 2534.0 ... 3164708.93 2519.0 2527.0 SH
162 SH510 20250715 2547.0 2561.0 ... 339387.83 2543.0 2546.0 SH
163 SH511 20250715 2530.0 2542.0 ... 224938.38 2523.0 2527.0 SH
164 SH512 20250715 2530.0 2541.0 ... 62422.61 2526.0 2533.0 SH
165 SH601 20250715 2504.0 2516.0 ... 70259.68 2501.0 2504.0 SH
166 SH602 20250715 2519.0 2525.0 ... 166.17 2518.0 2525.0 SH
167 SH603 20250715 2516.0 2533.0 ... 264.77 2522.0 2528.0 SH
168 SH604 20250715 2552.0 2574.0 ... 107.48 2559.0 2569.0 SH
169 SH605 20250715 2552.0 2571.0 ... 1104.41 2556.0 2565.0 SH
170 SH606 20250715 2579.0 2579.0 ... 7.74 2579.0 2574.0 SH
171 SH607 20250715 0.0 0.0 ... 0.00 2574.0 2574.0 SH
172 SM508 20250715 5772.0 5826.0 ... 14416.76 5778.0 5742.0 SM
173 SM509 20250715 5776.0 5840.0 ... 712266.88 5798.0 5764.0 SM
174 SM510 20250715 5764.0 5830.0 ... 90239.67 5780.0 5750.0 SM
175 SM511 20250715 5824.0 5884.0 ... 106627.00 5844.0 5822.0 SM
176 SM512 20250715 5812.0 5878.0 ... 21407.35 5840.0 5812.0 SM
177 SM601 20250715 5818.0 5874.0 ... 56881.09 5832.0 5802.0 SM
178 SM602 20250715 5854.0 5860.0 ... 116.74 5838.0 5808.0 SM
179 SM603 20250715 5850.0 5872.0 ... 81.83 5846.0 5820.0 SM
180 SM604 20250715 5858.0 5878.0 ... 67.25 5848.0 5834.0 SM
181 SM605 20250715 5850.0 5886.0 ... 1418.38 5850.0 5828.0 SM
182 SM606 20250715 5882.0 5882.0 ... 17.59 5864.0 5846.0 SM
183 SM607 20250715 0.0 0.0 ... 0.00 5846.0 5846.0 SM
184 SR509 20250715 5811.0 5818.0 ... 830963.61 5802.0 5825.0 SR
185 SR511 20250715 5685.0 5699.0 ... 115072.93 5688.0 5697.0 SR
186 SR601 20250715 5636.0 5639.0 ... 111987.19 5629.0 5641.0 SR
187 SR603 20250715 5600.0 5610.0 ... 2172.66 5600.0 5608.0 SR
188 SR605 20250715 5578.0 5587.0 ... 5734.31 5578.0 5585.0 SR
189 SR607 20250715 5567.0 5582.0 ... 390.33 5576.0 5585.0 SR
190 TA508 20250715 4750.0 4764.0 ... 26814.14 4722.0 4732.0 TA
191 TA509 20250715 4750.0 4762.0 ... 2382851.13 4708.0 4726.0 TA
192 TA510 20250715 4730.0 4740.0 ... 62123.44 4684.0 4710.0 TA
193 TA511 20250715 4734.0 4738.0 ... 69702.96 4672.0 4702.0 TA
194 TA512 20250715 4720.0 4726.0 ... 20181.55 4668.0 4696.0 TA
195 TA601 20250715 4712.0 4718.0 ... 385833.38 4668.0 4692.0 TA
196 TA602 20250715 4688.0 4692.0 ... 118.65 4654.0 4700.0 TA
197 TA603 20250715 4706.0 4706.0 ... 25.74 4680.0 4710.0 TA
198 TA604 20250715 4696.0 4700.0 ... 37.38 4674.0 4706.0 TA
199 TA605 20250715 4726.0 4734.0 ... 4303.99 4684.0 4710.0 TA
200 TA606 20250715 4736.0 4736.0 ... 16.43 4694.0 4708.0 TA
201 TA607 20250715 4738.0 4738.0 ... 11.74 4696.0 4708.0 TA
202 UR508 20250715 1748.0 1748.0 ... 1660.64 1733.0 1754.0 UR
203 UR509 20250715 1757.0 1757.0 ... 842894.30 1738.0 1761.0 UR
204 UR510 20250715 1740.0 1745.0 ... 22835.35 1729.0 1746.0 UR
205 UR511 20250715 1741.0 1746.0 ... 18908.85 1733.0 1746.0 UR
206 UR512 20250715 1740.0 1740.0 ... 69.16 1729.0 1736.0 UR
207 UR601 20250715 1734.0 1734.0 ... 113226.15 1714.0 1726.0 UR
208 UR602 20250715 1722.0 1722.0 ... 540.67 1711.0 1723.0 UR
209 UR603 20250715 1739.0 1739.0 ... 124.65 1731.0 1742.0 UR
210 UR604 20250715 1728.0 1730.0 ... 51.83 1728.0 1732.0 UR
211 UR605 20250715 1732.0 1735.0 ... 5374.85 1725.0 1731.0 UR
212 UR606 20250715 1725.0 1729.0 ... 203.29 1723.0 1725.0 UR
213 UR607 20250715 1732.0 1736.0 ... 6.94 1734.0 1725.0 UR
214 WH509 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-17 16:26:13,175 - future_1d - INFO - ak.get_czce_daily('2025-07-15') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250715 ... 77950 78450 CU
1 1 CU2508 20250715 ... 77930 78290 CU
2 2 CU2509 20250715 ... 77850 78200 CU
3 3 CU2510 20250715 ... 77780 78120 CU
4 4 CU2511 20250715 ... 77760 78060 CU
5 5 CU2512 20250715 ... 77720 77980 CU
6 6 CU2601 20250715 ... 77690 77930 CU
7 7 CU2602 20250715 ... 77680 77910 CU
8 8 CU2603 20250715 ... 77680 77940 CU
9 9 CU2604 20250715 ... 77700 77950 CU
10 10 CU2605 20250715 ... 77730 77970 CU
11 11 CU2606 20250715 ... 77720 77930 CU
12 12 BC2507 20250715 ... 69200 69200 BC
13 13 BC2508 20250715 ... 69140 69480 BC
14 14 BC2509 20250715 ... 69200 69520 BC
15 15 BC2510 20250715 ... 69600 69600 BC
16 16 BC2511 20250715 ... 69190 69190 BC
17 17 BC2512 20250715 ... 69320 69320 BC
18 18 BC2601 20250715 ... 69480 69800 BC
19 19 BC2602 20250715 ... 69410 69410 BC
20 20 BC2603 20250715 ... 69290 69290 BC
21 21 BC2604 20250715 ... 69430 69750 BC
22 22 BC2605 20250715 ... 69460 69460 BC
23 23 BC2606 20250715 ... 67820 67820 BC
24 24 AL2507 20250715 ... 20470 20530 AL
25 25 AL2508 20250715 ... 20390 20435 AL
26 26 AL2509 20250715 ... 20365 20380 AL
27 27 AL2510 20250715 ... 20310 20315 AL
28 28 AL2511 20250715 ... 20260 20230 AL
29 29 AL2512 20250715 ... 20210 20200 AL
30 30 AL2601 20250715 ... 20180 20155 AL
31 31 AL2602 20250715 ... 20165 20165 AL
32 32 AL2603 20250715 ... 20190 20205 AL
33 33 AL2604 20250715 ... 20200 20205 AL
34 34 AL2605 20250715 ... 20220 20175 AL
35 35 AL2606 20250715 ... 20210 20195 AL
36 36 ZN2507 20250715 ... 22070 22140 ZN
37 37 ZN2508 20250715 ... 22105 22205 ZN
38 38 ZN2509 20250715 ... 22105 22185 ZN
39 39 ZN2510 20250715 ... 22090 22175 ZN
40 40 ZN2511 20250715 ... 22070 22140 ZN
41 41 ZN2512 20250715 ... 22035 22100 ZN
42 42 ZN2601 20250715 ... 21995 22065 ZN
43 43 ZN2602 20250715 ... 22000 22075 ZN
44 44 ZN2603 20250715 ... 22010 22080 ZN
45 45 ZN2604 20250715 ... 22000 22070 ZN
46 46 ZN2605 20250715 ... 22000 22070 ZN
47 47 ZN2606 20250715 ... 22020 22055 ZN
48 48 PB2507 20250715 ... 16870 17005 PB
49 49 PB2508 20250715 ... 17010 17060 PB
50 50 PB2509 20250715 ... 17035 17090 PB
51 51 PB2510 20250715 ... 17055 17105 PB
52 52 PB2511 20250715 ... 17045 17105 PB
53 53 PB2512 20250715 ... 17075 17100 PB
54 54 PB2601 20250715 ... 17095 17120 PB
55 55 PB2602 20250715 ... 17055 17210 PB
56 56 PB2603 20250715 ... 17075 17195 PB
57 57 PB2604 20250715 ... 17040 17115 PB
58 58 PB2605 20250715 ... 17110 17170 PB
59 59 PB2606 20250715 ... 17130 17190 PB
60 60 NI2507 20250715 ... 119070 121870 NI
61 61 NI2508 20250715 ... 119460 120770 NI
62 62 NI2509 20250715 ... 119590 120910 NI
63 63 NI2510 20250715 ... 119740 121080 NI
64 64 NI2511 20250715 ... 119970 121210 NI
65 65 NI2512 20250715 ... 120190 121390 NI
66 66 NI2601 20250715 ... 120340 121650 NI
67 67 NI2602 20250715 ... 120210 121580 NI
68 68 NI2603 20250715 ... 120610 121850 NI
69 69 NI2604 20250715 ... 120590 122430 NI
70 70 NI2605 20250715 ... 121010 122470 NI
71 71 NI2606 20250715 ... 121060 122750 NI
72 72 SN2507 20250715 ... 262950 266500 SN
73 73 SN2508 20250715 ... 263730 266220 SN
74 74 SN2509 20250715 ... 263740 266340 SN
75 75 SN2510 20250715 ... 263650 266300 SN
76 76 SN2511 20250715 ... 263450 266030 SN
77 77 SN2512 20250715 ... 263340 266480 SN
78 78 SN2601 20250715 ... 263190 266100 SN
79 79 SN2602 20250715 ... 262780 265020 SN
80 80 SN2603 20250715 ... 263540 266480 SN
81 81 SN2604 20250715 ... 263780 265430 SN
82 82 SN2605 20250715 ... 263150 265400 SN
83 83 SN2606 20250715 ... 263650 263750 SN
84 84 AO2507 20250715 ... 3290 3195 AO
85 85 AO2508 20250715 ... 3195 3161 AO
86 86 AO2509 20250715 ... 3161 3127 AO
87 87 AO2510 20250715 ... 3124 3092 AO
88 88 AO2511 20250715 ... 3108 3079 AO
89 89 AO2512 20250715 ... 3096 3068 AO
90 90 AO2601 20250715 ... 3087 3059 AO
91 91 AO2602 20250715 ... 3079 3051 AO
92 92 AO2603 20250715 ... 3074 3048 AO
93 93 AO2604 20250715 ... 3066 3048 AO
94 94 AO2605 20250715 ... 3056 3037 AO
95 95 AO2606 20250715 ... 3050 3031 AO
96 96 AD2511 20250715 ... 19775 19790 AD
97 97 AD2512 20250715 ... 19715 19720 AD
98 98 AD2601 20250715 ... 19685 19645 AD
99 99 AD2602 20250715 ... 19650 19680 AD
100 100 AD2603 20250715 ... 19760 19760 AD
101 101 AD2604 20250715 ... 19625 19710 AD
102 102 AD2605 20250715 ... 19585 19735 AD
103 103 AD2606 20250715 ... 19550 19550 AD
104 104 AU2507 20250715 ... 756.04 775.52 AU
105 105 AU2508 20250715 ... 776.12 776.12 AU
106 106 AU2509 20250715 ... 778.2 777.42 AU
107 107 AU2510 20250715 ... 778.22 778.44 AU
108 108 AU2512 20250715 ... 780.42 780.54 AU
109 109 AU2602 20250715 ... 782.58 782.86 AU
110 110 AU2604 20250715 ... 784.16 784.76 AU
111 111 AU2606 20250715 ... 786.26 786.24 AU
112 112 AG2507 20250715 ... 9147 9121 AG
113 113 AG2508 20250715 ... 9156 9150 AG
114 114 AG2509 20250715 ... 9173 9165 AG
115 115 AG2510 20250715 ... 9184 9177 AG
116 116 AG2511 20250715 ... 9193 9184 AG
117 117 AG2512 20250715 ... 9202 9202 AG
118 118 AG2601 20250715 ... 9214 9210 AG
119 119 AG2602 20250715 ... 9226 9215 AG
120 120 AG2603 20250715 ... 9235 9240 AG
121 121 AG2604 20250715 ... 9251 9245 AG
122 122 AG2605 20250715 ... 9263 9252 AG
123 123 AG2606 20250715 ... 9270 9266 AG
124 124 RB2507 20250715 ... 3115 3115 RB
125 125 RB2508 20250715 ... 3071 3073 RB
126 126 RB2509 20250715 ... 3079 3087 RB
127 127 RB2510 20250715 ... 3121 3131 RB
128 128 RB2511 20250715 ... 3145 3148 RB
129 129 RB2512 20250715 ... 3160 3165 RB
130 130 RB2601 20250715 ... 3161 3160 RB
131 131 RB2602 20250715 ... 3148 3148 RB
132 132 RB2603 20250715 ... 3155 3154 RB
133 133 RB2604 20250715 ... 3152 3152 RB
134 134 RB2605 20250715 ... 3171 3170 RB
135 135 RB2606 20250715 ... 3181 3177 RB
136 136 WR2507 20250715 ... 3356 3356 WR
137 137 WR2508 20250715 ... 3212 3212 WR
138 138 WR2509 20250715 ... 3335 3335 WR
139 139 WR2510 20250715 ... 3366 3421 WR
140 140 WR2511 20250715 ... 3408 3408 WR
141 141 WR2512 20250715 ... 3392 3420 WR
142 142 WR2601 20250715 ... 3361 3373 WR
143 143 WR2602 20250715 ... 3396 3396 WR
144 144 WR2603 20250715 ... 3387 3387 WR
145 145 WR2604 20250715 ... 3392 3392 WR
146 146 WR2605 20250715 ... 3370 3370 WR
147 147 WR2606 20250715 ... 3400 3400 WR
148 148 HC2507 20250715 ... 3250 3270 HC
149 149 HC2508 20250715 ... 3261 3269 HC
150 150 HC2509 20250715 ... 3266 3275 HC
151 151 HC2510 20250715 ... 3263 3269 HC
152 152 HC2511 20250715 ... 3268 3272 HC
153 153 HC2512 20250715 ... 3276 3279 HC
154 154 HC2601 20250715 ... 3277 3279 HC
155 155 HC2602 20250715 ... 3279 3277 HC
156 156 HC2603 20250715 ... 3280 3278 HC
157 157 HC2604 20250715 ... 3276 3283 HC
158 158 HC2605 20250715 ... 3284 3280 HC
159 159 HC2606 20250715 ... 3291 3284 HC
160 160 SS2507 20250715 ... 12700 12720 SS
161 161 SS2508 20250715 ... 12695 12685 SS
162 162 SS2509 20250715 ... 12685 12700 SS
163 163 SS2510 20250715 ... 12740 12750 SS
164 164 SS2511 20250715 ... 12780 12770 SS
165 165 SS2512 20250715 ... 12805 12810 SS
166 166 SS2601 20250715 ... 12850 12840 SS
167 167 SS2602 20250715 ... 12860 12900 SS
168 168 SS2603 20250715 ... 12925 12925 SS
169 169 SS2604 20250715 ... 12975 12960 SS
170 170 SS2605 20250715 ... 13000 13025 SS
171 171 SS2606 20250715 ... 13050 13050 SS
172 172 SC2508 20250715 ... 522.2 523 SC
173 173 SC2509 20250715 ... 509.3 511.9 SC
174 174 SC2510 20250715 ... 502.2 504.9 SC
175 175 SC2511 20250715 ... 496.2 500 SC
176 176 SC2512 20250715 ... 493.5 496.6 SC
177 177 SC2601 20250715 ... 490.1 494 SC
178 178 SC2602 20250715 ... 486.8 491.9 SC
179 179 SC2603 20250715 ... 484.2 490.6 SC
180 180 SC2604 20250715 ... 483.1 489.6 SC
181 181 SC2605 20250715 ... 479.1 488.4 SC
182 182 SC2606 20250715 ... 477.9 487.1 SC
183 183 SC2607 20250715 ... 478.4 481.5 SC
184 184 SC2609 20250715 ... 475.3 478.4 SC
185 185 SC2612 20250715 ... 473.1 474.6 SC
186 186 SC2703 20250715 ... 468 470.4 SC
187 187 SC2706 20250715 ... 461.7 469.7 SC
188 188 SC2709 20250715 ... 461.3 469 SC
189 189 SC2712 20250715 ... 462.3 466.5 SC
190 190 SC2803 20250715 ... 462.9 467 SC
191 191 SC2806 20250715 ... 458.2 463 SC
192 192 LU2508 20250715 ... 3618 3682 LU
193 193 LU2509 20250715 ... 3647 3679 LU
194 194 LU2510 20250715 ... 3622 3654 LU
195 195 LU2511 20250715 ... 3587 3633 LU
196 196 LU2512 20250715 ... 3551 3597 LU
197 197 LU2601 20250715 ... 3542 3572 LU
198 198 LU2602 20250715 ... 3525 3536 LU
199 199 LU2603 20250715 ... 3501 3524 LU
200 200 LU2604 20250715 ... 3471 3493 LU
201 201 LU2605 20250715 ... 3480 3501 LU
202 202 LU2606 20250715 ... 3454 3474 LU
203 203 LU2607 20250715 ... 3437 3470 LU
204 204 FU2508 20250715 ... 2828 2896 FU
205 205 FU2509 20250715 ... 2867 2919 FU
206 206 FU2510 20250715 ... 2868 2907 FU
207 207 FU2511 20250715 ... 2856 2889 FU
208 208 FU2512 20250715 ... 2848 2877 FU
209 209 FU2601 20250715 ... 2844 2870 FU
210 210 FU2602 20250715 ... 2830 2860 FU
211 211 FU2603 20250715 ... 2819 2844 FU
212 212 FU2604 20250715 ... 2809 2834 FU
213 213 FU2605 20250715 ... 2799 2817 FU
214 214 FU2606 20250715 ... 2785 2804 FU
215 215 FU2607 20250715 ... 2774 2790 FU
216 216 BU2507 20250715 ... 3699 3660 BU
217 217 BU2508 20250715 ... 3665 3662 BU
218 218 BU2509 20250715 ... 3631 3631 BU
219 219 BU2510 20250715 ... 3574 3577 BU
220 220 BU2511 20250715 ... 3521 3522 BU
221 221 BU2512 20250715 ... 3452 3452 BU
222 222 BU2601 20250715 ... 3410 3417 BU
223 223 BU2602 20250715 ... 3407 3404 BU
224 224 BU2603 20250715 ... 3394 3408 BU
225 225 BU2604 20250715 ... 3386 3392 BU
226 226 BU2605 20250715 ... 3388 3383 BU
227 227 BU2606 20250715 ... 3371 3376 BU
228 228 BU2609 20250715 ... 3355 3366 BU
229 229 BU2612 20250715 ... 3295 3301 BU
230 230 BU2703 20250715 ... 3298 3297 BU
231 231 BU2706 20250715 ... 3304 3295 BU
232 232 BR2507 20250715 ... 11410 11410 BR
233 233 BR2508 20250715 ... 11590 11585 BR
234 234 BR2509 20250715 ... 11550 11545 BR
235 235 BR2510 20250715 ... 11525 11520 BR
236 236 BR2511 20250715 ... 11540 11520 BR
237 237 BR2512 20250715 ... 11540 11525 BR
238 238 BR2601 20250715 ... 11540 11515 BR
239 239 BR2602 20250715 ... 11540 11480 BR
240 240 BR2603 20250715 ... 11580 11505 BR
241 241 BR2604 20250715 ... 11560 11525 BR
242 242 BR2605 20250715 ... 11555 11490 BR
243 243 BR2606 20250715 ... 11495 11455 BR
244 244 RU2507 20250715 ... 14300 14140 RU
245 245 RU2508 20250715 ... 14410 14300 RU
246 246 RU2509 20250715 ... 14420 14305 RU
247 247 RU2510 20250715 ... 14465 14320 RU
248 248 RU2511 20250715 ... 14445 14330 RU
249 249 RU2601 20250715 ... 15300 15170 RU
250 250 RU2603 20250715 ... 15310 15145 RU
251 251 RU2604 20250715 ... 15405 15190 RU
252 252 RU2605 20250715 ... 15385 15270 RU
253 253 RU2606 20250715 ... 15315 15315 RU
254 254 NR2507 20250715 ... 12235 12235 NR
255 255 NR2508 20250715 ... 12420 12275 NR
256 256 NR2509 20250715 ... 12445 12290 NR
257 257 NR2510 20250715 ... 12450 12295 NR
258 258 NR2511 20250715 ... 12450 12310 NR
259 259 NR2512 20250715 ... 12455 12330 NR
260 260 NR2601 20250715 ... 12485 12350 NR
261 261 NR2602 20250715 ... 12545 12395 NR
262 262 NR2603 20250715 ... 12495 12380 NR
263 263 NR2604 20250715 ... 12535 12435 NR
264 264 NR2605 20250715 ... 12470 12430 NR
265 265 NR2606 20250715 ... 12510 12510 NR
266 266 SP2507 20250715 ... 5210 5198 SP
267 267 SP2508 20250715 ... 5218 5208 SP
268 268 SP2509 20250715 ... 5240 5232 SP
269 269 SP2510 20250715 ... 5236 5226 SP
270 270 SP2511 20250715 ... 5216 5210 SP
271 271 SP2512 20250715 ... 5194 5190 SP
272 272 SP2601 20250715 ... 5394 5398 SP
273 273 SP2602 20250715 ... 5334 5330 SP
274 274 SP2603 20250715 ... 5338 5328 SP
275 275 SP2604 20250715 ... 5324 5314 SP
276 276 SP2605 20250715 ... 5332 5326 SP
277 277 SP2606 20250715 ... 5330 5318 SP
278 278 EC2508 20250715 ... 2090.7 2029.2 EC
279 279 EC2510 20250715 ... 1576.1 1434.9 EC
280 280 EC2512 20250715 ... 1733.4 1582 EC
281 281 EC2602 20250715 ... 1479.3 1380.9 EC
282 282 EC2604 20250715 ... 1293.3 1217.3 EC
283 283 EC2606 20250715 ... 1437.8 1374.5 EC
284 284 SC_TAS2508 20250715 ... SC_TAS
285 285 SC_TAS2509 20250715 ... SC_TAS
286 286 SC_TAS2510 20250715 ... SC_TAS
287 287 SC_TAS2511 20250715 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 16:26:13,281 - future_1d - INFO - ak.get_shfe_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 a2509 20250715 4132.00 ... 4143.00 4116.00 A
1 a2511 20250715 4060.00 ... 4063.00 4051.00 A
2 a2601 20250715 4041.00 ... 4053.00 4038.00 A
3 a2603 20250715 4038.00 ... 4043.00 4029.00 A
4 a2605 20250715 4073.00 ... 4075.00 4065.00 A
5 a2607 20250715 4104.00 ... 4089.00 4065.00 A
6 b2508 20250715 3580.00 ... 3571.00 3551.00 B
7 b2509 20250715 3643.00 ... 3635.00 3622.00 B
8 b2510 20250715 3676.00 ... 3681.00 3668.00 B
9 b2511 20250715 3676.00 ... 3682.00 3669.00 B
10 b2512 20250715 3699.00 ... 3696.00 3683.00 B
11 b2601 20250715 3685.00 ... 3679.00 3673.00 B
12 b2602 20250715 3655.00 ... 3651.00 3643.00 B
13 b2603 20250715 3561.00 ... 3558.00 3555.00 B
14 b2604 20250715 3460.00 ... 3456.00 3453.00 B
15 b2605 20250715 3381.00 ... 3379.00 3377.00 B
16 b2606 20250715 3374.00 ... 3373.00 3370.00 B
17 b2607 20250715 3370.00 ... 3370.00 3370.00 B
18 bb2509 20250715 148.55 ... 145.05 149.25 BB
19 bb2511 20250715 144.80 ... 145.35 146.95 BB
20 bb2601 20250715 149.75 ... 149.35 152.60 BB
21 bb2603 20250715 0.00 ... 156.00 159.35 BB
22 bb2605 20250715 0.00 ... 156.00 159.35 BB
23 bb2607 20250715 0.00 ... 156.00 159.35 BB
24 bz2603 20250715 6216.00 ... 6166.00 6209.00 BZ
25 bz2604 20250715 6209.00 ... 6135.00 6190.00 BZ
26 bz2605 20250715 6147.00 ... 6132.00 6200.00 BZ
27 bz2606 20250715 6169.00 ... 6141.00 6193.00 BZ
28 c2509 20250715 2304.00 ... 2301.00 2293.00 C
29 c2511 20250715 2273.00 ... 2270.00 2266.00 C
30 c2601 20250715 2240.00 ... 2237.00 2230.00 C
31 c2603 20250715 2241.00 ... 2241.00 2233.00 C
32 c2605 20250715 2272.00 ... 2274.00 2264.00 C
33 c2607 20250715 2290.00 ... 2286.00 2264.00 C
34 cs2509 20250715 2651.00 ... 2646.00 2646.00 CS
35 cs2511 20250715 2609.00 ... 2605.00 2608.00 CS
36 cs2601 20250715 2610.00 ... 2608.00 2607.00 CS
37 cs2603 20250715 2599.00 ... 2597.00 2592.00 CS
38 cs2605 20250715 2642.00 ... 2641.00 2632.00 CS
39 cs2607 20250715 2646.00 ... 2646.00 2632.00 CS
40 eb2507 20250715 6970.00 ... 7253.00 7414.00 EB
41 eb2508 20250715 7481.00 ... 7395.00 7467.00 EB
42 eb2509 20250715 7370.00 ... 7290.00 7359.00 EB
43 eb2510 20250715 7298.00 ... 7205.00 7275.00 EB
44 eb2511 20250715 7226.00 ... 7138.00 7204.00 EB
45 eb2512 20250715 7181.00 ... 7110.00 7167.00 EB
46 eb2601 20250715 7167.00 ... 7110.00 7166.00 EB
47 eb2602 20250715 7205.00 ... 7139.00 7185.00 EB
48 eb2603 20250715 7220.00 ... 7137.00 7207.00 EB
49 eb2604 20250715 7166.00 ... 7140.00 7205.00 EB
50 eb2605 20250715 7196.00 ... 7150.00 7190.00 EB
51 eb2606 20250715 7173.00 ... 7140.00 7178.00 EB
52 eg2507 20250715 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250715 4335.00 ... 4305.00 4312.00 EG
54 eg2509 20250715 4365.00 ... 4338.00 4331.00 EG
55 eg2510 20250715 4363.00 ... 4343.00 4343.00 EG
56 eg2511 20250715 4364.00 ... 4352.00 4362.00 EG
57 eg2512 20250715 4365.00 ... 4353.00 4355.00 EG
58 eg2601 20250715 4377.00 ... 4348.00 4356.00 EG
59 eg2602 20250715 4361.00 ... 4356.00 4354.00 EG
60 eg2603 20250715 4355.00 ... 4353.00 4354.00 EG
61 eg2604 20250715 4362.00 ... 4363.00 4376.00 EG
62 eg2605 20250715 4394.00 ... 4371.00 4368.00 EG
63 eg2606 20250715 4376.00 ... 4376.00 4373.00 EG
64 fb2508 20250715 0.00 ... 1355.50 1350.50 FB
65 fb2509 20250715 1310.00 ... 1312.00 1317.00 FB
66 fb2510 20250715 1325.00 ... 1321.50 1326.00 FB
67 fb2511 20250715 1329.50 ... 1324.50 1328.00 FB
68 fb2512 20250715 1327.50 ... 1325.00 1327.50 FB
69 fb2601 20250715 1322.00 ... 1322.00 1318.50 FB
70 fb2602 20250715 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250715 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250715 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250715 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250715 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250715 0.00 ... 1297.00 1297.00 FB
76 i2508 20250715 769.50 ... 768.00 768.00 I
77 i2509 20250715 766.50 ... 765.00 766.00 I
78 i2510 20250715 759.50 ... 759.00 760.00 I
79 i2511 20250715 752.50 ... 751.50 752.50 I
80 i2512 20250715 745.00 ... 745.50 746.50 I
81 i2601 20250715 737.00 ... 736.50 737.00 I
82 i2602 20250715 733.50 ... 734.00 734.00 I
83 i2603 20250715 730.00 ... 730.00 730.50 I
84 i2604 20250715 725.50 ... 726.50 725.50 I
85 i2605 20250715 717.00 ... 716.50 717.00 I
86 i2606 20250715 710.50 ... 711.50 710.50 I
87 i2607 20250715 707.00 ... 707.00 710.50 I
88 j2508 20250715 1483.50 ... 1483.50 1491.50 J
89 j2509 20250715 1520.00 ... 1516.50 1527.00 J
90 j2510 20250715 1521.50 ... 1530.00 1537.00 J
91 j2511 20250715 1546.00 ... 1545.00 1542.50 J
92 j2512 20250715 1560.00 ... 1552.50 1554.50 J
93 j2601 20250715 1571.00 ... 1561.00 1559.50 J
94 j2602 20250715 1570.00 ... 1572.00 1578.00 J
95 j2603 20250715 0.00 ... 1589.00 1589.00 J
96 j2604 20250715 1584.50 ... 1584.50 1563.00 J
97 j2605 20250715 1591.50 ... 1600.00 1590.50 J
98 j2606 20250715 0.00 ... 1591.50 1591.50 J
99 j2607 20250715 0.00 ... 1591.50 1591.50 J
100 jd2507 20250715 2701.00 ... 2780.00 2842.00 JD
101 jd2508 20250715 3466.00 ... 3451.00 3456.00 JD
102 jd2509 20250715 3603.00 ... 3611.00 3597.00 JD
103 jd2510 20250715 3398.00 ... 3409.00 3394.00 JD
104 jd2511 20250715 3410.00 ... 3418.00 3402.00 JD
105 jd2512 20250715 3563.00 ... 3565.00 3563.00 JD
106 jd2601 20250715 3614.00 ... 3615.00 3612.00 JD
107 jd2602 20250715 3188.00 ... 3189.00 3190.00 JD
108 jd2603 20250715 3197.00 ... 3192.00 3197.00 JD
109 jd2604 20250715 3336.00 ... 3335.00 3337.00 JD
110 jd2605 20250715 3415.00 ... 3411.00 3413.00 JD
111 jd2606 20250715 3277.00 ... 3264.00 3271.00 JD
112 jm2508 20250715 865.00 ... 857.50 861.00 JM
113 jm2509 20250715 919.00 ... 910.50 915.00 JM
114 jm2510 20250715 930.00 ... 925.00 926.00 JM
115 jm2511 20250715 939.00 ... 938.50 935.50 JM
116 jm2512 20250715 949.00 ... 950.00 943.00 JM
117 jm2601 20250715 963.50 ... 959.50 948.50 JM
118 jm2602 20250715 961.00 ... 968.00 953.50 JM
119 jm2603 20250715 964.00 ... 969.50 952.50 JM
120 jm2604 20250715 970.50 ... 973.00 957.00 JM
121 jm2605 20250715 975.00 ... 979.50 964.00 JM
122 jm2606 20250715 987.00 ... 990.50 973.00 JM
123 jm2607 20250715 1010.50 ... 997.50 973.00 JM
124 l2508 20250715 7271.00 ... 7217.00 7267.00 L
125 l2509 20250715 7285.00 ... 7243.00 7284.00 L
126 l2510 20250715 7289.00 ... 7246.00 7288.00 L
127 l2511 20250715 7288.00 ... 7256.00 7289.00 L
128 l2512 20250715 7289.00 ... 7258.00 7287.00 L
129 l2601 20250715 7288.00 ... 7259.00 7284.00 L
130 l2602 20250715 7268.00 ... 7252.00 7264.00 L
131 l2603 20250715 0.00 ... 7262.00 7262.00 L
132 l2604 20250715 7286.00 ... 7277.00 7292.00 L
133 l2605 20250715 7258.00 ... 7239.00 7249.00 L
134 l2606 20250715 7233.00 ... 7230.00 7239.00 L
135 l2607 20250715 7326.00 ... 7274.00 7239.00 L
136 lg2507 20250715 800.00 ... 802.00 801.50 LG
137 lg2509 20250715 786.50 ... 789.50 787.00 LG
138 lg2511 20250715 789.00 ... 790.00 786.00 LG
139 lg2601 20250715 793.00 ... 793.50 790.50 LG
140 lg2603 20250715 792.50 ... 795.00 792.00 LG
141 lg2605 20250715 800.00 ... 803.00 799.50 LG
142 lh2507 20250715 0.00 ... 14000.00 14000.00 LH
143 lh2509 20250715 14255.00 ... 14280.00 14245.00 LH
144 lh2511 20250715 13630.00 ... 13625.00 13595.00 LH
145 lh2601 20250715 13700.00 ... 13770.00 13700.00 LH
146 lh2603 20250715 12975.00 ... 12975.00 12970.00 LH
147 lh2605 20250715 13160.00 ... 13170.00 13165.00 LH
148 m2508 20250715 2976.00 ... 2967.00 2958.00 M
149 m2509 20250715 2995.00 ... 2986.00 2977.00 M
150 m2511 20250715 3035.00 ... 3024.00 3015.00 M
151 m2512 20250715 3053.00 ... 3046.00 3038.00 M
152 m2601 20250715 3028.00 ... 3019.00 3011.00 M
153 m2603 20250715 2881.00 ... 2870.00 2873.00 M
154 m2605 20250715 2705.00 ... 2702.00 2700.00 M
155 m2607 20250715 2730.00 ... 2704.00 2700.00 M
156 p2508 20250715 8796.00 ... 8768.00 8726.00 P
157 p2509 20250715 8760.00 ... 8754.00 8702.00 P
158 p2510 20250715 8748.00 ... 8732.00 8694.00 P
159 p2511 20250715 8738.00 ... 8724.00 8680.00 P
160 p2512 20250715 8754.00 ... 8732.00 8670.00 P
161 p2601 20250715 8732.00 ... 8720.00 8672.00 P
162 p2602 20250715 8700.00 ... 8692.00 8632.00 P
163 p2603 20250715 8668.00 ... 8642.00 8604.00 P
164 p2604 20250715 8592.00 ... 8586.00 8546.00 P
165 p2605 20250715 8518.00 ... 8500.00 8470.00 P
166 p2606 20250715 8486.00 ... 8452.00 8420.00 P
167 p2607 20250715 0.00 ... 8420.00 8420.00 P
168 pg2507 20250715 4150.00 ... 4150.00 4179.00 PG
169 pg2508 20250715 4203.00 ... 4160.00 4182.00 PG
170 pg2509 20250715 4100.00 ... 4059.00 4090.00 PG
171 pg2510 20250715 4532.00 ... 4478.00 4518.00 PG
172 pg2511 20250715 4448.00 ... 4396.00 4433.00 PG
173 pg2512 20250715 4373.00 ... 4329.00 4354.00 PG
174 pg2601 20250715 4292.00 ... 4235.00 4275.00 PG
175 pg2602 20250715 4173.00 ... 4155.00 4173.00 PG
176 pg2603 20250715 4134.00 ... 4064.00 4108.00 PG
177 pg2604 20250715 4347.00 ... 4348.00 4386.00 PG
178 pg2605 20250715 4276.00 ... 4250.00 4295.00 PG
179 pg2606 20250715 0.00 ... 4218.00 4218.00 PG
180 pp2508 20250715 7055.00 ... 7009.00 7051.00 PP
181 pp2509 20250715 7080.00 ... 7036.00 7065.00 PP
182 pp2510 20250715 7048.00 ... 7018.00 7045.00 PP
183 pp2511 20250715 7054.00 ... 7023.00 7050.00 PP
184 pp2512 20250715 7061.00 ... 7032.00 7054.00 PP
185 pp2601 20250715 7072.00 ... 7040.00 7058.00 PP
186 pp2602 20250715 7020.00 ... 7005.00 7032.00 PP
187 pp2603 20250715 0.00 ... 7048.00 7048.00 PP
188 pp2604 20250715 7068.00 ... 7051.00 7038.00 PP
189 pp2605 20250715 7066.00 ... 7035.00 7051.00 PP
190 pp2606 20250715 7015.00 ... 7006.00 7033.00 PP
191 pp2607 20250715 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250715 3585.00 ... 3583.00 3582.00 RR
193 rr2509 20250715 3599.00 ... 3605.00 3603.00 RR
194 rr2510 20250715 3612.00 ... 3614.00 3612.00 RR
195 rr2511 20250715 3610.00 ... 3611.00 3608.00 RR
196 rr2512 20250715 3606.00 ... 3606.00 3603.00 RR
197 rr2601 20250715 3612.00 ... 3610.00 3604.00 RR
198 rr2602 20250715 0.00 ... 3615.00 3615.00 RR
199 rr2603 20250715 0.00 ... 3617.00 3617.00 RR
200 rr2604 20250715 3621.00 ... 3621.00 3623.00 RR
201 rr2605 20250715 3619.00 ... 3619.00 3612.00 RR
202 rr2606 20250715 3620.00 ... 3615.00 3618.00 RR
203 rr2607 20250715 0.00 ... 3618.00 3618.00 RR
204 v2508 20250715 4971.00 ... 4949.00 4946.00 V
205 v2509 20250715 5010.00 ... 4991.00 4985.00 V
206 v2510 20250715 5040.00 ... 5017.00 5018.00 V
207 v2511 20250715 5068.00 ... 5048.00 5047.00 V
208 v2512 20250715 5085.00 ... 5069.00 5076.00 V
209 v2601 20250715 5131.00 ... 5098.00 5098.00 V
210 v2602 20250715 5150.00 ... 5109.00 5121.00 V
211 v2603 20250715 5157.00 ... 5135.00 5147.00 V
212 v2604 20250715 5293.00 ... 5283.00 5285.00 V
213 v2605 20250715 5307.00 ... 5287.00 5299.00 V
214 v2606 20250715 5286.00 ... 5276.00 5305.00 V
215 v2607 20250715 5356.00 ... 5345.00 5305.00 V
216 y2508 20250715 8010.00 ... 8016.00 7994.00 Y
217 y2509 20250715 8010.00 ... 8012.00 7988.00 Y
218 y2511 20250715 8000.00 ... 8010.00 7994.00 Y
219 y2512 20250715 8040.00 ... 8030.00 8028.00 Y
220 y2601 20250715 7972.00 ... 7964.00 7960.00 Y
221 y2603 20250715 7866.00 ... 7860.00 7878.00 Y
222 y2605 20250715 7640.00 ... 7636.00 7652.00 Y
223 y2607 20250715 7432.00 ... 7584.00 7652.00 Y
[224 rows x 12 columns]
2025-07-17 16:26:13,941 - future_1d - INFO - ak.get_dce_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 PS2508 20250715 41500.0 ... 42310.0 41320.0 PS
1 PS2509 20250715 41220.0 ... 41995.0 40990.0 PS
2 PS2510 20250715 40700.0 ... 41520.0 40510.0 PS
3 PS2511 20250715 39850.0 ... 40785.0 39830.0 PS
4 PS2512 20250715 42100.0 ... 42915.0 41945.0 PS
5 PS2601 20250715 41950.0 ... 42780.0 41795.0 PS
6 PS2602 20250715 41865.0 ... 42750.0 41935.0 PS
7 PS2603 20250715 41765.0 ... 42700.0 41725.0 PS
8 PS2604 20250715 41690.0 ... 42630.0 41510.0 PS
9 PS2605 20250715 41350.0 ... 42625.0 41425.0 PS
10 PS2606 20250715 42995.0 ... 43460.0 42575.0 PS
11 PS2607 20250715 42970.0 ... 43325.0 42575.0 PS
13 SI2508 20250715 8610.0 ... 8760.0 8550.0 SI
14 SI2509 20250715 8645.0 ... 8765.0 8545.0 SI
15 SI2510 20250715 8690.0 ... 8725.0 8515.0 SI
16 SI2511 20250715 8565.0 ... 8670.0 8455.0 SI
17 SI2512 20250715 8850.0 ... 8950.0 8795.0 SI
18 SI2601 20250715 8815.0 ... 8890.0 8715.0 SI
19 SI2602 20250715 8775.0 ... 8865.0 8725.0 SI
20 SI2603 20250715 8765.0 ... 8885.0 8720.0 SI
21 SI2604 20250715 8755.0 ... 8850.0 8665.0 SI
22 SI2605 20250715 8760.0 ... 8840.0 8670.0 SI
23 SI2606 20250715 8700.0 ... 8845.0 8675.0 SI
24 SI2607 20250715 8735.0 ... 8825.0 8675.0 SI
27 LC2508 20250715 66500.0 ... 66360.0 66800.0 LC
28 LC2509 20250715 66140.0 ... 66160.0 66520.0 LC
29 LC2510 20250715 66240.0 ... 65920.0 66240.0 LC
30 LC2511 20250715 65860.0 ... 65720.0 65960.0 LC
31 LC2512 20250715 66900.0 ... 66100.0 66360.0 LC
32 LC2601 20250715 66260.0 ... 66000.0 66260.0 LC
33 LC2602 20250715 66100.0 ... 66080.0 66320.0 LC
34 LC2603 20250715 66340.0 ... 66020.0 66440.0 LC
35 LC2604 20250715 66340.0 ... 66620.0 66800.0 LC
36 LC2605 20250715 66380.0 ... 66620.0 66880.0 LC
37 LC2606 20250715 66960.0 ... 66600.0 66820.0 LC
38 LC2607 20250715 66600.0 ... 66580.0 66820.0 LC
[36 rows x 12 columns]
2025-07-17 16:26:14,157 - future_1d - INFO - ak.get_gfex_daily('2025-07-15') done
2025-07-17 16:26:15,888 - future_1d - INFO - save future_daily 2025-07-15 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250716 6012.000 ... 6012.200 6004.000 IC
1 IC2508 20250716 5957.000 ... 5954.800 5947.400 IC
2 IC2509 20250716 5891.600 ... 5899.600 5892.800 IC
3 IC2512 20250716 5779.200 ... 5773.600 5769.800 IC
4 IF2507 20250716 4014.000 ... 4001.200 4009.800 IF
5 IF2508 20250716 4003.200 ... 3987.200 3994.400 IF
6 IF2509 20250716 3981.200 ... 3974.800 3981.400 IF
7 IF2512 20250716 3951.000 ... 3940.200 3948.000 IF
8 IH2507 20250716 2742.200 ... 2734.200 2740.200 IH
9 IH2508 20250716 2737.000 ... 2732.200 2737.000 IH
10 IH2509 20250716 2737.000 ... 2730.800 2735.800 IH
11 IH2512 20250716 2739.000 ... 2732.200 2737.000 IH
12 IM2507 20250716 6431.600 ... 6446.000 6418.400 IM
13 IM2508 20250716 6373.800 ... 6375.200 6348.400 IM
14 IM2509 20250716 6288.000 ... 6300.800 6274.800 IM
15 IM2512 20250716 6100.200 ... 6118.600 6096.200 IM
16 T2509 20250716 108.905 ... 108.860 108.885 T
17 T2512 20250716 108.955 ... 108.920 108.920 T
18 T2603 20250716 108.925 ... 108.885 108.900 T
19 TF2509 20250716 106.025 ... 106.020 106.015 TF
20 TF2512 20250716 106.120 ... 106.090 106.080 TF
21 TF2603 20250716 106.165 ... 106.130 106.120 TF
22 TL2509 20250716 120.830 ... 120.750 120.770 TL
23 TL2512 20250716 120.660 ... 120.590 120.590 TL
24 TL2603 20250716 120.510 ... 120.370 120.360 TL
25 TS2509 20250716 102.428 ... 102.430 102.414 TS
26 TS2512 20250716 102.508 ... 102.506 102.498 TS
27 TS2603 20250716 102.616 ... 102.598 102.600 TS
[28 rows x 12 columns]
2025-07-17 16:26:19,841 - future_1d - INFO - ak.get_cffex_daily('2025-07-16') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250716 520.2 520.9 ... 4485430.23 517.2 522.2 SC
1 SC2509 20250716 508 509.2 ... 2644025.24 507 509.3 SC
2 SC2510 20250716 501.8 502.6 ... 289837.27 500.5 502.2 SC
3 SC2511 20250716 495.8 496.6 ... 40326.01 494.7 496.2 SC
4 SC2512 20250716 491.3 492.5 ... 4960.4 491.1 493.5 SC
5 SC2601 20250716 488.5 489.6 ... 2975.66 487.8 490.1 SC
6 SC2602 20250716 485.5 487.1 ... 2763.22 484.7 486.8 SC
7 SC2603 20250716 482.5 483.3 ... 916.1 482.1 484.2 SC
8 SC2604 20250716 480.8 480.8 ... 622.86 479.1 483.1 SC
9 SC2605 20250716 478.4 481.8 ... 670.66 479 479.1 SC
10 SC2606 20250716 476.7 476.7 ... 428.18 475.7 477.9 SC
11 SC2607 20250716 ... 0 478.4 478.4 SC
12 SC2609 20250716 ... 0 473.5 475.3 SC
13 SC2612 20250716 465 466.6 ... 186.16 465.4 473.1 SC
14 SC2703 20250716 ... 0 467 468 SC
15 SC2706 20250716 462 462 ... 46.2 462 461.7 SC
16 SC2709 20250716 461.7 461.7 ... 92.34 461.7 461.3 SC
17 SC2712 20250716 461.3 461.3 ... 92.22 461.1 462.3 SC
18 SC2803 20250716 ... 0 462 462.9 SC
19 SC2806 20250716 458.6 458.6 ... 91.71 458.5 458.2 SC
21 LU2508 20250716 3644 3663 ... 3419.193 3633 3618 LU
22 LU2509 20250716 3656 3679 ... 306009.537 3649 3647 LU
23 LU2510 20250716 3617 3640 ... 203719.867 3621 3622 LU
24 LU2511 20250716 3584 3602 ... 30891.766 3591 3587 LU
25 LU2512 20250716 3564 3569 ... 245.539 3558 3551 LU
26 LU2601 20250716 3539 3553 ... 644.764 3542 3542 LU
27 LU2602 20250716 3517 3517 ... 17.541 3508 3525 LU
28 LU2603 20250716 3504 3523 ... 63.17 3509 3501 LU
29 LU2604 20250716 ... 0 3471 3471 LU
30 LU2605 20250716 3453 3476 ... 20.78 3463 3480 LU
31 LU2606 20250716 ... 0 3454 3454 LU
32 LU2607 20250716 3442 3457 ... 27.558 3444 3437 LU
34 NR2508 20250716 12330 12480 ... 258187.565 12365 12420 NR
35 NR2509 20250716 12400 12500 ... 953024.605 12390 12445 NR
36 NR2510 20250716 12385 12505 ... 85152.685 12400 12450 NR
37 NR2511 20250716 12395 12505 ... 6544.885 12415 12450 NR
38 NR2512 20250716 12420 12510 ... 1978.985 12445 12455 NR
39 NR2601 20250716 12400 12525 ... 6376.175 12450 12485 NR
40 NR2602 20250716 12425 12500 ... 635.925 12465 12545 NR
41 NR2603 20250716 ... 0 12495 12495 NR
42 NR2604 20250716 ... 0 12535 12535 NR
43 NR2605 20250716 ... 0 12565 12470 NR
44 NR2606 20250716 ... 0 12565 12510 NR
45 NR2607 20250716 ... 0 12510 12510 NR
47 BC2508 20250716 69160 69380 ... 100306.085 69170 69140 BC
48 BC2509 20250716 69220 69470 ... 30442.275 69260 69200 BC
49 BC2510 20250716 ... 0 69400 69600 BC
50 BC2511 20250716 ... 0 69190 69190 BC
51 BC2512 20250716 ... 0 69320 69320 BC
52 BC2601 20250716 ... 0 69480 69480 BC
53 BC2602 20250716 ... 0 69410 69410 BC
54 BC2603 20250716 ... 0 69290 69290 BC
55 BC2604 20250716 ... 0 69430 69430 BC
56 BC2605 20250716 ... 0 69460 69460 BC
57 BC2606 20250716 ... 0 67820 67820 BC
58 BC2607 20250716 ... 0 67820 67820 BC
60 EC2508 20250716 2128 2186.6 ... 120385.1985 2148.5 2090.7 EC
61 EC2510 20250716 1660 1719 ... 797356.2005 1652 1576.1 EC
62 EC2512 20250716 1827 1865 ... 85054.717 1807.5 1733.4 EC
63 EC2602 20250716 1516 1550 ... 12002.7735 1505.9 1479.3 EC
64 EC2604 20250716 1330 1355 ... 21288.313 1316.5 1293.3 EC
65 EC2606 20250716 1480 1498.6 ... 3062.575 1461.8 1437.8 EC
68 SC_TAS2508 20250716 0 0 ... SC_TAS
69 SC_TAS2509 20250716 ... SC_TAS
70 SC_TAS2510 20250716 ... SC_TAS
71 SC_TAS2511 20250716 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:26:19,922 - future_1d - INFO - ak.get_ine_daily('2025-07-16') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250716 7873.0 7878.0 ... 341557.35 7844.0 7846.0 AP
1 AP511 20250716 7683.0 7694.0 ... 2001.73 7669.0 7667.0 AP
2 AP512 20250716 7686.0 7710.0 ... 99.98 7691.0 7689.0 AP
3 AP601 20250716 7720.0 7729.0 ... 12491.28 7701.0 7697.0 AP
4 AP603 20250716 7649.0 7660.0 ... 91.80 7650.0 7654.0 AP
5 AP604 20250716 7700.0 7700.0 ... 15.38 7688.0 7693.0 AP
6 AP605 20250716 7718.0 7770.0 ... 224.71 7749.0 7745.0 AP
7 CF509 20250716 13850.0 14000.0 ... 1862494.05 13945.0 13830.0 CF
8 CF511 20250716 13760.0 13865.0 ... 242191.78 13815.0 13720.0 CF
9 CF601 20250716 13820.0 13905.0 ... 569788.87 13860.0 13785.0 CF
10 CF603 20250716 13785.0 13855.0 ... 1774.72 13810.0 13735.0 CF
11 CF605 20250716 13795.0 13870.0 ... 13704.58 13820.0 13750.0 CF
12 CF607 20250716 13830.0 13850.0 ... 103.73 13830.0 13770.0 CF
13 CJ509 20250716 9300.0 9415.0 ... 82150.98 9340.0 9325.0 CJ
14 CJ512 20250716 10135.0 10285.0 ... 5765.86 10185.0 10170.0 CJ
15 CJ601 20250716 10275.0 10430.0 ... 582245.54 10330.0 10290.0 CJ
16 CJ603 20250716 10385.0 10475.0 ... 6829.05 10385.0 10365.0 CJ
17 CJ605 20250716 10485.0 10665.0 ... 47322.29 10570.0 10555.0 CJ
18 CJ607 20250716 10570.0 10705.0 ... 223.52 10645.0 10630.0 CJ
19 CY508 20250716 0.0 0.0 ... 0.00 19785.0 19700.0 CY
20 CY509 20250716 20020.0 20205.0 ... 75545.86 20135.0 20050.0 CY
21 CY510 20250716 0.0 0.0 ... 0.00 19755.0 19670.0 CY
22 CY511 20250716 0.0 0.0 ... 0.00 20060.0 20060.0 CY
23 CY512 20250716 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250716 20045.0 20145.0 ... 723.33 20095.0 20045.0 CY
25 CY602 20250716 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250716 0.0 0.0 ... 0.00 20305.0 20215.0 CY
27 CY604 20250716 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250716 20060.0 20060.0 ... 10.03 20060.0 20015.0 CY
29 CY606 20250716 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250716 0.0 0.0 ... 0.00 19830.0 19800.0 CY
31 FG508 20250716 1079.0 1085.0 ... 16688.02 1078.0 1093.0 FG
32 FG509 20250716 1070.0 1077.0 ... 2805263.94 1068.0 1082.0 FG
33 FG510 20250716 1136.0 1140.0 ... 21287.53 1130.0 1137.0 FG
34 FG511 20250716 1115.0 1124.0 ... 27059.95 1114.0 1123.0 FG
35 FG512 20250716 1182.0 1186.0 ... 13050.22 1176.0 1188.0 FG
36 FG601 20250716 1168.0 1173.0 ... 352975.00 1163.0 1176.0 FG
37 FG602 20250716 1211.0 1216.0 ... 829.89 1206.0 1215.0 FG
38 FG603 20250716 1211.0 1212.0 ... 707.06 1202.0 1212.0 FG
39 FG604 20250716 1243.0 1245.0 ... 565.94 1236.0 1250.0 FG
40 FG605 20250716 1242.0 1242.0 ... 7488.79 1232.0 1246.0 FG
41 FG606 20250716 1255.0 1258.0 ... 352.79 1251.0 1264.0 FG
42 FG607 20250716 1254.0 1254.0 ... 127.25 1248.0 1264.0 FG
43 JR509 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250716 2372.0 2377.0 ... 6745.20 2358.0 2383.0 MA
53 MA509 20250716 2386.0 2391.0 ... 1066826.29 2376.0 2392.0 MA
54 MA510 20250716 2412.0 2414.0 ... 29651.57 2400.0 2413.0 MA
55 MA511 20250716 2430.0 2431.0 ... 50754.33 2417.0 2427.0 MA
56 MA512 20250716 2448.0 2452.0 ... 31177.33 2438.0 2449.0 MA
57 MA601 20250716 2453.0 2457.0 ... 113721.09 2444.0 2457.0 MA
58 MA602 20250716 2423.0 2425.0 ... 16.97 2425.0 2440.0 MA
59 MA603 20250716 2432.0 2432.0 ... 58.18 2424.0 2434.0 MA
60 MA604 20250716 2403.0 2403.0 ... 4.80 2399.0 2417.0 MA
61 MA605 20250716 2379.0 2381.0 ... 1641.54 2369.0 2380.0 MA
62 MA606 20250716 2384.0 2384.0 ... 35.63 2376.0 2388.0 MA
63 MA607 20250716 2386.0 2386.0 ... 9.52 2379.0 2383.0 MA
64 OI509 20250716 9410.0 9499.0 ... 2269007.61 9453.0 9441.0 OI
65 OI511 20250716 9398.0 9480.0 ... 134084.43 9440.0 9421.0 OI
66 OI601 20250716 9349.0 9428.0 ... 337198.91 9383.0 9363.0 OI
67 OI603 20250716 9288.0 9362.0 ... 1603.91 9325.0 9304.0 OI
68 OI605 20250716 9224.0 9279.0 ... 4041.70 9249.0 9230.0 OI
69 OI607 20250716 9192.0 9228.0 ... 27.63 9211.0 9204.0 OI
70 PF508 20250716 6486.0 6510.0 ... 50528.06 6494.0 6524.0 PF
71 PF509 20250716 6372.0 6376.0 ... 301456.44 6360.0 6390.0 PF
72 PF510 20250716 6406.0 6406.0 ... 67250.61 6384.0 6418.0 PF
73 PF511 20250716 6358.0 6370.0 ... 32492.66 6354.0 6382.0 PF
74 PF512 20250716 6350.0 6352.0 ... 9306.65 6340.0 6358.0 PF
75 PF601 20250716 6334.0 6360.0 ... 2675.07 6348.0 6370.0 PF
76 PF602 20250716 6354.0 6354.0 ... 3.18 6354.0 6380.0 PF
77 PF603 20250716 6358.0 6358.0 ... 3.18 6358.0 6422.0 PF
78 PF604 20250716 6368.0 6388.0 ... 9.57 6378.0 6384.0 PF
79 PF605 20250716 6376.0 6384.0 ... 6.38 6380.0 6382.0 PF
80 PF606 20250716 0.0 0.0 ... 0.00 6382.0 6390.0 PF
81 PF607 20250716 0.0 0.0 ... 0.00 6412.0 6440.0 PF
82 PK510 20250716 8200.0 8244.0 ... 137493.52 8218.0 8182.0 PK
83 PK511 20250716 8084.0 8110.0 ... 74622.15 8084.0 8030.0 PK
84 PK512 20250716 8006.0 8060.0 ... 329.55 8038.0 7990.0 PK
85 PK601 20250716 8012.0 8060.0 ... 4745.29 8036.0 7996.0 PK
86 PK603 20250716 8018.0 8032.0 ... 96.23 8020.0 7984.0 PK
87 PK604 20250716 8008.0 8020.0 ... 44.07 8014.0 7996.0 PK
88 PK605 20250716 8000.0 8018.0 ... 284.34 8010.0 7980.0 PK
89 PM509 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250716 5900.0 5918.0 ... 3745.76 5904.0 5904.0 PR
96 PR509 20250716 5878.0 5900.0 ... 270213.66 5882.0 5890.0 PR
97 PR510 20250716 5896.0 5914.0 ... 113786.38 5898.0 5898.0 PR
98 PR511 20250716 5884.0 5902.0 ... 15256.89 5886.0 5888.0 PR
99 PR512 20250716 5870.0 5882.0 ... 17.63 5876.0 5886.0 PR
100 PR601 20250716 5876.0 5896.0 ... 264.62 5880.0 5896.0 PR
101 PR602 20250716 5904.0 5910.0 ... 17.72 5908.0 5956.0 PR
102 PR603 20250716 5906.0 5906.0 ... 70.87 5906.0 5964.0 PR
103 PR604 20250716 5912.0 5912.0 ... 8.87 5912.0 5968.0 PR
104 PR605 20250716 5904.0 5912.0 ... 35.42 5904.0 5942.0 PR
105 PR606 20250716 0.0 0.0 ... 0.00 5922.0 5922.0 PR
106 PR607 20250716 5944.0 5944.0 ... 17.80 5934.0 5926.0 PR
107 PX508 20250716 6810.0 6848.0 ... 313.93 6826.0 6804.0 PX
108 PX509 20250716 6702.0 6748.0 ... 484258.91 6722.0 6716.0 PX
109 PX510 20250716 6688.0 6724.0 ... 71469.35 6694.0 6688.0 PX
110 PX511 20250716 6652.0 6684.0 ... 129767.45 6658.0 6652.0 PX
111 PX512 20250716 6654.0 6666.0 ... 28200.70 6642.0 6640.0 PX
112 PX601 20250716 6620.0 6636.0 ... 31845.21 6620.0 6618.0 PX
113 PX602 20250716 0.0 0.0 ... 0.00 6612.0 6640.0 PX
114 PX603 20250716 6594.0 6594.0 ... 6.59 6594.0 6600.0 PX
115 PX604 20250716 0.0 0.0 ... 0.00 6572.0 6560.0 PX
116 PX605 20250716 6586.0 6598.0 ... 46.04 6578.0 6572.0 PX
117 PX606 20250716 6590.0 6590.0 ... 3.30 6590.0 6568.0 PX
118 PX607 20250716 0.0 0.0 ... 0.00 6582.0 6614.0 PX
119 RI509 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250716 2656.0 2658.0 ... 15034.56 2646.0 2656.0 RM
126 RM509 20250716 2662.0 2664.0 ... 797352.70 2655.0 2657.0 RM
127 RM511 20250716 2434.0 2452.0 ... 6613.17 2442.0 2430.0 RM
128 RM601 20250716 2314.0 2323.0 ... 157091.91 2314.0 2308.0 RM
129 RM603 20250716 2291.0 2300.0 ... 8205.79 2293.0 2287.0 RM
130 RM605 20250716 2305.0 2308.0 ... 20674.95 2302.0 2303.0 RM
131 RM607 20250716 2300.0 2306.0 ... 1057.16 2298.0 2301.0 RM
132 RS508 20250716 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250716 5112.0 5123.0 ... 116.85 5080.0 5085.0 RS
134 RS511 20250716 5150.0 5150.0 ... 163.73 5116.0 5113.0 RS
135 RS607 20250716 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250716 1208.0 1210.0 ... 8051.83 1201.0 1215.0 SA
137 SA509 20250716 1213.0 1221.0 ... 2847696.91 1211.0 1226.0 SA
138 SA510 20250716 1234.0 1238.0 ... 139219.10 1227.0 1244.0 SA
139 SA511 20250716 1236.0 1241.0 ... 168309.10 1230.0 1248.0 SA
140 SA512 20250716 1262.0 1266.0 ... 48225.29 1256.0 1275.0 SA
141 SA601 20250716 1263.0 1268.0 ... 842427.52 1258.0 1276.0 SA
142 SA602 20250716 1278.0 1280.0 ... 4465.79 1267.0 1287.0 SA
143 SA603 20250716 1276.0 1279.0 ... 3880.09 1270.0 1293.0 SA
144 SA604 20250716 1303.0 1303.0 ... 986.69 1295.0 1313.0 SA
145 SA605 20250716 1304.0 1306.0 ... 22338.80 1296.0 1311.0 SA
146 SA606 20250716 1310.0 1318.0 ... 1137.79 1308.0 1323.0 SA
147 SA607 20250716 1317.0 1317.0 ... 366.42 1309.0 1321.0 SA
148 SF508 20250716 5472.0 5480.0 ... 8805.77 5440.0 5492.0 SF
149 SF509 20250716 5500.0 5500.0 ... 344595.71 5452.0 5502.0 SF
150 SF510 20250716 5456.0 5464.0 ... 40466.36 5432.0 5470.0 SF
151 SF511 20250716 5610.0 5610.0 ... 83127.65 5578.0 5618.0 SF
152 SF512 20250716 5578.0 5584.0 ... 14720.32 5552.0 5594.0 SF
153 SF601 20250716 5558.0 5562.0 ... 9937.21 5524.0 5570.0 SF
154 SF602 20250716 5502.0 5502.0 ... 496.11 5452.0 5504.0 SF
155 SF603 20250716 5614.0 5636.0 ... 123.16 5598.0 5628.0 SF
156 SF604 20250716 0.0 0.0 ... 0.00 5556.0 5612.0 SF
157 SF605 20250716 5596.0 5624.0 ... 233.94 5570.0 5638.0 SF
158 SF606 20250716 5538.0 5554.0 ... 35.90 5522.0 5584.0 SF
159 SF607 20250716 5656.0 5656.0 ... 14.02 5608.0 5540.0 SF
160 SH508 20250716 2488.0 2504.0 ... 80550.56 2468.0 2492.0 SH
161 SH509 20250716 2515.0 2534.0 ... 4676100.73 2496.0 2519.0 SH
162 SH510 20250716 2529.0 2553.0 ... 371506.90 2509.0 2543.0 SH
163 SH511 20250716 2508.0 2535.0 ... 308566.61 2485.0 2523.0 SH
164 SH512 20250716 2524.0 2539.0 ... 107918.05 2500.0 2526.0 SH
165 SH601 20250716 2502.0 2515.0 ... 155103.47 2473.0 2501.0 SH
166 SH602 20250716 2507.0 2513.0 ... 768.68 2488.0 2518.0 SH
167 SH603 20250716 2524.0 2526.0 ... 763.29 2494.0 2522.0 SH
168 SH604 20250716 2563.0 2564.0 ... 303.08 2526.0 2559.0 SH
169 SH605 20250716 2558.0 2570.0 ... 3445.11 2535.0 2556.0 SH
170 SH606 20250716 2570.0 2570.0 ... 61.20 2550.0 2579.0 SH
171 SH607 20250716 2536.0 2536.0 ... 15.22 2536.0 2574.0 SH
172 SM508 20250716 5756.0 5790.0 ... 9974.06 5754.0 5778.0 SM
173 SM509 20250716 5776.0 5794.0 ... 414323.19 5764.0 5798.0 SM
174 SM510 20250716 5746.0 5776.0 ... 37044.08 5752.0 5780.0 SM
175 SM511 20250716 5826.0 5838.0 ... 57396.03 5816.0 5844.0 SM
176 SM512 20250716 5812.0 5836.0 ... 10776.60 5814.0 5840.0 SM
177 SM601 20250716 5816.0 5826.0 ... 24881.10 5802.0 5832.0 SM
178 SM602 20250716 5802.0 5802.0 ... 5.80 5802.0 5838.0 SM
179 SM603 20250716 5812.0 5812.0 ... 17.41 5804.0 5846.0 SM
180 SM604 20250716 0.0 0.0 ... 0.00 5818.0 5848.0 SM
181 SM605 20250716 5824.0 5840.0 ... 343.23 5818.0 5850.0 SM
182 SM606 20250716 5854.0 5856.0 ... 26.25 5834.0 5864.0 SM
183 SM607 20250716 5852.0 5852.0 ... 8.77 5844.0 5846.0 SM
184 SR509 20250716 5813.0 5825.0 ... 818053.29 5804.0 5802.0 SR
185 SR511 20250716 5700.0 5718.0 ... 133887.94 5698.0 5688.0 SR
186 SR601 20250716 5650.0 5655.0 ... 112569.14 5638.0 5629.0 SR
187 SR603 20250716 5615.0 5621.0 ... 2905.57 5609.0 5600.0 SR
188 SR605 20250716 5588.0 5598.0 ... 5886.42 5585.0 5578.0 SR
189 SR607 20250716 5590.0 5590.0 ... 351.51 5579.0 5576.0 SR
190 TA508 20250716 4706.0 4722.0 ... 21391.11 4708.0 4722.0 TA
191 TA509 20250716 4702.0 4720.0 ... 1315836.44 4708.0 4708.0 TA
192 TA510 20250716 4680.0 4696.0 ... 46052.84 4682.0 4684.0 TA
193 TA511 20250716 4674.0 4688.0 ... 43985.67 4676.0 4672.0 TA
194 TA512 20250716 4674.0 4682.0 ... 10483.54 4670.0 4668.0 TA
195 TA601 20250716 4664.0 4672.0 ... 276603.57 4662.0 4668.0 TA
196 TA602 20250716 0.0 0.0 ... 0.00 4660.0 4654.0 TA
197 TA603 20250716 0.0 0.0 ... 0.00 4664.0 4680.0 TA
198 TA604 20250716 4672.0 4676.0 ... 18.69 4672.0 4674.0 TA
199 TA605 20250716 4682.0 4688.0 ... 4115.60 4680.0 4684.0 TA
200 TA606 20250716 4678.0 4678.0 ... 4.68 4678.0 4694.0 TA
201 TA607 20250716 0.0 0.0 ... 0.00 4690.0 4696.0 TA
202 UR508 20250716 1731.0 1732.0 ... 784.96 1729.0 1733.0 UR
203 UR509 20250716 1731.0 1739.0 ... 439871.18 1734.0 1738.0 UR
204 UR510 20250716 1721.0 1730.0 ... 14086.97 1724.0 1729.0 UR
205 UR511 20250716 1727.0 1736.0 ... 12941.44 1729.0 1733.0 UR
206 UR512 20250716 1718.0 1724.0 ... 24.11 1722.0 1729.0 UR
207 UR601 20250716 1712.0 1715.0 ... 49013.89 1710.0 1714.0 UR
208 UR602 20250716 1706.0 1710.0 ... 341.35 1707.0 1711.0 UR
209 UR603 20250716 1732.0 1735.0 ... 41.59 1733.0 1731.0 UR
210 UR604 20250716 1730.0 1732.0 ... 10.39 1731.0 1728.0 UR
211 UR605 20250716 1726.0 1732.0 ... 2113.92 1727.0 1725.0 UR
212 UR606 20250716 1723.0 1726.0 ... 86.17 1723.0 1723.0 UR
213 UR607 20250716 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-17 16:26:20,184 - future_1d - INFO - ak.get_czce_daily('2025-07-16') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250716 ... 77960 77930 CU
1 1 CU2509 20250716 ... 77950 77850 CU
2 2 CU2510 20250716 ... 77890 77780 CU
3 3 CU2511 20250716 ... 77880 77760 CU
4 4 CU2512 20250716 ... 77840 77720 CU
5 5 CU2601 20250716 ... 77800 77690 CU
6 6 CU2602 20250716 ... 77780 77680 CU
7 7 CU2603 20250716 ... 77780 77680 CU
8 8 CU2604 20250716 ... 77800 77700 CU
9 9 CU2605 20250716 ... 77790 77730 CU
10 10 CU2606 20250716 ... 77760 77720 CU
11 11 CU2607 20250716 ... 77820 77720 CU
12 12 BC2508 20250716 ... 69170 69140 BC
13 13 BC2509 20250716 ... 69260 69200 BC
14 14 BC2510 20250716 ... 69400 69600 BC
15 15 BC2511 20250716 ... 69190 69190 BC
16 16 BC2512 20250716 ... 69320 69320 BC
17 17 BC2601 20250716 ... 69480 69480 BC
18 18 BC2602 20250716 ... 69410 69410 BC
19 19 BC2603 20250716 ... 69290 69290 BC
20 20 BC2604 20250716 ... 69430 69430 BC
21 21 BC2605 20250716 ... 69460 69460 BC
22 22 BC2606 20250716 ... 67820 67820 BC
23 23 BC2607 20250716 ... 67820 67820 BC
24 24 AL2508 20250716 ... 20430 20390 AL
25 25 AL2509 20250716 ... 20400 20365 AL
26 26 AL2510 20250716 ... 20345 20310 AL
27 27 AL2511 20250716 ... 20275 20260 AL
28 28 AL2512 20250716 ... 20225 20210 AL
29 29 AL2601 20250716 ... 20200 20180 AL
30 30 AL2602 20250716 ... 20200 20165 AL
31 31 AL2603 20250716 ... 20220 20190 AL
32 32 AL2604 20250716 ... 20210 20200 AL
33 33 AL2605 20250716 ... 20240 20220 AL
34 34 AL2606 20250716 ... 20235 20210 AL
35 35 AL2607 20250716 ... 20245 20210 AL
36 36 ZN2508 20250716 ... 22015 22105 ZN
37 37 ZN2509 20250716 ... 22000 22105 ZN
38 38 ZN2510 20250716 ... 21985 22090 ZN
39 39 ZN2511 20250716 ... 21955 22070 ZN
40 40 ZN2512 20250716 ... 21925 22035 ZN
41 41 ZN2601 20250716 ... 21895 21995 ZN
42 42 ZN2602 20250716 ... 21885 22000 ZN
43 43 ZN2603 20250716 ... 21895 22010 ZN
44 44 ZN2604 20250716 ... 21885 22000 ZN
45 45 ZN2605 20250716 ... 21910 22000 ZN
46 46 ZN2606 20250716 ... 21905 22020 ZN
47 47 ZN2607 20250716 ... 21880 22020 ZN
48 48 PB2508 20250716 ... 16895 17010 PB
49 49 PB2509 20250716 ... 16925 17035 PB
50 50 PB2510 20250716 ... 16950 17055 PB
51 51 PB2511 20250716 ... 16980 17045 PB
52 52 PB2512 20250716 ... 16975 17075 PB
53 53 PB2601 20250716 ... 17005 17095 PB
54 54 PB2602 20250716 ... 17030 17055 PB
55 55 PB2603 20250716 ... 17075 17075 PB
56 56 PB2604 20250716 ... 17050 17040 PB
57 57 PB2605 20250716 ... 17040 17110 PB
58 58 PB2606 20250716 ... 17030 17130 PB
59 59 PB2607 20250716 ... 17020 17130 PB
60 60 NI2508 20250716 ... 120600 119460 NI
61 61 NI2509 20250716 ... 120710 119590 NI
62 62 NI2510 20250716 ... 120870 119740 NI
63 63 NI2511 20250716 ... 120870 119970 NI
64 64 NI2512 20250716 ... 121340 120190 NI
65 65 NI2601 20250716 ... 121390 120340 NI
66 66 NI2602 20250716 ... 121790 120210 NI
67 67 NI2603 20250716 ... 121890 120610 NI
68 68 NI2604 20250716 ... 122460 120590 NI
69 69 NI2605 20250716 ... 122350 121010 NI
70 70 NI2606 20250716 ... 122530 121060 NI
71 71 NI2607 20250716 ... 123040 121060 NI
72 72 SN2508 20250716 ... 263470 263730 SN
73 73 SN2509 20250716 ... 263650 263740 SN
74 74 SN2510 20250716 ... 263640 263650 SN
75 75 SN2511 20250716 ... 263520 263450 SN
76 76 SN2512 20250716 ... 263440 263340 SN
77 77 SN2601 20250716 ... 263120 263190 SN
78 78 SN2602 20250716 ... 263410 262780 SN
79 79 SN2603 20250716 ... 262690 263540 SN
80 80 SN2604 20250716 ... 263820 263780 SN
81 81 SN2605 20250716 ... 263830 263150 SN
82 82 SN2606 20250716 ... 263980 263650 SN
83 83 SN2607 20250716 ... 262970 263650 SN
84 84 AO2508 20250716 ... 3161 3195 AO
85 85 AO2509 20250716 ... 3139 3161 AO
86 86 AO2510 20250716 ... 3106 3124 AO
87 87 AO2511 20250716 ... 3084 3108 AO
88 88 AO2512 20250716 ... 3071 3096 AO
89 89 AO2601 20250716 ... 3069 3087 AO
90 90 AO2602 20250716 ... 3052 3079 AO
91 91 AO2603 20250716 ... 3063 3074 AO
92 92 AO2604 20250716 ... 3046 3066 AO
93 93 AO2605 20250716 ... 3041 3056 AO
94 94 AO2606 20250716 ... 3038 3050 AO
95 95 AO2607 20250716 ... 3058 3050 AO
96 96 AD2511 20250716 ... 19810 19775 AD
97 97 AD2512 20250716 ... 19740 19715 AD
98 98 AD2601 20250716 ... 19725 19685 AD
99 99 AD2602 20250716 ... 19700 19650 AD
100 100 AD2603 20250716 ... 19760 19760 AD
101 101 AD2604 20250716 ... 19645 19625 AD
102 102 AD2605 20250716 ... 19585 19585 AD
103 103 AD2606 20250716 ... 19550 19550 AD
104 104 AD2607 20250716 ... 19550 19550 AD
105 105 AU2508 20250716 ... 774.1 776.12 AU
106 106 AU2509 20250716 ... 775.26 778.2 AU
107 107 AU2510 20250716 ... 776.5 778.22 AU
108 108 AU2512 20250716 ... 778.54 780.42 AU
109 109 AU2602 20250716 ... 780.42 782.58 AU
110 110 AU2604 20250716 ... 782.72 784.16 AU
111 111 AU2606 20250716 ... 784.68 786.26 AU
112 112 AU2608 20250716 ... 786 786.26 AU
113 113 AG2508 20250716 ... 9134 9156 AG
114 114 AG2509 20250716 ... 9150 9173 AG
115 115 AG2510 20250716 ... 9160 9184 AG
116 116 AG2511 20250716 ... 9172 9193 AG
117 117 AG2512 20250716 ... 9178 9202 AG
118 118 AG2601 20250716 ... 9189 9214 AG
119 119 AG2602 20250716 ... 9203 9226 AG
120 120 AG2603 20250716 ... 9211 9235 AG
121 121 AG2604 20250716 ... 9224 9251 AG
122 122 AG2605 20250716 ... 9238 9263 AG
123 123 AG2606 20250716 ... 9249 9270 AG
124 124 AG2607 20250716 ... 9256 9270 AG
125 125 RB2508 20250716 ... 3051 3071 RB
126 126 RB2509 20250716 ... 3066 3079 RB
127 127 RB2510 20250716 ... 3108 3121 RB
128 128 RB2511 20250716 ... 3134 3145 RB
129 129 RB2512 20250716 ... 3151 3160 RB
130 130 RB2601 20250716 ... 3151 3161 RB
131 131 RB2602 20250716 ... 3140 3148 RB
132 132 RB2603 20250716 ... 3146 3155 RB
133 133 RB2604 20250716 ... 3148 3152 RB
134 134 RB2605 20250716 ... 3162 3171 RB
135 135 RB2606 20250716 ... 3172 3181 RB
136 136 RB2607 20250716 ... 3178 3181 RB
137 137 WR2508 20250716 ... 3212 3212 WR
138 138 WR2509 20250716 ... 3335 3335 WR
139 139 WR2510 20250716 ... 3357 3366 WR
140 140 WR2511 20250716 ... 3408 3408 WR
141 141 WR2512 20250716 ... 3392 3392 WR
142 142 WR2601 20250716 ... 3345 3361 WR
143 143 WR2602 20250716 ... 3396 3396 WR
144 144 WR2603 20250716 ... 3387 3387 WR
145 145 WR2604 20250716 ... 3392 3392 WR
146 146 WR2605 20250716 ... 3370 3370 WR
147 147 WR2606 20250716 ... 3400 3400 WR
148 148 WR2607 20250716 ... 3400 3400 WR
149 149 HC2508 20250716 ... 3247 3261 HC
150 150 HC2509 20250716 ... 3255 3266 HC
151 151 HC2510 20250716 ... 3252 3263 HC
152 152 HC2511 20250716 ... 3257 3268 HC
153 153 HC2512 20250716 ... 3264 3276 HC
154 154 HC2601 20250716 ... 3270 3277 HC
155 155 HC2602 20250716 ... 3269 3279 HC
156 156 HC2603 20250716 ... 3271 3280 HC
157 157 HC2604 20250716 ... 3285 3276 HC
158 158 HC2605 20250716 ... 3275 3284 HC
159 159 HC2606 20250716 ... 3279 3291 HC
160 160 HC2607 20250716 ... 3294 3291 HC
161 161 SS2508 20250716 ... 12715 12695 SS
162 162 SS2509 20250716 ... 12690 12685 SS
163 163 SS2510 20250716 ... 12745 12740 SS
164 164 SS2511 20250716 ... 12780 12780 SS
165 165 SS2512 20250716 ... 12820 12805 SS
166 166 SS2601 20250716 ... 12865 12850 SS
167 167 SS2602 20250716 ... 12890 12860 SS
168 168 SS2603 20250716 ... 12930 12925 SS
169 169 SS2604 20250716 ... 12945 12975 SS
170 170 SS2605 20250716 ... 13025 13000 SS
171 171 SS2606 20250716 ... 13060 13050 SS
172 172 SS2607 20250716 ... 13090 13050 SS
173 173 SC2508 20250716 ... 517.2 522.2 SC
174 174 SC2509 20250716 ... 507 509.3 SC
175 175 SC2510 20250716 ... 500.5 502.2 SC
176 176 SC2511 20250716 ... 494.7 496.2 SC
177 177 SC2512 20250716 ... 491.1 493.5 SC
178 178 SC2601 20250716 ... 487.8 490.1 SC
179 179 SC2602 20250716 ... 484.7 486.8 SC
180 180 SC2603 20250716 ... 482.1 484.2 SC
181 181 SC2604 20250716 ... 479.1 483.1 SC
182 182 SC2605 20250716 ... 479 479.1 SC
183 183 SC2606 20250716 ... 475.7 477.9 SC
184 184 SC2607 20250716 ... 478.4 478.4 SC
185 185 SC2609 20250716 ... 473.5 475.3 SC
186 186 SC2612 20250716 ... 465.4 473.1 SC
187 187 SC2703 20250716 ... 467 468 SC
188 188 SC2706 20250716 ... 462 461.7 SC
189 189 SC2709 20250716 ... 461.7 461.3 SC
190 190 SC2712 20250716 ... 461.1 462.3 SC
191 191 SC2803 20250716 ... 462 462.9 SC
192 192 SC2806 20250716 ... 458.5 458.2 SC
193 193 LU2508 20250716 ... 3633 3618 LU
194 194 LU2509 20250716 ... 3649 3647 LU
195 195 LU2510 20250716 ... 3621 3622 LU
196 196 LU2511 20250716 ... 3591 3587 LU
197 197 LU2512 20250716 ... 3558 3551 LU
198 198 LU2601 20250716 ... 3542 3542 LU
199 199 LU2602 20250716 ... 3508 3525 LU
200 200 LU2603 20250716 ... 3509 3501 LU
201 201 LU2604 20250716 ... 3471 3471 LU
202 202 LU2605 20250716 ... 3463 3480 LU
203 203 LU2606 20250716 ... 3454 3454 LU
204 204 LU2607 20250716 ... 3444 3437 LU
205 205 FU2508 20250716 ... 2838 2828 FU
206 206 FU2509 20250716 ... 2871 2867 FU
207 207 FU2510 20250716 ... 2879 2868 FU
208 208 FU2511 20250716 ... 2867 2856 FU
209 209 FU2512 20250716 ... 2860 2848 FU
210 210 FU2601 20250716 ... 2850 2844 FU
211 211 FU2602 20250716 ... 2843 2830 FU
212 212 FU2603 20250716 ... 2829 2819 FU
213 213 FU2604 20250716 ... 2817 2809 FU
214 214 FU2605 20250716 ... 2801 2799 FU
215 215 FU2606 20250716 ... 2789 2785 FU
216 216 FU2607 20250716 ... 2778 2774 FU
217 217 BU2508 20250716 ... 3648 3665 BU
218 218 BU2509 20250716 ... 3617 3631 BU
219 219 BU2510 20250716 ... 3563 3574 BU
220 220 BU2511 20250716 ... 3511 3521 BU
221 221 BU2512 20250716 ... 3442 3452 BU
222 222 BU2601 20250716 ... 3406 3410 BU
223 223 BU2602 20250716 ... 3400 3407 BU
224 224 BU2603 20250716 ... 3395 3394 BU
225 225 BU2604 20250716 ... 3385 3386 BU
226 226 BU2605 20250716 ... 3378 3388 BU
227 227 BU2606 20250716 ... 3378 3371 BU
228 228 BU2607 20250716 ... 3371 3371 BU
229 229 BU2609 20250716 ... 3363 3355 BU
230 230 BU2612 20250716 ... 3325 3295 BU
231 231 BU2703 20250716 ... 3312 3298 BU
232 232 BU2706 20250716 ... 3325 3304 BU
233 233 BR2508 20250716 ... 11470 11590 BR
234 234 BR2509 20250716 ... 11420 11550 BR
235 235 BR2510 20250716 ... 11395 11525 BR
236 236 BR2511 20250716 ... 11400 11540 BR
237 237 BR2512 20250716 ... 11410 11540 BR
238 238 BR2601 20250716 ... 11425 11540 BR
239 239 BR2602 20250716 ... 11420 11540 BR
240 240 BR2603 20250716 ... 11430 11580 BR
241 241 BR2604 20250716 ... 11425 11560 BR
242 242 BR2605 20250716 ... 11415 11555 BR
243 243 BR2606 20250716 ... 11445 11495 BR
244 244 BR2607 20250716 ... 11395 11495 BR
245 245 RU2508 20250716 ... 14360 14410 RU
246 246 RU2509 20250716 ... 14405 14420 RU
247 247 RU2510 20250716 ... 14420 14465 RU
248 248 RU2511 20250716 ... 14435 14445 RU
249 249 RU2601 20250716 ... 15275 15300 RU
250 250 RU2603 20250716 ... 15290 15310 RU
251 251 RU2604 20250716 ... 15305 15405 RU
252 252 RU2605 20250716 ... 15370 15385 RU
253 253 RU2606 20250716 ... 15315 15315 RU
254 254 RU2607 20250716 ... 15315 15315 RU
255 255 NR2508 20250716 ... 12365 12420 NR
256 256 NR2509 20250716 ... 12390 12445 NR
257 257 NR2510 20250716 ... 12400 12450 NR
258 258 NR2511 20250716 ... 12415 12450 NR
259 259 NR2512 20250716 ... 12445 12455 NR
260 260 NR2601 20250716 ... 12450 12485 NR
261 261 NR2602 20250716 ... 12465 12545 NR
262 262 NR2603 20250716 ... 12495 12495 NR
263 263 NR2604 20250716 ... 12535 12535 NR
264 264 NR2605 20250716 ... 12565 12470 NR
265 265 NR2606 20250716 ... 12565 12510 NR
266 266 NR2607 20250716 ... 12510 12510 NR
267 267 SP2508 20250716 ... 5214 5218 SP
268 268 SP2509 20250716 ... 5240 5240 SP
269 269 SP2510 20250716 ... 5232 5236 SP
270 270 SP2511 20250716 ... 5210 5216 SP
271 271 SP2512 20250716 ... 5188 5194 SP
272 272 SP2601 20250716 ... 5398 5394 SP
273 273 SP2602 20250716 ... 5336 5334 SP
274 274 SP2603 20250716 ... 5340 5338 SP
275 275 SP2604 20250716 ... 5328 5324 SP
276 276 SP2605 20250716 ... 5336 5332 SP
277 277 SP2606 20250716 ... 5342 5330 SP
278 278 SP2607 20250716 ... 5350 5330 SP
279 279 EC2508 20250716 ... 2148.5 2090.7 EC
280 280 EC2510 20250716 ... 1652 1576.1 EC
281 281 EC2512 20250716 ... 1807.5 1733.4 EC
282 282 EC2602 20250716 ... 1505.9 1479.3 EC
283 283 EC2604 20250716 ... 1316.5 1293.3 EC
284 284 EC2606 20250716 ... 1461.8 1437.8 EC
285 285 SC_TAS2508 20250716 ... SC_TAS
286 286 SC_TAS2509 20250716 ... SC_TAS
287 287 SC_TAS2510 20250716 ... SC_TAS
288 288 SC_TAS2511 20250716 ... SC_TAS
[289 rows x 13 columns]
2025-07-17 16:26:20,286 - future_1d - INFO - ak.get_shfe_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 a2509 20250716 4149.00 ... 4166.00 4143.00 A
1 a2511 20250716 4067.00 ... 4081.00 4063.00 A
2 a2601 20250716 4055.00 ... 4070.00 4053.00 A
3 a2603 20250716 4044.00 ... 4055.00 4043.00 A
4 a2605 20250716 4083.00 ... 4087.00 4075.00 A
5 a2607 20250716 4081.00 ... 4086.00 4089.00 A
6 b2508 20250716 3580.00 ... 3559.00 3571.00 B
7 b2509 20250716 3631.00 ... 3633.00 3635.00 B
8 b2510 20250716 3685.00 ... 3679.00 3681.00 B
9 b2511 20250716 3678.00 ... 3685.00 3682.00 B
10 b2512 20250716 3692.00 ... 3697.00 3696.00 B
11 b2601 20250716 3680.00 ... 3686.00 3679.00 B
12 b2602 20250716 3645.00 ... 3652.00 3651.00 B
13 b2603 20250716 3557.00 ... 3555.00 3558.00 B
14 b2604 20250716 3458.00 ... 3456.00 3456.00 B
15 b2605 20250716 3381.00 ... 3379.00 3379.00 B
16 b2606 20250716 3374.00 ... 3376.00 3373.00 B
17 b2607 20250716 3372.00 ... 3378.00 3370.00 B
18 bb2509 20250716 144.00 ... 144.20 145.05 BB
19 bb2511 20250716 143.70 ... 146.55 145.35 BB
20 bb2601 20250716 146.85 ... 146.60 149.35 BB
21 bb2603 20250716 0.00 ... 153.15 156.00 BB
22 bb2605 20250716 0.00 ... 153.15 156.00 BB
23 bb2607 20250716 0.00 ... 153.15 156.00 BB
24 bz2603 20250716 6151.00 ... 6153.00 6166.00 BZ
25 bz2604 20250716 6142.00 ... 6149.00 6135.00 BZ
26 bz2605 20250716 6137.00 ... 6128.00 6132.00 BZ
27 bz2606 20250716 6150.00 ... 6135.00 6141.00 BZ
28 c2509 20250716 2296.00 ... 2294.00 2301.00 C
29 c2511 20250716 2268.00 ... 2266.00 2270.00 C
30 c2601 20250716 2236.00 ... 2235.00 2237.00 C
31 c2603 20250716 2241.00 ... 2240.00 2241.00 C
32 c2605 20250716 2273.00 ... 2272.00 2274.00 C
33 c2607 20250716 2280.00 ... 2283.00 2286.00 C
34 cs2509 20250716 2641.00 ... 2638.00 2646.00 CS
35 cs2511 20250716 2602.00 ... 2597.00 2605.00 CS
36 cs2601 20250716 2608.00 ... 2606.00 2608.00 CS
37 cs2603 20250716 2595.00 ... 2595.00 2597.00 CS
38 cs2605 20250716 2643.00 ... 2641.00 2641.00 CS
39 cs2607 20250716 2641.00 ... 2639.00 2646.00 CS
40 eb2507 20250716 0.00 ... 7260.00 7253.00 EB
41 eb2508 20250716 7356.00 ... 7340.00 7395.00 EB
42 eb2509 20250716 7277.00 ... 7253.00 7290.00 EB
43 eb2510 20250716 7194.00 ... 7180.00 7205.00 EB
44 eb2511 20250716 7136.00 ... 7119.00 7138.00 EB
45 eb2512 20250716 7105.00 ... 7088.00 7110.00 EB
46 eb2601 20250716 7087.00 ... 7094.00 7110.00 EB
47 eb2602 20250716 7112.00 ... 7114.00 7139.00 EB
48 eb2603 20250716 7109.00 ... 7126.00 7137.00 EB
49 eb2604 20250716 7131.00 ... 7131.00 7140.00 EB
50 eb2605 20250716 7128.00 ... 7109.00 7150.00 EB
51 eb2606 20250716 7120.00 ... 7120.00 7140.00 EB
52 eg2507 20250716 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250716 4305.00 ... 4309.00 4305.00 EG
54 eg2509 20250716 4329.00 ... 4333.00 4338.00 EG
55 eg2510 20250716 4338.00 ... 4334.00 4343.00 EG
56 eg2511 20250716 4334.00 ... 4334.00 4352.00 EG
57 eg2512 20250716 4330.00 ... 4339.00 4353.00 EG
58 eg2601 20250716 4344.00 ... 4342.00 4348.00 EG
59 eg2602 20250716 4336.00 ... 4350.00 4356.00 EG
60 eg2603 20250716 4364.00 ... 4362.00 4353.00 EG
61 eg2604 20250716 4379.00 ... 4379.00 4363.00 EG
62 eg2605 20250716 4365.00 ... 4369.00 4371.00 EG
63 eg2606 20250716 4356.00 ... 4364.00 4376.00 EG
64 fb2508 20250716 0.00 ... 1355.50 1355.50 FB
65 fb2509 20250716 1311.00 ... 1309.00 1312.00 FB
66 fb2510 20250716 1320.50 ... 1323.00 1321.50 FB
67 fb2511 20250716 1323.50 ... 1321.50 1324.50 FB
68 fb2512 20250716 1323.50 ... 1324.00 1325.00 FB
69 fb2601 20250716 1322.00 ... 1315.50 1322.00 FB
70 fb2602 20250716 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250716 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250716 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250716 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250716 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250716 0.00 ... 1297.00 1297.00 FB
76 i2508 20250716 768.00 ... 772.50 768.00 I
77 i2509 20250716 767.00 ... 771.50 765.00 I
78 i2510 20250716 762.00 ... 765.50 759.00 I
79 i2511 20250716 754.50 ... 757.50 751.50 I
80 i2512 20250716 747.50 ... 751.00 745.50 I
81 i2601 20250716 738.00 ... 741.50 736.50 I
82 i2602 20250716 735.50 ... 738.50 734.00 I
83 i2603 20250716 731.50 ... 734.50 730.00 I
84 i2604 20250716 727.00 ... 730.00 726.50 I
85 i2605 20250716 718.50 ... 721.00 716.50 I
86 i2606 20250716 712.50 ... 715.00 711.50 I
87 i2607 20250716 709.00 ... 710.50 707.00 I
88 j2508 20250716 1489.00 ... 1474.50 1483.50 J
89 j2509 20250716 1517.00 ... 1504.00 1516.50 J
90 j2510 20250716 1530.00 ... 1518.00 1530.00 J
91 j2511 20250716 1530.50 ... 1514.00 1545.00 J
92 j2512 20250716 0.00 ... 1552.50 1552.50 J
93 j2601 20250716 1562.00 ... 1545.00 1561.00 J
94 j2602 20250716 1552.50 ... 1548.00 1572.00 J
95 j2603 20250716 0.00 ... 1589.00 1589.00 J
96 j2604 20250716 1575.50 ... 1575.50 1584.50 J
97 j2605 20250716 1598.00 ... 1578.00 1600.00 J
98 j2606 20250716 0.00 ... 1591.50 1591.50 J
99 j2607 20250716 0.00 ... 1591.50 1591.50 J
100 jd2507 20250716 2900.00 ... 2900.00 2780.00 JD
101 jd2508 20250716 3470.00 ... 3457.00 3451.00 JD
102 jd2509 20250716 3616.00 ... 3605.00 3611.00 JD
103 jd2510 20250716 3423.00 ... 3419.00 3409.00 JD
104 jd2511 20250716 3429.00 ... 3430.00 3418.00 JD
105 jd2512 20250716 3570.00 ... 3566.00 3565.00 JD
106 jd2601 20250716 3620.00 ... 3619.00 3615.00 JD
107 jd2602 20250716 3193.00 ... 3190.00 3189.00 JD
108 jd2603 20250716 3193.00 ... 3191.00 3192.00 JD
109 jd2604 20250716 3337.00 ... 3333.00 3335.00 JD
110 jd2605 20250716 3413.00 ... 3404.00 3411.00 JD
111 jd2606 20250716 3264.00 ... 3262.00 3264.00 JD
112 jm2508 20250716 857.50 ... 852.50 857.50 JM
113 jm2509 20250716 912.00 ... 904.50 910.50 JM
114 jm2510 20250716 927.50 ... 917.50 925.00 JM
115 jm2511 20250716 941.00 ... 929.50 938.50 JM
116 jm2512 20250716 955.50 ... 940.00 950.00 JM
117 jm2601 20250716 961.00 ... 948.00 959.50 JM
118 jm2602 20250716 969.50 ... 951.50 968.00 JM
119 jm2603 20250716 972.50 ... 959.00 969.50 JM
120 jm2604 20250716 978.50 ... 964.00 973.00 JM
121 jm2605 20250716 987.00 ... 972.00 979.50 JM
122 jm2606 20250716 997.00 ... 985.50 990.50 JM
123 jm2607 20250716 992.00 ... 985.50 997.50 JM
124 l2508 20250716 7182.00 ... 7189.00 7217.00 L
125 l2509 20250716 7221.00 ... 7215.00 7243.00 L
126 l2510 20250716 7230.00 ... 7217.00 7246.00 L
127 l2511 20250716 7236.00 ... 7223.00 7256.00 L
128 l2512 20250716 7238.00 ... 7228.00 7258.00 L
129 l2601 20250716 7247.00 ... 7228.00 7259.00 L
130 l2602 20250716 7237.00 ... 7229.00 7252.00 L
131 l2603 20250716 7220.00 ... 7209.00 7262.00 L
132 l2604 20250716 7238.00 ... 7230.00 7277.00 L
133 l2605 20250716 7219.00 ... 7201.00 7239.00 L
134 l2606 20250716 7225.00 ... 7215.00 7230.00 L
135 l2607 20250716 7223.00 ... 7212.00 7274.00 L
136 lg2507 20250716 802.50 ... 802.50 802.00 LG
137 lg2509 20250716 788.00 ... 792.50 789.50 LG
138 lg2511 20250716 788.50 ... 791.50 790.00 LG
139 lg2601 20250716 793.50 ... 798.00 793.50 LG
140 lg2603 20250716 797.50 ... 799.50 795.00 LG
141 lg2605 20250716 801.00 ... 805.00 803.00 LG
142 lh2507 20250716 13915.00 ... 13895.00 14000.00 LH
143 lh2509 20250716 14235.00 ... 14100.00 14280.00 LH
144 lh2511 20250716 13615.00 ... 13545.00 13625.00 LH
145 lh2601 20250716 13750.00 ... 13725.00 13770.00 LH
146 lh2603 20250716 12965.00 ... 12930.00 12975.00 LH
147 lh2605 20250716 13155.00 ... 13125.00 13170.00 LH
148 m2508 20250716 2969.00 ... 2956.00 2967.00 M
149 m2509 20250716 2980.00 ... 2978.00 2986.00 M
150 m2511 20250716 3020.00 ... 3017.00 3024.00 M
151 m2512 20250716 3041.00 ... 3041.00 3046.00 M
152 m2601 20250716 3016.00 ... 3013.00 3019.00 M
153 m2603 20250716 2869.00 ... 2865.00 2870.00 M
154 m2605 20250716 2703.00 ... 2700.00 2702.00 M
155 m2607 20250716 2700.00 ... 2699.00 2704.00 M
156 p2508 20250716 8758.00 ... 8740.00 8768.00 P
157 p2509 20250716 8704.00 ... 8720.00 8754.00 P
158 p2510 20250716 8710.00 ... 8714.00 8732.00 P
159 p2511 20250716 8704.00 ... 8716.00 8724.00 P
160 p2512 20250716 8700.00 ... 8712.00 8732.00 P
161 p2601 20250716 8670.00 ... 8700.00 8720.00 P
162 p2602 20250716 8680.00 ... 8680.00 8692.00 P
163 p2603 20250716 8650.00 ... 8640.00 8642.00 P
164 p2604 20250716 0.00 ... 8586.00 8586.00 P
165 p2605 20250716 8478.00 ... 8490.00 8500.00 P
166 p2606 20250716 8456.00 ... 8452.00 8452.00 P
167 p2607 20250716 0.00 ... 8420.00 8420.00 P
168 pg2507 20250716 4072.00 ... 4056.00 4150.00 PG
169 pg2508 20250716 4120.00 ... 4108.00 4160.00 PG
170 pg2509 20250716 4028.00 ... 4019.00 4059.00 PG
171 pg2510 20250716 4450.00 ... 4442.00 4478.00 PG
172 pg2511 20250716 4361.00 ... 4360.00 4396.00 PG
173 pg2512 20250716 4284.00 ... 4285.00 4329.00 PG
174 pg2601 20250716 4205.00 ... 4210.00 4235.00 PG
175 pg2602 20250716 4128.00 ... 4124.00 4155.00 PG
176 pg2603 20250716 4053.00 ... 4046.00 4064.00 PG
177 pg2604 20250716 4343.00 ... 4347.00 4348.00 PG
178 pg2605 20250716 4263.00 ... 4241.00 4250.00 PG
179 pg2606 20250716 4164.00 ... 4179.00 4218.00 PG
180 pp2508 20250716 7000.00 ... 6996.00 7009.00 PP
181 pp2509 20250716 7018.00 ... 7014.00 7036.00 PP
182 pp2510 20250716 7007.00 ... 6993.00 7018.00 PP
183 pp2511 20250716 7008.00 ... 6999.00 7023.00 PP
184 pp2512 20250716 7020.00 ... 7008.00 7032.00 PP
185 pp2601 20250716 7027.00 ... 7012.00 7040.00 PP
186 pp2602 20250716 7005.00 ... 7005.00 7005.00 PP
187 pp2603 20250716 0.00 ... 7009.00 7048.00 PP
188 pp2604 20250716 0.00 ... 7014.00 7051.00 PP
189 pp2605 20250716 7018.00 ... 7009.00 7035.00 PP
190 pp2606 20250716 6999.00 ... 6993.00 7006.00 PP
191 pp2607 20250716 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250716 3579.00 ... 3580.00 3583.00 RR
193 rr2509 20250716 3611.00 ... 3613.00 3605.00 RR
194 rr2510 20250716 3616.00 ... 3617.00 3614.00 RR
195 rr2511 20250716 3617.00 ... 3619.00 3611.00 RR
196 rr2512 20250716 3611.00 ... 3608.00 3606.00 RR
197 rr2601 20250716 3612.00 ... 3611.00 3610.00 RR
198 rr2602 20250716 3617.00 ... 3614.00 3615.00 RR
199 rr2603 20250716 3611.00 ... 3615.00 3617.00 RR
200 rr2604 20250716 3619.00 ... 3623.00 3621.00 RR
201 rr2605 20250716 3620.00 ... 3620.00 3619.00 RR
202 rr2606 20250716 3613.00 ... 3614.00 3615.00 RR
203 rr2607 20250716 0.00 ... 3618.00 3618.00 RR
204 v2508 20250716 4926.00 ... 4908.00 4949.00 V
205 v2509 20250716 4978.00 ... 4950.00 4991.00 V
206 v2510 20250716 5002.00 ... 4977.00 5017.00 V
207 v2511 20250716 5026.00 ... 5003.00 5048.00 V
208 v2512 20250716 5056.00 ... 5032.00 5069.00 V
209 v2601 20250716 5082.00 ... 5062.00 5098.00 V
210 v2602 20250716 5096.00 ... 5081.00 5109.00 V
211 v2603 20250716 5115.00 ... 5100.00 5135.00 V
212 v2604 20250716 5245.00 ... 5243.00 5283.00 V
213 v2605 20250716 5271.00 ... 5250.00 5287.00 V
214 v2606 20250716 5287.00 ... 5260.00 5276.00 V
215 v2607 20250716 5300.00 ... 5276.00 5345.00 V
216 y2508 20250716 8034.00 ... 8028.00 8016.00 Y
217 y2509 20250716 8020.00 ... 8032.00 8012.00 Y
218 y2511 20250716 8016.00 ... 8030.00 8010.00 Y
219 y2512 20250716 8042.00 ... 8044.00 8030.00 Y
220 y2601 20250716 7968.00 ... 7992.00 7964.00 Y
221 y2603 20250716 7862.00 ... 7864.00 7860.00 Y
222 y2605 20250716 7638.00 ... 7648.00 7636.00 Y
223 y2607 20250716 7650.00 ... 7636.00 7584.00 Y
[224 rows x 12 columns]
2025-07-17 16:26:20,892 - future_1d - INFO - ak.get_dce_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 PS2508 20250716 42360.0 ... 42515.0 42310.0 PS
1 PS2509 20250716 42000.0 ... 42240.0 41995.0 PS
2 PS2510 20250716 41895.0 ... 41850.0 41520.0 PS
3 PS2511 20250716 41000.0 ... 41300.0 40785.0 PS
4 PS2512 20250716 43030.0 ... 43495.0 42915.0 PS
5 PS2601 20250716 43330.0 ... 43300.0 42780.0 PS
6 PS2602 20250716 43000.0 ... 43170.0 42750.0 PS
7 PS2603 20250716 42960.0 ... 43090.0 42700.0 PS
8 PS2604 20250716 42920.0 ... 43000.0 42630.0 PS
9 PS2605 20250716 42900.0 ... 43025.0 42625.0 PS
10 PS2606 20250716 43360.0 ... 44180.0 43460.0 PS
11 PS2607 20250716 43235.0 ... 44055.0 43325.0 PS
13 SI2508 20250716 8725.0 ... 8670.0 8760.0 SI
14 SI2509 20250716 8740.0 ... 8680.0 8765.0 SI
15 SI2510 20250716 8680.0 ... 8655.0 8725.0 SI
16 SI2511 20250716 8655.0 ... 8610.0 8670.0 SI
17 SI2512 20250716 9015.0 ... 8920.0 8950.0 SI
18 SI2601 20250716 8910.0 ... 8860.0 8890.0 SI
19 SI2602 20250716 8875.0 ... 8845.0 8865.0 SI
20 SI2603 20250716 8850.0 ... 8820.0 8885.0 SI
21 SI2604 20250716 8825.0 ... 8835.0 8850.0 SI
22 SI2605 20250716 8825.0 ... 8830.0 8840.0 SI
23 SI2606 20250716 8805.0 ... 8825.0 8845.0 SI
24 SI2607 20250716 8805.0 ... 8820.0 8825.0 SI
27 LC2508 20250716 67340.0 ... 66660.0 66360.0 LC
28 LC2509 20250716 67300.0 ... 66320.0 66160.0 LC
29 LC2510 20250716 66300.0 ... 66060.0 65920.0 LC
30 LC2511 20250716 66600.0 ... 65820.0 65720.0 LC
31 LC2512 20250716 66100.0 ... 66160.0 66100.0 LC
32 LC2601 20250716 66460.0 ... 66080.0 66000.0 LC
33 LC2602 20250716 66660.0 ... 66120.0 66080.0 LC
34 LC2603 20250716 66500.0 ... 66140.0 66020.0 LC
35 LC2604 20250716 67320.0 ... 66580.0 66620.0 LC
36 LC2605 20250716 66900.0 ... 66700.0 66620.0 LC
37 LC2606 20250716 67300.0 ... 66680.0 66600.0 LC
38 LC2607 20250716 67380.0 ... 66600.0 66580.0 LC
[36 rows x 12 columns]
2025-07-17 16:26:21,021 - future_1d - INFO - ak.get_gfex_daily('2025-07-16') done
2025-07-17 16:26:22,759 - future_1d - INFO - save future_daily 2025-07-16 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250717 6010.000 ... 6077.600 6012.200 IC
1 IC2508 20250717 5960.000 ... 6025.200 5954.800 IC
2 IC2509 20250717 5900.000 ... 5972.400 5899.600 IC
3 IC2512 20250717 5766.000 ... 5845.000 5773.600 IC
4 IF2507 20250717 4003.600 ... 4028.400 4001.200 IF
5 IF2508 20250717 3979.600 ... 4018.200 3987.200 IF
6 IF2509 20250717 3976.000 ... 4005.400 3974.800 IF
7 IF2512 20250717 3928.800 ... 3970.000 3940.200 IF
8 IH2507 20250717 2732.800 ... 2741.000 2734.200 IH
9 IH2508 20250717 2728.600 ... 2738.600 2732.200 IH
10 IH2509 20250717 2728.200 ... 2738.200 2730.800 IH
11 IH2512 20250717 2731.200 ... 2740.400 2732.200 IH
12 IM2507 20250717 6441.000 ... 6525.000 6446.000 IM
13 IM2508 20250717 6375.800 ... 6458.000 6375.200 IM
14 IM2509 20250717 6295.000 ... 6383.600 6300.800 IM
15 IM2512 20250717 6114.200 ... 6197.000 6118.600 IM
16 T2509 20250717 108.865 ... 108.875 108.860 T
17 T2512 20250717 108.915 ... 108.930 108.920 T
18 T2603 20250717 108.885 ... 108.910 108.885 T
19 TF2509 20250717 106.020 ... 106.040 106.020 TF
20 TF2512 20250717 106.095 ... 106.105 106.090 TF
21 TF2603 20250717 106.145 ... 106.160 106.130 TF
22 TL2509 20250717 120.750 ... 120.730 120.750 TL
23 TL2512 20250717 120.610 ... 120.550 120.590 TL
24 TL2603 20250717 120.400 ... 120.320 120.370 TL
25 TS2509 20250717 102.428 ... 102.436 102.430 TS
26 TS2512 20250717 102.472 ... 102.504 102.506 TS
27 TS2603 20250717 102.598 ... 102.594 102.598 TS
[28 rows x 12 columns]
2025-07-17 16:26:28,272 - future_1d - INFO - ak.get_cffex_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 SC2508 20250717 513 ... 513.6 517.2 SC
1 SC2509 20250717 503 ... 502.9 507 SC
2 SC2510 20250717 496.8 ... 496.6 500.5 SC
3 SC2511 20250717 490 ... 491.3 494.7 SC
4 SC2512 20250717 486 ... 488 491.1 SC
5 SC2601 20250717 481.9 ... 485 487.8 SC
6 SC2602 20250717 478.7 ... 481 484.7 SC
7 SC2603 20250717 478.1 ... 480.1 482.1 SC
8 SC2604 20250717 476.1 ... 476.1 479.1 SC
9 SC2605 20250717 474.5 ... 474.5 479 SC
10 SC2606 20250717 471.3 ... 473.4 475.7 SC
11 SC2607 20250717 ... 475.5 478.4 SC
12 SC2609 20250717 ... 473.5 473.5 SC
13 SC2612 20250717 463.7 ... 466.7 465.4 SC
14 SC2703 20250717 460.9 ... 463.8 467 SC
15 SC2706 20250717 459.9 ... 461.7 462 SC
16 SC2709 20250717 ... 461.7 461.7 SC
17 SC2712 20250717 457.8 ... 460 461.1 SC
18 SC2803 20250717 ... 461.9 462 SC
19 SC2806 20250717 456.8 ... 457.6 458.5 SC
21 LU2508 20250717 3575 ... 3568 3633 LU
22 LU2509 20250717 3601 ... 3585 3649 LU
23 LU2510 20250717 3581 ... 3579 3621 LU
24 LU2511 20250717 3566 ... 3558 3591 LU
25 LU2512 20250717 3558 ... 3536 3558 LU
26 LU2601 20250717 3513 ... 3518 3542 LU
27 LU2602 20250717 3496 ... 3496 3508 LU
28 LU2603 20250717 3472 ... 3479 3509 LU
29 LU2604 20250717 3452 ... 3452 3471 LU
30 LU2605 20250717 3450 ... 3441 3463 LU
31 LU2606 20250717 3395 ... 3411 3454 LU
32 LU2607 20250717 3410 ... 3419 3444 LU
34 NR2508 20250717 12455 ... 12520 12365 NR
35 NR2509 20250717 12470 ... 12540 12390 NR
36 NR2510 20250717 12480 ... 12560 12400 NR
37 NR2511 20250717 12450 ... 12575 12415 NR
38 NR2512 20250717 12525 ... 12610 12445 NR
39 NR2601 20250717 12485 ... 12585 12450 NR
40 NR2602 20250717 12620 ... 12630 12465 NR
41 NR2603 20250717 ... 12495 12495 NR
42 NR2604 20250717 12690 ... 12690 12535 NR
43 NR2605 20250717 12660 ... 12695 12565 NR
44 NR2606 20250717 12635 ... 12635 12565 NR
45 NR2607 20250717 ... 12510 12510 NR
47 BC2508 20250717 69010 ... 69080 69170 BC
48 BC2509 20250717 69150 ... 69190 69260 BC
49 BC2510 20250717 ... 69250 69400 BC
50 BC2511 20250717 ... 69190 69190 BC
51 BC2512 20250717 ... 69320 69320 BC
52 BC2601 20250717 ... 69480 69480 BC
53 BC2602 20250717 ... 69410 69410 BC
54 BC2603 20250717 ... 69290 69290 BC
55 BC2604 20250717 ... 69430 69430 BC
56 BC2605 20250717 ... 69460 69460 BC
57 BC2606 20250717 ... 67820 67820 BC
58 BC2607 20250717 ... 67820 67820 BC
60 EC2508 20250717 2153 ... 2141.6 2148.5 EC
61 EC2510 20250717 1609 ... 1588.4 1652 EC
62 EC2512 20250717 1774.2 ... 1752.1 1807.5 EC
63 EC2602 20250717 1485.5 ... 1470.3 1505.9 EC
64 EC2604 20250717 1289.1 ... 1289.8 1316.5 EC
65 EC2606 20250717 1421.6 ... 1443.4 1461.8 EC
68 SC_TAS2508 20250717 ... SC_TAS
69 SC_TAS2509 20250717 ... SC_TAS
70 SC_TAS2510 20250717 ... SC_TAS
71 SC_TAS2511 20250717 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 16:26:28,340 - future_1d - INFO - ak.get_ine_daily('2025-07-17') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250717 7850.0 7872.0 ... 203686.08 7831.0 7844.0 AP
1 AP511 20250717 7671.0 7683.0 ... 689.12 7657.0 7669.0 AP
2 AP512 20250717 7684.0 7685.0 ... 92.04 7670.0 7691.0 AP
3 AP601 20250717 7693.0 7720.0 ... 7108.49 7693.0 7701.0 AP
4 AP603 20250717 7618.0 7635.0 ... 22.88 7628.0 7650.0 AP
5 AP604 20250717 7665.0 7687.0 ... 46.06 7676.0 7688.0 AP
6 AP605 20250717 7740.0 7747.0 ... 92.82 7735.0 7749.0 AP
7 CF509 20250717 13980.0 14285.0 ... 3379128.60 14155.0 13945.0 CF
8 CF511 20250717 13825.0 14070.0 ... 266088.81 13960.0 13815.0 CF
9 CF601 20250717 13840.0 14085.0 ... 1070994.12 13980.0 13860.0 CF
10 CF603 20250717 13805.0 14025.0 ... 2394.07 13920.0 13810.0 CF
11 CF605 20250717 13840.0 14050.0 ... 27470.12 13930.0 13820.0 CF
12 CF607 20250717 13895.0 14050.0 ... 209.45 13965.0 13830.0 CF
13 CJ509 20250717 9340.0 9425.0 ... 77086.59 9365.0 9340.0 CJ
14 CJ512 20250717 10215.0 10295.0 ... 9382.67 10220.0 10185.0 CJ
15 CJ601 20250717 10350.0 10440.0 ... 580615.74 10360.0 10330.0 CJ
16 CJ603 20250717 10410.0 10525.0 ... 10388.49 10450.0 10385.0 CJ
17 CJ605 20250717 10580.0 10675.0 ... 53062.11 10610.0 10570.0 CJ
18 CJ607 20250717 10670.0 10735.0 ... 160.44 10695.0 10645.0 CJ
19 CY508 20250717 0.0 0.0 ... 0.00 20000.0 19785.0 CY
20 CY509 20250717 20170.0 20470.0 ... 107040.60 20355.0 20135.0 CY
21 CY510 20250717 0.0 0.0 ... 0.00 19970.0 19755.0 CY
22 CY511 20250717 20150.0 20150.0 ... 10.08 20150.0 20060.0 CY
23 CY512 20250717 20570.0 20570.0 ... 20.38 20380.0 19910.0 CY
24 CY601 20250717 20165.0 20380.0 ... 1023.63 20270.0 20095.0 CY
25 CY602 20250717 0.0 0.0 ... 0.00 19960.0 19840.0 CY
26 CY603 20250717 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250717 0.0 0.0 ... 0.00 19880.0 19750.0 CY
28 CY605 20250717 0.0 0.0 ... 0.00 20170.0 20060.0 CY
29 CY606 20250717 0.0 0.0 ... 0.00 19955.0 19800.0 CY
30 CY607 20250717 0.0 0.0 ... 0.00 19900.0 19830.0 CY
31 FG508 20250717 1082.0 1110.0 ... 18978.91 1092.0 1078.0 FG
32 FG509 20250717 1069.0 1097.0 ... 3968366.66 1083.0 1068.0 FG
33 FG510 20250717 1133.0 1151.0 ... 21526.48 1142.0 1130.0 FG
34 FG511 20250717 1117.0 1130.0 ... 43513.69 1123.0 1114.0 FG
35 FG512 20250717 1178.0 1190.0 ... 30135.61 1183.0 1176.0 FG
36 FG601 20250717 1162.0 1173.0 ... 494627.01 1166.0 1163.0 FG
37 FG602 20250717 1205.0 1214.0 ... 1359.16 1209.0 1206.0 FG
38 FG603 20250717 1203.0 1209.0 ... 1085.54 1203.0 1202.0 FG
39 FG604 20250717 1238.0 1245.0 ... 413.92 1239.0 1236.0 FG
40 FG605 20250717 1232.0 1240.0 ... 10462.93 1235.0 1232.0 FG
41 FG606 20250717 1252.0 1258.0 ... 316.03 1254.0 1251.0 FG
42 FG607 20250717 1253.0 1255.0 ... 82.56 1251.0 1248.0 FG
43 JR509 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250717 2350.0 2360.0 ... 2649.43 2351.0 2358.0 MA
53 MA509 20250717 2361.0 2380.0 ... 1064646.22 2369.0 2376.0 MA
54 MA510 20250717 2387.0 2403.0 ... 24917.13 2393.0 2400.0 MA
55 MA511 20250717 2402.0 2421.0 ... 35170.36 2410.0 2417.0 MA
56 MA512 20250717 2424.0 2439.0 ... 11806.18 2429.0 2438.0 MA
57 MA601 20250717 2426.0 2445.0 ... 115671.73 2436.0 2444.0 MA
58 MA602 20250717 2421.0 2429.0 ... 43.57 2421.0 2425.0 MA
59 MA603 20250717 2415.0 2427.0 ... 84.73 2421.0 2424.0 MA
60 MA604 20250717 2399.0 2402.0 ... 9.60 2401.0 2399.0 MA
61 MA605 20250717 2360.0 2369.0 ... 1866.61 2363.0 2369.0 MA
62 MA606 20250717 2370.0 2376.0 ... 54.53 2371.0 2376.0 MA
63 MA607 20250717 2365.0 2376.0 ... 64.08 2373.0 2379.0 MA
64 OI509 20250717 9451.0 9469.0 ... 3199880.91 9431.0 9453.0 OI
65 OI511 20250717 9445.0 9452.0 ... 217275.93 9414.0 9440.0 OI
66 OI601 20250717 9388.0 9404.0 ... 521170.69 9366.0 9383.0 OI
67 OI603 20250717 9325.0 9354.0 ... 2467.30 9311.0 9325.0 OI
68 OI605 20250717 9232.0 9280.0 ... 10273.54 9247.0 9249.0 OI
69 OI607 20250717 9217.0 9247.0 ... 64.53 9218.0 9211.0 OI
70 PF508 20250717 6482.0 6524.0 ... 48909.11 6496.0 6494.0 PF
71 PF509 20250717 6342.0 6384.0 ... 355504.78 6354.0 6360.0 PF
72 PF510 20250717 6370.0 6406.0 ... 115045.53 6376.0 6384.0 PF
73 PF511 20250717 6344.0 6376.0 ... 58078.46 6346.0 6354.0 PF
74 PF512 20250717 6328.0 6360.0 ... 11006.19 6332.0 6340.0 PF
75 PF601 20250717 6338.0 6366.0 ... 2760.01 6338.0 6348.0 PF
76 PF602 20250717 0.0 0.0 ... 0.00 6354.0 6354.0 PF
77 PF603 20250717 0.0 0.0 ... 0.00 6358.0 6358.0 PF
78 PF604 20250717 0.0 0.0 ... 0.00 6378.0 6378.0 PF
79 PF605 20250717 0.0 0.0 ... 0.00 6380.0 6380.0 PF
80 PF606 20250717 0.0 0.0 ... 0.00 6382.0 6382.0 PF
81 PF607 20250717 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250717 8242.0 8288.0 ... 220599.98 8258.0 8218.0 PK
83 PK511 20250717 8100.0 8126.0 ... 87989.25 8100.0 8084.0 PK
84 PK512 20250717 8058.0 8070.0 ... 277.75 8052.0 8038.0 PK
85 PK601 20250717 8060.0 8076.0 ... 6304.35 8052.0 8036.0 PK
86 PK603 20250717 8012.0 8038.0 ... 180.51 8022.0 8020.0 PK
87 PK604 20250717 8012.0 8030.0 ... 28.08 8022.0 8014.0 PK
88 PK605 20250717 8006.0 8036.0 ... 429.10 8022.0 8010.0 PK
89 PM509 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250717 5890.0 5932.0 ... 6341.67 5922.0 5904.0 PR
96 PR509 20250717 5872.0 5914.0 ... 330697.52 5894.0 5882.0 PR
97 PR510 20250717 5878.0 5932.0 ... 210704.26 5908.0 5898.0 PR
98 PR511 20250717 5876.0 5918.0 ... 42192.57 5898.0 5886.0 PR
99 PR512 20250717 5868.0 5894.0 ... 97.10 5886.0 5876.0 PR
100 PR601 20250717 5868.0 5910.0 ... 1296.59 5880.0 5880.0 PR
101 PR602 20250717 0.0 0.0 ... 0.00 5902.0 5908.0 PR
102 PR603 20250717 0.0 0.0 ... 0.00 5904.0 5906.0 PR
103 PR604 20250717 0.0 0.0 ... 0.00 5910.0 5912.0 PR
104 PR605 20250717 5890.0 5890.0 ... 8.84 5890.0 5904.0 PR
105 PR606 20250717 0.0 0.0 ... 0.00 5914.0 5922.0 PR
106 PR607 20250717 0.0 0.0 ... 0.00 5924.0 5934.0 PR
107 PX508 20250717 6808.0 6884.0 ... 216.00 6858.0 6826.0 PX
108 PX509 20250717 6692.0 6752.0 ... 536168.96 6714.0 6722.0 PX
109 PX510 20250717 6670.0 6724.0 ... 94646.17 6692.0 6694.0 PX
110 PX511 20250717 6636.0 6680.0 ... 152380.49 6646.0 6658.0 PX
111 PX512 20250717 6622.0 6662.0 ... 20560.53 6626.0 6642.0 PX
112 PX601 20250717 6596.0 6632.0 ... 41733.36 6602.0 6620.0 PX
113 PX602 20250717 6576.0 6590.0 ... 19.74 6580.0 6612.0 PX
114 PX603 20250717 0.0 0.0 ... 0.00 6594.0 6594.0 PX
115 PX604 20250717 6562.0 6562.0 ... 3.28 6562.0 6572.0 PX
116 PX605 20250717 6554.0 6580.0 ... 39.37 6562.0 6578.0 PX
117 PX606 20250717 6558.0 6592.0 ... 52.51 6564.0 6590.0 PX
118 PX607 20250717 6588.0 6588.0 ... 3.29 6588.0 6582.0 PX
119 RI509 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250717 2644.0 2712.0 ... 19367.47 2678.0 2646.0 RM
126 RM509 20250717 2651.0 2723.0 ... 1405382.84 2694.0 2655.0 RM
127 RM511 20250717 2438.0 2532.0 ... 24762.45 2497.0 2442.0 RM
128 RM601 20250717 2310.0 2388.0 ... 363842.22 2353.0 2314.0 RM
129 RM603 20250717 2292.0 2348.0 ... 29121.09 2321.0 2293.0 RM
130 RM605 20250717 2302.0 2343.0 ... 62634.08 2324.0 2302.0 RM
131 RM607 20250717 2298.0 2334.0 ... 2019.01 2313.0 2298.0 RM
132 RS508 20250717 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250717 5041.0 5068.0 ... 50.59 5059.0 5080.0 RS
134 RS511 20250717 5052.0 5109.0 ... 315.57 5090.0 5116.0 RS
135 RS607 20250717 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250717 1201.0 1219.0 ... 6196.61 1208.0 1201.0 SA
137 SA509 20250717 1207.0 1228.0 ... 3306391.71 1216.0 1211.0 SA
138 SA510 20250717 1226.0 1244.0 ... 194381.81 1232.0 1227.0 SA
139 SA511 20250717 1228.0 1246.0 ... 229733.41 1235.0 1230.0 SA
140 SA512 20250717 1252.0 1270.0 ... 50255.03 1262.0 1256.0 SA
141 SA601 20250717 1255.0 1273.0 ... 829594.24 1264.0 1258.0 SA
142 SA602 20250717 1269.0 1282.0 ... 5523.25 1277.0 1267.0 SA
143 SA603 20250717 1269.0 1283.0 ... 1811.71 1276.0 1270.0 SA
144 SA604 20250717 1295.0 1305.0 ... 670.17 1299.0 1295.0 SA
145 SA605 20250717 1292.0 1308.0 ... 23523.74 1300.0 1296.0 SA
146 SA606 20250717 1307.0 1319.0 ... 842.50 1312.0 1308.0 SA
147 SA607 20250717 1311.0 1320.0 ... 210.17 1314.0 1309.0 SA
148 SF508 20250717 5450.0 5468.0 ... 13647.85 5448.0 5440.0 SF
149 SF509 20250717 5450.0 5484.0 ... 334797.18 5456.0 5452.0 SF
150 SF510 20250717 5432.0 5452.0 ... 86513.29 5422.0 5432.0 SF
151 SF511 20250717 5588.0 5600.0 ... 109693.59 5570.0 5578.0 SF
152 SF512 20250717 5552.0 5572.0 ... 8769.45 5542.0 5552.0 SF
153 SF601 20250717 5520.0 5548.0 ... 11474.02 5524.0 5524.0 SF
154 SF602 20250717 5470.0 5490.0 ... 366.57 5472.0 5452.0 SF
155 SF603 20250717 5606.0 5622.0 ... 16.84 5612.0 5598.0 SF
156 SF604 20250717 0.0 0.0 ... 0.00 5574.0 5556.0 SF
157 SF605 20250717 5580.0 5600.0 ... 117.32 5588.0 5570.0 SF
158 SF606 20250717 5538.0 5540.0 ... 13.83 5534.0 5522.0 SF
159 SF607 20250717 0.0 0.0 ... 0.00 5640.0 5608.0 SF
160 SH508 20250717 2437.0 2459.0 ... 33764.47 2443.0 2468.0 SH
161 SH509 20250717 2465.0 2488.0 ... 2768978.12 2474.0 2496.0 SH
162 SH510 20250717 2484.0 2510.0 ... 400586.24 2492.0 2509.0 SH
163 SH511 20250717 2459.0 2491.0 ... 282835.42 2472.0 2485.0 SH
164 SH512 20250717 2468.0 2495.0 ... 44980.74 2478.0 2500.0 SH
165 SH601 20250717 2453.0 2473.0 ... 99330.85 2459.0 2473.0 SH
166 SH602 20250717 2483.0 2492.0 ... 864.28 2484.0 2488.0 SH
167 SH603 20250717 2484.0 2501.0 ... 806.39 2489.0 2494.0 SH
168 SH604 20250717 2529.0 2530.0 ... 22.73 2526.0 2526.0 SH
169 SH605 20250717 2513.0 2533.0 ... 1050.78 2520.0 2535.0 SH
170 SH606 20250717 2539.0 2548.0 ... 45.64 2535.0 2550.0 SH
171 SH607 20250717 2538.0 2558.0 ... 61.09 2545.0 2536.0 SH
172 SM508 20250717 5778.0 5792.0 ... 4473.80 5762.0 5754.0 SM
173 SM509 20250717 5780.0 5804.0 ... 424026.85 5774.0 5764.0 SM
174 SM510 20250717 5778.0 5786.0 ... 29298.72 5756.0 5752.0 SM
175 SM511 20250717 5822.0 5850.0 ... 59214.29 5824.0 5816.0 SM
176 SM512 20250717 5830.0 5848.0 ... 11637.23 5820.0 5814.0 SM
177 SM601 20250717 5812.0 5840.0 ... 29023.96 5814.0 5802.0 SM
178 SM602 20250717 5834.0 5834.0 ... 11.63 5814.0 5802.0 SM
179 SM603 20250717 5808.0 5808.0 ... 2.90 5808.0 5804.0 SM
180 SM604 20250717 0.0 0.0 ... 0.00 5830.0 5818.0 SM
181 SM605 20250717 5836.0 5850.0 ... 425.84 5834.0 5818.0 SM
182 SM606 20250717 0.0 0.0 ... 0.00 5842.0 5834.0 SM
183 SM607 20250717 0.0 0.0 ... 0.00 5850.0 5844.0 SM
184 SR509 20250717 5802.0 5833.0 ... 997495.25 5814.0 5804.0 SR
185 SR511 20250717 5695.0 5722.0 ... 128147.96 5704.0 5698.0 SR
186 SR601 20250717 5632.0 5656.0 ... 116820.11 5645.0 5638.0 SR
187 SR603 20250717 5600.0 5623.0 ... 2324.16 5614.0 5609.0 SR
188 SR605 20250717 5577.0 5596.0 ... 5189.72 5586.0 5585.0 SR
189 SR607 20250717 5568.0 5589.0 ... 401.69 5579.0 5579.0 SR
190 TA508 20250717 4692.0 4732.0 ... 10699.23 4712.0 4708.0 TA
191 TA509 20250717 4690.0 4726.0 ... 1627910.49 4708.0 4708.0 TA
192 TA510 20250717 4662.0 4698.0 ... 50188.56 4676.0 4682.0 TA
193 TA511 20250717 4654.0 4688.0 ... 38889.99 4666.0 4676.0 TA
194 TA512 20250717 4646.0 4676.0 ... 9429.92 4658.0 4670.0 TA
195 TA601 20250717 4634.0 4666.0 ... 310255.05 4646.0 4662.0 TA
196 TA602 20250717 4646.0 4660.0 ... 16.28 4650.0 4660.0 TA
197 TA603 20250717 4642.0 4654.0 ... 34.81 4642.0 4664.0 TA
198 TA604 20250717 4648.0 4662.0 ... 39.52 4650.0 4672.0 TA
199 TA605 20250717 4670.0 4672.0 ... 6847.84 4658.0 4680.0 TA
200 TA606 20250717 4664.0 4678.0 ... 13.99 4666.0 4678.0 TA
201 TA607 20250717 4662.0 4662.0 ... 2.33 4662.0 4690.0 TA
202 UR508 20250717 1724.0 1740.0 ... 249.70 1734.0 1729.0 UR
203 UR509 20250717 1733.0 1747.0 ... 477535.00 1740.0 1734.0 UR
204 UR510 20250717 1726.0 1738.0 ... 15153.80 1732.0 1724.0 UR
205 UR511 20250717 1731.0 1741.0 ... 16904.81 1734.0 1729.0 UR
206 UR512 20250717 1722.0 1727.0 ... 179.27 1724.0 1722.0 UR
207 UR601 20250717 1710.0 1722.0 ... 56956.51 1715.0 1710.0 UR
208 UR602 20250717 1709.0 1717.0 ... 352.88 1713.0 1707.0 UR
209 UR603 20250717 1736.0 1745.0 ... 226.61 1743.0 1733.0 UR
210 UR604 20250717 1733.0 1737.0 ... 24.29 1735.0 1731.0 UR
211 UR605 20250717 1727.0 1732.0 ... 2046.85 1729.0 1727.0 UR
212 UR606 20250717 1720.0 1727.0 ... 120.70 1724.0 1723.0 UR
213 UR607 20250717 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-17 16:26:28,627 - future_1d - INFO - ak.get_czce_daily('2025-07-17') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250717 ... 77900 77960 CU
1 1 CU2509 20250717 ... 77920 77950 CU
2 2 CU2510 20250717 ... 77870 77890 CU
3 3 CU2511 20250717 ... 77840 77880 CU
4 4 CU2512 20250717 ... 77770 77840 CU
5 5 CU2601 20250717 ... 77720 77800 CU
6 6 CU2602 20250717 ... 77680 77780 CU
7 7 CU2603 20250717 ... 77690 77780 CU
8 8 CU2604 20250717 ... 77710 77800 CU
9 9 CU2605 20250717 ... 77710 77790 CU
10 10 CU2606 20250717 ... 77680 77760 CU
11 11 CU2607 20250717 ... 77670 77820 CU
12 12 BC2508 20250717 ... 69080 69170 BC
13 13 BC2509 20250717 ... 69190 69260 BC
14 14 BC2510 20250717 ... 69250 69400 BC
15 15 BC2511 20250717 ... 69190 69190 BC
16 16 BC2512 20250717 ... 69320 69320 BC
17 17 BC2601 20250717 ... 69480 69480 BC
18 18 BC2602 20250717 ... 69410 69410 BC
19 19 BC2603 20250717 ... 69290 69290 BC
20 20 BC2604 20250717 ... 69430 69430 BC
21 21 BC2605 20250717 ... 69460 69460 BC
22 22 BC2606 20250717 ... 67820 67820 BC
23 23 BC2607 20250717 ... 67820 67820 BC
24 24 AL2508 20250717 ... 20455 20430 AL
25 25 AL2509 20250717 ... 20425 20400 AL
26 26 AL2510 20250717 ... 20365 20345 AL
27 27 AL2511 20250717 ... 20300 20275 AL
28 28 AL2512 20250717 ... 20245 20225 AL
29 29 AL2601 20250717 ... 20220 20200 AL
30 30 AL2602 20250717 ... 20215 20200 AL
31 31 AL2603 20250717 ... 20230 20220 AL
32 32 AL2604 20250717 ... 20230 20210 AL
33 33 AL2605 20250717 ... 20255 20240 AL
34 34 AL2606 20250717 ... 20250 20235 AL
35 35 AL2607 20250717 ... 20245 20245 AL
36 36 ZN2508 20250717 ... 22080 22015 ZN
37 37 ZN2509 20250717 ... 22060 22000 ZN
38 38 ZN2510 20250717 ... 22035 21985 ZN
39 39 ZN2511 20250717 ... 22005 21955 ZN
40 40 ZN2512 20250717 ... 21970 21925 ZN
41 41 ZN2601 20250717 ... 21935 21895 ZN
42 42 ZN2602 20250717 ... 21935 21885 ZN
43 43 ZN2603 20250717 ... 21945 21895 ZN
44 44 ZN2604 20250717 ... 22010 21885 ZN
45 45 ZN2605 20250717 ... 21965 21910 ZN
46 46 ZN2606 20250717 ... 21925 21905 ZN
47 47 ZN2607 20250717 ... 22000 21880 ZN
48 48 PB2508 20250717 ... 16870 16895 PB
49 49 PB2509 20250717 ... 16905 16925 PB
50 50 PB2510 20250717 ... 16945 16950 PB
51 51 PB2511 20250717 ... 16975 16980 PB
52 52 PB2512 20250717 ... 16980 16975 PB
53 53 PB2601 20250717 ... 17025 17005 PB
54 54 PB2602 20250717 ... 16965 17030 PB
55 55 PB2603 20250717 ... 16990 17075 PB
56 56 PB2604 20250717 ... 16990 17050 PB
57 57 PB2605 20250717 ... 16985 17040 PB
58 58 PB2606 20250717 ... 17005 17030 PB
59 59 PB2607 20250717 ... 16990 17020 PB
60 60 NI2508 20250717 ... 119630 120600 NI
61 61 NI2509 20250717 ... 119760 120710 NI
62 62 NI2510 20250717 ... 119900 120870 NI
63 63 NI2511 20250717 ... 119950 120870 NI
64 64 NI2512 20250717 ... 120200 121340 NI
65 65 NI2601 20250717 ... 120460 121390 NI
66 66 NI2602 20250717 ... 120700 121790 NI
67 67 NI2603 20250717 ... 120840 121890 NI
68 68 NI2604 20250717 ... 121130 122460 NI
69 69 NI2605 20250717 ... 121400 122350 NI
70 70 NI2606 20250717 ... 121380 122530 NI
71 71 NI2607 20250717 ... 121360 123040 NI
72 72 SN2508 20250717 ... 261740 263470 SN
73 73 SN2509 20250717 ... 261930 263650 SN
74 74 SN2510 20250717 ... 261940 263640 SN
75 75 SN2511 20250717 ... 262010 263520 SN
76 76 SN2512 20250717 ... 262120 263440 SN
77 77 SN2601 20250717 ... 262400 263120 SN
78 78 SN2602 20250717 ... 262080 263410 SN
79 79 SN2603 20250717 ... 262640 262690 SN
80 80 SN2604 20250717 ... 262930 263820 SN
81 81 SN2605 20250717 ... 262620 263830 SN
82 82 SN2606 20250717 ... 262240 263980 SN
83 83 SN2607 20250717 ... 262000 262970 SN
84 84 AO2508 20250717 ... 3093 3161 AO
85 85 AO2509 20250717 ... 3082 3139 AO
86 86 AO2510 20250717 ... 3066 3106 AO
87 87 AO2511 20250717 ... 3053 3084 AO
88 88 AO2512 20250717 ... 3044 3071 AO
89 89 AO2601 20250717 ... 3040 3069 AO
90 90 AO2602 20250717 ... 3033 3052 AO
91 91 AO2603 20250717 ... 3030 3063 AO
92 92 AO2604 20250717 ... 3022 3046 AO
93 93 AO2605 20250717 ... 3017 3041 AO
94 94 AO2606 20250717 ... 3010 3038 AO
95 95 AO2607 20250717 ... 3009 3058 AO
96 96 AD2511 20250717 ... 19835 19810 AD
97 97 AD2512 20250717 ... 19760 19740 AD
98 98 AD2601 20250717 ... 19705 19725 AD
99 99 AD2602 20250717 ... 19680 19700 AD
100 100 AD2603 20250717 ... 19760 19760 AD
101 101 AD2604 20250717 ... 19675 19645 AD
102 102 AD2605 20250717 ... 19595 19585 AD
103 103 AD2606 20250717 ... 19600 19550 AD
104 104 AD2607 20250717 ... 19550 19550 AD
105 105 AU2508 20250717 ... 775.56 774.1 AU
106 106 AU2509 20250717 ... 776.22 775.26 AU
107 107 AU2510 20250717 ... 777.66 776.5 AU
108 108 AU2512 20250717 ... 779.78 778.54 AU
109 109 AU2602 20250717 ... 782.38 780.42 AU
110 110 AU2604 20250717 ... 784.48 782.72 AU
111 111 AU2606 20250717 ... 786.5 784.68 AU
112 112 AU2608 20250717 ... 787.68 786 AU
113 113 AG2508 20250717 ... 9123 9134 AG
114 114 AG2509 20250717 ... 9133 9150 AG
115 115 AG2510 20250717 ... 9149 9160 AG
116 116 AG2511 20250717 ... 9158 9172 AG
117 117 AG2512 20250717 ... 9167 9178 AG
118 118 AG2601 20250717 ... 9166 9189 AG
119 119 AG2602 20250717 ... 9189 9203 AG
120 120 AG2603 20250717 ... 9203 9211 AG
121 121 AG2604 20250717 ... 9210 9224 AG
122 122 AG2605 20250717 ... 9224 9238 AG
123 123 AG2606 20250717 ... 9240 9249 AG
124 124 AG2607 20250717 ... 9249 9256 AG
125 125 RB2508 20250717 ... 3066 3051 RB
126 126 RB2509 20250717 ... 3080 3066 RB
127 127 RB2510 20250717 ... 3124 3108 RB
128 128 RB2511 20250717 ... 3148 3134 RB
129 129 RB2512 20250717 ... 3170 3151 RB
130 130 RB2601 20250717 ... 3171 3151 RB
131 131 RB2602 20250717 ... 3159 3140 RB
132 132 RB2603 20250717 ... 3166 3146 RB
133 133 RB2604 20250717 ... 3170 3148 RB
134 134 RB2605 20250717 ... 3186 3162 RB
135 135 RB2606 20250717 ... 3193 3172 RB
136 136 RB2607 20250717 ... 3199 3178 RB
137 137 WR2508 20250717 ... 3212 3212 WR
138 138 WR2509 20250717 ... 3335 3335 WR
139 139 WR2510 20250717 ... 3377 3357 WR
140 140 WR2511 20250717 ... 3408 3408 WR
141 141 WR2512 20250717 ... 3392 3392 WR
142 142 WR2601 20250717 ... 3355 3345 WR
143 143 WR2602 20250717 ... 3396 3396 WR
144 144 WR2603 20250717 ... 3387 3387 WR
145 145 WR2604 20250717 ... 3392 3392 WR
146 146 WR2605 20250717 ... 3370 3370 WR
147 147 WR2606 20250717 ... 3400 3400 WR
148 148 WR2607 20250717 ... 3400 3400 WR
149 149 HC2508 20250717 ... 3274 3247 HC
150 150 HC2509 20250717 ... 3281 3255 HC
151 151 HC2510 20250717 ... 3280 3252 HC
152 152 HC2511 20250717 ... 3284 3257 HC
153 153 HC2512 20250717 ... 3286 3264 HC
154 154 HC2601 20250717 ... 3295 3270 HC
155 155 HC2602 20250717 ... 3295 3269 HC
156 156 HC2603 20250717 ... 3298 3271 HC
157 157 HC2604 20250717 ... 3304 3285 HC
158 158 HC2605 20250717 ... 3298 3275 HC
159 159 HC2606 20250717 ... 3305 3279 HC
160 160 HC2607 20250717 ... 3315 3294 HC
161 161 SS2508 20250717 ... 12695 12715 SS
162 162 SS2509 20250717 ... 12675 12690 SS
163 163 SS2510 20250717 ... 12725 12745 SS
164 164 SS2511 20250717 ... 12755 12780 SS
165 165 SS2512 20250717 ... 12795 12820 SS
166 166 SS2601 20250717 ... 12845 12865 SS
167 167 SS2602 20250717 ... 12855 12890 SS
168 168 SS2603 20250717 ... 12900 12930 SS
169 169 SS2604 20250717 ... 12940 12945 SS
170 170 SS2605 20250717 ... 13000 13025 SS
171 171 SS2606 20250717 ... 13045 13060 SS
172 172 SS2607 20250717 ... 13055 13090 SS
173 173 SC2508 20250717 ... 513.6 517.2 SC
174 174 SC2509 20250717 ... 502.9 507 SC
175 175 SC2510 20250717 ... 496.6 500.5 SC
176 176 SC2511 20250717 ... 491.3 494.7 SC
177 177 SC2512 20250717 ... 488 491.1 SC
178 178 SC2601 20250717 ... 485 487.8 SC
179 179 SC2602 20250717 ... 481 484.7 SC
180 180 SC2603 20250717 ... 480.1 482.1 SC
181 181 SC2604 20250717 ... 476.1 479.1 SC
182 182 SC2605 20250717 ... 474.5 479 SC
183 183 SC2606 20250717 ... 473.4 475.7 SC
184 184 SC2607 20250717 ... 475.5 478.4 SC
185 185 SC2609 20250717 ... 473.5 473.5 SC
186 186 SC2612 20250717 ... 466.7 465.4 SC
187 187 SC2703 20250717 ... 463.8 467 SC
188 188 SC2706 20250717 ... 461.7 462 SC
189 189 SC2709 20250717 ... 461.7 461.7 SC
190 190 SC2712 20250717 ... 460 461.1 SC
191 191 SC2803 20250717 ... 461.9 462 SC
192 192 SC2806 20250717 ... 457.6 458.5 SC
193 193 LU2508 20250717 ... 3568 3633 LU
194 194 LU2509 20250717 ... 3585 3649 LU
195 195 LU2510 20250717 ... 3579 3621 LU
196 196 LU2511 20250717 ... 3558 3591 LU
197 197 LU2512 20250717 ... 3536 3558 LU
198 198 LU2601 20250717 ... 3518 3542 LU
199 199 LU2602 20250717 ... 3496 3508 LU
200 200 LU2603 20250717 ... 3479 3509 LU
201 201 LU2604 20250717 ... 3452 3471 LU
202 202 LU2605 20250717 ... 3441 3463 LU
203 203 LU2606 20250717 ... 3411 3454 LU
204 204 LU2607 20250717 ... 3419 3444 LU
205 205 FU2508 20250717 ... 2820 2838 FU
206 206 FU2509 20250717 ... 2861 2871 FU
207 207 FU2510 20250717 ... 2873 2879 FU
208 208 FU2511 20250717 ... 2866 2867 FU
209 209 FU2512 20250717 ... 2854 2860 FU
210 210 FU2601 20250717 ... 2844 2850 FU
211 211 FU2602 20250717 ... 2835 2843 FU
212 212 FU2603 20250717 ... 2823 2829 FU
213 213 FU2604 20250717 ... 2812 2817 FU
214 214 FU2605 20250717 ... 2790 2801 FU
215 215 FU2606 20250717 ... 2780 2789 FU
216 216 FU2607 20250717 ... 2771 2778 FU
217 217 BU2508 20250717 ... 3651 3648 BU
218 218 BU2509 20250717 ... 3628 3617 BU
219 219 BU2510 20250717 ... 3574 3563 BU
220 220 BU2511 20250717 ... 3521 3511 BU
221 221 BU2512 20250717 ... 3455 3442 BU
222 222 BU2601 20250717 ... 3413 3406 BU
223 223 BU2602 20250717 ... 3420 3400 BU
224 224 BU2603 20250717 ... 3401 3395 BU
225 225 BU2604 20250717 ... 3402 3385 BU
226 226 BU2605 20250717 ... 3397 3378 BU
227 227 BU2606 20250717 ... 3394 3378 BU
228 228 BU2607 20250717 ... 3371 3371 BU
229 229 BU2609 20250717 ... 3363 3363 BU
230 230 BU2612 20250717 ... 3327 3325 BU
231 231 BU2703 20250717 ... 3338 3312 BU
232 232 BU2706 20250717 ... 3337 3325 BU
233 233 BR2508 20250717 ... 11520 11470 BR
234 234 BR2509 20250717 ... 11480 11420 BR
235 235 BR2510 20250717 ... 11470 11395 BR
236 236 BR2511 20250717 ... 11475 11400 BR
237 237 BR2512 20250717 ... 11490 11410 BR
238 238 BR2601 20250717 ... 11500 11425 BR
239 239 BR2602 20250717 ... 11510 11420 BR
240 240 BR2603 20250717 ... 11460 11430 BR
241 241 BR2604 20250717 ... 11510 11425 BR
242 242 BR2605 20250717 ... 11500 11415 BR
243 243 BR2606 20250717 ... 11490 11445 BR
244 244 BR2607 20250717 ... 11530 11395 BR
245 245 RU2508 20250717 ... 14575 14360 RU
246 246 RU2509 20250717 ... 14570 14405 RU
247 247 RU2510 20250717 ... 14550 14420 RU
248 248 RU2511 20250717 ... 14570 14435 RU
249 249 RU2601 20250717 ... 15440 15275 RU
250 250 RU2603 20250717 ... 15385 15290 RU
251 251 RU2604 20250717 ... 15450 15305 RU
252 252 RU2605 20250717 ... 15495 15370 RU
253 253 RU2606 20250717 ... 15525 15315 RU
254 254 RU2607 20250717 ... 15570 15315 RU
255 255 NR2508 20250717 ... 12520 12365 NR
256 256 NR2509 20250717 ... 12540 12390 NR
257 257 NR2510 20250717 ... 12560 12400 NR
258 258 NR2511 20250717 ... 12575 12415 NR
259 259 NR2512 20250717 ... 12610 12445 NR
260 260 NR2601 20250717 ... 12585 12450 NR
261 261 NR2602 20250717 ... 12630 12465 NR
262 262 NR2603 20250717 ... 12495 12495 NR
263 263 NR2604 20250717 ... 12690 12535 NR
264 264 NR2605 20250717 ... 12695 12565 NR
265 265 NR2606 20250717 ... 12635 12565 NR
266 266 NR2607 20250717 ... 12510 12510 NR
267 267 SP2508 20250717 ... 5212 5214 SP
268 268 SP2509 20250717 ... 5246 5240 SP
269 269 SP2510 20250717 ... 5242 5232 SP
270 270 SP2511 20250717 ... 5220 5210 SP
271 271 SP2512 20250717 ... 5186 5188 SP
272 272 SP2601 20250717 ... 5408 5398 SP
273 273 SP2602 20250717 ... 5344 5336 SP
274 274 SP2603 20250717 ... 5346 5340 SP
275 275 SP2604 20250717 ... 5340 5328 SP
276 276 SP2605 20250717 ... 5346 5336 SP
277 277 SP2606 20250717 ... 5350 5342 SP
278 278 SP2607 20250717 ... 5350 5350 SP
279 279 EC2508 20250717 ... 2141.6 2148.5 EC
280 280 EC2510 20250717 ... 1588.4 1652 EC
281 281 EC2512 20250717 ... 1752.1 1807.5 EC
282 282 EC2602 20250717 ... 1470.3 1505.9 EC
283 283 EC2604 20250717 ... 1289.8 1316.5 EC
284 284 EC2606 20250717 ... 1443.4 1461.8 EC
285 285 SC_TAS2508 20250717 ... SC_TAS
286 286 SC_TAS2509 20250717 ... SC_TAS
287 287 SC_TAS2510 20250717 ... SC_TAS
288 288 SC_TAS2511 20250717 ... SC_TAS
[289 rows x 13 columns]
2025-07-17 16:26:28,731 - future_1d - INFO - ak.get_shfe_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 a2509 20250717 4179.00 ... 4194.00 4166.00 A
1 a2511 20250717 4093.00 ... 4106.00 4081.00 A
2 a2601 20250717 4081.00 ... 4095.00 4070.00 A
3 a2603 20250717 4064.00 ... 4084.00 4055.00 A
4 a2605 20250717 4108.00 ... 4117.00 4087.00 A
5 a2607 20250717 4109.00 ... 4113.00 4086.00 A
6 b2508 20250717 3558.00 ... 3582.00 3559.00 B
7 b2509 20250717 3632.00 ... 3667.00 3633.00 B
8 b2510 20250717 3666.00 ... 3716.00 3679.00 B
9 b2511 20250717 3690.00 ... 3718.00 3685.00 B
10 b2512 20250717 3699.00 ... 3729.00 3697.00 B
11 b2601 20250717 3686.00 ... 3711.00 3686.00 B
12 b2602 20250717 3665.00 ... 3673.00 3652.00 B
13 b2603 20250717 3560.00 ... 3576.00 3555.00 B
14 b2604 20250717 3460.00 ... 3470.00 3456.00 B
15 b2605 20250717 3383.00 ... 3395.00 3379.00 B
16 b2606 20250717 3380.00 ... 3385.00 3376.00 B
17 b2607 20250717 3385.00 ... 3388.00 3378.00 B
18 bb2509 20250717 143.55 ... 146.75 144.20 BB
19 bb2511 20250717 143.55 ... 148.35 146.55 BB
20 bb2601 20250717 144.00 ... 145.40 146.60 BB
21 bb2603 20250717 0.00 ... 151.90 153.15 BB
22 bb2605 20250717 0.00 ... 151.90 153.15 BB
23 bb2607 20250717 0.00 ... 151.90 153.15 BB
24 bz2603 20250717 6155.00 ... 6139.00 6153.00 BZ
25 bz2604 20250717 6151.00 ... 6132.00 6149.00 BZ
26 bz2605 20250717 6152.00 ... 6120.00 6128.00 BZ
27 bz2606 20250717 6116.00 ... 6122.00 6135.00 BZ
28 c2509 20250717 2290.00 ... 2286.00 2294.00 C
29 c2511 20250717 2260.00 ... 2259.00 2266.00 C
30 c2601 20250717 2234.00 ... 2234.00 2235.00 C
31 c2603 20250717 2238.00 ... 2240.00 2240.00 C
32 c2605 20250717 2271.00 ... 2273.00 2272.00 C
33 c2607 20250717 2281.00 ... 2285.00 2283.00 C
34 cs2509 20250717 2635.00 ... 2632.00 2638.00 CS
35 cs2511 20250717 2590.00 ... 2588.00 2597.00 CS
36 cs2601 20250717 2602.00 ... 2603.00 2606.00 CS
37 cs2603 20250717 2589.00 ... 2591.00 2595.00 CS
38 cs2605 20250717 2640.00 ... 2639.00 2641.00 CS
39 cs2607 20250717 2636.00 ... 2638.00 2639.00 CS
40 eb2507 20250717 0.00 ... 7260.00 7260.00 EB
41 eb2508 20250717 7310.00 ... 7290.00 7340.00 EB
42 eb2509 20250717 7220.00 ... 7221.00 7253.00 EB
43 eb2510 20250717 7158.00 ... 7160.00 7180.00 EB
44 eb2511 20250717 7093.00 ... 7102.00 7119.00 EB
45 eb2512 20250717 7070.00 ... 7073.00 7088.00 EB
46 eb2601 20250717 7079.00 ... 7074.00 7094.00 EB
47 eb2602 20250717 7108.00 ... 7092.00 7114.00 EB
48 eb2603 20250717 7112.00 ... 7109.00 7126.00 EB
49 eb2604 20250717 7115.00 ... 7113.00 7131.00 EB
50 eb2605 20250717 7117.00 ... 7114.00 7109.00 EB
51 eb2606 20250717 7102.00 ... 7102.00 7120.00 EB
52 eg2507 20250717 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250717 4306.00 ... 4326.00 4309.00 EG
54 eg2509 20250717 4351.00 ... 4367.00 4333.00 EG
55 eg2510 20250717 4353.00 ... 4368.00 4334.00 EG
56 eg2511 20250717 4354.00 ... 4355.00 4334.00 EG
57 eg2512 20250717 4350.00 ... 4355.00 4339.00 EG
58 eg2601 20250717 4322.00 ... 4350.00 4342.00 EG
59 eg2602 20250717 4353.00 ... 4353.00 4350.00 EG
60 eg2603 20250717 4357.00 ... 4355.00 4362.00 EG
61 eg2604 20250717 4380.00 ... 4380.00 4379.00 EG
62 eg2605 20250717 4375.00 ... 4383.00 4369.00 EG
63 eg2606 20250717 4383.00 ... 4380.00 4364.00 EG
64 fb2508 20250717 1355.50 ... 1356.50 1355.50 FB
65 fb2509 20250717 1312.00 ... 1294.00 1309.00 FB
66 fb2510 20250717 1325.00 ... 1309.00 1323.00 FB
67 fb2511 20250717 1325.50 ... 1306.50 1321.50 FB
68 fb2512 20250717 1328.00 ... 1309.50 1324.00 FB
69 fb2601 20250717 1330.50 ... 1307.50 1315.50 FB
70 fb2602 20250717 0.00 ... 1305.50 1294.00 FB
71 fb2603 20250717 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250717 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250717 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250717 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250717 0.00 ... 1297.00 1297.00 FB
76 i2508 20250717 772.00 ... 781.00 772.50 I
77 i2509 20250717 773.00 ... 782.00 771.50 I
78 i2510 20250717 767.50 ... 776.50 765.50 I
79 i2511 20250717 759.00 ... 768.00 757.50 I
80 i2512 20250717 752.50 ... 760.00 751.00 I
81 i2601 20250717 742.00 ... 750.00 741.50 I
82 i2602 20250717 739.00 ... 747.00 738.50 I
83 i2603 20250717 736.50 ... 742.00 734.50 I
84 i2604 20250717 731.00 ... 737.00 730.00 I
85 i2605 20250717 720.50 ... 728.00 721.00 I
86 i2606 20250717 717.00 ... 722.50 715.00 I
87 i2607 20250717 712.00 ... 717.50 710.50 I
88 j2508 20250717 1470.00 ... 1467.00 1474.50 J
89 j2509 20250717 1486.50 ... 1499.50 1504.00 J
90 j2510 20250717 1501.00 ... 1509.00 1518.00 J
91 j2511 20250717 1531.50 ... 1533.50 1514.00 J
92 j2512 20250717 1537.00 ... 1537.00 1552.50 J
93 j2601 20250717 1532.50 ... 1542.50 1545.00 J
94 j2602 20250717 0.00 ... 1545.50 1548.00 J
95 j2603 20250717 0.00 ... 1589.00 1589.00 J
96 j2604 20250717 0.00 ... 1575.50 1575.50 J
97 j2605 20250717 1583.50 ... 1584.50 1578.00 J
98 j2606 20250717 1587.50 ... 1587.50 1591.50 J
99 j2607 20250717 0.00 ... 1591.50 1591.50 J
100 jd2507 20250717 2729.00 ... 2814.00 2900.00 JD
101 jd2508 20250717 3470.00 ... 3462.00 3457.00 JD
102 jd2509 20250717 3600.00 ... 3594.00 3605.00 JD
103 jd2510 20250717 3420.00 ... 3388.00 3419.00 JD
104 jd2511 20250717 3421.00 ... 3393.00 3430.00 JD
105 jd2512 20250717 3563.00 ... 3541.00 3566.00 JD
106 jd2601 20250717 3615.00 ... 3601.00 3619.00 JD
107 jd2602 20250717 3191.00 ... 3176.00 3190.00 JD
108 jd2603 20250717 3192.00 ... 3179.00 3191.00 JD
109 jd2604 20250717 3331.00 ... 3313.00 3333.00 JD
110 jd2605 20250717 3403.00 ... 3390.00 3404.00 JD
111 jd2606 20250717 3264.00 ... 3258.00 3262.00 JD
112 jm2508 20250717 840.00 ... 850.50 852.50 JM
113 jm2509 20250717 895.00 ... 903.00 904.50 JM
114 jm2510 20250717 907.50 ... 915.00 917.50 JM
115 jm2511 20250717 922.50 ... 929.50 929.50 JM
116 jm2512 20250717 934.50 ... 944.00 940.00 JM
117 jm2601 20250717 942.50 ... 951.50 948.00 JM
118 jm2602 20250717 954.50 ... 960.00 951.50 JM
119 jm2603 20250717 959.00 ... 965.50 959.00 JM
120 jm2604 20250717 963.00 ... 968.00 964.00 JM
121 jm2605 20250717 968.50 ... 976.50 972.00 JM
122 jm2606 20250717 977.00 ... 984.50 985.50 JM
123 jm2607 20250717 988.50 ... 994.50 985.50 JM
124 l2508 20250717 7189.00 ... 7197.00 7189.00 L
125 l2509 20250717 7204.00 ... 7209.00 7215.00 L
126 l2510 20250717 7207.00 ... 7216.00 7217.00 L
127 l2511 20250717 7214.00 ... 7219.00 7223.00 L
128 l2512 20250717 7218.00 ... 7222.00 7228.00 L
129 l2601 20250717 7208.00 ... 7224.00 7228.00 L
130 l2602 20250717 7206.00 ... 7206.00 7229.00 L
131 l2603 20250717 0.00 ... 7209.00 7209.00 L
132 l2604 20250717 0.00 ... 7230.00 7230.00 L
133 l2605 20250717 7200.00 ... 7196.00 7201.00 L
134 l2606 20250717 7185.00 ... 7191.00 7215.00 L
135 l2607 20250717 7210.00 ... 7209.00 7212.00 L
136 lg2507 20250717 809.00 ... 801.00 802.50 LG
137 lg2509 20250717 799.50 ... 817.50 792.50 LG
138 lg2511 20250717 796.00 ... 813.50 791.50 LG
139 lg2601 20250717 806.50 ... 820.50 798.00 LG
140 lg2603 20250717 810.50 ... 817.00 799.50 LG
141 lg2605 20250717 815.00 ... 827.50 805.00 LG
142 lh2507 20250717 14000.00 ... 14010.00 13895.00 LH
143 lh2509 20250717 14000.00 ... 13985.00 14100.00 LH
144 lh2511 20250717 13505.00 ... 13505.00 13545.00 LH
145 lh2601 20250717 13690.00 ... 13720.00 13725.00 LH
146 lh2603 20250717 12910.00 ... 12940.00 12930.00 LH
147 lh2605 20250717 13130.00 ... 13130.00 13125.00 LH
148 m2508 20250717 2955.00 ... 2985.00 2956.00 M
149 m2509 20250717 2977.00 ... 3011.00 2978.00 M
150 m2511 20250717 3015.00 ... 3051.00 3017.00 M
151 m2512 20250717 3037.00 ... 3069.00 3041.00 M
152 m2601 20250717 3010.00 ... 3038.00 3013.00 M
153 m2603 20250717 2869.00 ... 2887.00 2865.00 M
154 m2605 20250717 2701.00 ... 2715.00 2700.00 M
155 m2607 20250717 2704.00 ... 2711.00 2699.00 M
156 p2508 20250717 8728.00 ... 8758.00 8740.00 P
157 p2509 20250717 8730.00 ... 8764.00 8720.00 P
158 p2510 20250717 8714.00 ... 8770.00 8714.00 P
159 p2511 20250717 8704.00 ... 8766.00 8716.00 P
160 p2512 20250717 8734.00 ... 8742.00 8712.00 P
161 p2601 20250717 8702.00 ... 8752.00 8700.00 P
162 p2602 20250717 8696.00 ... 8710.00 8680.00 P
163 p2603 20250717 8652.00 ... 8668.00 8640.00 P
164 p2604 20250717 0.00 ... 8586.00 8586.00 P
165 p2605 20250717 8484.00 ... 8526.00 8490.00 P
166 p2606 20250717 8468.00 ... 8464.00 8452.00 P
167 p2607 20250717 0.00 ... 8420.00 8420.00 P
168 pg2507 20250717 0.00 ... 4056.00 4056.00 PG
169 pg2508 20250717 4092.00 ... 4079.00 4108.00 PG
170 pg2509 20250717 3994.00 ... 3992.00 4019.00 PG
171 pg2510 20250717 4425.00 ... 4412.00 4442.00 PG
172 pg2511 20250717 4344.00 ... 4334.00 4360.00 PG
173 pg2512 20250717 4277.00 ... 4259.00 4285.00 PG
174 pg2601 20250717 4190.00 ... 4187.00 4210.00 PG
175 pg2602 20250717 4101.00 ... 4106.00 4124.00 PG
176 pg2603 20250717 4036.00 ... 4027.00 4046.00 PG
177 pg2604 20250717 4325.00 ... 4323.00 4347.00 PG
178 pg2605 20250717 4226.00 ... 4223.00 4241.00 PG
179 pg2606 20250717 4139.00 ... 4148.00 4179.00 PG
180 pp2508 20250717 6986.00 ... 6990.00 6996.00 PP
181 pp2509 20250717 7001.00 ... 7010.00 7014.00 PP
182 pp2510 20250717 6985.00 ... 6994.00 6993.00 PP
183 pp2511 20250717 6989.00 ... 6998.00 6999.00 PP
184 pp2512 20250717 6997.00 ... 7002.00 7008.00 PP
185 pp2601 20250717 6999.00 ... 7006.00 7012.00 PP
186 pp2602 20250717 0.00 ... 7005.00 7005.00 PP
187 pp2603 20250717 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250717 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250717 6996.00 ... 6999.00 7009.00 PP
190 pp2606 20250717 6990.00 ... 6990.00 6993.00 PP
191 pp2607 20250717 0.00 ... 7032.00 7033.00 PP
192 rr2508 20250717 3576.00 ... 3574.00 3580.00 RR
193 rr2509 20250717 3619.00 ... 3617.00 3613.00 RR
194 rr2510 20250717 3627.00 ... 3625.00 3617.00 RR
195 rr2511 20250717 3620.00 ... 3616.00 3619.00 RR
196 rr2512 20250717 3615.00 ... 3613.00 3608.00 RR
197 rr2601 20250717 3618.00 ... 3617.00 3611.00 RR
198 rr2602 20250717 3620.00 ... 3620.00 3614.00 RR
199 rr2603 20250717 0.00 ... 3615.00 3615.00 RR
200 rr2604 20250717 3626.00 ... 3626.00 3623.00 RR
201 rr2605 20250717 3622.00 ... 3622.00 3620.00 RR
202 rr2606 20250717 3614.00 ... 3614.00 3614.00 RR
203 rr2607 20250717 0.00 ... 3618.00 3618.00 RR
204 v2508 20250717 4895.00 ... 4906.00 4908.00 V
205 v2509 20250717 4932.00 ... 4944.00 4950.00 V
206 v2510 20250717 4956.00 ... 4974.00 4977.00 V
207 v2511 20250717 4990.00 ... 5003.00 5003.00 V
208 v2512 20250717 5019.00 ... 5031.00 5032.00 V
209 v2601 20250717 5041.00 ... 5061.00 5062.00 V
210 v2602 20250717 5041.00 ... 5075.00 5081.00 V
211 v2603 20250717 5098.00 ... 5101.00 5100.00 V
212 v2604 20250717 5236.00 ... 5238.00 5243.00 V
213 v2605 20250717 5230.00 ... 5254.00 5250.00 V
214 v2606 20250717 5262.00 ... 5270.00 5260.00 V
215 v2607 20250717 5291.00 ... 5285.00 5276.00 V
216 y2508 20250717 8010.00 ... 8030.00 8028.00 Y
217 y2509 20250717 8034.00 ... 8052.00 8032.00 Y
218 y2511 20250717 8040.00 ... 8060.00 8030.00 Y
219 y2512 20250717 8056.00 ... 8072.00 8044.00 Y
220 y2601 20250717 8000.00 ... 8012.00 7992.00 Y
221 y2603 20250717 7868.00 ... 7892.00 7864.00 Y
222 y2605 20250717 7654.00 ... 7660.00 7648.00 Y
223 y2607 20250717 7652.00 ... 7642.00 7636.00 Y
[224 rows x 12 columns]
2025-07-17 16:26:29,420 - future_1d - INFO - ak.get_dce_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 PS2508 20250717 43900.0 ... 44300.0 42515.0 PS
1 PS2509 20250717 43655.0 ... 44015.0 42240.0 PS
2 PS2510 20250717 43095.0 ... 43725.0 41850.0 PS
3 PS2511 20250717 42815.0 ... 43260.0 41300.0 PS
4 PS2512 20250717 44495.0 ... 45265.0 43495.0 PS
5 PS2601 20250717 44000.0 ... 45035.0 43300.0 PS
6 PS2602 20250717 44540.0 ... 45355.0 43170.0 PS
7 PS2603 20250717 44000.0 ... 45185.0 43090.0 PS
8 PS2604 20250717 44150.0 ... 44630.0 43000.0 PS
9 PS2605 20250717 43680.0 ... 44580.0 43025.0 PS
10 PS2606 20250717 44600.0 ... 46000.0 44180.0 PS
11 PS2607 20250717 45215.0 ... 45995.0 44055.0 PS
13 SI2508 20250717 8720.0 ... 8715.0 8670.0 SI
14 SI2509 20250717 8750.0 ... 8710.0 8680.0 SI
15 SI2510 20250717 8800.0 ... 8700.0 8655.0 SI
16 SI2511 20250717 8695.0 ... 8640.0 8610.0 SI
17 SI2512 20250717 8960.0 ... 8950.0 8920.0 SI
18 SI2601 20250717 8930.0 ... 8895.0 8860.0 SI
19 SI2602 20250717 8940.0 ... 8885.0 8845.0 SI
20 SI2603 20250717 8930.0 ... 8880.0 8820.0 SI
21 SI2604 20250717 8910.0 ... 8865.0 8835.0 SI
22 SI2605 20250717 8895.0 ... 8860.0 8830.0 SI
23 SI2606 20250717 8925.0 ... 8860.0 8825.0 SI
24 SI2607 20250717 8905.0 ... 8860.0 8820.0 SI
27 LC2508 20250717 67300.0 ... 67940.0 66660.0 LC
28 LC2509 20250717 66800.0 ... 68040.0 66320.0 LC
29 LC2510 20250717 66120.0 ... 67800.0 66060.0 LC
30 LC2511 20250717 65980.0 ... 67260.0 65820.0 LC
31 LC2512 20250717 66400.0 ... 67420.0 66160.0 LC
32 LC2601 20250717 66660.0 ... 67240.0 66080.0 LC
33 LC2602 20250717 66500.0 ... 67460.0 66120.0 LC
34 LC2603 20250717 66400.0 ... 67260.0 66140.0 LC
35 LC2604 20250717 66920.0 ... 67500.0 66580.0 LC
36 LC2605 20250717 67000.0 ... 67420.0 66700.0 LC
37 LC2606 20250717 66980.0 ... 67400.0 66680.0 LC
38 LC2607 20250717 67000.0 ... 67380.0 66600.0 LC
[36 rows x 12 columns]
2025-07-17 16:26:29,529 - future_1d - INFO - ak.get_gfex_daily('2025-07-17') done
2025-07-17 16:26:31,309 - future_1d - INFO - save future_daily 2025-07-17 add
2025-07-17 16:26:31,315 - future_1d - INFO - 0 1 2 3 4
symbol IC2507 IC2508 IC2509 IC2512 IF2507
date 2025-07-17 2025-07-17 2025-07-17 2025-07-17 2025-07-17
opencol 6010.0 5960.0 5900.0 5766.0 4003.6
high 6085.6 6033.0 5981.0 5853.0 4032.2
low 6001.0 5946.0 5890.8 5766.0 3999.2
close 6082.4 6030.6 5978.0 5849.4 4030.8
volume 27126.0 25245.0 38304.0 8341.0 27112.0
open_interest 19812.0 45447.0 102295.0 56207.0 23303.0
turnover 3283019.6 3029340.648 4554788.08 970916.996 3267707.112
settle 6077.6 6025.2 5972.4 5845.0 4028.4
pre_settle 6012.2 5954.8 5899.6 5773.6 4001.2
variety IC IC IC IC IF
exchange CFFEX CFFEX CFFEX CFFEX CFFEX
comd IC IC IC IC IF
contract IC2507 IC2508 IC2509 IC2512 IF2507
contract_yymm 2507 2508 2509 2512 2507
maturity_month 0 1 2 5 0
maturity_day -16 15 46 137 -16
=========================================================================
2025-07-17 18:25:46 Thu START TASK.01 future_1d future_daily
=========================================================================
2025-07-17 18:25:48,498 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250709 513 521 ... 6649274.55 515.7 509.9 SC
1 SC2509 20250709 508.4 513.8 ... 1940966.17 510.6 505 SC
2 SC2510 20250709 501.6 506.7 ... 388812.8 503.3 497.6 SC
3 SC2511 20250709 495.5 500.4 ... 36921.48 496.9 491.4 SC
4 SC2512 20250709 490.6 495.9 ... 20532.6 492.3 487.2 SC
5 SC2601 20250709 487.6 491.8 ... 25686.98 489.2 484.1 SC
6 SC2602 20250709 484.2 488 ... 20924.01 485.4 477.5 SC
7 SC2603 20250709 481.5 484.5 ... 4300.42 483.1 478 SC
8 SC2604 20250709 478.2 479.1 ... 95.73 478.6 475.6 SC
9 SC2605 20250709 ... 0 477.6 473.2 SC
10 SC2606 20250709 477 478.5 ... 429.98 477.7 474.7 SC
11 SC2607 20250709 ... 0 472.5 471.9 SC
12 SC2609 20250709 ... 0 472.6 472.4 SC
13 SC2612 20250709 472.2 472.2 ... 47.22 472.2 470.9 SC
14 SC2703 20250709 ... 0 467.9 466.9 SC
15 SC2706 20250709 469.9 471.6 ... 94.15 470.7 470.5 SC
16 SC2709 20250709 ... 0 466.8 464.9 SC
17 SC2712 20250709 ... 0 466.5 466.5 SC
18 SC2803 20250709 465.4 466.3 ... 186.33 465.8 465.3 SC
19 SC2806 20250709 ... 0 463.2 463.2 SC
21 LU2508 20250709 3698 3728 ... 7441.74 3709 3678 LU
22 LU2509 20250709 3680 3714 ... 265176.029 3697 3662 LU
23 LU2510 20250709 3643 3678 ... 133650.787 3662 3625 LU
24 LU2511 20250709 3606 3644 ... 5005.086 3626 3588 LU
25 LU2512 20250709 3580 3607 ... 86.326 3596 3550 LU
26 LU2601 20250709 3550 3575 ... 616.067 3561 3527 LU
27 LU2602 20250709 3543 3543 ... 3.543 3543 3506 LU
28 LU2603 20250709 3498 3523 ... 42.122 3510 3489 LU
29 LU2604 20250709 ... 0 3486 3486 LU
30 LU2605 20250709 3475 3495 ... 83.614 3483 3463 LU
31 LU2606 20250709 3467 3483 ... 121.719 3477 3449 LU
32 LU2607 20250709 3444 3469 ... 51.885 3459 3445 LU
34 NR2507 20250709 12030 12050 ... 1081.35 12015 11940 NR
35 NR2508 20250709 12075 12125 ... 741056.375 12040 12045 NR
36 NR2509 20250709 12080 12135 ... 473102.555 12060 12050 NR
37 NR2510 20250709 12085 12140 ... 72289.935 12075 12055 NR
38 NR2511 20250709 12080 12145 ... 1282.45 12095 12080 NR
39 NR2512 20250709 12100 12165 ... 859.745 12105 12105 NR
40 NR2601 20250709 12130 12190 ... 4538.14 12130 12125 NR
41 NR2602 20250709 12200 12200 ... 183 12200 12170 NR
42 NR2603 20250709 12195 12230 ... 85.29 12180 12155 NR
43 NR2604 20250709 12200 12200 ... 24.39 12195 12175 NR
44 NR2605 20250709 12250 12285 ... 85.75 12250 12215 NR
45 NR2606 20250709 12225 12225 ... 12.225 12225 12260 NR
47 BC2507 20250709 ... 0 70600 70600 BC
48 BC2508 20250709 70810 71340 ... 386873.235 70140 70690 BC
49 BC2509 20250709 70710 70900 ... 39587.96 69880 70530 BC
50 BC2510 20250709 70620 70620 ... 245.215 70060 70980 BC
51 BC2511 20250709 69510 69510 ... 483.565 69080 71800 BC
52 BC2512 20250709 ... 0 69750 70700 BC
53 BC2601 20250709 ... 0 69810 70900 BC
54 BC2602 20250709 ... 0 69410 69410 BC
55 BC2603 20250709 ... 0 69290 69290 BC
56 BC2604 20250709 ... 0 69750 70800 BC
57 BC2605 20250709 ... 0 68280 70970 BC
58 BC2606 20250709 ... 0 67820 70490 BC
60 EC2508 20250709 2015.2 2030 ... 252742.326 1990.2 1979 EC
61 EC2510 20250709 1385 1395.8 ... 71128.793 1382.4 1387.7 EC
62 EC2512 20250709 1555.4 1580 ... 16171.0555 1551.1 1571.8 EC
63 EC2602 20250709 1358.6 1359.5 ... 2110.858 1348.7 1356.5 EC
64 EC2604 20250709 1196 1196 ... 3890.1385 1184.2 1181.4 EC
65 EC2606 20250709 1339.8 1339.8 ... 662.649 1325.2 1333 EC
68 SC_TAS2508 20250709 ... SC_TAS
69 SC_TAS2509 20250709 ... SC_TAS
70 SC_TAS2510 20250709 ... SC_TAS
71 SC_TAS2511 20250709 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:25:48,746 - future_1d - INFO - ak.get_ine_daily('2025-07-09') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250709 7670.0 7800.0 ... 717100.00 7751.0 7666.0 AP
1 AP511 20250709 7540.0 7620.0 ... 2425.16 7579.0 7506.0 AP
2 AP512 20250709 7600.0 7646.0 ... 144.67 7614.0 7549.0 AP
3 AP601 20250709 7581.0 7678.0 ... 28720.63 7636.0 7574.0 AP
4 AP603 20250709 7608.0 7647.0 ... 213.38 7621.0 7556.0 AP
5 AP604 20250709 7691.0 7691.0 ... 306.98 7674.0 7638.0 AP
6 AP605 20250709 7699.0 7758.0 ... 681.15 7740.0 7683.0 AP
7 CF507 20250709 13560.0 13610.0 ... 2280.25 13535.0 13550.0 CF
8 CF509 20250709 13790.0 13855.0 ... 1487327.69 13770.0 13760.0 CF
9 CF511 20250709 13685.0 13745.0 ... 197156.00 13675.0 13670.0 CF
10 CF601 20250709 13750.0 13800.0 ... 406722.73 13740.0 13735.0 CF
11 CF603 20250709 13710.0 13765.0 ... 1330.90 13720.0 13700.0 CF
12 CF605 20250709 13745.0 13790.0 ... 6412.57 13715.0 13725.0 CF
13 CJ507 20250709 9450.0 9450.0 ... 47.03 9405.0 9450.0 CJ
14 CJ509 20250709 9400.0 9455.0 ... 211023.82 9380.0 9460.0 CJ
15 CJ512 20250709 10285.0 10330.0 ... 16923.27 10245.0 10330.0 CJ
16 CJ601 20250709 10400.0 10445.0 ... 1046991.67 10360.0 10470.0 CJ
17 CJ603 20250709 10505.0 10570.0 ... 21742.29 10490.0 10580.0 CJ
18 CJ605 20250709 10755.0 10810.0 ... 84099.51 10735.0 10855.0 CJ
19 CY507 20250709 0.0 0.0 ... 0.00 19805.0 19840.0 CY
20 CY508 20250709 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250709 19940.0 20005.0 ... 90368.84 19915.0 19950.0 CY
22 CY510 20250709 0.0 0.0 ... 0.00 19535.0 19570.0 CY
23 CY511 20250709 0.0 0.0 ... 0.00 20060.0 20060.0 CY
24 CY512 20250709 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250709 19900.0 19955.0 ... 89.37 19860.0 19935.0 CY
26 CY602 20250709 0.0 0.0 ... 0.00 19830.0 19830.0 CY
27 CY603 20250709 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250709 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250709 19915.0 19915.0 ... 9.96 19915.0 20025.0 CY
30 CY606 20250709 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250709 966.0 971.0 ... 139.72 970.0 960.0 FG
32 FG508 20250709 1042.0 1055.0 ... 19791.80 1047.0 1041.0 FG
33 FG509 20250709 1026.0 1037.0 ... 2504679.29 1029.0 1024.0 FG
34 FG510 20250709 1080.0 1087.0 ... 35154.50 1082.0 1075.0 FG
35 FG511 20250709 1067.0 1076.0 ... 47101.91 1071.0 1063.0 FG
36 FG512 20250709 1135.0 1143.0 ... 11175.48 1135.0 1129.0 FG
37 FG601 20250709 1121.0 1134.0 ... 311079.97 1125.0 1120.0 FG
38 FG602 20250709 1166.0 1172.0 ... 393.40 1164.0 1160.0 FG
39 FG603 20250709 1160.0 1169.0 ... 397.36 1162.0 1156.0 FG
40 FG604 20250709 1198.0 1207.0 ... 485.14 1201.0 1195.0 FG
41 FG605 20250709 1190.0 1203.0 ... 5510.66 1197.0 1191.0 FG
42 FG606 20250709 1214.0 1219.0 ... 230.58 1214.0 1208.0 FG
43 JR507 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250709 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250709 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250709 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250709 2382.0 2398.0 ... 19338.97 2382.0 2391.0 MA
55 MA509 20250709 2365.0 2380.0 ... 1934445.25 2365.0 2382.0 MA
56 MA510 20250709 2385.0 2397.0 ... 55009.54 2384.0 2394.0 MA
57 MA511 20250709 2401.0 2411.0 ... 55678.76 2396.0 2404.0 MA
58 MA512 20250709 2418.0 2434.0 ... 13120.86 2419.0 2426.0 MA
59 MA601 20250709 2415.0 2438.0 ... 198591.85 2422.0 2428.0 MA
60 MA602 20250709 2407.0 2421.0 ... 24.09 2409.0 2415.0 MA
61 MA603 20250709 2401.0 2415.0 ... 103.42 2405.0 2414.0 MA
62 MA604 20250709 2376.0 2376.0 ... 4.75 2376.0 2393.0 MA
63 MA605 20250709 2351.0 2360.0 ... 3346.64 2347.0 2359.0 MA
64 MA606 20250709 2357.0 2359.0 ... 42.37 2354.0 2360.0 MA
65 OI507 20250709 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250709 9588.0 9598.0 ... 2607031.01 9546.0 9535.0 OI
67 OI511 20250709 9583.0 9583.0 ... 140518.82 9539.0 9528.0 OI
68 OI601 20250709 9525.0 9540.0 ... 397715.17 9486.0 9484.0 OI
69 OI603 20250709 9477.0 9481.0 ... 3659.10 9431.0 9452.0 OI
70 OI605 20250709 9376.0 9376.0 ... 3615.18 9342.0 9339.0 OI
71 PF507 20250709 6568.0 6630.0 ... 132.51 6626.0 6626.0 PF
72 PF508 20250709 6522.0 6544.0 ... 279642.93 6528.0 6520.0 PF
73 PF509 20250709 6406.0 6432.0 ... 193303.73 6412.0 6398.0 PF
74 PF510 20250709 6402.0 6422.0 ... 61793.94 6400.0 6388.0 PF
75 PF511 20250709 6374.0 6390.0 ... 78746.78 6370.0 6358.0 PF
76 PF512 20250709 6346.0 6372.0 ... 49565.08 6360.0 6340.0 PF
77 PF601 20250709 6360.0 6386.0 ... 3592.77 6370.0 6352.0 PF
78 PF602 20250709 6370.0 6404.0 ... 44.59 6370.0 6356.0 PF
79 PF603 20250709 6376.0 6416.0 ... 66.94 6376.0 6366.0 PF
80 PF604 20250709 6378.0 6416.0 ... 44.70 6386.0 6372.0 PF
81 PF605 20250709 6380.0 6426.0 ... 108.75 6398.0 6366.0 PF
82 PF606 20250709 6374.0 6388.0 ... 6.38 6382.0 6366.0 PF
83 PK510 20250709 8130.0 8196.0 ... 197959.13 8158.0 8106.0 PK
84 PK511 20250709 7934.0 8024.0 ... 95661.77 7986.0 7914.0 PK
85 PK512 20250709 7934.0 7984.0 ... 3549.71 7968.0 7908.0 PK
86 PK601 20250709 7922.0 7968.0 ... 7811.18 7946.0 7914.0 PK
87 PK603 20250709 7932.0 7958.0 ... 39.74 7948.0 7912.0 PK
88 PK604 20250709 7956.0 7956.0 ... 7.95 7952.0 7924.0 PK
89 PK605 20250709 7952.0 7968.0 ... 338.25 7960.0 7938.0 PK
90 PM507 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250709 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250709 5920.0 5920.0 ... 17.76 5920.0 5922.0 PR
97 PR508 20250709 5908.0 5908.0 ... 12670.50 5892.0 5898.0 PR
98 PR509 20250709 5872.0 5890.0 ... 366098.76 5874.0 5870.0 PR
99 PR510 20250709 5856.0 5884.0 ... 248328.55 5866.0 5856.0 PR
100 PR511 20250709 5852.0 5876.0 ... 65277.52 5854.0 5842.0 PR
101 PR512 20250709 5848.0 5848.0 ... 8.77 5848.0 5838.0 PR
102 PR601 20250709 5850.0 5866.0 ... 105.36 5854.0 5840.0 PR
103 PR602 20250709 0.0 0.0 ... 0.00 5898.0 5878.0 PR
104 PR603 20250709 5898.0 5930.0 ... 17.74 5914.0 5886.0 PR
105 PR604 20250709 5892.0 5930.0 ... 17.73 5912.0 5882.0 PR
106 PR605 20250709 5896.0 5896.0 ... 17.67 5892.0 5878.0 PR
107 PR606 20250709 0.0 0.0 ... 0.00 5858.0 5858.0 PR
108 PX507 20250709 0.0 0.0 ... 0.00 6890.0 6868.0 PX
109 PX508 20250709 6734.0 6768.0 ... 486.13 6752.0 6722.0 PX
110 PX509 20250709 6710.0 6748.0 ... 594486.99 6716.0 6696.0 PX
111 PX510 20250709 6696.0 6730.0 ... 59893.48 6698.0 6676.0 PX
112 PX511 20250709 6658.0 6704.0 ... 114440.83 6664.0 6642.0 PX
113 PX512 20250709 6638.0 6688.0 ... 35806.53 6644.0 6624.0 PX
114 PX601 20250709 6624.0 6660.0 ... 52120.77 6636.0 6604.0 PX
115 PX602 20250709 0.0 0.0 ... 0.00 6628.0 6566.0 PX
116 PX603 20250709 0.0 0.0 ... 0.00 6618.0 6578.0 PX
117 PX604 20250709 0.0 0.0 ... 0.00 6606.0 6562.0 PX
118 PX605 20250709 6576.0 6610.0 ... 52.75 6594.0 6560.0 PX
119 PX606 20250709 6562.0 6562.0 ... 3.28 6562.0 6544.0 PX
120 RI507 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250709 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250709 2440.0 2461.0 ... 899.68 2445.0 2455.0 RM
127 RM508 20250709 2564.0 2594.0 ... 15942.76 2572.0 2577.0 RM
128 RM509 20250709 2568.0 2595.0 ... 721970.44 2573.0 2581.0 RM
129 RM511 20250709 2408.0 2420.0 ... 2486.37 2407.0 2412.0 RM
130 RM601 20250709 2303.0 2317.0 ... 168883.86 2305.0 2312.0 RM
131 RM603 20250709 2291.0 2297.0 ... 11757.00 2287.0 2294.0 RM
132 RM605 20250709 2308.0 2313.0 ... 35468.30 2305.0 2312.0 RM
133 RS507 20250709 0.0 0.0 ... 0.00 4991.0 4961.0 RS
134 RS508 20250709 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250709 5018.0 5097.0 ... 395.37 5069.0 5039.0 RS
136 RS511 20250709 5009.0 5074.0 ... 100.74 5037.0 5049.0 RS
137 SA507 20250709 1140.0 1154.0 ... 270.34 1146.0 1136.0 SA
138 SA508 20250709 1178.0 1197.0 ... 24946.06 1187.0 1174.0 SA
139 SA509 20250709 1178.0 1198.0 ... 3503226.20 1187.0 1177.0 SA
140 SA510 20250709 1196.0 1212.0 ... 93566.02 1201.0 1192.0 SA
141 SA511 20250709 1198.0 1211.0 ... 130134.16 1202.0 1195.0 SA
142 SA512 20250709 1217.0 1236.0 ... 42233.44 1225.0 1216.0 SA
143 SA601 20250709 1220.0 1239.0 ... 772014.38 1226.0 1215.0 SA
144 SA602 20250709 1228.0 1247.0 ... 12342.25 1238.0 1228.0 SA
145 SA603 20250709 1231.0 1247.0 ... 6414.73 1236.0 1228.0 SA
146 SA604 20250709 1246.0 1260.0 ... 2910.42 1250.0 1243.0 SA
147 SA605 20250709 1245.0 1260.0 ... 29619.14 1251.0 1244.0 SA
148 SA606 20250709 1257.0 1263.0 ... 2486.52 1260.0 1255.0 SA
149 SF507 20250709 5466.0 5484.0 ... 1182.38 5436.0 5430.0 SF
150 SF508 20250709 5346.0 5406.0 ... 11221.56 5374.0 5346.0 SF
151 SF509 20250709 5358.0 5418.0 ... 290240.89 5380.0 5352.0 SF
152 SF510 20250709 5312.0 5372.0 ... 60549.78 5328.0 5288.0 SF
153 SF511 20250709 5440.0 5512.0 ... 99059.99 5466.0 5420.0 SF
154 SF512 20250709 5426.0 5488.0 ... 12017.42 5440.0 5400.0 SF
155 SF601 20250709 5396.0 5456.0 ... 6835.09 5412.0 5362.0 SF
156 SF602 20250709 5332.0 5388.0 ... 315.85 5354.0 5300.0 SF
157 SF603 20250709 5466.0 5516.0 ... 16.47 5490.0 5424.0 SF
158 SF604 20250709 0.0 0.0 ... 0.00 5460.0 5412.0 SF
159 SF605 20250709 5444.0 5492.0 ... 101.01 5460.0 5412.0 SF
160 SF606 20250709 5386.0 5388.0 ... 18.79 5370.0 5356.0 SF
161 SH507 20250709 0.0 0.0 ... 0.00 2381.0 2380.0 SH
162 SH508 20250709 2427.0 2473.0 ... 144128.62 2434.0 2442.0 SH
163 SH509 20250709 2405.0 2456.0 ... 3965465.00 2419.0 2418.0 SH
164 SH510 20250709 2413.0 2477.0 ... 438972.92 2439.0 2427.0 SH
165 SH511 20250709 2393.0 2463.0 ... 311045.45 2426.0 2403.0 SH
166 SH512 20250709 2399.0 2468.0 ... 25143.72 2426.0 2410.0 SH
167 SH601 20250709 2383.0 2440.0 ... 101220.63 2403.0 2389.0 SH
168 SH602 20250709 2402.0 2456.0 ... 1192.79 2424.0 2410.0 SH
169 SH603 20250709 2416.0 2455.0 ... 860.28 2430.0 2413.0 SH
170 SH604 20250709 2450.0 2483.0 ... 324.18 2456.0 2441.0 SH
171 SH605 20250709 2435.0 2487.0 ... 2495.18 2453.0 2428.0 SH
172 SH606 20250709 2457.0 2495.0 ... 66.92 2479.0 2446.0 SH
173 SM507 20250709 5638.0 5680.0 ... 1150.66 5654.0 5612.0 SM
174 SM508 20250709 5644.0 5730.0 ... 16082.16 5682.0 5644.0 SM
175 SM509 20250709 5666.0 5742.0 ... 554857.53 5682.0 5646.0 SM
176 SM510 20250709 5644.0 5724.0 ... 39475.30 5664.0 5632.0 SM
177 SM511 20250709 5726.0 5800.0 ... 74115.41 5742.0 5716.0 SM
178 SM512 20250709 5726.0 5786.0 ... 9529.31 5728.0 5704.0 SM
179 SM601 20250709 5726.0 5774.0 ... 40045.37 5724.0 5694.0 SM
180 SM602 20250709 5718.0 5758.0 ... 154.36 5718.0 5714.0 SM
181 SM603 20250709 5722.0 5766.0 ... 85.79 5720.0 5728.0 SM
182 SM604 20250709 5730.0 5762.0 ... 63.12 5738.0 5736.0 SM
183 SM605 20250709 5756.0 5804.0 ... 894.45 5752.0 5730.0 SM
184 SM606 20250709 5758.0 5766.0 ... 43.16 5756.0 5764.0 SM
185 SR507 20250709 5748.0 5781.0 ... 1828.85 5751.0 5754.0 SR
186 SR509 20250709 5755.0 5783.0 ... 816826.20 5763.0 5744.0 SR
187 SR511 20250709 5647.0 5676.0 ... 132157.70 5653.0 5639.0 SR
188 SR601 20250709 5595.0 5612.0 ... 98857.55 5599.0 5589.0 SR
189 SR603 20250709 5567.0 5585.0 ... 1365.73 5574.0 5562.0 SR
190 SR605 20250709 5549.0 5560.0 ... 3053.06 5551.0 5545.0 SR
191 TA507 20250709 4786.0 4792.0 ... 4694.65 4770.0 4786.0 TA
192 TA508 20250709 4750.0 4770.0 ... 34276.83 4740.0 4744.0 TA
193 TA509 20250709 4722.0 4738.0 ... 2044731.35 4714.0 4710.0 TA
194 TA510 20250709 4696.0 4722.0 ... 71822.15 4702.0 4688.0 TA
195 TA511 20250709 4694.0 4712.0 ... 54880.96 4692.0 4678.0 TA
196 TA512 20250709 4678.0 4700.0 ... 11011.77 4684.0 4670.0 TA
197 TA601 20250709 4670.0 4694.0 ... 377403.21 4678.0 4658.0 TA
198 TA602 20250709 4674.0 4696.0 ... 18.75 4688.0 4662.0 TA
199 TA603 20250709 4672.0 4688.0 ... 18.73 4682.0 4656.0 TA
200 TA604 20250709 4684.0 4696.0 ... 9.38 4688.0 4670.0 TA
201 TA605 20250709 4678.0 4708.0 ... 2473.15 4694.0 4670.0 TA
202 TA606 20250709 4698.0 4710.0 ... 9.40 4702.0 4680.0 TA
203 UR507 20250709 1767.0 1768.0 ... 813.70 1759.0 1751.0 UR
204 UR508 20250709 1763.0 1771.0 ... 1187.60 1767.0 1749.0 UR
205 UR509 20250709 1775.0 1781.0 ... 588943.97 1771.0 1755.0 UR
206 UR510 20250709 1761.0 1766.0 ... 19088.87 1755.0 1744.0 UR
207 UR511 20250709 1758.0 1766.0 ... 18258.17 1755.0 1747.0 UR
208 UR512 20250709 1743.0 1749.0 ... 38.42 1747.0 1730.0 UR
209 UR601 20250709 1730.0 1740.0 ... 84018.51 1731.0 1718.0 UR
210 UR602 20250709 1725.0 1731.0 ... 600.41 1725.0 1715.0 UR
211 UR603 20250709 1741.0 1752.0 ... 157.26 1747.0 1737.0 UR
212 UR604 20250709 1735.0 1746.0 ... 87.00 1740.0 1732.0 UR
213 UR605 20250709 1731.0 1740.0 ... 4058.35 1730.0 1721.0 UR
214 UR606 20250709 1723.0 1731.0 ... 62.18 1727.0 1717.0 UR
215 WH507 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250709 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250709 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 18:25:49,066 - future_1d - INFO - ak.get_czce_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 IC2507 20250709 5959.800 ... 5937.200 5952.600 IC
1 IC2508 20250709 5906.400 ... 5882.400 5897.200 IC
2 IC2509 20250709 5850.000 ... 5830.000 5848.000 IC
3 IC2512 20250709 5735.600 ... 5706.800 5726.000 IC
4 IF2507 20250709 3981.600 ... 3981.800 3983.000 IF
5 IF2508 20250709 3966.000 ... 3964.400 3966.200 IF
6 IF2509 20250709 3958.600 ... 3957.000 3959.200 IF
7 IF2512 20250709 3925.000 ... 3923.400 3923.400 IF
8 IH2507 20250709 2730.000 ... 2731.400 2733.400 IH
9 IH2508 20250709 2726.200 ... 2726.600 2729.400 IH
10 IH2509 20250709 2727.000 ... 2727.000 2728.800 IH
11 IH2512 20250709 2728.200 ... 2727.400 2728.600 IH
12 IM2507 20250709 6369.800 ... 6365.000 6369.800 IM
13 IM2508 20250709 6308.000 ... 6292.800 6297.800 IM
14 IM2509 20250709 6240.000 ... 6219.800 6226.200 IM
15 IM2512 20250709 6050.000 ... 6032.200 6040.200 IM
16 T2509 20250709 109.020 ... 109.020 108.995 T
17 T2512 20250709 109.100 ... 109.100 109.075 T
18 T2603 20250709 109.075 ... 109.075 109.045 T
19 TF2509 20250709 106.145 ... 106.135 106.125 TF
20 TF2512 20250709 106.250 ... 106.225 106.225 TF
21 TF2603 20250709 106.255 ... 106.270 106.270 TF
22 TL2509 20250709 120.900 ... 120.960 120.860 TL
23 TL2512 20250709 120.710 ... 120.810 120.740 TL
24 TL2603 20250709 120.650 ... 120.610 120.560 TL
25 TS2509 20250709 102.472 ... 102.456 102.466 TS
26 TS2512 20250709 102.600 ... 102.576 102.582 TS
27 TS2603 20250709 102.682 ... 102.684 102.690 TS
[28 rows x 12 columns]
2025-07-17 18:25:49,305 - future_1d - INFO - ak.get_cffex_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 PS2507 20250709 37535.0 ... 38185.0 37535.0 PS
1 PS2508 20250709 38480.0 ... 39190.0 37390.0 PS
2 PS2509 20250709 38140.0 ... 38810.0 37220.0 PS
3 PS2510 20250709 38045.0 ... 38630.0 37130.0 PS
4 PS2511 20250709 37980.0 ... 38440.0 36950.0 PS
5 PS2512 20250709 40275.0 ... 40765.0 39675.0 PS
6 PS2601 20250709 39860.0 ... 40680.0 39670.0 PS
7 PS2602 20250709 40205.0 ... 40535.0 39890.0 PS
8 PS2603 20250709 40305.0 ... 40575.0 39660.0 PS
9 PS2604 20250709 40070.0 ... 40345.0 39050.0 PS
10 PS2605 20250709 39840.0 ... 40305.0 38930.0 PS
11 PS2606 20250709 40425.0 ... 41000.0 40130.0 PS
13 SI2507 20250709 8160.0 ... 8160.0 8035.0 SI
14 SI2508 20250709 8200.0 ... 8175.0 8170.0 SI
15 SI2509 20250709 8200.0 ... 8165.0 8195.0 SI
16 SI2510 20250709 8200.0 ... 8145.0 8195.0 SI
17 SI2511 20250709 8135.0 ... 8115.0 8130.0 SI
18 SI2512 20250709 8505.0 ... 8430.0 8460.0 SI
19 SI2601 20250709 8465.0 ... 8385.0 8415.0 SI
20 SI2602 20250709 8465.0 ... 8395.0 8425.0 SI
21 SI2603 20250709 8465.0 ... 8400.0 8440.0 SI
22 SI2604 20250709 8440.0 ... 8410.0 8450.0 SI
23 SI2605 20250709 8475.0 ... 8390.0 8390.0 SI
24 SI2606 20250709 8435.0 ... 8385.0 8365.0 SI
27 LC2507 20250709 64320.0 ... 64400.0 64320.0 LC
28 LC2508 20250709 64000.0 ... 64700.0 64600.0 LC
29 LC2509 20250709 63860.0 ... 64460.0 64300.0 LC
30 LC2510 20250709 63840.0 ... 64280.0 64180.0 LC
31 LC2511 20250709 63660.0 ... 64100.0 63940.0 LC
32 LC2512 20250709 63860.0 ... 64260.0 64160.0 LC
33 LC2601 20250709 64000.0 ... 64300.0 64200.0 LC
34 LC2602 20250709 63860.0 ... 64200.0 64200.0 LC
35 LC2603 20250709 63900.0 ... 64260.0 64200.0 LC
36 LC2604 20250709 64340.0 ... 64800.0 64540.0 LC
37 LC2605 20250709 64420.0 ... 64600.0 64600.0 LC
38 LC2606 20250709 64320.0 ... 64820.0 64620.0 LC
[36 rows x 12 columns]
2025-07-17 18:25:49,432 - future_1d - INFO - ak.get_gfex_daily('2025-07-09') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250709 ... 79110 79720 CU
1 1 CU2508 20250709 ... 78910 79480 CU
2 2 CU2509 20250709 ... 78740 79310 CU
3 3 CU2510 20250709 ... 78500 79040 CU
4 4 CU2511 20250709 ... 78260 78800 CU
5 5 CU2512 20250709 ... 78160 78630 CU
6 6 CU2601 20250709 ... 77950 78520 CU
7 7 CU2602 20250709 ... 77920 78360 CU
8 8 CU2603 20250709 ... 77960 78250 CU
9 9 CU2604 20250709 ... 77960 78280 CU
10 10 CU2605 20250709 ... 77910 78300 CU
11 11 CU2606 20250709 ... 77950 78440 CU
12 12 BC2507 20250709 ... 70600 70600 BC
13 13 BC2508 20250709 ... 70140 70690 BC
14 14 BC2509 20250709 ... 69880 70530 BC
15 15 BC2510 20250709 ... 70060 70980 BC
16 16 BC2511 20250709 ... 69080 71800 BC
17 17 BC2512 20250709 ... 69750 70700 BC
18 18 BC2601 20250709 ... 69810 70900 BC
19 19 BC2602 20250709 ... 69410 69410 BC
20 20 BC2603 20250709 ... 69290 69290 BC
21 21 BC2604 20250709 ... 69750 70800 BC
22 22 BC2605 20250709 ... 68280 70970 BC
23 23 BC2606 20250709 ... 67820 70490 BC
24 24 AL2507 20250709 ... 20690 20670 AL
25 25 AL2508 20250709 ... 20515 20495 AL
26 26 AL2509 20250709 ... 20455 20435 AL
27 27 AL2510 20250709 ... 20380 20360 AL
28 28 AL2511 20250709 ... 20295 20275 AL
29 29 AL2512 20250709 ... 20215 20185 AL
30 30 AL2601 20250709 ... 20170 20130 AL
31 31 AL2602 20250709 ... 20165 20125 AL
32 32 AL2603 20250709 ... 20170 20145 AL
33 33 AL2604 20250709 ... 20180 20140 AL
34 34 AL2605 20250709 ... 20180 20160 AL
35 35 AL2606 20250709 ... 20220 20165 AL
36 36 ZN2507 20250709 ... 22100 22020 ZN
37 37 ZN2508 20250709 ... 22080 22005 ZN
38 38 ZN2509 20250709 ... 22015 21910 ZN
39 39 ZN2510 20250709 ... 21960 21845 ZN
40 40 ZN2511 20250709 ... 21895 21785 ZN
41 41 ZN2512 20250709 ... 21840 21745 ZN
42 42 ZN2601 20250709 ... 21805 21710 ZN
43 43 ZN2602 20250709 ... 21795 21685 ZN
44 44 ZN2603 20250709 ... 21795 21705 ZN
45 45 ZN2604 20250709 ... 21790 21675 ZN
46 46 ZN2605 20250709 ... 21800 21660 ZN
47 47 ZN2606 20250709 ... 21790 21640 ZN
48 48 PB2507 20250709 ... 17145 17065 PB
49 49 PB2508 20250709 ... 17200 17115 PB
50 50 PB2509 20250709 ... 17220 17135 PB
51 51 PB2510 20250709 ... 17210 17130 PB
52 52 PB2511 20250709 ... 17215 17135 PB
53 53 PB2512 20250709 ... 17245 17150 PB
54 54 PB2601 20250709 ... 17220 17160 PB
55 55 PB2602 20250709 ... 17140 17140 PB
56 56 PB2603 20250709 ... 17175 17125 PB
57 57 PB2604 20250709 ... 17185 17140 PB
58 58 PB2605 20250709 ... 17120 17120 PB
59 59 PB2606 20250709 ... 17160 17115 PB
60 60 NI2507 20250709 ... 119770 120260 NI
61 61 NI2508 20250709 ... 119460 120590 NI
62 62 NI2509 20250709 ... 119540 120670 NI
63 63 NI2510 20250709 ... 119730 120790 NI
64 64 NI2511 20250709 ... 119920 121000 NI
65 65 NI2512 20250709 ... 120230 121160 NI
66 66 NI2601 20250709 ... 120290 121290 NI
67 67 NI2602 20250709 ... 120650 121530 NI
68 68 NI2603 20250709 ... 120920 121700 NI
69 69 NI2604 20250709 ... 121200 121890 NI
70 70 NI2605 20250709 ... 121220 122350 NI
71 71 NI2606 20250709 ... 121450 122370 NI
72 72 SN2507 20250709 ... 264600 264710 SN
73 73 SN2508 20250709 ... 263570 264240 SN
74 74 SN2509 20250709 ... 263430 264440 SN
75 75 SN2510 20250709 ... 262820 264220 SN
76 76 SN2511 20250709 ... 262210 264030 SN
77 77 SN2512 20250709 ... 262080 263910 SN
78 78 SN2601 20250709 ... 262340 263970 SN
79 79 SN2602 20250709 ... 263000 263730 SN
80 80 SN2603 20250709 ... 262630 264130 SN
81 81 SN2604 20250709 ... 263820 263550 SN
82 82 SN2605 20250709 ... 262010 263190 SN
83 83 SN2606 20250709 ... 262420 262100 SN
84 84 AO2507 20250709 ... 3304 3340 AO
85 85 AO2508 20250709 ... 3182 3143 AO
86 86 AO2509 20250709 ... 3122 3064 AO
87 87 AO2510 20250709 ... 3080 3021 AO
88 88 AO2511 20250709 ... 3062 3006 AO
89 89 AO2512 20250709 ... 3048 2996 AO
90 90 AO2601 20250709 ... 3035 2987 AO
91 91 AO2602 20250709 ... 3029 2990 AO
92 92 AO2603 20250709 ... 3015 2979 AO
93 93 AO2604 20250709 ... 3010 2978 AO
94 94 AO2605 20250709 ... 3003 2971 AO
95 95 AO2606 20250709 ... 2999 2971 AO
96 96 AD2511 20250709 ... 19835 19810 AD
97 97 AD2512 20250709 ... 19750 19740 AD
98 98 AD2601 20250709 ... 19725 19645 AD
99 99 AD2602 20250709 ... 19690 19665 AD
100 100 AD2603 20250709 ... 19610 19605 AD
101 101 AD2604 20250709 ... 19565 19670 AD
102 102 AD2605 20250709 ... 19505 19525 AD
103 103 AD2606 20250709 ... 19495 19495 AD
104 104 AU2507 20250709 ... 765.62 772.88 AU
105 105 AU2508 20250709 ... 767.12 772.5 AU
106 106 AU2509 20250709 ... 766.68 771.42 AU
107 107 AU2510 20250709 ... 769.52 774.54 AU
108 108 AU2512 20250709 ... 771.1 776.36 AU
109 109 AU2602 20250709 ... 773.08 778.54 AU
110 110 AU2604 20250709 ... 774.44 780.96 AU
111 111 AU2606 20250709 ... 774.6 782.16 AU
112 112 AG2507 20250709 ... 8881 8909 AG
113 113 AG2508 20250709 ... 8873 8883 AG
114 114 AG2509 20250709 ... 8888 8894 AG
115 115 AG2510 20250709 ... 8899 8917 AG
116 116 AG2511 20250709 ... 8910 8919 AG
117 117 AG2512 20250709 ... 8921 8934 AG
118 118 AG2601 20250709 ... 8934 8942 AG
119 119 AG2602 20250709 ... 8944 8958 AG
120 120 AG2603 20250709 ... 8958 8964 AG
121 121 AG2604 20250709 ... 8966 8986 AG
122 122 AG2605 20250709 ... 8980 8994 AG
123 123 AG2606 20250709 ... 8992 9006 AG
124 124 RB2507 20250709 ... 3055 3070 RB
125 125 RB2508 20250709 ... 3033 3026 RB
126 126 RB2509 20250709 ... 3033 3027 RB
127 127 RB2510 20250709 ... 3065 3061 RB
128 128 RB2511 20250709 ... 3079 3074 RB
129 129 RB2512 20250709 ... 3096 3088 RB
130 130 RB2601 20250709 ... 3088 3081 RB
131 131 RB2602 20250709 ... 3076 3070 RB
132 132 RB2603 20250709 ... 3083 3078 RB
133 133 RB2604 20250709 ... 3084 3078 RB
134 134 RB2605 20250709 ... 3100 3094 RB
135 135 RB2606 20250709 ... 3106 3097 RB
136 136 WR2507 20250709 ... 3356 3356 WR
137 137 WR2508 20250709 ... 3190 3378 WR
138 138 WR2509 20250709 ... 3251 3251 WR
139 139 WR2510 20250709 ... 3299 3306 WR
140 140 WR2511 20250709 ... 3350 3350 WR
141 141 WR2512 20250709 ... 3362 3362 WR
142 142 WR2601 20250709 ... 3333 3298 WR
143 143 WR2602 20250709 ... 3396 3396 WR
144 144 WR2603 20250709 ... 3387 3387 WR
145 145 WR2604 20250709 ... 3392 3392 WR
146 146 WR2605 20250709 ... 3370 3370 WR
147 147 WR2606 20250709 ... 3356 3321 WR
148 148 HC2507 20250709 ... 3176 3191 HC
149 149 HC2508 20250709 ... 3196 3199 HC
150 150 HC2509 20250709 ... 3202 3196 HC
151 151 HC2510 20250709 ... 3193 3187 HC
152 152 HC2511 20250709 ... 3197 3192 HC
153 153 HC2512 20250709 ... 3209 3193 HC
154 154 HC2601 20250709 ... 3203 3198 HC
155 155 HC2602 20250709 ... 3207 3203 HC
156 156 HC2603 20250709 ... 3209 3196 HC
157 157 HC2604 20250709 ... 3217 3207 HC
158 158 HC2605 20250709 ... 3206 3201 HC
159 159 HC2606 20250709 ... 3215 3215 HC
160 160 SS2507 20250709 ... 12595 12560 SS
161 161 SS2508 20250709 ... 12730 12725 SS
162 162 SS2509 20250709 ... 12655 12660 SS
163 163 SS2510 20250709 ... 12650 12650 SS
164 164 SS2511 20250709 ... 12675 12685 SS
165 165 SS2512 20250709 ... 12710 12705 SS
166 166 SS2601 20250709 ... 12760 12745 SS
167 167 SS2602 20250709 ... 12800 12790 SS
168 168 SS2603 20250709 ... 12840 12815 SS
169 169 SS2604 20250709 ... 12865 12855 SS
170 170 SS2605 20250709 ... 12900 12875 SS
171 171 SS2606 20250709 ... 12930 12920 SS
172 172 SC2508 20250709 ... 515.7 509.9 SC
173 173 SC2509 20250709 ... 510.6 505 SC
174 174 SC2510 20250709 ... 503.3 497.6 SC
175 175 SC2511 20250709 ... 496.9 491.4 SC
176 176 SC2512 20250709 ... 492.3 487.2 SC
177 177 SC2601 20250709 ... 489.2 484.1 SC
178 178 SC2602 20250709 ... 485.4 477.5 SC
179 179 SC2603 20250709 ... 483.1 478 SC
180 180 SC2604 20250709 ... 478.6 475.6 SC
181 181 SC2605 20250709 ... 477.6 473.2 SC
182 182 SC2606 20250709 ... 477.7 474.7 SC
183 183 SC2607 20250709 ... 472.5 471.9 SC
184 184 SC2609 20250709 ... 472.6 472.4 SC
185 185 SC2612 20250709 ... 472.2 470.9 SC
186 186 SC2703 20250709 ... 467.9 466.9 SC
187 187 SC2706 20250709 ... 470.7 470.5 SC
188 188 SC2709 20250709 ... 466.8 464.9 SC
189 189 SC2712 20250709 ... 466.5 466.5 SC
190 190 SC2803 20250709 ... 465.8 465.3 SC
191 191 SC2806 20250709 ... 463.2 463.2 SC
192 192 LU2508 20250709 ... 3709 3678 LU
193 193 LU2509 20250709 ... 3697 3662 LU
194 194 LU2510 20250709 ... 3662 3625 LU
195 195 LU2511 20250709 ... 3626 3588 LU
196 196 LU2512 20250709 ... 3596 3550 LU
197 197 LU2601 20250709 ... 3561 3527 LU
198 198 LU2602 20250709 ... 3543 3506 LU
199 199 LU2603 20250709 ... 3510 3489 LU
200 200 LU2604 20250709 ... 3486 3486 LU
201 201 LU2605 20250709 ... 3483 3463 LU
202 202 LU2606 20250709 ... 3477 3449 LU
203 203 LU2607 20250709 ... 3459 3445 LU
204 204 FU2508 20250709 ... 2945 2931 FU
205 205 FU2509 20250709 ... 2982 2967 FU
206 206 FU2510 20250709 ... 2966 2941 FU
207 207 FU2511 20250709 ... 2934 2907 FU
208 208 FU2512 20250709 ... 2904 2877 FU
209 209 FU2601 20250709 ... 2890 2865 FU
210 210 FU2602 20250709 ... 2877 2854 FU
211 211 FU2603 20250709 ... 2857 2836 FU
212 212 FU2604 20250709 ... 2843 2823 FU
213 213 FU2605 20250709 ... 2827 2808 FU
214 214 FU2606 20250709 ... 2805 2793 FU
215 215 FU2607 20250709 ... 2787 2778 FU
216 216 BU2507 20250709 ... 3663 3665 BU
217 217 BU2508 20250709 ... 3650 3620 BU
218 218 BU2509 20250709 ... 3619 3592 BU
219 219 BU2510 20250709 ... 3569 3541 BU
220 220 BU2511 20250709 ... 3503 3471 BU
221 221 BU2512 20250709 ... 3428 3393 BU
222 222 BU2601 20250709 ... 3388 3351 BU
223 223 BU2602 20250709 ... 3382 3345 BU
224 224 BU2603 20250709 ... 3381 3305 BU
225 225 BU2604 20250709 ... 3353 3320 BU
226 226 BU2605 20250709 ... 3341 3315 BU
227 227 BU2606 20250709 ... 3338 3299 BU
228 228 BU2609 20250709 ... 3308 3282 BU
229 229 BU2612 20250709 ... 3262 3243 BU
230 230 BU2703 20250709 ... 3266 3247 BU
231 231 BU2706 20250709 ... 3265 3240 BU
232 232 BR2507 20250709 ... 11200 11200 BR
233 233 BR2508 20250709 ... 11315 11205 BR
234 234 BR2509 20250709 ... 11245 11130 BR
235 235 BR2510 20250709 ... 11220 11100 BR
236 236 BR2511 20250709 ... 11200 11075 BR
237 237 BR2512 20250709 ... 11195 11045 BR
238 238 BR2601 20250709 ... 11185 11060 BR
239 239 BR2602 20250709 ... 11170 11045 BR
240 240 BR2603 20250709 ... 11160 11065 BR
241 241 BR2604 20250709 ... 11205 11015 BR
242 242 BR2605 20250709 ... 11185 11025 BR
243 243 BR2606 20250709 ... 11150 11010 BR
244 244 RU2507 20250709 ... 13845 13855 RU
245 245 RU2508 20250709 ... 13935 13940 RU
246 246 RU2509 20250709 ... 14005 13990 RU
247 247 RU2510 20250709 ... 14030 14040 RU
248 248 RU2511 20250709 ... 14025 14010 RU
249 249 RU2601 20250709 ... 14885 14860 RU
250 250 RU2603 20250709 ... 14880 14840 RU
251 251 RU2604 20250709 ... 14860 14845 RU
252 252 RU2605 20250709 ... 14935 14910 RU
253 253 RU2606 20250709 ... 14950 14950 RU
254 254 NR2507 20250709 ... 12015 11940 NR
255 255 NR2508 20250709 ... 12040 12045 NR
256 256 NR2509 20250709 ... 12060 12050 NR
257 257 NR2510 20250709 ... 12075 12055 NR
258 258 NR2511 20250709 ... 12095 12080 NR
259 259 NR2512 20250709 ... 12105 12105 NR
260 260 NR2601 20250709 ... 12130 12125 NR
261 261 NR2602 20250709 ... 12200 12170 NR
262 262 NR2603 20250709 ... 12180 12155 NR
263 263 NR2604 20250709 ... 12195 12175 NR
264 264 NR2605 20250709 ... 12250 12215 NR
265 265 NR2606 20250709 ... 12225 12260 NR
266 266 SP2507 20250709 ... 5050 5030 SP
267 267 SP2508 20250709 ... 5070 5050 SP
268 268 SP2509 20250709 ... 5094 5072 SP
269 269 SP2510 20250709 ... 5108 5088 SP
270 270 SP2511 20250709 ... 5098 5078 SP
271 271 SP2512 20250709 ... 5092 5078 SP
272 272 SP2601 20250709 ... 5308 5282 SP
273 273 SP2602 20250709 ... 5248 5238 SP
274 274 SP2603 20250709 ... 5248 5224 SP
275 275 SP2604 20250709 ... 5252 5232 SP
276 276 SP2605 20250709 ... 5250 5226 SP
277 277 SP2606 20250709 ... 5254 5234 SP
278 278 EC2508 20250709 ... 1990.2 1979 EC
279 279 EC2510 20250709 ... 1382.4 1387.7 EC
280 280 EC2512 20250709 ... 1551.1 1571.8 EC
281 281 EC2602 20250709 ... 1348.7 1356.5 EC
282 282 EC2604 20250709 ... 1184.2 1181.4 EC
283 283 EC2606 20250709 ... 1325.2 1333 EC
284 285 SC_TAS2508 20250709 ... SC_TAS
285 286 SC_TAS2509 20250709 ... SC_TAS
286 287 SC_TAS2510 20250709 ... SC_TAS
287 288 SC_TAS2511 20250709 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 18:25:49,566 - future_1d - INFO - ak.get_shfe_daily('2025-07-09') done
symbol date open ... settle pre_settle variety
0 a2507 20250709 0.00 ... 4150.00 4150.00 A
1 a2509 20250709 4103.00 ... 4112.00 4090.00 A
2 a2511 20250709 4042.00 ... 4048.00 4037.00 A
3 a2601 20250709 4029.00 ... 4033.00 4022.00 A
4 a2603 20250709 4020.00 ... 4027.00 4014.00 A
5 a2605 20250709 4056.00 ... 4059.00 4052.00 A
6 b2507 20250709 3480.00 ... 3480.00 3550.00 B
7 b2508 20250709 3518.00 ... 3518.00 3515.00 B
8 b2509 20250709 3570.00 ... 3576.00 3571.00 B
9 b2510 20250709 3617.00 ... 3610.00 3614.00 B
10 b2511 20250709 3632.00 ... 3639.00 3635.00 B
11 b2512 20250709 3654.00 ... 3661.00 3656.00 B
12 b2601 20250709 3643.00 ... 3652.00 3643.00 B
13 b2602 20250709 3629.00 ... 3624.00 3619.00 B
14 b2603 20250709 3540.00 ... 3535.00 3540.00 B
15 b2604 20250709 3445.00 ... 3443.00 3445.00 B
16 b2605 20250709 3374.00 ... 3375.00 3377.00 B
17 b2606 20250709 3371.00 ... 3371.00 3373.00 B
18 bb2509 20250709 153.65 ... 153.50 154.15 BB
19 bb2511 20250709 158.10 ... 157.15 158.00 BB
20 bb2601 20250709 156.75 ... 156.40 156.25 BB
21 bb2603 20250709 0.00 ... 165.90 165.75 BB
22 bb2605 20250709 0.00 ... 165.90 165.75 BB
23 bz2603 20250709 5935.00 ... 6015.00 5922.00 BZ
24 bz2604 20250709 5965.00 ... 6010.00 5919.00 BZ
25 bz2605 20250709 5948.00 ... 6013.00 5924.00 BZ
26 bz2606 20250709 5942.00 ... 6003.00 5913.00 BZ
27 c2507 20250709 2289.00 ... 2296.00 2316.00 C
28 c2509 20250709 2315.00 ... 2322.00 2320.00 C
29 c2511 20250709 2277.00 ... 2275.00 2276.00 C
30 c2601 20250709 2241.00 ... 2237.00 2240.00 C
31 c2603 20250709 2241.00 ... 2238.00 2240.00 C
32 c2605 20250709 2270.00 ... 2266.00 2266.00 C
33 cs2507 20250709 2700.00 ... 2700.00 2729.00 CS
34 cs2509 20250709 2676.00 ... 2676.00 2675.00 CS
35 cs2511 20250709 2627.00 ... 2630.00 2630.00 CS
36 cs2601 20250709 2627.00 ... 2626.00 2629.00 CS
37 cs2603 20250709 2614.00 ... 2615.00 2616.00 CS
38 cs2605 20250709 2649.00 ... 2650.00 2652.00 CS
39 eb2507 20250709 0.00 ... 7499.00 7499.00 EB
40 eb2508 20250709 7305.00 ... 7320.00 7334.00 EB
41 eb2509 20250709 7213.00 ... 7234.00 7241.00 EB
42 eb2510 20250709 7131.00 ... 7153.00 7157.00 EB
43 eb2511 20250709 7064.00 ... 7089.00 7087.00 EB
44 eb2512 20250709 7033.00 ... 7058.00 7050.00 EB
45 eb2601 20250709 7028.00 ... 7053.00 7048.00 EB
46 eb2602 20250709 7048.00 ... 7069.00 7062.00 EB
47 eb2603 20250709 7056.00 ... 7073.00 7082.00 EB
48 eb2604 20250709 7033.00 ... 7062.00 7069.00 EB
49 eb2605 20250709 7028.00 ... 7086.00 7056.00 EB
50 eb2606 20250709 7069.00 ... 7089.00 7060.00 EB
51 eg2507 20250709 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250709 4257.00 ... 4259.00 4257.00 EG
53 eg2509 20250709 4270.00 ... 4275.00 4273.00 EG
54 eg2510 20250709 4288.00 ... 4289.00 4284.00 EG
55 eg2511 20250709 4298.00 ... 4296.00 4291.00 EG
56 eg2512 20250709 4290.00 ... 4292.00 4285.00 EG
57 eg2601 20250709 4295.00 ... 4300.00 4300.00 EG
58 eg2602 20250709 4301.00 ... 4301.00 4299.00 EG
59 eg2603 20250709 4314.00 ... 4313.00 4334.00 EG
60 eg2604 20250709 4328.00 ... 4331.00 4330.00 EG
61 eg2605 20250709 4331.00 ... 4332.00 4331.00 EG
62 eg2606 20250709 0.00 ... 4329.00 4329.00 EG
63 fb2507 20250709 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250709 1332.50 ... 1332.50 1325.00 FB
65 fb2509 20250709 1314.50 ... 1317.00 1310.50 FB
66 fb2510 20250709 1325.50 ... 1328.00 1325.00 FB
67 fb2511 20250709 1324.50 ... 1325.00 1325.00 FB
68 fb2512 20250709 1323.50 ... 1324.50 1323.50 FB
69 fb2601 20250709 1305.00 ... 1310.00 1300.50 FB
70 fb2602 20250709 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250709 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250709 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250709 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250709 0.00 ... 1292.50 1292.50 FB
75 i2507 20250709 0.00 ... 748.00 748.00 I
76 i2508 20250709 737.50 ... 740.50 736.50 I
77 i2509 20250709 731.50 ... 736.50 731.50 I
78 i2510 20250709 727.50 ... 731.00 725.50 I
79 i2511 20250709 722.00 ... 724.50 719.00 I
80 i2512 20250709 715.00 ... 718.00 712.00 I
81 i2601 20250709 707.00 ... 710.00 705.00 I
82 i2602 20250709 704.50 ... 708.00 702.00 I
83 i2603 20250709 701.50 ... 704.50 699.00 I
84 i2604 20250709 698.00 ... 700.50 695.00 I
85 i2605 20250709 691.50 ... 693.00 688.50 I
86 i2606 20250709 684.50 ... 687.00 682.50 I
87 j2507 20250709 0.00 ... 1304.50 1304.50 J
88 j2508 20250709 1396.50 ... 1416.00 1392.50 J
89 j2509 20250709 1428.00 ... 1445.50 1421.50 J
90 j2510 20250709 1442.00 ... 1461.50 1433.00 J
91 j2511 20250709 0.00 ... 1450.50 1450.00 J
92 j2512 20250709 0.00 ... 1471.00 1464.00 J
93 j2601 20250709 1476.50 ... 1486.50 1466.50 J
94 j2602 20250709 0.00 ... 1494.50 1481.50 J
95 j2603 20250709 1507.50 ... 1507.50 1505.00 J
96 j2604 20250709 0.00 ... 1499.50 1499.50 J
97 j2605 20250709 1528.50 ... 1526.50 1509.00 J
98 j2606 20250709 0.00 ... 1528.00 1528.00 J
99 jd2507 20250709 2806.00 ... 2778.00 2778.00 JD
100 jd2508 20250709 3453.00 ... 3470.00 3447.00 JD
101 jd2509 20250709 3580.00 ... 3585.00 3577.00 JD
102 jd2510 20250709 3370.00 ... 3373.00 3369.00 JD
103 jd2511 20250709 3403.00 ... 3401.00 3413.00 JD
104 jd2512 20250709 3548.00 ... 3559.00 3568.00 JD
105 jd2601 20250709 3602.00 ... 3616.00 3628.00 JD
106 jd2602 20250709 3193.00 ... 3195.00 3199.00 JD
107 jd2603 20250709 3206.00 ... 3199.00 3203.00 JD
108 jd2604 20250709 3349.00 ... 3335.00 3340.00 JD
109 jd2605 20250709 3409.00 ... 3413.00 3412.00 JD
110 jd2606 20250709 3267.00 ... 3266.00 3266.00 JD
111 jm2507 20250709 836.00 ... 846.50 830.00 JM
112 jm2508 20250709 800.00 ... 812.00 798.00 JM
113 jm2509 20250709 849.50 ... 860.50 839.50 JM
114 jm2510 20250709 862.50 ... 877.00 856.50 JM
115 jm2511 20250709 875.00 ... 886.00 869.50 JM
116 jm2512 20250709 886.50 ... 897.50 880.00 JM
117 jm2601 20250709 896.00 ... 905.00 887.50 JM
118 jm2602 20250709 914.50 ... 908.00 896.00 JM
119 jm2603 20250709 916.00 ... 919.50 900.50 JM
120 jm2604 20250709 920.50 ... 925.00 914.00 JM
121 jm2605 20250709 923.50 ... 932.50 918.00 JM
122 jm2606 20250709 944.00 ... 945.00 928.50 JM
123 l2507 20250709 0.00 ... 7291.00 7291.00 L
124 l2508 20250709 7254.00 ... 7255.00 7256.00 L
125 l2509 20250709 7246.00 ... 7257.00 7250.00 L
126 l2510 20250709 7237.00 ... 7254.00 7245.00 L
127 l2511 20250709 7239.00 ... 7253.00 7242.00 L
128 l2512 20250709 7235.00 ... 7248.00 7236.00 L
129 l2601 20250709 7225.00 ... 7237.00 7229.00 L
130 l2602 20250709 7218.00 ... 7214.00 7199.00 L
131 l2603 20250709 7221.00 ... 7210.00 7194.00 L
132 l2604 20250709 0.00 ... 7215.00 7215.00 L
133 l2605 20250709 7202.00 ... 7212.00 7205.00 L
134 l2606 20250709 7212.00 ... 7212.00 7210.00 L
135 lg2507 20250709 819.00 ... 819.50 819.50 LG
136 lg2509 20250709 785.00 ... 783.50 787.00 LG
137 lg2511 20250709 781.00 ... 781.50 784.00 LG
138 lg2601 20250709 781.00 ... 781.50 783.00 LG
139 lg2603 20250709 784.00 ... 783.50 785.00 LG
140 lg2605 20250709 792.50 ... 789.50 790.50 LG
141 lh2507 20250709 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250709 14240.00 ... 14220.00 14270.00 LH
143 lh2511 20250709 13640.00 ... 13590.00 13680.00 LH
144 lh2601 20250709 13740.00 ... 13680.00 13730.00 LH
145 lh2603 20250709 12995.00 ... 12965.00 12995.00 LH
146 lh2605 20250709 13160.00 ... 13135.00 13180.00 LH
147 m2507 20250709 0.00 ... 2802.00 2802.00 M
148 m2508 20250709 2914.00 ... 2921.00 2919.00 M
149 m2509 20250709 2930.00 ... 2940.00 2938.00 M
150 m2511 20250709 2967.00 ... 2981.00 2975.00 M
151 m2512 20250709 3007.00 ... 3016.00 3012.00 M
152 m2601 20250709 2983.00 ... 2992.00 2990.00 M
153 m2603 20250709 2849.00 ... 2854.00 2856.00 M
154 m2605 20250709 2702.00 ... 2703.00 2706.00 M
155 p2507 20250709 8620.00 ... 8620.00 8468.00 P
156 p2508 20250709 8662.00 ... 8676.00 8588.00 P
157 p2509 20250709 8644.00 ... 8656.00 8554.00 P
158 p2510 20250709 8648.00 ... 8656.00 8576.00 P
159 p2511 20250709 8628.00 ... 8626.00 8556.00 P
160 p2512 20250709 8636.00 ... 8626.00 8568.00 P
161 p2601 20250709 8624.00 ... 8634.00 8564.00 P
162 p2602 20250709 8588.00 ... 8592.00 8572.00 P
163 p2603 20250709 8542.00 ... 8540.00 8518.00 P
164 p2604 20250709 8486.00 ... 8494.00 8482.00 P
165 p2605 20250709 8418.00 ... 8434.00 8414.00 P
166 p2606 20250709 8400.00 ... 8406.00 8402.00 P
167 pg2507 20250709 0.00 ... 4205.00 4205.00 PG
168 pg2508 20250709 4173.00 ... 4178.00 4184.00 PG
169 pg2509 20250709 4082.00 ... 4077.00 4078.00 PG
170 pg2510 20250709 4477.00 ... 4480.00 4484.00 PG
171 pg2511 20250709 4402.00 ... 4397.00 4399.00 PG
172 pg2512 20250709 4324.00 ... 4321.00 4319.00 PG
173 pg2601 20250709 4235.00 ... 4241.00 4244.00 PG
174 pg2602 20250709 0.00 ... 4164.00 4164.00 PG
175 pg2603 20250709 4065.00 ... 4082.00 4083.00 PG
176 pg2604 20250709 4361.00 ... 4373.00 4379.00 PG
177 pg2605 20250709 4262.00 ... 4266.00 4274.00 PG
178 pg2606 20250709 0.00 ... 4205.00 4204.00 PG
179 pp2507 20250709 7068.00 ... 7068.00 7068.00 PP
180 pp2508 20250709 7044.00 ... 7057.00 7051.00 PP
181 pp2509 20250709 7048.00 ... 7056.00 7054.00 PP
182 pp2510 20250709 7008.00 ... 7017.00 7017.00 PP
183 pp2511 20250709 7004.00 ... 7009.00 7014.00 PP
184 pp2512 20250709 7008.00 ... 7014.00 7017.00 PP
185 pp2601 20250709 7011.00 ... 7015.00 7014.00 PP
186 pp2602 20250709 6989.00 ... 6995.00 7015.00 PP
187 pp2603 20250709 0.00 ... 7004.00 7004.00 PP
188 pp2604 20250709 0.00 ... 7006.00 7006.00 PP
189 pp2605 20250709 7001.00 ... 7008.00 7001.00 PP
190 pp2606 20250709 6991.00 ... 6990.00 7005.00 PP
191 rr2507 20250709 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250709 3587.00 ... 3587.00 3587.00 RR
193 rr2509 20250709 3593.00 ... 3595.00 3595.00 RR
194 rr2510 20250709 3603.00 ... 3607.00 3608.00 RR
195 rr2511 20250709 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250709 3601.00 ... 3601.00 3596.00 RR
197 rr2601 20250709 3602.00 ... 3600.00 3598.00 RR
198 rr2602 20250709 3605.00 ... 3606.00 3610.00 RR
199 rr2603 20250709 3607.00 ... 3606.00 3611.00 RR
200 rr2604 20250709 3613.00 ... 3613.00 3622.00 RR
201 rr2605 20250709 3606.00 ... 3606.00 3614.00 RR
202 rr2606 20250709 0.00 ... 3609.00 3609.00 RR
203 v2507 20250709 4828.00 ... 4839.00 4812.00 V
204 v2508 20250709 4855.00 ... 4890.00 4848.00 V
205 v2509 20250709 4891.00 ... 4929.00 4886.00 V
206 v2510 20250709 4930.00 ... 4957.00 4915.00 V
207 v2511 20250709 4957.00 ... 4981.00 4944.00 V
208 v2512 20250709 4981.00 ... 5006.00 4969.00 V
209 v2601 20250709 5000.00 ... 5031.00 4991.00 V
210 v2602 20250709 5030.00 ... 5044.00 5013.00 V
211 v2603 20250709 5043.00 ... 5062.00 5035.00 V
212 v2604 20250709 5198.00 ... 5213.00 5177.00 V
213 v2605 20250709 5180.00 ... 5221.00 5198.00 V
214 v2606 20250709 5218.00 ... 5234.00 5209.00 V
215 y2507 20250709 0.00 ... 8038.00 8038.00 Y
216 y2508 20250709 7910.00 ... 7902.00 7884.00 Y
217 y2509 20250709 7938.00 ... 7922.00 7908.00 Y
218 y2511 20250709 7948.00 ... 7936.00 7930.00 Y
219 y2512 20250709 7964.00 ... 7962.00 7972.00 Y
220 y2601 20250709 7928.00 ... 7916.00 7910.00 Y
221 y2603 20250709 7822.00 ... 7818.00 7820.00 Y
222 y2605 20250709 7622.00 ... 7594.00 7612.00 Y
[223 rows x 12 columns]
2025-07-17 18:25:50,214 - future_1d - INFO - ak.get_dce_daily('2025-07-09') done
2025-07-17 18:25:51,958 - future_1d - INFO - save future_daily 2025-07-09 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250710 519.7 523.6 ... 5931943.05 520.3 515.7 SC
1 SC2509 20250710 511.8 513.5 ... 1656332.75 511 510.6 SC
2 SC2510 20250710 503.7 506 ... 313834.23 503.4 503.3 SC
3 SC2511 20250710 497.5 500.2 ... 42189.34 497.5 496.9 SC
4 SC2512 20250710 493.7 495.5 ... 24023.71 492.2 492.3 SC
5 SC2601 20250710 490.8 491.5 ... 18049.7 487.8 489.2 SC
6 SC2602 20250710 486.7 488.6 ... 13652.57 484.1 485.4 SC
7 SC2603 20250710 483.5 485.8 ... 2318.12 482.9 483.1 SC
8 SC2604 20250710 480.2 481.1 ... 144.21 480.7 478.6 SC
9 SC2605 20250710 478.9 479.4 ... 191.54 478.8 477.6 SC
10 SC2606 20250710 478.5 479.1 ... 1239.55 476.7 477.7 SC
11 SC2607 20250710 475 475 ... 47.5 475 472.5 SC
12 SC2609 20250710 473.2 475.6 ... 472.92 472.9 472.6 SC
13 SC2612 20250710 467 469.5 ... 468.14 468.1 472.2 SC
14 SC2703 20250710 468 468 ... 46.8 468 467.9 SC
15 SC2706 20250710 471.4 471.4 ... 281.36 468.9 470.7 SC
16 SC2709 20250710 464.6 464.6 ... 46.46 464.6 466.8 SC
17 SC2712 20250710 464.4 467 ... 232.92 465.8 466.5 SC
18 SC2803 20250710 ... 0 465.8 465.8 SC
19 SC2806 20250710 464 465.3 ... 371.57 464.4 463.2 SC
21 LU2508 20250710 3701 3702 ... 7519.878 3688 3709 LU
22 LU2509 20250710 3681 3697 ... 240102.187 3678 3697 LU
23 LU2510 20250710 3655 3668 ... 110126.556 3648 3662 LU
24 LU2511 20250710 3631 3640 ... 4545.82 3619 3626 LU
25 LU2512 20250710 3593 3605 ... 93.354 3590 3596 LU
26 LU2601 20250710 3550 3575 ... 177.916 3558 3561 LU
27 LU2602 20250710 3517 3542 ... 17.618 3523 3543 LU
28 LU2603 20250710 3503 3520 ... 21.065 3510 3510 LU
29 LU2604 20250710 3489 3489 ... 3.489 3489 3486 LU
30 LU2605 20250710 3463 3491 ... 27.78 3472 3483 LU
31 LU2606 20250710 3447 3468 ... 17.275 3455 3477 LU
32 LU2607 20250710 3449 3449 ... 3.449 3449 3459 LU
34 NR2507 20250710 12110 12420 ... 1355 12315 12015 NR
35 NR2508 20250710 12070 12450 ... 1041204.92 12275 12040 NR
36 NR2509 20250710 12100 12480 ... 883136.305 12305 12060 NR
37 NR2510 20250710 12120 12480 ... 145932.43 12320 12075 NR
38 NR2511 20250710 12100 12495 ... 9961.33 12340 12095 NR
39 NR2512 20250710 12125 12475 ... 3344.94 12340 12105 NR
40 NR2601 20250710 12100 12505 ... 12851.475 12365 12130 NR
41 NR2602 20250710 12400 12495 ... 285.245 12400 12200 NR
42 NR2603 20250710 12425 12570 ... 236.895 12465 12180 NR
43 NR2604 20250710 12450 12530 ... 74.845 12470 12195 NR
44 NR2605 20250710 12415 12575 ... 62.59 12515 12250 NR
45 NR2606 20250710 12540 12540 ... 12.54 12540 12225 NR
47 BC2507 20250710 ... 0 70600 70600 BC
48 BC2508 20250710 69410 69870 ... 272837.03 69560 70140 BC
49 BC2509 20250710 69250 69820 ... 35487.12 69510 69880 BC
50 BC2510 20250710 68920 69680 ... 658.775 69340 70060 BC
51 BC2511 20250710 ... 0 69130 69080 BC
52 BC2512 20250710 69320 69320 ... 34.66 69320 69750 BC
53 BC2601 20250710 ... 0 69810 69810 BC
54 BC2602 20250710 ... 0 69410 69410 BC
55 BC2603 20250710 ... 0 69290 69290 BC
56 BC2604 20250710 ... 0 69750 69750 BC
57 BC2605 20250710 69590 69590 ... 69.53 69530 68280 BC
58 BC2606 20250710 ... 0 67820 67820 BC
60 EC2508 20250710 2030 2078 ... 353485.971 2045.2 1990.2 EC
61 EC2510 20250710 1400 1412.4 ... 95201.5625 1401.6 1382.4 EC
62 EC2512 20250710 1556 1579.8 ... 12857.5735 1564.1 1551.1 EC
63 EC2602 20250710 1353.4 1375.7 ... 2846.402 1368.4 1348.7 EC
64 EC2604 20250710 1192 1209.9 ... 5919.8025 1198.3 1184.2 EC
65 EC2606 20250710 1344.2 1354.5 ... 730.922 1341.1 1325.2 EC
68 SC_TAS2508 20250710 ... SC_TAS
69 SC_TAS2509 20250710 ... SC_TAS
70 SC_TAS2510 20250710 ... SC_TAS
71 SC_TAS2511 20250710 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:26:01,552 - future_1d - INFO - ak.get_ine_daily('2025-07-10') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250710 7735.0 7794.0 ... 350267.34 7768.0 7751.0 AP
1 AP511 20250710 7562.0 7619.0 ... 980.12 7598.0 7579.0 AP
2 AP512 20250710 7627.0 7638.0 ... 45.77 7629.0 7614.0 AP
3 AP601 20250710 7602.0 7659.0 ... 13228.08 7642.0 7636.0 AP
4 AP603 20250710 7613.0 7619.0 ... 106.61 7615.0 7621.0 AP
5 AP604 20250710 7676.0 7676.0 ... 122.62 7664.0 7674.0 AP
6 AP605 20250710 7719.0 7748.0 ... 201.26 7741.0 7740.0 AP
7 CF507 20250710 13610.0 13665.0 ... 5401.78 13625.0 13535.0 CF
8 CF509 20250710 13845.0 13920.0 ... 1457543.80 13865.0 13770.0 CF
9 CF511 20250710 13740.0 13805.0 ... 189084.23 13755.0 13675.0 CF
10 CF601 20250710 13785.0 13860.0 ... 321935.30 13810.0 13740.0 CF
11 CF603 20250710 13770.0 13830.0 ... 1708.92 13780.0 13720.0 CF
12 CF605 20250710 13780.0 13845.0 ... 13361.47 13790.0 13715.0 CF
13 CJ507 20250710 9600.0 9600.0 ... 9.60 9600.0 9405.0 CJ
14 CJ509 20250710 9500.0 9570.0 ... 175043.87 9495.0 9380.0 CJ
15 CJ512 20250710 10355.0 10490.0 ... 12499.45 10400.0 10245.0 CJ
16 CJ601 20250710 10495.0 10620.0 ... 1058820.16 10500.0 10360.0 CJ
17 CJ603 20250710 10640.0 10720.0 ... 13605.71 10630.0 10490.0 CJ
18 CJ605 20250710 10810.0 10960.0 ... 93993.76 10865.0 10735.0 CJ
19 CY507 20250710 0.0 0.0 ... 0.00 19895.0 19805.0 CY
20 CY508 20250710 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250710 19985.0 20060.0 ... 70700.61 20005.0 19915.0 CY
22 CY510 20250710 0.0 0.0 ... 0.00 19625.0 19535.0 CY
23 CY511 20250710 20045.0 20045.0 ... 10.02 20045.0 20060.0 CY
24 CY512 20250710 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250710 20020.0 20060.0 ... 310.43 20030.0 19860.0 CY
26 CY602 20250710 0.0 0.0 ... 0.00 19830.0 19830.0 CY
27 CY603 20250710 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250710 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250710 0.0 0.0 ... 0.00 20010.0 19915.0 CY
30 CY606 20250710 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250710 994.0 995.0 ... 927.51 991.0 970.0 FG
32 FG508 20250710 1051.0 1113.0 ... 57526.86 1078.0 1047.0 FG
33 FG509 20250710 1035.0 1100.0 ... 6521658.63 1063.0 1029.0 FG
34 FG510 20250710 1084.0 1147.0 ... 69473.41 1108.0 1082.0 FG
35 FG511 20250710 1077.0 1134.0 ... 87926.48 1097.0 1071.0 FG
36 FG512 20250710 1143.0 1199.0 ... 21113.70 1164.0 1135.0 FG
37 FG601 20250710 1134.0 1189.0 ... 715374.66 1155.0 1125.0 FG
38 FG602 20250710 1173.0 1223.0 ... 1397.34 1198.0 1164.0 FG
39 FG603 20250710 1164.0 1219.0 ... 1880.89 1195.0 1162.0 FG
40 FG604 20250710 1209.0 1251.0 ... 1181.06 1228.0 1201.0 FG
41 FG605 20250710 1202.0 1245.0 ... 16612.39 1221.0 1197.0 FG
42 FG606 20250710 1216.0 1260.0 ... 741.29 1235.0 1214.0 FG
43 JR507 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250710 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250710 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250710 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250710 2381.0 2417.0 ... 13688.91 2404.0 2382.0 MA
55 MA509 20250710 2370.0 2408.0 ... 1619920.95 2393.0 2365.0 MA
56 MA510 20250710 2393.0 2429.0 ... 67151.21 2415.0 2384.0 MA
57 MA511 20250710 2407.0 2443.0 ... 64933.03 2428.0 2396.0 MA
58 MA512 20250710 2430.0 2466.0 ... 12419.58 2450.0 2419.0 MA
59 MA601 20250710 2430.0 2471.0 ... 197727.72 2454.0 2422.0 MA
60 MA602 20250710 2424.0 2454.0 ... 53.58 2436.0 2409.0 MA
61 MA603 20250710 2420.0 2446.0 ... 189.85 2434.0 2405.0 MA
62 MA604 20250710 2398.0 2418.0 ... 26.45 2405.0 2376.0 MA
63 MA605 20250710 2358.0 2388.0 ... 2070.85 2375.0 2347.0 MA
64 MA606 20250710 2366.0 2386.0 ... 28.50 2375.0 2354.0 MA
65 OI507 20250710 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250710 9512.0 9512.0 ... 2957046.13 9457.0 9546.0 OI
67 OI511 20250710 9502.0 9502.0 ... 165665.26 9451.0 9539.0 OI
68 OI601 20250710 9448.0 9448.0 ... 516467.24 9404.0 9486.0 OI
69 OI603 20250710 9365.0 9383.0 ... 4348.34 9351.0 9431.0 OI
70 OI605 20250710 9301.0 9301.0 ... 6596.39 9252.0 9342.0 OI
71 PF507 20250710 6590.0 6662.0 ... 1185.42 6642.0 6626.0 PF
72 PF508 20250710 6526.0 6578.0 ... 248023.36 6554.0 6528.0 PF
73 PF509 20250710 6418.0 6458.0 ... 198283.88 6434.0 6412.0 PF
74 PF510 20250710 6402.0 6476.0 ... 156173.97 6434.0 6400.0 PF
75 PF511 20250710 6370.0 6438.0 ... 162712.69 6394.0 6370.0 PF
76 PF512 20250710 6352.0 6416.0 ... 45051.33 6376.0 6360.0 PF
77 PF601 20250710 6370.0 6424.0 ... 3670.46 6400.0 6370.0 PF
78 PF602 20250710 6366.0 6376.0 ... 9.56 6372.0 6370.0 PF
79 PF603 20250710 6378.0 6388.0 ... 22.35 6386.0 6376.0 PF
80 PF604 20250710 6402.0 6402.0 ... 3.20 6402.0 6386.0 PF
81 PF605 20250710 6414.0 6440.0 ... 6.43 6428.0 6398.0 PF
82 PF606 20250710 0.0 0.0 ... 0.00 6424.0 6382.0 PF
83 PK510 20250710 8180.0 8194.0 ... 107002.83 8172.0 8158.0 PK
84 PK511 20250710 8020.0 8032.0 ... 53630.46 8010.0 7986.0 PK
85 PK512 20250710 7978.0 7978.0 ... 943.97 7966.0 7968.0 PK
86 PK601 20250710 7966.0 7972.0 ... 4181.97 7958.0 7946.0 PK
87 PK603 20250710 7970.0 7980.0 ... 75.58 7956.0 7948.0 PK
88 PK604 20250710 7952.0 7972.0 ... 23.88 7958.0 7952.0 PK
89 PK605 20250710 7990.0 8004.0 ... 875.73 7962.0 7960.0 PK
90 PM507 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250710 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250710 0.0 0.0 ... 0.00 5942.0 5920.0 PR
97 PR508 20250710 5898.0 5946.0 ... 8475.90 5918.0 5892.0 PR
98 PR509 20250710 5876.0 5930.0 ... 419987.68 5896.0 5874.0 PR
99 PR510 20250710 5878.0 5938.0 ... 225096.37 5902.0 5866.0 PR
100 PR511 20250710 5868.0 5926.0 ... 33896.50 5892.0 5854.0 PR
101 PR512 20250710 0.0 0.0 ... 0.00 5900.0 5848.0 PR
102 PR601 20250710 5862.0 5916.0 ... 335.81 5892.0 5854.0 PR
103 PR602 20250710 5910.0 5954.0 ... 44.52 5936.0 5898.0 PR
104 PR603 20250710 5940.0 5958.0 ... 80.18 5940.0 5914.0 PR
105 PR604 20250710 5958.0 5958.0 ... 8.94 5958.0 5912.0 PR
106 PR605 20250710 5912.0 5952.0 ... 115.71 5934.0 5892.0 PR
107 PR606 20250710 0.0 0.0 ... 0.00 5926.0 5858.0 PR
108 PX507 20250710 0.0 0.0 ... 0.00 6926.0 6890.0 PX
109 PX508 20250710 6748.0 6842.0 ... 2642.42 6802.0 6752.0 PX
110 PX509 20250710 6716.0 6800.0 ... 616982.01 6750.0 6716.0 PX
111 PX510 20250710 6698.0 6796.0 ... 92207.48 6746.0 6698.0 PX
112 PX511 20250710 6690.0 6776.0 ... 132206.80 6720.0 6664.0 PX
113 PX512 20250710 6670.0 6762.0 ... 30215.13 6704.0 6644.0 PX
114 PX601 20250710 6636.0 6742.0 ... 61437.15 6682.0 6636.0 PX
115 PX602 20250710 6680.0 6730.0 ... 40.13 6688.0 6628.0 PX
116 PX603 20250710 6604.0 6640.0 ... 6.62 6622.0 6618.0 PX
117 PX604 20250710 0.0 0.0 ... 0.00 6676.0 6606.0 PX
118 PX605 20250710 6620.0 6686.0 ... 182.51 6638.0 6594.0 PX
119 PX606 20250710 6650.0 6650.0 ... 3.33 6650.0 6562.0 PX
120 RI507 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250710 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250710 2451.0 2491.0 ... 371.16 2474.0 2445.0 RM
127 RM508 20250710 2581.0 2617.0 ... 25372.91 2596.0 2572.0 RM
128 RM509 20250710 2582.0 2622.0 ... 926076.49 2595.0 2573.0 RM
129 RM511 20250710 2415.0 2434.0 ... 2812.39 2418.0 2407.0 RM
130 RM601 20250710 2309.0 2326.0 ... 168149.86 2313.0 2305.0 RM
131 RM603 20250710 2291.0 2306.0 ... 14060.22 2294.0 2287.0 RM
132 RM605 20250710 2305.0 2316.0 ... 26768.97 2307.0 2305.0 RM
133 RS507 20250710 0.0 0.0 ... 0.00 4993.0 4991.0 RS
134 RS508 20250710 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250710 5053.0 5100.0 ... 233.26 5071.0 5069.0 RS
136 RS511 20250710 5097.0 5097.0 ... 30.43 5072.0 5037.0 RS
137 SA507 20250710 1167.0 1189.0 ... 587.46 1175.0 1146.0 SA
138 SA508 20250710 1190.0 1235.0 ... 55375.42 1213.0 1187.0 SA
139 SA509 20250710 1194.0 1244.0 ... 7001237.69 1213.0 1187.0 SA
140 SA510 20250710 1209.0 1249.0 ... 139343.32 1227.0 1201.0 SA
141 SA511 20250710 1205.0 1251.0 ... 236375.53 1228.0 1202.0 SA
142 SA512 20250710 1235.0 1278.0 ... 130693.80 1254.0 1225.0 SA
143 SA601 20250710 1240.0 1281.0 ... 1688094.85 1255.0 1226.0 SA
144 SA602 20250710 1246.0 1287.0 ... 20636.43 1266.0 1238.0 SA
145 SA603 20250710 1248.0 1284.0 ... 12386.31 1264.0 1236.0 SA
146 SA604 20250710 1261.0 1294.0 ... 5054.16 1280.0 1250.0 SA
147 SA605 20250710 1257.0 1297.0 ... 62205.85 1276.0 1251.0 SA
148 SA606 20250710 1266.0 1300.0 ... 3467.31 1289.0 1260.0 SA
149 SF507 20250710 5436.0 5626.0 ... 6288.50 5520.0 5436.0 SF
150 SF508 20250710 5402.0 5596.0 ... 33354.73 5530.0 5374.0 SF
151 SF509 20250710 5426.0 5594.0 ... 802072.62 5532.0 5380.0 SF
152 SF510 20250710 5378.0 5542.0 ... 109262.36 5484.0 5328.0 SF
153 SF511 20250710 5510.0 5684.0 ... 184665.82 5630.0 5466.0 SF
154 SF512 20250710 5506.0 5656.0 ... 20691.84 5594.0 5440.0 SF
155 SF601 20250710 5464.0 5624.0 ... 15775.87 5562.0 5412.0 SF
156 SF602 20250710 5388.0 5554.0 ... 856.30 5490.0 5354.0 SF
157 SF603 20250710 5586.0 5678.0 ... 56.43 5644.0 5490.0 SF
158 SF604 20250710 5518.0 5662.0 ... 16.86 5620.0 5460.0 SF
159 SF605 20250710 5480.0 5664.0 ... 552.16 5606.0 5460.0 SF
160 SF606 20250710 5466.0 5604.0 ... 86.24 5564.0 5370.0 SF
161 SH507 20250710 0.0 0.0 ... 0.00 2456.0 2381.0 SH
162 SH508 20250710 2476.0 2569.0 ... 224790.46 2525.0 2434.0 SH
163 SH509 20250710 2462.0 2525.0 ... 4717396.77 2495.0 2419.0 SH
164 SH510 20250710 2475.0 2544.0 ... 403590.71 2515.0 2439.0 SH
165 SH511 20250710 2468.0 2530.0 ... 252459.83 2500.0 2426.0 SH
166 SH512 20250710 2475.0 2532.0 ... 35751.81 2500.0 2426.0 SH
167 SH601 20250710 2444.0 2500.0 ... 127184.09 2469.0 2403.0 SH
168 SH602 20250710 2460.0 2513.0 ... 740.65 2494.0 2424.0 SH
169 SH603 20250710 2462.0 2517.0 ... 606.43 2496.0 2430.0 SH
170 SH604 20250710 2497.0 2551.0 ... 220.59 2536.0 2456.0 SH
171 SH605 20250710 2485.0 2550.0 ... 6047.14 2523.0 2453.0 SH
172 SH606 20250710 2506.0 2560.0 ... 174.24 2525.0 2479.0 SH
173 SM507 20250710 0.0 0.0 ... 0.00 5756.0 5654.0 SM
174 SM508 20250710 5738.0 5820.0 ... 28007.41 5790.0 5682.0 SM
175 SM509 20250710 5746.0 5826.0 ... 994605.73 5792.0 5682.0 SM
176 SM510 20250710 5716.0 5798.0 ... 58556.00 5770.0 5664.0 SM
177 SM511 20250710 5800.0 5868.0 ... 125749.58 5844.0 5742.0 SM
178 SM512 20250710 5788.0 5858.0 ... 10839.24 5832.0 5728.0 SM
179 SM601 20250710 5774.0 5854.0 ... 75772.12 5822.0 5724.0 SM
180 SM602 20250710 5800.0 5868.0 ... 273.00 5810.0 5718.0 SM
181 SM603 20250710 5800.0 5864.0 ... 107.88 5832.0 5720.0 SM
182 SM604 20250710 5814.0 5852.0 ... 20.43 5838.0 5738.0 SM
183 SM605 20250710 5830.0 5880.0 ... 1456.83 5852.0 5752.0 SM
184 SM606 20250710 5880.0 5896.0 ... 55.90 5886.0 5756.0 SM
185 SR507 20250710 5795.0 5808.0 ... 527.32 5795.0 5751.0 SR
186 SR509 20250710 5795.0 5815.0 ... 950652.62 5800.0 5763.0 SR
187 SR511 20250710 5684.0 5703.0 ... 132693.11 5688.0 5653.0 SR
188 SR601 20250710 5615.0 5636.0 ... 119605.24 5625.0 5599.0 SR
189 SR603 20250710 5592.0 5606.0 ... 1449.65 5597.0 5574.0 SR
190 SR605 20250710 5563.0 5580.0 ... 5008.83 5572.0 5551.0 SR
191 TA507 20250710 4740.0 4748.0 ... 4453.91 4732.0 4770.0 TA
192 TA508 20250710 4722.0 4758.0 ... 32524.04 4740.0 4740.0 TA
193 TA509 20250710 4712.0 4752.0 ... 2244708.08 4728.0 4714.0 TA
194 TA510 20250710 4708.0 4760.0 ... 65699.06 4724.0 4702.0 TA
195 TA511 20250710 4706.0 4754.0 ... 67158.46 4720.0 4692.0 TA
196 TA512 20250710 4694.0 4750.0 ... 15954.45 4716.0 4684.0 TA
197 TA601 20250710 4682.0 4748.0 ... 446291.84 4712.0 4678.0 TA
198 TA602 20250710 4698.0 4748.0 ... 40.14 4722.0 4688.0 TA
199 TA603 20250710 4698.0 4738.0 ... 103.84 4720.0 4682.0 TA
200 TA604 20250710 4714.0 4732.0 ... 11.80 4720.0 4688.0 TA
201 TA605 20250710 4704.0 4760.0 ... 3753.78 4728.0 4694.0 TA
202 TA606 20250710 4750.0 4750.0 ... 4.75 4750.0 4702.0 TA
203 UR507 20250710 1759.0 1774.0 ... 360.00 1765.0 1759.0 UR
204 UR508 20250710 1774.0 1784.0 ... 2110.91 1774.0 1767.0 UR
205 UR509 20250710 1780.0 1790.0 ... 900403.33 1777.0 1771.0 UR
206 UR510 20250710 1764.0 1775.0 ... 23123.69 1762.0 1755.0 UR
207 UR511 20250710 1766.0 1775.0 ... 22098.41 1760.0 1755.0 UR
208 UR512 20250710 1755.0 1763.0 ... 111.86 1748.0 1747.0 UR
209 UR601 20250710 1744.0 1750.0 ... 118802.75 1736.0 1731.0 UR
210 UR602 20250710 1736.0 1744.0 ... 1197.13 1730.0 1725.0 UR
211 UR603 20250710 1755.0 1761.0 ... 157.40 1749.0 1747.0 UR
212 UR604 20250710 1748.0 1749.0 ... 69.66 1741.0 1740.0 UR
213 UR605 20250710 1742.0 1748.0 ... 5998.86 1736.0 1730.0 UR
214 UR606 20250710 1733.0 1740.0 ... 505.97 1733.0 1727.0 UR
215 WH507 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250710 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250710 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 18:26:01,901 - future_1d - INFO - ak.get_czce_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 IC2507 20250710 5930.000 ... 5968.000 5937.200 IC
1 IC2508 20250710 5879.800 ... 5911.200 5882.400 IC
2 IC2509 20250710 5831.000 ... 5859.800 5830.000 IC
3 IC2512 20250710 5691.600 ... 5736.200 5706.800 IC
4 IF2507 20250710 3981.000 ... 4006.800 3981.800 IF
5 IF2508 20250710 3962.000 ... 3989.800 3964.400 IF
6 IF2509 20250710 3956.200 ... 3981.800 3957.000 IF
7 IF2512 20250710 3920.000 ... 3948.400 3923.400 IF
8 IH2507 20250710 2727.600 ... 2754.000 2731.400 IH
9 IH2508 20250710 2723.800 ... 2750.800 2726.600 IH
10 IH2509 20250710 2724.000 ... 2749.200 2727.000 IH
11 IH2512 20250710 2725.000 ... 2748.800 2727.400 IH
12 IM2507 20250710 6356.600 ... 6386.200 6365.000 IM
13 IM2508 20250710 6289.000 ... 6316.000 6292.800 IM
14 IM2509 20250710 6214.000 ... 6241.800 6219.800 IM
15 IM2512 20250710 6028.200 ... 6057.000 6032.200 IM
16 T2509 20250710 109.015 ... 108.855 109.020 T
17 T2512 20250710 109.090 ... 108.910 109.100 T
18 T2603 20250710 109.055 ... 108.900 109.075 T
19 TF2509 20250710 106.140 ... 106.005 106.135 TF
20 TF2512 20250710 106.230 ... 106.110 106.225 TF
21 TF2603 20250710 106.270 ... 106.160 106.270 TF
22 TL2509 20250710 121.020 ... 120.550 120.960 TL
23 TL2512 20250710 120.850 ... 120.410 120.810 TL
24 TL2603 20250710 120.670 ... 120.210 120.610 TL
25 TS2509 20250710 102.466 ... 102.418 102.456 TS
26 TS2512 20250710 102.582 ... 102.530 102.576 TS
27 TS2603 20250710 102.666 ... 102.636 102.684 TS
[28 rows x 12 columns]
2025-07-17 18:26:02,106 - future_1d - INFO - ak.get_cffex_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 PS2507 20250710 0.0 ... 38185.0 38185.0 PS
1 PS2508 20250710 39500.0 ... 40545.0 39190.0 PS
2 PS2509 20250710 39150.0 ... 40190.0 38810.0 PS
3 PS2510 20250710 39005.0 ... 40140.0 38630.0 PS
4 PS2511 20250710 38860.0 ... 39745.0 38440.0 PS
5 PS2512 20250710 41000.0 ... 41860.0 40765.0 PS
6 PS2601 20250710 40470.0 ... 41870.0 40680.0 PS
7 PS2602 20250710 40745.0 ... 41475.0 40535.0 PS
8 PS2603 20250710 40775.0 ... 41465.0 40575.0 PS
9 PS2604 20250710 40695.0 ... 41385.0 40345.0 PS
10 PS2605 20250710 40200.0 ... 41215.0 40305.0 PS
11 PS2606 20250710 40800.0 ... 42025.0 41000.0 PS
13 SI2507 20250710 8540.0 ... 8540.0 8160.0 SI
14 SI2508 20250710 8190.0 ... 8380.0 8175.0 SI
15 SI2509 20250710 8250.0 ... 8375.0 8165.0 SI
16 SI2510 20250710 8160.0 ... 8350.0 8145.0 SI
17 SI2511 20250710 8190.0 ... 8305.0 8115.0 SI
18 SI2512 20250710 8450.0 ... 8620.0 8430.0 SI
19 SI2601 20250710 8395.0 ... 8570.0 8385.0 SI
20 SI2602 20250710 8405.0 ... 8565.0 8395.0 SI
21 SI2603 20250710 8460.0 ... 8565.0 8400.0 SI
22 SI2604 20250710 8400.0 ... 8565.0 8410.0 SI
23 SI2605 20250710 8390.0 ... 8550.0 8390.0 SI
24 SI2606 20250710 8420.0 ... 8565.0 8385.0 SI
27 LC2507 20250710 64920.0 ... 64580.0 64400.0 LC
28 LC2508 20250710 64900.0 ... 64740.0 64700.0 LC
29 LC2509 20250710 64560.0 ... 64460.0 64460.0 LC
30 LC2510 20250710 64420.0 ... 64340.0 64280.0 LC
31 LC2511 20250710 64200.0 ... 64160.0 64100.0 LC
32 LC2512 20250710 64460.0 ... 64420.0 64260.0 LC
33 LC2601 20250710 64460.0 ... 64540.0 64300.0 LC
34 LC2602 20250710 64520.0 ... 64540.0 64200.0 LC
35 LC2603 20250710 64500.0 ... 64540.0 64260.0 LC
36 LC2604 20250710 65060.0 ... 65100.0 64800.0 LC
37 LC2605 20250710 64960.0 ... 65160.0 64600.0 LC
38 LC2606 20250710 65020.0 ... 65160.0 64820.0 LC
[36 rows x 12 columns]
2025-07-17 18:26:02,233 - future_1d - INFO - ak.get_gfex_daily('2025-07-10') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250710 ... 78670 79110 CU
1 1 CU2508 20250710 ... 78390 78910 CU
2 2 CU2509 20250710 ... 78240 78740 CU
3 3 CU2510 20250710 ... 78050 78500 CU
4 4 CU2511 20250710 ... 77950 78260 CU
5 5 CU2512 20250710 ... 77860 78160 CU
6 6 CU2601 20250710 ... 77780 77950 CU
7 7 CU2602 20250710 ... 77790 77920 CU
8 8 CU2603 20250710 ... 77680 77960 CU
9 9 CU2604 20250710 ... 77620 77960 CU
10 10 CU2605 20250710 ... 77690 77910 CU
11 11 CU2606 20250710 ... 77750 77950 CU
12 12 BC2507 20250710 ... 70600 70600 BC
13 13 BC2508 20250710 ... 69560 70140 BC
14 14 BC2509 20250710 ... 69510 69880 BC
15 15 BC2510 20250710 ... 69340 70060 BC
16 16 BC2511 20250710 ... 69130 69080 BC
17 17 BC2512 20250710 ... 69320 69750 BC
18 18 BC2601 20250710 ... 69810 69810 BC
19 19 BC2602 20250710 ... 69410 69410 BC
20 20 BC2603 20250710 ... 69290 69290 BC
21 21 BC2604 20250710 ... 69750 69750 BC
22 22 BC2605 20250710 ... 69530 68280 BC
23 23 BC2606 20250710 ... 67820 67820 BC
24 24 AL2507 20250710 ... 20835 20690 AL
25 25 AL2508 20250710 ... 20670 20515 AL
26 26 AL2509 20250710 ... 20610 20455 AL
27 27 AL2510 20250710 ... 20515 20380 AL
28 28 AL2511 20250710 ... 20415 20295 AL
29 29 AL2512 20250710 ... 20340 20215 AL
30 30 AL2601 20250710 ... 20305 20170 AL
31 31 AL2602 20250710 ... 20290 20165 AL
32 32 AL2603 20250710 ... 20295 20170 AL
33 33 AL2604 20250710 ... 20310 20180 AL
34 34 AL2605 20250710 ... 20335 20180 AL
35 35 AL2606 20250710 ... 20335 20220 AL
36 36 ZN2507 20250710 ... 22265 22100 ZN
37 37 ZN2508 20250710 ... 22285 22080 ZN
38 38 ZN2509 20250710 ... 22245 22015 ZN
39 39 ZN2510 20250710 ... 22205 21960 ZN
40 40 ZN2511 20250710 ... 22160 21895 ZN
41 41 ZN2512 20250710 ... 22090 21840 ZN
42 42 ZN2601 20250710 ... 22050 21805 ZN
43 43 ZN2602 20250710 ... 22035 21795 ZN
44 44 ZN2603 20250710 ... 22020 21795 ZN
45 45 ZN2604 20250710 ... 22070 21790 ZN
46 46 ZN2605 20250710 ... 22005 21800 ZN
47 47 ZN2606 20250710 ... 22040 21790 ZN
48 48 PB2507 20250710 ... 17155 17145 PB
49 49 PB2508 20250710 ... 17215 17200 PB
50 50 PB2509 20250710 ... 17240 17220 PB
51 51 PB2510 20250710 ... 17250 17210 PB
52 52 PB2511 20250710 ... 17260 17215 PB
53 53 PB2512 20250710 ... 17230 17245 PB
54 54 PB2601 20250710 ... 17295 17220 PB
55 55 PB2602 20250710 ... 17215 17140 PB
56 56 PB2603 20250710 ... 17225 17175 PB
57 57 PB2604 20250710 ... 17230 17185 PB
58 58 PB2605 20250710 ... 17230 17120 PB
59 59 PB2606 20250710 ... 17205 17160 PB
60 60 NI2507 20250710 ... 119420 119770 NI
61 61 NI2508 20250710 ... 119910 119460 NI
62 62 NI2509 20250710 ... 120070 119540 NI
63 63 NI2510 20250710 ... 120190 119730 NI
64 64 NI2511 20250710 ... 120370 119920 NI
65 65 NI2512 20250710 ... 120870 120230 NI
66 66 NI2601 20250710 ... 120920 120290 NI
67 67 NI2602 20250710 ... 120840 120650 NI
68 68 NI2603 20250710 ... 121380 120920 NI
69 69 NI2604 20250710 ... 121650 121200 NI
70 70 NI2605 20250710 ... 121620 121220 NI
71 71 NI2606 20250710 ... 121790 121450 NI
72 72 SN2507 20250710 ... 264160 264600 SN
73 73 SN2508 20250710 ... 265000 263570 SN
74 74 SN2509 20250710 ... 265160 263430 SN
75 75 SN2510 20250710 ... 265030 262820 SN
76 76 SN2511 20250710 ... 265400 262210 SN
77 77 SN2512 20250710 ... 265030 262080 SN
78 78 SN2601 20250710 ... 265160 262340 SN
79 79 SN2602 20250710 ... 263950 263000 SN
80 80 SN2603 20250710 ... 264800 262630 SN
81 81 SN2604 20250710 ... 265340 263820 SN
82 82 SN2605 20250710 ... 265020 262010 SN
83 83 SN2606 20250710 ... 263950 262420 SN
84 84 AO2507 20250710 ... 3249 3304 AO
85 85 AO2508 20250710 ... 3229 3182 AO
86 86 AO2509 20250710 ... 3195 3122 AO
87 87 AO2510 20250710 ... 3154 3080 AO
88 88 AO2511 20250710 ... 3131 3062 AO
89 89 AO2512 20250710 ... 3118 3048 AO
90 90 AO2601 20250710 ... 3105 3035 AO
91 91 AO2602 20250710 ... 3097 3029 AO
92 92 AO2603 20250710 ... 3085 3015 AO
93 93 AO2604 20250710 ... 3073 3010 AO
94 94 AO2605 20250710 ... 3062 3003 AO
95 95 AO2606 20250710 ... 3054 2999 AO
96 96 AD2511 20250710 ... 19935 19835 AD
97 97 AD2512 20250710 ... 19855 19750 AD
98 98 AD2601 20250710 ... 19825 19725 AD
99 99 AD2602 20250710 ... 19770 19690 AD
100 100 AD2603 20250710 ... 19705 19610 AD
101 101 AD2604 20250710 ... 19685 19565 AD
102 102 AD2605 20250710 ... 19670 19505 AD
103 103 AD2606 20250710 ... 19660 19495 AD
104 104 AU2507 20250710 ... 770.48 765.62 AU
105 105 AU2508 20250710 ... 769.02 767.12 AU
106 106 AU2509 20250710 ... 770.5 766.68 AU
107 107 AU2510 20250710 ... 771.16 769.52 AU
108 108 AU2512 20250710 ... 773.12 771.1 AU
109 109 AU2602 20250710 ... 774.42 773.08 AU
110 110 AU2604 20250710 ... 777.02 774.44 AU
111 111 AU2606 20250710 ... 778.86 774.6 AU
112 112 AG2507 20250710 ... 8863 8881 AG
113 113 AG2508 20250710 ... 8859 8873 AG
114 114 AG2509 20250710 ... 8872 8888 AG
115 115 AG2510 20250710 ... 8885 8899 AG
116 116 AG2511 20250710 ... 8895 8910 AG
117 117 AG2512 20250710 ... 8906 8921 AG
118 118 AG2601 20250710 ... 8918 8934 AG
119 119 AG2602 20250710 ... 8929 8944 AG
120 120 AG2603 20250710 ... 8943 8958 AG
121 121 AG2604 20250710 ... 8954 8966 AG
122 122 AG2605 20250710 ... 8967 8980 AG
123 123 AG2606 20250710 ... 8980 8992 AG
124 124 RB2507 20250710 ... 3091 3055 RB
125 125 RB2508 20250710 ... 3063 3033 RB
126 126 RB2509 20250710 ... 3068 3033 RB
127 127 RB2510 20250710 ... 3099 3065 RB
128 128 RB2511 20250710 ... 3112 3079 RB
129 129 RB2512 20250710 ... 3129 3096 RB
130 130 RB2601 20250710 ... 3125 3088 RB
131 131 RB2602 20250710 ... 3117 3076 RB
132 132 RB2603 20250710 ... 3116 3083 RB
133 133 RB2604 20250710 ... 3112 3084 RB
134 134 RB2605 20250710 ... 3135 3100 RB
135 135 RB2606 20250710 ... 3136 3106 RB
136 136 WR2507 20250710 ... 3356 3356 WR
137 137 WR2508 20250710 ... 3190 3190 WR
138 138 WR2509 20250710 ... 3265 3251 WR
139 139 WR2510 20250710 ... 3329 3299 WR
140 140 WR2511 20250710 ... 3350 3350 WR
141 141 WR2512 20250710 ... 3362 3362 WR
142 142 WR2601 20250710 ... 3329 3333 WR
143 143 WR2602 20250710 ... 3396 3396 WR
144 144 WR2603 20250710 ... 3387 3387 WR
145 145 WR2604 20250710 ... 3392 3392 WR
146 146 WR2605 20250710 ... 3370 3370 WR
147 147 WR2606 20250710 ... 3356 3356 WR
148 148 HC2507 20250710 ... 3237 3176 HC
149 149 HC2508 20250710 ... 3228 3196 HC
150 150 HC2509 20250710 ... 3241 3202 HC
151 151 HC2510 20250710 ... 3233 3193 HC
152 152 HC2511 20250710 ... 3235 3197 HC
153 153 HC2512 20250710 ... 3230 3209 HC
154 154 HC2601 20250710 ... 3247 3203 HC
155 155 HC2602 20250710 ... 3247 3207 HC
156 156 HC2603 20250710 ... 3234 3209 HC
157 157 HC2604 20250710 ... 3257 3217 HC
158 158 HC2605 20250710 ... 3245 3206 HC
159 159 HC2606 20250710 ... 3270 3215 HC
160 160 SS2507 20250710 ... 12720 12595 SS
161 161 SS2508 20250710 ... 12815 12730 SS
162 162 SS2509 20250710 ... 12735 12655 SS
163 163 SS2510 20250710 ... 12740 12650 SS
164 164 SS2511 20250710 ... 12760 12675 SS
165 165 SS2512 20250710 ... 12780 12710 SS
166 166 SS2601 20250710 ... 12845 12760 SS
167 167 SS2602 20250710 ... 12890 12800 SS
168 168 SS2603 20250710 ... 12920 12840 SS
169 169 SS2604 20250710 ... 12945 12865 SS
170 170 SS2605 20250710 ... 12975 12900 SS
171 171 SS2606 20250710 ... 13015 12930 SS
172 172 SC2508 20250710 ... 520.3 515.7 SC
173 173 SC2509 20250710 ... 511 510.6 SC
174 174 SC2510 20250710 ... 503.4 503.3 SC
175 175 SC2511 20250710 ... 497.5 496.9 SC
176 176 SC2512 20250710 ... 492.2 492.3 SC
177 177 SC2601 20250710 ... 487.8 489.2 SC
178 178 SC2602 20250710 ... 484.1 485.4 SC
179 179 SC2603 20250710 ... 482.9 483.1 SC
180 180 SC2604 20250710 ... 480.7 478.6 SC
181 181 SC2605 20250710 ... 478.8 477.6 SC
182 182 SC2606 20250710 ... 476.7 477.7 SC
183 183 SC2607 20250710 ... 475 472.5 SC
184 184 SC2609 20250710 ... 472.9 472.6 SC
185 185 SC2612 20250710 ... 468.1 472.2 SC
186 186 SC2703 20250710 ... 468 467.9 SC
187 187 SC2706 20250710 ... 468.9 470.7 SC
188 188 SC2709 20250710 ... 464.6 466.8 SC
189 189 SC2712 20250710 ... 465.8 466.5 SC
190 190 SC2803 20250710 ... 465.8 465.8 SC
191 191 SC2806 20250710 ... 464.4 463.2 SC
192 192 LU2508 20250710 ... 3688 3709 LU
193 193 LU2509 20250710 ... 3678 3697 LU
194 194 LU2510 20250710 ... 3648 3662 LU
195 195 LU2511 20250710 ... 3619 3626 LU
196 196 LU2512 20250710 ... 3590 3596 LU
197 197 LU2601 20250710 ... 3558 3561 LU
198 198 LU2602 20250710 ... 3523 3543 LU
199 199 LU2603 20250710 ... 3510 3510 LU
200 200 LU2604 20250710 ... 3489 3486 LU
201 201 LU2605 20250710 ... 3472 3483 LU
202 202 LU2606 20250710 ... 3455 3477 LU
203 203 LU2607 20250710 ... 3449 3459 LU
204 204 FU2508 20250710 ... 2931 2945 FU
205 205 FU2509 20250710 ... 2962 2982 FU
206 206 FU2510 20250710 ... 2952 2966 FU
207 207 FU2511 20250710 ... 2931 2934 FU
208 208 FU2512 20250710 ... 2903 2904 FU
209 209 FU2601 20250710 ... 2893 2890 FU
210 210 FU2602 20250710 ... 2885 2877 FU
211 211 FU2603 20250710 ... 2861 2857 FU
212 212 FU2604 20250710 ... 2850 2843 FU
213 213 FU2605 20250710 ... 2835 2827 FU
214 214 FU2606 20250710 ... 2813 2805 FU
215 215 FU2607 20250710 ... 2794 2787 FU
216 216 BU2507 20250710 ... 3652 3663 BU
217 217 BU2508 20250710 ... 3657 3650 BU
218 218 BU2509 20250710 ... 3625 3619 BU
219 219 BU2510 20250710 ... 3573 3569 BU
220 220 BU2511 20250710 ... 3513 3503 BU
221 221 BU2512 20250710 ... 3441 3428 BU
222 222 BU2601 20250710 ... 3410 3388 BU
223 223 BU2602 20250710 ... 3386 3382 BU
224 224 BU2603 20250710 ... 3384 3381 BU
225 225 BU2604 20250710 ... 3376 3353 BU
226 226 BU2605 20250710 ... 3361 3341 BU
227 227 BU2606 20250710 ... 3361 3338 BU
228 228 BU2609 20250710 ... 3332 3308 BU
229 229 BU2612 20250710 ... 3276 3262 BU
230 230 BU2703 20250710 ... 3282 3266 BU
231 231 BU2706 20250710 ... 3272 3265 BU
232 232 BR2507 20250710 ... 11545 11200 BR
233 233 BR2508 20250710 ... 11460 11315 BR
234 234 BR2509 20250710 ... 11420 11245 BR
235 235 BR2510 20250710 ... 11395 11220 BR
236 236 BR2511 20250710 ... 11415 11200 BR
237 237 BR2512 20250710 ... 11415 11195 BR
238 238 BR2601 20250710 ... 11355 11185 BR
239 239 BR2602 20250710 ... 11385 11170 BR
240 240 BR2603 20250710 ... 11350 11160 BR
241 241 BR2604 20250710 ... 11365 11205 BR
242 242 BR2605 20250710 ... 11350 11185 BR
243 243 BR2606 20250710 ... 11340 11150 BR
244 244 RU2507 20250710 ... 14140 13845 RU
245 245 RU2508 20250710 ... 14225 13935 RU
246 246 RU2509 20250710 ... 14240 14005 RU
247 247 RU2510 20250710 ... 14210 14030 RU
248 248 RU2511 20250710 ... 14270 14025 RU
249 249 RU2601 20250710 ... 15135 14885 RU
250 250 RU2603 20250710 ... 15100 14880 RU
251 251 RU2604 20250710 ... 15180 14860 RU
252 252 RU2605 20250710 ... 15210 14935 RU
253 253 RU2606 20250710 ... 15300 14950 RU
254 254 NR2507 20250710 ... 12315 12015 NR
255 255 NR2508 20250710 ... 12275 12040 NR
256 256 NR2509 20250710 ... 12305 12060 NR
257 257 NR2510 20250710 ... 12320 12075 NR
258 258 NR2511 20250710 ... 12340 12095 NR
259 259 NR2512 20250710 ... 12340 12105 NR
260 260 NR2601 20250710 ... 12365 12130 NR
261 261 NR2602 20250710 ... 12400 12200 NR
262 262 NR2603 20250710 ... 12465 12180 NR
263 263 NR2604 20250710 ... 12470 12195 NR
264 264 NR2605 20250710 ... 12515 12250 NR
265 265 NR2606 20250710 ... 12540 12225 NR
266 266 SP2507 20250710 ... 5120 5050 SP
267 267 SP2508 20250710 ... 5138 5070 SP
268 268 SP2509 20250710 ... 5166 5094 SP
269 269 SP2510 20250710 ... 5168 5108 SP
270 270 SP2511 20250710 ... 5164 5098 SP
271 271 SP2512 20250710 ... 5152 5092 SP
272 272 SP2601 20250710 ... 5360 5308 SP
273 273 SP2602 20250710 ... 5304 5248 SP
274 274 SP2603 20250710 ... 5296 5248 SP
275 275 SP2604 20250710 ... 5300 5252 SP
276 276 SP2605 20250710 ... 5298 5250 SP
277 277 SP2606 20250710 ... 5292 5254 SP
278 278 EC2508 20250710 ... 2045.2 1990.2 EC
279 279 EC2510 20250710 ... 1401.6 1382.4 EC
280 280 EC2512 20250710 ... 1564.1 1551.1 EC
281 281 EC2602 20250710 ... 1368.4 1348.7 EC
282 282 EC2604 20250710 ... 1198.3 1184.2 EC
283 283 EC2606 20250710 ... 1341.1 1325.2 EC
284 284 SC_TAS2508 20250710 ... SC_TAS
285 285 SC_TAS2509 20250710 ... SC_TAS
286 286 SC_TAS2510 20250710 ... SC_TAS
287 287 SC_TAS2511 20250710 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 18:26:02,349 - future_1d - INFO - ak.get_shfe_daily('2025-07-10') done
symbol date open ... settle pre_settle variety
0 a2507 20250710 0.0 ... 4150.00 4150.00 A
1 a2509 20250710 4112.0 ... 4110.00 4112.00 A
2 a2511 20250710 4048.0 ... 4042.00 4048.00 A
3 a2601 20250710 4035.0 ... 4025.00 4033.00 A
4 a2603 20250710 4023.0 ... 4018.00 4027.00 A
5 a2605 20250710 4055.0 ... 4051.00 4059.00 A
6 b2507 20250710 0.0 ... 3480.00 3480.00 B
7 b2508 20250710 3519.0 ... 3527.00 3518.00 B
8 b2509 20250710 3578.0 ... 3581.00 3576.00 B
9 b2510 20250710 3614.0 ... 3618.00 3610.00 B
10 b2511 20250710 3635.0 ... 3641.00 3639.00 B
11 b2512 20250710 3658.0 ... 3659.00 3661.00 B
12 b2601 20250710 3652.0 ... 3648.00 3652.00 B
13 b2602 20250710 3613.0 ... 3614.00 3624.00 B
14 b2603 20250710 3529.0 ... 3517.00 3535.00 B
15 b2604 20250710 3438.0 ... 3431.00 3443.00 B
16 b2605 20250710 3375.0 ... 3371.00 3375.00 B
17 b2606 20250710 3370.0 ... 3366.00 3371.00 B
18 bb2509 20250710 153.2 ... 152.75 153.50 BB
19 bb2511 20250710 155.1 ... 154.60 157.15 BB
20 bb2601 20250710 0.0 ... 156.40 156.40 BB
21 bb2603 20250710 0.0 ... 163.25 165.90 BB
22 bb2605 20250710 0.0 ... 163.25 165.90 BB
23 bz2603 20250710 6070.0 ... 6215.00 6015.00 BZ
24 bz2604 20250710 6070.0 ... 6226.00 6010.00 BZ
25 bz2605 20250710 6056.0 ... 6202.00 6013.00 BZ
26 bz2606 20250710 6100.0 ... 6180.00 6003.00 BZ
27 c2507 20250710 0.0 ... 2296.00 2296.00 C
28 c2509 20250710 2317.0 ... 2318.00 2322.00 C
29 c2511 20250710 2271.0 ... 2272.00 2275.00 C
30 c2601 20250710 2234.0 ... 2233.00 2237.00 C
31 c2603 20250710 2235.0 ... 2235.00 2238.00 C
32 c2605 20250710 2265.0 ... 2264.00 2266.00 C
33 cs2507 20250710 0.0 ... 2700.00 2700.00 CS
34 cs2509 20250710 2675.0 ... 2675.00 2676.00 CS
35 cs2511 20250710 2626.0 ... 2626.00 2630.00 CS
36 cs2601 20250710 2623.0 ... 2622.00 2626.00 CS
37 cs2603 20250710 2610.0 ... 2608.00 2615.00 CS
38 cs2605 20250710 2646.0 ... 2647.00 2650.00 CS
39 eb2507 20250710 0.0 ... 7499.00 7499.00 EB
40 eb2508 20250710 7356.0 ... 7436.00 7320.00 EB
41 eb2509 20250710 7251.0 ... 7348.00 7234.00 EB
42 eb2510 20250710 7190.0 ... 7277.00 7153.00 EB
43 eb2511 20250710 7122.0 ... 7206.00 7089.00 EB
44 eb2512 20250710 7088.0 ... 7169.00 7058.00 EB
45 eb2601 20250710 7088.0 ... 7169.00 7053.00 EB
46 eb2602 20250710 7108.0 ... 7212.00 7069.00 EB
47 eb2603 20250710 7102.0 ... 7228.00 7073.00 EB
48 eb2604 20250710 7148.0 ... 7198.00 7062.00 EB
49 eb2605 20250710 7117.0 ... 7185.00 7086.00 EB
50 eb2606 20250710 7163.0 ... 7181.00 7089.00 EB
51 eg2507 20250710 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250710 4258.0 ... 4296.00 4259.00 EG
53 eg2509 20250710 4280.0 ... 4307.00 4275.00 EG
54 eg2510 20250710 4292.0 ... 4321.00 4289.00 EG
55 eg2511 20250710 4306.0 ... 4328.00 4296.00 EG
56 eg2512 20250710 4328.0 ... 4328.00 4292.00 EG
57 eg2601 20250710 4302.0 ... 4336.00 4300.00 EG
58 eg2602 20250710 4328.0 ... 4343.00 4301.00 EG
59 eg2603 20250710 4340.0 ... 4340.00 4313.00 EG
60 eg2604 20250710 4344.0 ... 4355.00 4331.00 EG
61 eg2605 20250710 4340.0 ... 4355.00 4332.00 EG
62 eg2606 20250710 4344.0 ... 4364.00 4329.00 EG
63 fb2507 20250710 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250710 1335.0 ... 1335.50 1332.50 FB
65 fb2509 20250710 1325.0 ... 1323.50 1317.00 FB
66 fb2510 20250710 1330.0 ... 1329.50 1328.00 FB
67 fb2511 20250710 1327.0 ... 1329.00 1325.00 FB
68 fb2512 20250710 1327.5 ... 1329.00 1324.50 FB
69 fb2601 20250710 1314.5 ... 1315.50 1310.00 FB
70 fb2602 20250710 0.0 ... 1290.50 1290.50 FB
71 fb2603 20250710 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250710 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250710 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250710 0.0 ... 1292.50 1292.50 FB
75 i2507 20250710 0.0 ... 748.00 748.00 I
76 i2508 20250710 743.0 ... 754.50 740.50 I
77 i2509 20250710 736.0 ... 750.50 736.50 I
78 i2510 20250710 730.5 ... 747.50 731.00 I
79 i2511 20250710 724.5 ... 739.50 724.50 I
80 i2512 20250710 718.0 ... 734.00 718.00 I
81 i2601 20250710 710.0 ... 724.00 710.00 I
82 i2602 20250710 707.0 ... 721.00 708.00 I
83 i2603 20250710 704.0 ... 716.50 704.50 I
84 i2604 20250710 700.0 ... 711.50 700.50 I
85 i2605 20250710 692.5 ... 705.00 693.00 I
86 i2606 20250710 685.5 ... 698.50 687.00 I
87 j2507 20250710 0.0 ... 1304.50 1304.50 J
88 j2508 20250710 1429.5 ... 1448.00 1416.00 J
89 j2509 20250710 1456.0 ... 1478.00 1445.50 J
90 j2510 20250710 1470.5 ... 1488.00 1461.50 J
91 j2511 20250710 1485.5 ... 1500.00 1450.50 J
92 j2512 20250710 1497.5 ... 1497.50 1471.00 J
93 j2601 20250710 1486.0 ... 1507.50 1486.50 J
94 j2602 20250710 0.0 ... 1515.50 1494.50 J
95 j2603 20250710 0.0 ... 1528.50 1507.50 J
96 j2604 20250710 0.0 ... 1520.50 1499.50 J
97 j2605 20250710 1535.0 ... 1540.00 1526.50 J
98 j2606 20250710 1543.5 ... 1555.50 1528.00 J
99 jd2507 20250710 2701.0 ... 2728.00 2778.00 JD
100 jd2508 20250710 3485.0 ... 3447.00 3470.00 JD
101 jd2509 20250710 3600.0 ... 3572.00 3585.00 JD
102 jd2510 20250710 3373.0 ... 3362.00 3373.00 JD
103 jd2511 20250710 3393.0 ... 3381.00 3401.00 JD
104 jd2512 20250710 3556.0 ... 3547.00 3559.00 JD
105 jd2601 20250710 3616.0 ... 3606.00 3616.00 JD
106 jd2602 20250710 3194.0 ... 3189.00 3195.00 JD
107 jd2603 20250710 3198.0 ... 3199.00 3199.00 JD
108 jd2604 20250710 3340.0 ... 3340.00 3335.00 JD
109 jd2605 20250710 3406.0 ... 3411.00 3413.00 JD
110 jd2606 20250710 3266.0 ... 3264.00 3266.00 JD
111 jm2507 20250710 848.0 ... 861.00 846.50 JM
112 jm2508 20250710 822.0 ... 834.50 812.00 JM
113 jm2509 20250710 871.0 ... 883.50 860.50 JM
114 jm2510 20250710 881.0 ... 897.50 877.00 JM
115 jm2511 20250710 894.0 ... 907.50 886.00 JM
116 jm2512 20250710 905.0 ... 919.50 897.50 JM
117 jm2601 20250710 909.0 ... 922.00 905.00 JM
118 jm2602 20250710 916.0 ... 931.00 908.00 JM
119 jm2603 20250710 925.5 ... 942.50 919.50 JM
120 jm2604 20250710 931.5 ... 941.00 925.00 JM
121 jm2605 20250710 935.5 ... 947.50 932.50 JM
122 jm2606 20250710 951.5 ... 958.00 945.00 JM
123 l2507 20250710 0.0 ... 7300.00 7291.00 L
124 l2508 20250710 7276.0 ... 7302.00 7255.00 L
125 l2509 20250710 7282.0 ... 7309.00 7257.00 L
126 l2510 20250710 7267.0 ... 7309.00 7254.00 L
127 l2511 20250710 7273.0 ... 7300.00 7253.00 L
128 l2512 20250710 7266.0 ... 7286.00 7248.00 L
129 l2601 20250710 7254.0 ... 7283.00 7237.00 L
130 l2602 20250710 7273.0 ... 7260.00 7214.00 L
131 l2603 20250710 7273.0 ... 7265.00 7210.00 L
132 l2604 20250710 7278.0 ... 7292.00 7215.00 L
133 l2605 20250710 7231.0 ... 7255.00 7212.00 L
134 l2606 20250710 7261.0 ... 7261.00 7212.00 L
135 lg2507 20250710 819.5 ... 813.00 819.50 LG
136 lg2509 20250710 785.0 ... 785.00 783.50 LG
137 lg2511 20250710 785.0 ... 783.50 781.50 LG
138 lg2601 20250710 784.5 ... 785.50 781.50 LG
139 lg2603 20250710 785.0 ... 787.00 783.50 LG
140 lg2605 20250710 790.0 ... 792.00 789.50 LG
141 lh2507 20250710 13955.0 ... 13970.00 13950.00 LH
142 lh2509 20250710 14255.0 ... 14330.00 14220.00 LH
143 lh2511 20250710 13595.0 ... 13650.00 13590.00 LH
144 lh2601 20250710 13695.0 ... 13725.00 13680.00 LH
145 lh2603 20250710 12965.0 ... 12980.00 12965.00 LH
146 lh2605 20250710 13135.0 ... 13175.00 13135.00 LH
147 m2507 20250710 0.0 ... 2802.00 2802.00 M
148 m2508 20250710 2920.0 ... 2925.00 2921.00 M
149 m2509 20250710 2940.0 ... 2943.00 2940.00 M
150 m2511 20250710 2980.0 ... 2983.00 2981.00 M
151 m2512 20250710 3018.0 ... 3011.00 3016.00 M
152 m2601 20250710 2994.0 ... 2988.00 2992.00 M
153 m2603 20250710 2850.0 ... 2854.00 2854.00 M
154 m2605 20250710 2702.0 ... 2701.00 2703.00 M
155 p2507 20250710 0.0 ... 8620.00 8620.00 P
156 p2508 20250710 8696.0 ... 8664.00 8676.00 P
157 p2509 20250710 8652.0 ... 8628.00 8656.00 P
158 p2510 20250710 8666.0 ... 8628.00 8656.00 P
159 p2511 20250710 8644.0 ... 8606.00 8626.00 P
160 p2512 20250710 8634.0 ... 8606.00 8626.00 P
161 p2601 20250710 8622.0 ... 8602.00 8634.00 P
162 p2602 20250710 8560.0 ... 8574.00 8592.00 P
163 p2603 20250710 8502.0 ... 8520.00 8540.00 P
164 p2604 20250710 8438.0 ... 8452.00 8494.00 P
165 p2605 20250710 8412.0 ... 8400.00 8434.00 P
166 p2606 20250710 8378.0 ... 8368.00 8406.00 P
167 pg2507 20250710 4219.0 ... 4223.00 4205.00 PG
168 pg2508 20250710 4190.0 ... 4199.00 4178.00 PG
169 pg2509 20250710 4088.0 ... 4096.00 4077.00 PG
170 pg2510 20250710 4493.0 ... 4510.00 4480.00 PG
171 pg2511 20250710 4407.0 ... 4423.00 4397.00 PG
172 pg2512 20250710 4321.0 ... 4349.00 4321.00 PG
173 pg2601 20250710 4259.0 ... 4273.00 4241.00 PG
174 pg2602 20250710 4208.0 ... 4221.00 4164.00 PG
175 pg2603 20250710 4114.0 ... 4115.00 4082.00 PG
176 pg2604 20250710 4410.0 ... 4407.00 4373.00 PG
177 pg2605 20250710 4289.0 ... 4292.00 4266.00 PG
178 pg2606 20250710 4224.0 ... 4221.00 4205.00 PG
179 pp2507 20250710 0.0 ... 7068.00 7068.00 PP
180 pp2508 20250710 7078.0 ... 7096.00 7057.00 PP
181 pp2509 20250710 7080.0 ... 7101.00 7056.00 PP
182 pp2510 20250710 7038.0 ... 7071.00 7017.00 PP
183 pp2511 20250710 7034.0 ... 7063.00 7009.00 PP
184 pp2512 20250710 7035.0 ... 7066.00 7014.00 PP
185 pp2601 20250710 7034.0 ... 7068.00 7015.00 PP
186 pp2602 20250710 7010.0 ... 7043.00 6995.00 PP
187 pp2603 20250710 7023.0 ... 7023.00 7004.00 PP
188 pp2604 20250710 7038.0 ... 7038.00 7006.00 PP
189 pp2605 20250710 7023.0 ... 7053.00 7008.00 PP
190 pp2606 20250710 7035.0 ... 7048.00 6990.00 PP
191 rr2507 20250710 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250710 3588.0 ... 3585.00 3587.00 RR
193 rr2509 20250710 3596.0 ... 3595.00 3595.00 RR
194 rr2510 20250710 3609.0 ... 3610.00 3607.00 RR
195 rr2511 20250710 3605.0 ... 3605.00 3605.00 RR
196 rr2512 20250710 3600.0 ... 3603.00 3601.00 RR
197 rr2601 20250710 3604.0 ... 3602.00 3600.00 RR
198 rr2602 20250710 3610.0 ... 3610.00 3606.00 RR
199 rr2603 20250710 3610.0 ... 3611.00 3606.00 RR
200 rr2604 20250710 3620.0 ... 3617.00 3613.00 RR
201 rr2605 20250710 3612.0 ... 3612.00 3606.00 RR
202 rr2606 20250710 3615.0 ... 3610.00 3609.00 RR
203 v2507 20250710 4839.0 ... 4926.00 4839.00 V
204 v2508 20250710 4926.0 ... 4972.00 4890.00 V
205 v2509 20250710 4963.0 ... 5005.00 4929.00 V
206 v2510 20250710 4995.0 ... 5033.00 4957.00 V
207 v2511 20250710 5017.0 ... 5066.00 4981.00 V
208 v2512 20250710 5063.0 ... 5089.00 5006.00 V
209 v2601 20250710 5067.0 ... 5109.00 5031.00 V
210 v2602 20250710 5085.0 ... 5130.00 5044.00 V
211 v2603 20250710 5103.0 ... 5152.00 5062.00 V
212 v2604 20250710 5235.0 ... 5287.00 5213.00 V
213 v2605 20250710 5239.0 ... 5306.00 5221.00 V
214 v2606 20250710 5261.0 ... 5312.00 5234.00 V
215 y2507 20250710 0.0 ... 7970.00 8038.00 Y
216 y2508 20250710 7900.0 ... 7924.00 7902.00 Y
217 y2509 20250710 7912.0 ... 7928.00 7922.00 Y
218 y2511 20250710 7930.0 ... 7942.00 7936.00 Y
219 y2512 20250710 7966.0 ... 7962.00 7962.00 Y
220 y2601 20250710 7906.0 ... 7906.00 7916.00 Y
221 y2603 20250710 7824.0 ... 7820.00 7818.00 Y
222 y2605 20250710 7600.0 ... 7592.00 7594.00 Y
[223 rows x 12 columns]
2025-07-17 18:26:03,250 - future_1d - INFO - ak.get_dce_daily('2025-07-10') done
2025-07-17 18:26:04,978 - future_1d - INFO - save future_daily 2025-07-10 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250711 519 519.7 ... 6642524.02 514.1 520.3 SC
1 SC2509 20250711 508.8 509.5 ... 2185225.48 504.1 511 SC
2 SC2510 20250711 501 502.4 ... 406530.13 497.4 503.4 SC
3 SC2511 20250711 495.8 496.2 ... 75005.63 492.1 497.5 SC
4 SC2512 20250711 489.7 490.7 ... 14991.18 488.3 492.2 SC
5 SC2601 20250711 488.5 488.5 ... 6108.89 484.8 487.8 SC
6 SC2602 20250711 484.2 484.2 ... 14340.67 481.2 484.1 SC
7 SC2603 20250711 480 480.9 ... 8913.08 479.1 482.9 SC
8 SC2604 20250711 477.3 477.3 ... 95.45 477.2 480.7 SC
9 SC2605 20250711 474.3 475.2 ... 94.95 474.7 478.8 SC
10 SC2606 20250711 474.9 474.9 ... 379.2 474 476.7 SC
11 SC2607 20250711 ... 0 473.7 475 SC
12 SC2609 20250711 470.1 472.3 ... 281.7 469.5 472.9 SC
13 SC2612 20250711 ... 0 468.1 468.1 SC
14 SC2703 20250711 ... 0 468 468 SC
15 SC2706 20250711 ... 0 468.9 468.9 SC
16 SC2709 20250711 ... 0 464.6 464.6 SC
17 SC2712 20250711 462.1 462.3 ... 138.66 462.2 465.8 SC
18 SC2803 20250711 461.6 461.6 ... 92.32 461.6 465.8 SC
19 SC2806 20250711 465 465 ... 323.51 462.1 464.4 SC
21 LU2508 20250711 3677 3677 ... 4070.807 3647 3688 LU
22 LU2509 20250711 3672 3673 ... 336316.911 3640 3678 LU
23 LU2510 20250711 3644 3645 ... 151983.097 3611 3648 LU
24 LU2511 20250711 3614 3614 ... 4890.054 3585 3619 LU
25 LU2512 20250711 3566 3570 ... 135.364 3562 3590 LU
26 LU2601 20250711 3545 3552 ... 540.771 3534 3558 LU
27 LU2602 20250711 3516 3523 ... 31.633 3514 3523 LU
28 LU2603 20250711 3488 3500 ... 55.814 3488 3510 LU
29 LU2604 20250711 3456 3464 ... 10.382 3460 3489 LU
30 LU2605 20250711 3441 3460 ... 89.644 3447 3472 LU
31 LU2606 20250711 3421 3446 ... 89.043 3424 3455 LU
32 LU2607 20250711 3415 3434 ... 17.109 3421 3449 LU
34 NR2507 20250711 ... 0 12315 12315 NR
35 NR2508 20250711 12400 12450 ... 635879.56 12390 12275 NR
36 NR2509 20250711 12420 12465 ... 541868.955 12410 12305 NR
37 NR2510 20250711 12425 12475 ... 76289.965 12410 12320 NR
38 NR2511 20250711 12410 12475 ... 4880.74 12415 12340 NR
39 NR2512 20250711 12420 12475 ... 1331.315 12440 12340 NR
40 NR2601 20250711 12450 12500 ... 5339.275 12445 12365 NR
41 NR2602 20250711 12460 12485 ... 99.625 12450 12400 NR
42 NR2603 20250711 12455 12485 ... 62.26 12450 12465 NR
43 NR2604 20250711 12455 12455 ... 12.455 12455 12470 NR
44 NR2605 20250711 12545 12545 ... 50.08 12520 12515 NR
45 NR2606 20250711 12560 12560 ... 12.56 12560 12540 NR
47 BC2507 20250711 ... 0 70600 70600 BC
48 BC2508 20250711 69880 69970 ... 158825.725 69750 69560 BC
49 BC2509 20250711 69820 69920 ... 32730.62 69710 69510 BC
50 BC2510 20250711 69830 69830 ... 243.62 69600 69340 BC
51 BC2511 20250711 ... 0 69190 69130 BC
52 BC2512 20250711 ... 0 69320 69320 BC
53 BC2601 20250711 ... 0 69800 69810 BC
54 BC2602 20250711 ... 0 69410 69410 BC
55 BC2603 20250711 ... 0 69290 69290 BC
56 BC2604 20250711 ... 0 69750 69750 BC
57 BC2605 20250711 69460 69460 ... 34.73 69460 69530 BC
58 BC2606 20250711 ... 0 67820 67820 BC
60 EC2508 20250711 2028 2049.9 ... 231415.474 2016.6 2045.2 EC
61 EC2510 20250711 1387 1403.6 ... 83231.578 1385.3 1401.6 EC
62 EC2512 20250711 1560 1570.7 ... 10716.9785 1542 1564.1 EC
63 EC2602 20250711 1359.9 1374.9 ... 1913.2475 1352.1 1368.4 EC
64 EC2604 20250711 1196.8 1203.9 ... 3647.5965 1193.9 1198.3 EC
65 EC2606 20250711 1340.9 1342.3 ... 721.7895 1336.6 1341.1 EC
68 SC_TAS2508 20250711 ... SC_TAS
69 SC_TAS2509 20250711 ... SC_TAS
70 SC_TAS2510 20250711 ... SC_TAS
71 SC_TAS2511 20250711 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:26:08,729 - future_1d - INFO - ak.get_ine_daily('2025-07-11') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250711 7798.0 7884.0 ... 588565.54 7826.0 7768.0 AP
1 AP511 20250711 7633.0 7696.0 ... 3270.23 7659.0 7598.0 AP
2 AP512 20250711 7656.0 7700.0 ... 352.91 7672.0 7629.0 AP
3 AP601 20250711 7652.0 7730.0 ... 24204.50 7691.0 7642.0 AP
4 AP603 20250711 7620.0 7663.0 ... 221.79 7648.0 7615.0 AP
5 AP604 20250711 7668.0 7708.0 ... 123.08 7693.0 7664.0 AP
6 AP605 20250711 7744.0 7777.0 ... 395.30 7751.0 7741.0 AP
7 CF507 20250711 13655.0 13705.0 ... 6204.73 13665.0 13625.0 CF
8 CF509 20250711 13865.0 13945.0 ... 1314520.69 13905.0 13865.0 CF
9 CF511 20250711 13755.0 13830.0 ... 199297.56 13790.0 13755.0 CF
10 CF601 20250711 13820.0 13880.0 ... 323112.19 13845.0 13810.0 CF
11 CF603 20250711 13795.0 13840.0 ... 1643.60 13810.0 13780.0 CF
12 CF605 20250711 13800.0 13855.0 ... 4698.76 13820.0 13790.0 CF
13 CJ507 20250711 9400.0 9400.0 ... 188.00 9400.0 9600.0 CJ
14 CJ509 20250711 9525.0 9740.0 ... 228966.14 9630.0 9495.0 CJ
15 CJ512 20250711 10445.0 10590.0 ... 16536.89 10485.0 10400.0 CJ
16 CJ601 20250711 10560.0 10715.0 ... 914746.66 10605.0 10500.0 CJ
17 CJ603 20250711 10675.0 10805.0 ... 17625.30 10710.0 10630.0 CJ
18 CJ605 20250711 10900.0 11000.0 ... 90549.47 10910.0 10865.0 CJ
19 CY507 20250711 0.0 0.0 ... 0.00 19960.0 19895.0 CY
20 CY508 20250711 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250711 20055.0 20125.0 ... 68843.30 20070.0 20005.0 CY
22 CY510 20250711 0.0 0.0 ... 0.00 19690.0 19625.0 CY
23 CY511 20250711 0.0 0.0 ... 0.00 20065.0 20045.0 CY
24 CY512 20250711 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250711 20045.0 20105.0 ... 140.49 20070.0 20030.0 CY
26 CY602 20250711 0.0 0.0 ... 0.00 19840.0 19830.0 CY
27 CY603 20250711 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250711 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250711 20015.0 20015.0 ... 10.01 20015.0 20010.0 CY
30 CY606 20250711 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250711 986.0 992.0 ... 29.66 989.0 991.0 FG
32 FG508 20250711 1095.0 1114.0 ... 199862.46 1100.0 1078.0 FG
33 FG509 20250711 1084.0 1108.0 ... 6164232.84 1090.0 1063.0 FG
34 FG510 20250711 1133.0 1157.0 ... 57756.83 1142.0 1108.0 FG
35 FG511 20250711 1122.0 1141.0 ... 66715.96 1127.0 1097.0 FG
36 FG512 20250711 1187.0 1203.0 ... 23332.43 1190.0 1164.0 FG
37 FG601 20250711 1175.0 1189.0 ... 607339.23 1177.0 1155.0 FG
38 FG602 20250711 1217.0 1225.0 ... 558.96 1215.0 1198.0 FG
39 FG603 20250711 1209.0 1221.0 ... 505.86 1210.0 1195.0 FG
40 FG604 20250711 1239.0 1253.0 ... 546.88 1243.0 1228.0 FG
41 FG605 20250711 1231.0 1250.0 ... 9857.40 1238.0 1221.0 FG
42 FG606 20250711 1252.0 1265.0 ... 625.25 1256.0 1235.0 FG
43 JR507 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250711 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250711 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250711 0.0 0.0 ... 0.00 2353.0 2353.0 MA
54 MA508 20250711 2405.0 2409.0 ... 85890.91 2386.0 2404.0 MA
55 MA509 20250711 2395.0 2403.0 ... 1683355.42 2380.0 2393.0 MA
56 MA510 20250711 2421.0 2427.0 ... 63876.91 2402.0 2415.0 MA
57 MA511 20250711 2435.0 2439.0 ... 59445.78 2417.0 2428.0 MA
58 MA512 20250711 2459.0 2462.0 ... 8839.45 2445.0 2450.0 MA
59 MA601 20250711 2460.0 2467.0 ... 201034.86 2451.0 2454.0 MA
60 MA602 20250711 2437.0 2439.0 ... 4.88 2438.0 2436.0 MA
61 MA603 20250711 2441.0 2441.0 ... 72.87 2429.0 2434.0 MA
62 MA604 20250711 2414.0 2414.0 ... 26.50 2409.0 2405.0 MA
63 MA605 20250711 2381.0 2386.0 ... 2003.92 2377.0 2375.0 MA
64 MA606 20250711 2386.0 2386.0 ... 14.28 2379.0 2375.0 MA
65 OI507 20250711 0.0 0.0 ... 0.00 9600.0 9600.0 OI
66 OI509 20250711 9457.0 9514.0 ... 2747076.83 9455.0 9457.0 OI
67 OI511 20250711 9461.0 9499.0 ... 181329.46 9446.0 9451.0 OI
68 OI601 20250711 9410.0 9446.0 ... 460423.90 9390.0 9404.0 OI
69 OI603 20250711 9351.0 9383.0 ... 8126.72 9320.0 9351.0 OI
70 OI605 20250711 9257.0 9292.0 ... 5806.12 9245.0 9252.0 OI
71 PF507 20250711 0.0 0.0 ... 0.00 6606.0 6642.0 PF
72 PF508 20250711 6528.0 6544.0 ... 309445.48 6502.0 6554.0 PF
73 PF509 20250711 6428.0 6438.0 ... 236109.58 6400.0 6434.0 PF
74 PF510 20250711 6460.0 6460.0 ... 74045.81 6420.0 6434.0 PF
75 PF511 20250711 6410.0 6424.0 ... 46919.37 6386.0 6394.0 PF
76 PF512 20250711 6394.0 6402.0 ... 11964.86 6372.0 6376.0 PF
77 PF601 20250711 6410.0 6412.0 ... 4827.11 6378.0 6400.0 PF
78 PF602 20250711 6366.0 6366.0 ... 3.18 6366.0 6372.0 PF
79 PF603 20250711 6376.0 6376.0 ... 6.37 6374.0 6386.0 PF
80 PF604 20250711 0.0 0.0 ... 0.00 6400.0 6402.0 PF
81 PF605 20250711 0.0 0.0 ... 0.00 6408.0 6428.0 PF
82 PF606 20250711 0.0 0.0 ... 0.00 6406.0 6424.0 PF
83 PK510 20250711 8196.0 8224.0 ... 135875.81 8188.0 8172.0 PK
84 PK511 20250711 8028.0 8058.0 ... 62832.90 8026.0 8010.0 PK
85 PK512 20250711 7988.0 8002.0 ... 845.63 7978.0 7966.0 PK
86 PK601 20250711 7982.0 8006.0 ... 4302.28 7982.0 7958.0 PK
87 PK603 20250711 7978.0 7984.0 ... 107.65 7974.0 7956.0 PK
88 PK604 20250711 7976.0 7980.0 ... 23.92 7974.0 7958.0 PK
89 PK605 20250711 7978.0 7986.0 ... 796.81 7968.0 7962.0 PK
90 PM507 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250711 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250711 0.0 0.0 ... 0.00 5932.0 5942.0 PR
97 PR508 20250711 5922.0 5932.0 ... 18627.36 5906.0 5918.0 PR
98 PR509 20250711 5912.0 5922.0 ... 405585.77 5886.0 5896.0 PR
99 PR510 20250711 5926.0 5928.0 ... 145918.76 5894.0 5902.0 PR
100 PR511 20250711 5914.0 5916.0 ... 35176.72 5878.0 5892.0 PR
101 PR512 20250711 5860.0 5868.0 ... 17.59 5864.0 5900.0 PR
102 PR601 20250711 5878.0 5892.0 ... 537.35 5874.0 5892.0 PR
103 PR602 20250711 5898.0 5898.0 ... 8.85 5898.0 5936.0 PR
104 PR603 20250711 5898.0 5922.0 ... 44.27 5904.0 5940.0 PR
105 PR604 20250711 5910.0 5910.0 ... 8.87 5910.0 5958.0 PR
106 PR605 20250711 5910.0 5920.0 ... 35.48 5914.0 5934.0 PR
107 PR606 20250711 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250711 0.0 0.0 ... 0.00 6896.0 6926.0 PX
109 PX508 20250711 6820.0 6838.0 ... 2333.61 6774.0 6802.0 PX
110 PX509 20250711 6772.0 6788.0 ... 719763.51 6720.0 6750.0 PX
111 PX510 20250711 6774.0 6786.0 ... 102501.12 6714.0 6746.0 PX
112 PX511 20250711 6746.0 6760.0 ... 150132.68 6686.0 6720.0 PX
113 PX512 20250711 6742.0 6748.0 ... 30015.69 6674.0 6704.0 PX
114 PX601 20250711 6718.0 6724.0 ... 54444.78 6650.0 6682.0 PX
115 PX602 20250711 6686.0 6686.0 ... 6.67 6672.0 6688.0 PX
116 PX603 20250711 0.0 0.0 ... 0.00 6622.0 6622.0 PX
117 PX604 20250711 0.0 0.0 ... 0.00 6618.0 6676.0 PX
118 PX605 20250711 6630.0 6630.0 ... 49.53 6604.0 6638.0 PX
119 PX606 20250711 6614.0 6614.0 ... 3.31 6614.0 6650.0 PX
120 RI507 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250711 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250711 2672.0 2672.0 ... 857.16 2521.0 2474.0 RM
127 RM508 20250711 2615.0 2646.0 ... 54655.25 2631.0 2596.0 RM
128 RM509 20250711 2610.0 2646.0 ... 1008671.36 2630.0 2595.0 RM
129 RM511 20250711 2430.0 2451.0 ... 4526.84 2440.0 2418.0 RM
130 RM601 20250711 2316.0 2337.0 ... 185138.63 2327.0 2313.0 RM
131 RM603 20250711 2301.0 2311.0 ... 10686.40 2305.0 2294.0 RM
132 RM605 20250711 2310.0 2316.0 ... 24417.23 2312.0 2307.0 RM
133 RS507 20250711 0.0 0.0 ... 0.00 4972.0 4993.0 RS
134 RS508 20250711 4652.0 5299.0 ... 9.95 4976.0 5107.0 RS
135 RS509 20250711 5025.0 5083.0 ... 146.45 5050.0 5071.0 RS
136 RS511 20250711 5061.0 5169.0 ... 107.13 5101.0 5072.0 RS
137 SA507 20250711 1175.0 1175.0 ... 2185.20 1175.0 1175.0 SA
138 SA508 20250711 1225.0 1235.0 ... 154660.05 1220.0 1213.0 SA
139 SA509 20250711 1230.0 1242.0 ... 5911784.67 1225.0 1213.0 SA
140 SA510 20250711 1235.0 1250.0 ... 110228.57 1235.0 1227.0 SA
141 SA511 20250711 1241.0 1250.0 ... 186866.60 1236.0 1228.0 SA
142 SA512 20250711 1265.0 1275.0 ... 103072.72 1264.0 1254.0 SA
143 SA601 20250711 1266.0 1278.0 ... 1130737.74 1266.0 1255.0 SA
144 SA602 20250711 1275.0 1284.0 ... 10784.91 1273.0 1266.0 SA
145 SA603 20250711 1277.0 1283.0 ... 6613.84 1272.0 1264.0 SA
146 SA604 20250711 1283.0 1298.0 ... 2909.70 1290.0 1280.0 SA
147 SA605 20250711 1288.0 1299.0 ... 29653.07 1290.0 1276.0 SA
148 SA606 20250711 1293.0 1305.0 ... 1498.07 1296.0 1289.0 SA
149 SF507 20250711 5610.0 5610.0 ... 2648.12 5552.0 5520.0 SF
150 SF508 20250711 5580.0 5580.0 ... 76283.08 5506.0 5530.0 SF
151 SF509 20250711 5582.0 5594.0 ... 570661.46 5522.0 5532.0 SF
152 SF510 20250711 5532.0 5546.0 ... 124414.95 5498.0 5484.0 SF
153 SF511 20250711 5656.0 5690.0 ... 147938.78 5642.0 5630.0 SF
154 SF512 20250711 5642.0 5656.0 ... 10588.35 5616.0 5594.0 SF
155 SF601 20250711 5626.0 5628.0 ... 23784.03 5586.0 5562.0 SF
156 SF602 20250711 5538.0 5556.0 ... 407.82 5512.0 5490.0 SF
157 SF603 20250711 5632.0 5674.0 ... 47.90 5636.0 5644.0 SF
158 SF604 20250711 5600.0 5602.0 ... 5.60 5602.0 5620.0 SF
159 SF605 20250711 5622.0 5672.0 ... 325.86 5618.0 5606.0 SF
160 SF606 20250711 5566.0 5620.0 ... 52.93 5572.0 5564.0 SF
161 SH507 20250711 0.0 0.0 ... 0.00 2467.0 2456.0 SH
162 SH508 20250711 2512.0 2523.0 ... 395261.47 2498.0 2525.0 SH
163 SH509 20250711 2504.0 2521.0 ... 3359489.59 2506.0 2495.0 SH
164 SH510 20250711 2531.0 2544.0 ... 337870.96 2530.0 2515.0 SH
165 SH511 20250711 2518.0 2529.0 ... 210097.46 2514.0 2500.0 SH
166 SH512 20250711 2522.0 2532.0 ... 29370.99 2518.0 2500.0 SH
167 SH601 20250711 2491.0 2502.0 ... 101676.32 2490.0 2469.0 SH
168 SH602 20250711 2504.0 2518.0 ... 458.59 2506.0 2494.0 SH
169 SH603 20250711 2501.0 2520.0 ... 609.93 2510.0 2496.0 SH
170 SH604 20250711 2536.0 2555.0 ... 381.36 2542.0 2536.0 SH
171 SH605 20250711 2540.0 2552.0 ... 3764.63 2540.0 2523.0 SH
172 SH606 20250711 2560.0 2565.0 ... 30.68 2556.0 2525.0 SH
173 SM507 20250711 5500.0 5756.0 ... 319.31 5754.0 5756.0 SM
174 SM508 20250711 5792.0 5816.0 ... 96305.67 5756.0 5790.0 SM
175 SM509 20250711 5808.0 5824.0 ... 647241.15 5774.0 5792.0 SM
176 SM510 20250711 5794.0 5804.0 ... 39217.59 5752.0 5770.0 SM
177 SM511 20250711 5876.0 5880.0 ... 96800.09 5826.0 5844.0 SM
178 SM512 20250711 5856.0 5860.0 ... 26442.50 5822.0 5832.0 SM
179 SM601 20250711 5848.0 5858.0 ... 51300.65 5814.0 5822.0 SM
180 SM602 20250711 5818.0 5848.0 ... 46.43 5804.0 5810.0 SM
181 SM603 20250711 5840.0 5840.0 ... 26.09 5798.0 5832.0 SM
182 SM604 20250711 5828.0 5838.0 ... 11.64 5820.0 5838.0 SM
183 SM605 20250711 5870.0 5880.0 ... 773.42 5838.0 5852.0 SM
184 SM606 20250711 5896.0 5896.0 ... 26.38 5862.0 5886.0 SM
185 SR507 20250711 5800.0 5800.0 ... 11123.40 5800.0 5795.0 SR
186 SR509 20250711 5803.0 5820.0 ... 1091593.03 5808.0 5800.0 SR
187 SR511 20250711 5690.0 5701.0 ... 145807.17 5691.0 5688.0 SR
188 SR601 20250711 5627.0 5641.0 ... 114549.83 5631.0 5625.0 SR
189 SR603 20250711 5598.0 5610.0 ... 2935.01 5601.0 5597.0 SR
190 SR605 20250711 5583.0 5583.0 ... 5900.14 5577.0 5572.0 SR
191 TA507 20250711 4732.0 4754.0 ... 1576.44 4720.0 4732.0 TA
192 TA508 20250711 4734.0 4752.0 ... 155689.18 4718.0 4740.0 TA
193 TA509 20250711 4730.0 4742.0 ... 2746819.10 4710.0 4728.0 TA
194 TA510 20250711 4736.0 4748.0 ... 92793.23 4704.0 4724.0 TA
195 TA511 20250711 4736.0 4742.0 ... 55063.58 4700.0 4720.0 TA
196 TA512 20250711 4734.0 4734.0 ... 13537.46 4694.0 4716.0 TA
197 TA601 20250711 4724.0 4732.0 ... 465461.93 4684.0 4712.0 TA
198 TA602 20250711 4728.0 4728.0 ... 91.71 4704.0 4722.0 TA
199 TA603 20250711 4692.0 4696.0 ... 18.72 4680.0 4720.0 TA
200 TA604 20250711 4712.0 4712.0 ... 49.35 4700.0 4720.0 TA
201 TA605 20250711 4742.0 4746.0 ... 4384.88 4702.0 4728.0 TA
202 TA606 20250711 4724.0 4724.0 ... 23.50 4700.0 4750.0 TA
203 UR507 20250711 1760.0 1770.0 ... 179.54 1760.0 1765.0 UR
204 UR508 20250711 1766.0 1775.0 ... 5935.57 1768.0 1774.0 UR
205 UR509 20250711 1776.0 1787.0 ... 611744.61 1776.0 1777.0 UR
206 UR510 20250711 1763.0 1771.0 ... 39953.61 1759.0 1762.0 UR
207 UR511 20250711 1760.0 1771.0 ... 43043.88 1759.0 1760.0 UR
208 UR512 20250711 1743.0 1748.0 ... 132.71 1746.0 1748.0 UR
209 UR601 20250711 1737.0 1745.0 ... 75685.61 1735.0 1736.0 UR
210 UR602 20250711 1726.0 1738.0 ... 390.87 1729.0 1730.0 UR
211 UR603 20250711 1757.0 1757.0 ... 34.99 1750.0 1749.0 UR
212 UR604 20250711 1748.0 1748.0 ... 20.90 1742.0 1741.0 UR
213 UR605 20250711 1736.0 1748.0 ... 2493.23 1739.0 1736.0 UR
214 UR606 20250711 1733.0 1743.0 ... 149.41 1737.0 1733.0 UR
215 WH507 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250711 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250711 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 18:26:09,052 - future_1d - INFO - ak.get_czce_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 IC2507 20250711 5965.000 ... 6026.400 5968.000 IC
1 IC2508 20250711 5904.400 ... 5973.200 5911.200 IC
2 IC2509 20250711 5849.000 ... 5920.800 5859.800 IC
3 IC2512 20250711 5736.600 ... 5799.400 5736.200 IC
4 IF2507 20250711 3997.000 ... 4020.600 4006.800 IF
5 IF2508 20250711 3988.000 ... 4007.400 3989.800 IF
6 IF2509 20250711 3977.000 ... 3998.800 3981.800 IF
7 IF2512 20250711 3943.000 ... 3971.400 3948.400 IF
8 IH2507 20250711 2744.000 ... 2764.600 2754.000 IH
9 IH2508 20250711 2742.000 ... 2763.200 2750.800 IH
10 IH2509 20250711 2738.000 ... 2761.200 2749.200 IH
11 IH2512 20250711 2742.600 ... 2763.400 2748.800 IH
12 IM2507 20250711 6383.000 ... 6455.200 6386.200 IM
13 IM2508 20250711 6310.400 ... 6392.000 6316.000 IM
14 IM2509 20250711 6240.200 ... 6321.200 6241.800 IM
15 IM2512 20250711 6059.000 ... 6138.000 6057.000 IM
16 T2509 20250711 108.845 ... 108.815 108.855 T
17 T2512 20250711 108.900 ... 108.855 108.910 T
18 T2603 20250711 108.880 ... 108.860 108.900 T
19 TF2509 20250711 106.000 ... 105.975 106.005 TF
20 TF2512 20250711 106.115 ... 106.080 106.110 TF
21 TF2603 20250711 106.160 ... 106.145 106.160 TF
22 TL2509 20250711 120.460 ... 120.510 120.550 TL
23 TL2512 20250711 120.360 ... 120.330 120.410 TL
24 TL2603 20250711 120.170 ... 120.160 120.210 TL
25 TS2509 20250711 102.404 ... 102.412 102.418 TS
26 TS2512 20250711 102.516 ... 102.512 102.530 TS
27 TS2603 20250711 102.640 ... 102.624 102.636 TS
[28 rows x 12 columns]
2025-07-17 18:26:09,341 - future_1d - INFO - ak.get_cffex_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 PS2507 20250711 40855.0 ... 39850.0 38185.0 PS
1 PS2508 20250711 41360.0 ... 41430.0 40545.0 PS
2 PS2509 20250711 41150.0 ... 41040.0 40190.0 PS
3 PS2510 20250711 41265.0 ... 40660.0 40140.0 PS
4 PS2511 20250711 40550.0 ... 40205.0 39745.0 PS
5 PS2512 20250711 42500.0 ... 42420.0 41860.0 PS
6 PS2601 20250711 42680.0 ... 42260.0 41870.0 PS
7 PS2602 20250711 42620.0 ... 42185.0 41475.0 PS
8 PS2603 20250711 42550.0 ... 41865.0 41465.0 PS
9 PS2604 20250711 42360.0 ... 41965.0 41385.0 PS
10 PS2605 20250711 42310.0 ... 41865.0 41215.0 PS
11 PS2606 20250711 43200.0 ... 42810.0 42025.0 PS
13 SI2507 20250711 8475.0 ... 8465.0 8540.0 SI
14 SI2508 20250711 8550.0 ... 8425.0 8380.0 SI
15 SI2509 20250711 8480.0 ... 8420.0 8375.0 SI
16 SI2510 20250711 8400.0 ... 8385.0 8350.0 SI
17 SI2511 20250711 8410.0 ... 8355.0 8305.0 SI
18 SI2512 20250711 8690.0 ... 8655.0 8620.0 SI
19 SI2601 20250711 8600.0 ... 8605.0 8570.0 SI
20 SI2602 20250711 8640.0 ... 8595.0 8565.0 SI
21 SI2603 20250711 8580.0 ... 8580.0 8565.0 SI
22 SI2604 20250711 8615.0 ... 8570.0 8565.0 SI
23 SI2605 20250711 8610.0 ... 8570.0 8550.0 SI
24 SI2606 20250711 8585.0 ... 8550.0 8565.0 SI
27 LC2507 20250711 63760.0 ... 64020.0 64580.0 LC
28 LC2508 20250711 64500.0 ... 64380.0 64740.0 LC
29 LC2509 20250711 64160.0 ... 64100.0 64460.0 LC
30 LC2510 20250711 64020.0 ... 63920.0 64340.0 LC
31 LC2511 20250711 64000.0 ... 63780.0 64160.0 LC
32 LC2512 20250711 64340.0 ... 64220.0 64420.0 LC
33 LC2601 20250711 64500.0 ... 64240.0 64540.0 LC
34 LC2602 20250711 64380.0 ... 64100.0 64540.0 LC
35 LC2603 20250711 64800.0 ... 64360.0 64540.0 LC
36 LC2604 20250711 65080.0 ... 64920.0 65100.0 LC
37 LC2605 20250711 65200.0 ... 64980.0 65160.0 LC
38 LC2606 20250711 65180.0 ... 64980.0 65160.0 LC
[36 rows x 12 columns]
2025-07-17 18:26:09,459 - future_1d - INFO - ak.get_gfex_daily('2025-07-11') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250711 ... 78680 78670 CU
1 1 CU2508 20250711 ... 78530 78390 CU
2 2 CU2509 20250711 ... 78420 78240 CU
3 3 CU2510 20250711 ... 78300 78050 CU
4 4 CU2511 20250711 ... 78180 77950 CU
5 5 CU2512 20250711 ... 78070 77860 CU
6 6 CU2601 20250711 ... 77980 77780 CU
7 7 CU2602 20250711 ... 77900 77790 CU
8 8 CU2603 20250711 ... 77900 77680 CU
9 9 CU2604 20250711 ... 77870 77620 CU
10 10 CU2605 20250711 ... 77900 77690 CU
11 11 CU2606 20250711 ... 77910 77750 CU
12 12 BC2507 20250711 ... 70600 70600 BC
13 13 BC2508 20250711 ... 69750 69560 BC
14 14 BC2509 20250711 ... 69710 69510 BC
15 15 BC2510 20250711 ... 69600 69340 BC
16 16 BC2511 20250711 ... 69190 69130 BC
17 17 BC2512 20250711 ... 69320 69320 BC
18 18 BC2601 20250711 ... 69800 69810 BC
19 19 BC2602 20250711 ... 69410 69410 BC
20 20 BC2603 20250711 ... 69290 69290 BC
21 21 BC2604 20250711 ... 69750 69750 BC
22 22 BC2605 20250711 ... 69460 69530 BC
23 23 BC2606 20250711 ... 67820 67820 BC
24 24 AL2507 20250711 ... 20845 20835 AL
25 25 AL2508 20250711 ... 20715 20670 AL
26 26 AL2509 20250711 ... 20660 20610 AL
27 27 AL2510 20250711 ... 20565 20515 AL
28 28 AL2511 20250711 ... 20475 20415 AL
29 29 AL2512 20250711 ... 20405 20340 AL
30 30 AL2601 20250711 ... 20355 20305 AL
31 31 AL2602 20250711 ... 20355 20290 AL
32 32 AL2603 20250711 ... 20340 20295 AL
33 33 AL2604 20250711 ... 20375 20310 AL
34 34 AL2605 20250711 ... 20355 20335 AL
35 35 AL2606 20250711 ... 20390 20335 AL
36 36 ZN2507 20250711 ... 22360 22265 ZN
37 37 ZN2508 20250711 ... 22400 22285 ZN
38 38 ZN2509 20250711 ... 22375 22245 ZN
39 39 ZN2510 20250711 ... 22345 22205 ZN
40 40 ZN2511 20250711 ... 22305 22160 ZN
41 41 ZN2512 20250711 ... 22255 22090 ZN
42 42 ZN2601 20250711 ... 22210 22050 ZN
43 43 ZN2602 20250711 ... 22150 22035 ZN
44 44 ZN2603 20250711 ... 22175 22020 ZN
45 45 ZN2604 20250711 ... 22190 22070 ZN
46 46 ZN2605 20250711 ... 22200 22005 ZN
47 47 ZN2606 20250711 ... 22195 22040 ZN
48 48 PB2507 20250711 ... 17165 17155 PB
49 49 PB2508 20250711 ... 17105 17215 PB
50 50 PB2509 20250711 ... 17125 17240 PB
51 51 PB2510 20250711 ... 17145 17250 PB
52 52 PB2511 20250711 ... 17135 17260 PB
53 53 PB2512 20250711 ... 17160 17230 PB
54 54 PB2601 20250711 ... 17155 17295 PB
55 55 PB2602 20250711 ... 17160 17215 PB
56 56 PB2603 20250711 ... 17185 17225 PB
57 57 PB2604 20250711 ... 17140 17230 PB
58 58 PB2605 20250711 ... 17180 17230 PB
59 59 PB2606 20250711 ... 17160 17205 PB
60 60 NI2507 20250711 ... 121020 119420 NI
61 61 NI2508 20250711 ... 121190 119910 NI
62 62 NI2509 20250711 ... 121360 120070 NI
63 63 NI2510 20250711 ... 121480 120190 NI
64 64 NI2511 20250711 ... 121610 120370 NI
65 65 NI2512 20250711 ... 121920 120870 NI
66 66 NI2601 20250711 ... 122170 120920 NI
67 67 NI2602 20250711 ... 122320 120840 NI
68 68 NI2603 20250711 ... 122420 121380 NI
69 69 NI2604 20250711 ... 122640 121650 NI
70 70 NI2605 20250711 ... 122830 121620 NI
71 71 NI2606 20250711 ... 122940 121790 NI
72 72 SN2507 20250711 ... 265210 264160 SN
73 73 SN2508 20250711 ... 265630 265000 SN
74 74 SN2509 20250711 ... 265520 265160 SN
75 75 SN2510 20250711 ... 265330 265030 SN
76 76 SN2511 20250711 ... 264740 265400 SN
77 77 SN2512 20250711 ... 264510 265030 SN
78 78 SN2601 20250711 ... 264790 265160 SN
79 79 SN2602 20250711 ... 265470 263950 SN
80 80 SN2603 20250711 ... 264290 264800 SN
81 81 SN2604 20250711 ... 264650 265340 SN
82 82 SN2605 20250711 ... 265660 265020 SN
83 83 SN2606 20250711 ... 265110 263950 SN
84 84 AO2507 20250711 ... 3195 3249 AO
85 85 AO2508 20250711 ... 3189 3229 AO
86 86 AO2509 20250711 ... 3164 3195 AO
87 87 AO2510 20250711 ... 3126 3154 AO
88 88 AO2511 20250711 ... 3110 3131 AO
89 89 AO2512 20250711 ... 3101 3118 AO
90 90 AO2601 20250711 ... 3089 3105 AO
91 91 AO2602 20250711 ... 3088 3097 AO
92 92 AO2603 20250711 ... 3074 3085 AO
93 93 AO2604 20250711 ... 3068 3073 AO
94 94 AO2605 20250711 ... 3051 3062 AO
95 95 AO2606 20250711 ... 3050 3054 AO
96 96 AD2511 20250711 ... 19980 19935 AD
97 97 AD2512 20250711 ... 19900 19855 AD
98 98 AD2601 20250711 ... 19835 19825 AD
99 99 AD2602 20250711 ... 19770 19770 AD
100 100 AD2603 20250711 ... 19760 19705 AD
101 101 AD2604 20250711 ... 19710 19685 AD
102 102 AD2605 20250711 ... 19735 19670 AD
103 103 AD2606 20250711 ... 19760 19660 AD
104 104 AU2507 20250711 ... 770.48 770.48 AU
105 105 AU2508 20250711 ... 771.34 769.02 AU
106 106 AU2509 20250711 ... 772.62 770.5 AU
107 107 AU2510 20250711 ... 773.18 771.16 AU
108 108 AU2512 20250711 ... 775.44 773.12 AU
109 109 AU2602 20250711 ... 777 774.42 AU
110 110 AU2604 20250711 ... 779.54 777.02 AU
111 111 AU2606 20250711 ... 780.76 778.86 AU
112 112 AG2507 20250711 ... 9002 8863 AG
113 113 AG2508 20250711 ... 8990 8859 AG
114 114 AG2509 20250711 ... 9003 8872 AG
115 115 AG2510 20250711 ... 9017 8885 AG
116 116 AG2511 20250711 ... 9027 8895 AG
117 117 AG2512 20250711 ... 9040 8906 AG
118 118 AG2601 20250711 ... 9053 8918 AG
119 119 AG2602 20250711 ... 9074 8929 AG
120 120 AG2603 20250711 ... 9086 8943 AG
121 121 AG2604 20250711 ... 9089 8954 AG
122 122 AG2605 20250711 ... 9105 8967 AG
123 123 AG2606 20250711 ... 9106 8980 AG
124 124 RB2507 20250711 ... 3127 3091 RB
125 125 RB2508 20250711 ... 3076 3063 RB
126 126 RB2509 20250711 ... 3097 3068 RB
127 127 RB2510 20250711 ... 3133 3099 RB
128 128 RB2511 20250711 ... 3151 3112 RB
129 129 RB2512 20250711 ... 3166 3129 RB
130 130 RB2601 20250711 ... 3164 3125 RB
131 131 RB2602 20250711 ... 3149 3117 RB
132 132 RB2603 20250711 ... 3151 3116 RB
133 133 RB2604 20250711 ... 3159 3112 RB
134 134 RB2605 20250711 ... 3171 3135 RB
135 135 RB2606 20250711 ... 3180 3136 RB
136 136 WR2507 20250711 ... 3356 3356 WR
137 137 WR2508 20250711 ... 3190 3190 WR
138 138 WR2509 20250711 ... 3265 3265 WR
139 139 WR2510 20250711 ... 3363 3329 WR
140 140 WR2511 20250711 ... 3350 3350 WR
141 141 WR2512 20250711 ... 3362 3362 WR
142 142 WR2601 20250711 ... 3350 3329 WR
143 143 WR2602 20250711 ... 3396 3396 WR
144 144 WR2603 20250711 ... 3387 3387 WR
145 145 WR2604 20250711 ... 3392 3392 WR
146 146 WR2605 20250711 ... 3370 3370 WR
147 147 WR2606 20250711 ... 3377 3356 WR
148 148 HC2507 20250711 ... 3240 3237 HC
149 149 HC2508 20250711 ... 3266 3228 HC
150 150 HC2509 20250711 ... 3280 3241 HC
151 151 HC2510 20250711 ... 3273 3233 HC
152 152 HC2511 20250711 ... 3278 3235 HC
153 153 HC2512 20250711 ... 3282 3230 HC
154 154 HC2601 20250711 ... 3285 3247 HC
155 155 HC2602 20250711 ... 3277 3247 HC
156 156 HC2603 20250711 ... 3286 3234 HC
157 157 HC2604 20250711 ... 3295 3257 HC
158 158 HC2605 20250711 ... 3286 3245 HC
159 159 HC2606 20250711 ... 3296 3270 HC
160 160 SS2507 20250711 ... 12720 12720 SS
161 161 SS2508 20250711 ... 12745 12815 SS
162 162 SS2509 20250711 ... 12720 12735 SS
163 163 SS2510 20250711 ... 12740 12740 SS
164 164 SS2511 20250711 ... 12770 12760 SS
165 165 SS2512 20250711 ... 12795 12780 SS
166 166 SS2601 20250711 ... 12850 12845 SS
167 167 SS2602 20250711 ... 12900 12890 SS
168 168 SS2603 20250711 ... 12905 12920 SS
169 169 SS2604 20250711 ... 12975 12945 SS
170 170 SS2605 20250711 ... 13000 12975 SS
171 171 SS2606 20250711 ... 13055 13015 SS
172 172 SC2508 20250711 ... 514.1 520.3 SC
173 173 SC2509 20250711 ... 504.1 511 SC
174 174 SC2510 20250711 ... 497.4 503.4 SC
175 175 SC2511 20250711 ... 492.1 497.5 SC
176 176 SC2512 20250711 ... 488.3 492.2 SC
177 177 SC2601 20250711 ... 484.8 487.8 SC
178 178 SC2602 20250711 ... 481.2 484.1 SC
179 179 SC2603 20250711 ... 479.1 482.9 SC
180 180 SC2604 20250711 ... 477.2 480.7 SC
181 181 SC2605 20250711 ... 474.7 478.8 SC
182 182 SC2606 20250711 ... 474 476.7 SC
183 183 SC2607 20250711 ... 473.7 475 SC
184 184 SC2609 20250711 ... 469.5 472.9 SC
185 185 SC2612 20250711 ... 468.1 468.1 SC
186 186 SC2703 20250711 ... 468 468 SC
187 187 SC2706 20250711 ... 468.9 468.9 SC
188 188 SC2709 20250711 ... 464.6 464.6 SC
189 189 SC2712 20250711 ... 462.2 465.8 SC
190 190 SC2803 20250711 ... 461.6 465.8 SC
191 191 SC2806 20250711 ... 462.1 464.4 SC
192 192 LU2508 20250711 ... 3647 3688 LU
193 193 LU2509 20250711 ... 3640 3678 LU
194 194 LU2510 20250711 ... 3611 3648 LU
195 195 LU2511 20250711 ... 3585 3619 LU
196 196 LU2512 20250711 ... 3562 3590 LU
197 197 LU2601 20250711 ... 3534 3558 LU
198 198 LU2602 20250711 ... 3514 3523 LU
199 199 LU2603 20250711 ... 3488 3510 LU
200 200 LU2604 20250711 ... 3460 3489 LU
201 201 LU2605 20250711 ... 3447 3472 LU
202 202 LU2606 20250711 ... 3424 3455 LU
203 203 LU2607 20250711 ... 3421 3449 LU
204 204 FU2508 20250711 ... 2873 2931 FU
205 205 FU2509 20250711 ... 2908 2962 FU
206 206 FU2510 20250711 ... 2898 2952 FU
207 207 FU2511 20250711 ... 2881 2931 FU
208 208 FU2512 20250711 ... 2861 2903 FU
209 209 FU2601 20250711 ... 2855 2893 FU
210 210 FU2602 20250711 ... 2845 2885 FU
211 211 FU2603 20250711 ... 2829 2861 FU
212 212 FU2604 20250711 ... 2821 2850 FU
213 213 FU2605 20250711 ... 2805 2835 FU
214 214 FU2606 20250711 ... 2788 2813 FU
215 215 FU2607 20250711 ... 2775 2794 FU
216 216 BU2507 20250711 ... 3700 3652 BU
217 217 BU2508 20250711 ... 3638 3657 BU
218 218 BU2509 20250711 ... 3607 3625 BU
219 219 BU2510 20250711 ... 3555 3573 BU
220 220 BU2511 20250711 ... 3498 3513 BU
221 221 BU2512 20250711 ... 3428 3441 BU
222 222 BU2601 20250711 ... 3392 3410 BU
223 223 BU2602 20250711 ... 3380 3386 BU
224 224 BU2603 20250711 ... 3368 3384 BU
225 225 BU2604 20250711 ... 3378 3376 BU
226 226 BU2605 20250711 ... 3357 3361 BU
227 227 BU2606 20250711 ... 3349 3361 BU
228 228 BU2609 20250711 ... 3326 3332 BU
229 229 BU2612 20250711 ... 3277 3276 BU
230 230 BU2703 20250711 ... 3269 3282 BU
231 231 BU2706 20250711 ... 3277 3272 BU
232 232 BR2507 20250711 ... 11750 11545 BR
233 233 BR2508 20250711 ... 11605 11460 BR
234 234 BR2509 20250711 ... 11585 11420 BR
235 235 BR2510 20250711 ... 11555 11395 BR
236 236 BR2511 20250711 ... 11530 11415 BR
237 237 BR2512 20250711 ... 11550 11415 BR
238 238 BR2601 20250711 ... 11530 11355 BR
239 239 BR2602 20250711 ... 11540 11385 BR
240 240 BR2603 20250711 ... 11540 11350 BR
241 241 BR2604 20250711 ... 11570 11365 BR
242 242 BR2605 20250711 ... 11525 11350 BR
243 243 BR2606 20250711 ... 11495 11340 BR
244 244 RU2507 20250711 ... 14140 14140 RU
245 245 RU2508 20250711 ... 14325 14225 RU
246 246 RU2509 20250711 ... 14385 14240 RU
247 247 RU2510 20250711 ... 14405 14210 RU
248 248 RU2511 20250711 ... 14380 14270 RU
249 249 RU2601 20250711 ... 15235 15135 RU
250 250 RU2603 20250711 ... 15210 15100 RU
251 251 RU2604 20250711 ... 15250 15180 RU
252 252 RU2605 20250711 ... 15295 15210 RU
253 253 RU2606 20250711 ... 15315 15300 RU
254 254 NR2507 20250711 ... 12315 12315 NR
255 255 NR2508 20250711 ... 12390 12275 NR
256 256 NR2509 20250711 ... 12410 12305 NR
257 257 NR2510 20250711 ... 12410 12320 NR
258 258 NR2511 20250711 ... 12415 12340 NR
259 259 NR2512 20250711 ... 12440 12340 NR
260 260 NR2601 20250711 ... 12445 12365 NR
261 261 NR2602 20250711 ... 12450 12400 NR
262 262 NR2603 20250711 ... 12450 12465 NR
263 263 NR2604 20250711 ... 12455 12470 NR
264 264 NR2605 20250711 ... 12520 12515 NR
265 265 NR2606 20250711 ... 12560 12540 NR
266 266 SP2507 20250711 ... 5188 5120 SP
267 267 SP2508 20250711 ... 5216 5138 SP
268 268 SP2509 20250711 ... 5228 5166 SP
269 269 SP2510 20250711 ... 5222 5168 SP
270 270 SP2511 20250711 ... 5216 5164 SP
271 271 SP2512 20250711 ... 5198 5152 SP
272 272 SP2601 20250711 ... 5410 5360 SP
273 273 SP2602 20250711 ... 5336 5304 SP
274 274 SP2603 20250711 ... 5340 5296 SP
275 275 SP2604 20250711 ... 5336 5300 SP
276 276 SP2605 20250711 ... 5336 5298 SP
277 277 SP2606 20250711 ... 5328 5292 SP
278 278 EC2508 20250711 ... 2016.6 2045.2 EC
279 279 EC2510 20250711 ... 1385.3 1401.6 EC
280 280 EC2512 20250711 ... 1542 1564.1 EC
281 281 EC2602 20250711 ... 1352.1 1368.4 EC
282 282 EC2604 20250711 ... 1193.9 1198.3 EC
283 283 EC2606 20250711 ... 1336.6 1341.1 EC
284 284 SC_TAS2508 20250711 ... SC_TAS
285 285 SC_TAS2509 20250711 ... SC_TAS
286 286 SC_TAS2510 20250711 ... SC_TAS
287 287 SC_TAS2511 20250711 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 18:26:09,580 - future_1d - INFO - ak.get_shfe_daily('2025-07-11') done
symbol date open ... settle pre_settle variety
0 a2507 20250711 0.00 ... 4150.00 4150.00 A
1 a2509 20250711 4105.00 ... 4098.00 4110.00 A
2 a2511 20250711 4042.00 ... 4040.00 4042.00 A
3 a2601 20250711 4026.00 ... 4027.00 4025.00 A
4 a2603 20250711 4017.00 ... 4021.00 4018.00 A
5 a2605 20250711 4056.00 ... 4056.00 4051.00 A
6 b2507 20250711 0.00 ... 3480.00 3480.00 B
7 b2508 20250711 3540.00 ... 3542.00 3527.00 B
8 b2509 20250711 3594.00 ... 3613.00 3581.00 B
9 b2510 20250711 3633.00 ... 3659.00 3618.00 B
10 b2511 20250711 3653.00 ... 3667.00 3641.00 B
11 b2512 20250711 3673.00 ... 3684.00 3659.00 B
12 b2601 20250711 3660.00 ... 3673.00 3648.00 B
13 b2602 20250711 3624.00 ... 3638.00 3614.00 B
14 b2603 20250711 3534.00 ... 3547.00 3517.00 B
15 b2604 20250711 3442.00 ... 3446.00 3431.00 B
16 b2605 20250711 3376.00 ... 3376.00 3371.00 B
17 b2606 20250711 3372.00 ... 3370.00 3366.00 B
18 bb2509 20250711 151.85 ... 151.80 152.75 BB
19 bb2511 20250711 153.50 ... 152.70 154.60 BB
20 bb2601 20250711 156.00 ... 155.60 156.40 BB
21 bb2603 20250711 0.00 ... 162.45 163.25 BB
22 bb2605 20250711 0.00 ... 162.45 163.25 BB
23 bz2603 20250711 6231.00 ... 6238.00 6215.00 BZ
24 bz2604 20250711 6266.00 ... 6226.00 6226.00 BZ
25 bz2605 20250711 6269.00 ... 6231.00 6202.00 BZ
26 bz2606 20250711 6216.00 ... 6217.00 6180.00 BZ
27 c2507 20250711 2283.00 ... 2283.00 2296.00 C
28 c2509 20250711 2320.00 ... 2312.00 2318.00 C
29 c2511 20250711 2276.00 ... 2273.00 2272.00 C
30 c2601 20250711 2235.00 ... 2233.00 2233.00 C
31 c2603 20250711 2241.00 ... 2236.00 2235.00 C
32 c2605 20250711 2266.00 ... 2267.00 2264.00 C
33 cs2507 20250711 0.00 ... 2700.00 2700.00 CS
34 cs2509 20250711 2672.00 ... 2667.00 2675.00 CS
35 cs2511 20250711 2630.00 ... 2624.00 2626.00 CS
36 cs2601 20250711 2626.00 ... 2619.00 2622.00 CS
37 cs2603 20250711 2613.00 ... 2603.00 2608.00 CS
38 cs2605 20250711 2650.00 ... 2641.00 2647.00 CS
39 eb2507 20250711 7598.00 ... 7598.00 7499.00 EB
40 eb2508 20250711 7500.00 ... 7466.00 7436.00 EB
41 eb2509 20250711 7394.00 ... 7369.00 7348.00 EB
42 eb2510 20250711 7322.00 ... 7290.00 7277.00 EB
43 eb2511 20250711 7268.00 ... 7221.00 7206.00 EB
44 eb2512 20250711 7243.00 ... 7192.00 7169.00 EB
45 eb2601 20250711 7234.00 ... 7191.00 7169.00 EB
46 eb2602 20250711 7229.00 ... 7204.00 7212.00 EB
47 eb2603 20250711 7248.00 ... 7223.00 7228.00 EB
48 eb2604 20250711 7196.00 ... 7212.00 7198.00 EB
49 eb2605 20250711 7239.00 ... 7195.00 7185.00 EB
50 eb2606 20250711 7226.00 ... 7187.00 7181.00 EB
51 eg2507 20250711 0.00 ... 4226.00 4226.00 EG
52 eg2508 20250711 4307.00 ... 4298.00 4296.00 EG
53 eg2509 20250711 4325.00 ... 4317.00 4307.00 EG
54 eg2510 20250711 4339.00 ... 4332.00 4321.00 EG
55 eg2511 20250711 4344.00 ... 4340.00 4328.00 EG
56 eg2512 20250711 4352.00 ... 4339.00 4328.00 EG
57 eg2601 20250711 4350.00 ... 4345.00 4336.00 EG
58 eg2602 20250711 4350.00 ... 4356.00 4343.00 EG
59 eg2603 20250711 4343.00 ... 4354.00 4340.00 EG
60 eg2604 20250711 4376.00 ... 4376.00 4355.00 EG
61 eg2605 20250711 4365.00 ... 4370.00 4355.00 EG
62 eg2606 20250711 4366.00 ... 4373.00 4364.00 EG
63 fb2507 20250711 0.00 ... 1341.50 1341.50 FB
64 fb2508 20250711 1335.50 ... 1336.50 1335.50 FB
65 fb2509 20250711 1318.50 ... 1321.50 1323.50 FB
66 fb2510 20250711 1332.00 ... 1328.50 1329.50 FB
67 fb2511 20250711 1333.50 ... 1329.50 1329.00 FB
68 fb2512 20250711 1331.50 ... 1326.50 1329.00 FB
69 fb2601 20250711 1311.00 ... 1325.50 1315.50 FB
70 fb2602 20250711 0.00 ... 1290.50 1290.50 FB
71 fb2603 20250711 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250711 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250711 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250711 0.00 ... 1292.50 1292.50 FB
75 i2507 20250711 748.00 ... 748.00 748.00 I
76 i2508 20250711 766.50 ... 768.50 754.50 I
77 i2509 20250711 762.00 ... 764.50 750.50 I
78 i2510 20250711 752.50 ... 758.50 747.50 I
79 i2511 20250711 750.00 ... 751.50 739.50 I
80 i2512 20250711 743.00 ... 746.00 734.00 I
81 i2601 20250711 735.00 ... 737.00 724.00 I
82 i2602 20250711 732.00 ... 734.00 721.00 I
83 i2603 20250711 728.50 ... 731.00 716.50 I
84 i2604 20250711 724.50 ... 727.00 711.50 I
85 i2605 20250711 717.00 ... 718.00 705.00 I
86 i2606 20250711 709.00 ... 712.00 698.50 I
87 j2507 20250711 0.00 ... 1304.50 1304.50 J
88 j2508 20250711 1484.00 ... 1483.50 1448.00 J
89 j2509 20250711 1498.00 ... 1508.50 1478.00 J
90 j2510 20250711 1522.00 ... 1521.00 1488.00 J
91 j2511 20250711 1521.00 ... 1529.50 1500.00 J
92 j2512 20250711 1525.50 ... 1536.50 1497.50 J
93 j2601 20250711 1522.00 ... 1538.00 1507.50 J
94 j2602 20250711 1541.50 ... 1545.00 1515.50 J
95 j2603 20250711 1558.50 ... 1567.00 1528.50 J
96 j2604 20250711 1563.00 ... 1563.00 1520.50 J
97 j2605 20250711 1556.00 ... 1573.00 1540.00 J
98 j2606 20250711 0.00 ... 1557.00 1555.50 J
99 jd2507 20250711 2720.00 ... 2704.00 2728.00 JD
100 jd2508 20250711 3450.00 ... 3450.00 3447.00 JD
101 jd2509 20250711 3580.00 ... 3582.00 3572.00 JD
102 jd2510 20250711 3370.00 ... 3378.00 3362.00 JD
103 jd2511 20250711 3380.00 ... 3389.00 3381.00 JD
104 jd2512 20250711 3553.00 ... 3554.00 3547.00 JD
105 jd2601 20250711 3614.00 ... 3611.00 3606.00 JD
106 jd2602 20250711 3185.00 ... 3191.00 3189.00 JD
107 jd2603 20250711 3192.00 ... 3198.00 3199.00 JD
108 jd2604 20250711 3340.00 ... 3340.00 3340.00 JD
109 jd2605 20250711 3408.00 ... 3413.00 3411.00 JD
110 jd2606 20250711 3265.00 ... 3270.00 3264.00 JD
111 jm2507 20250711 868.00 ... 903.00 861.00 JM
112 jm2508 20250711 849.00 ... 859.50 834.50 JM
113 jm2509 20250711 897.00 ... 909.50 883.50 JM
114 jm2510 20250711 909.50 ... 923.00 897.50 JM
115 jm2511 20250711 917.00 ... 931.00 907.50 JM
116 jm2512 20250711 926.50 ... 934.50 919.50 JM
117 jm2601 20250711 930.00 ... 941.50 922.00 JM
118 jm2602 20250711 946.50 ... 948.00 931.00 JM
119 jm2603 20250711 945.00 ... 953.50 942.50 JM
120 jm2604 20250711 950.00 ... 955.50 941.00 JM
121 jm2605 20250711 955.00 ... 960.50 947.50 JM
122 jm2606 20250711 974.00 ... 971.50 958.00 JM
123 l2507 20250711 0.00 ... 7300.00 7300.00 L
124 l2508 20250711 7315.00 ... 7288.00 7302.00 L
125 l2509 20250711 7322.00 ... 7302.00 7309.00 L
126 l2510 20250711 7326.00 ... 7300.00 7309.00 L
127 l2511 20250711 7321.00 ... 7301.00 7300.00 L
128 l2512 20250711 7314.00 ... 7296.00 7286.00 L
129 l2601 20250711 7294.00 ... 7290.00 7283.00 L
130 l2602 20250711 7253.00 ... 7284.00 7260.00 L
131 l2603 20250711 7279.00 ... 7276.00 7265.00 L
132 l2604 20250711 0.00 ... 7292.00 7292.00 L
133 l2605 20250711 7265.00 ... 7256.00 7255.00 L
134 l2606 20250711 7270.00 ... 7265.00 7261.00 L
135 lg2507 20250711 817.00 ... 803.50 813.00 LG
136 lg2509 20250711 787.00 ... 789.00 785.00 LG
137 lg2511 20250711 785.50 ... 786.50 783.50 LG
138 lg2601 20250711 786.00 ... 789.00 785.50 LG
139 lg2603 20250711 787.50 ... 790.50 787.00 LG
140 lg2605 20250711 798.00 ... 798.00 792.00 LG
141 lh2507 20250711 13955.00 ... 13950.00 13970.00 LH
142 lh2509 20250711 14380.00 ... 14350.00 14330.00 LH
143 lh2511 20250711 13700.00 ... 13680.00 13650.00 LH
144 lh2601 20250711 13730.00 ... 13750.00 13725.00 LH
145 lh2603 20250711 13000.00 ... 13010.00 12980.00 LH
146 lh2605 20250711 13185.00 ... 13185.00 13175.00 LH
147 m2507 20250711 0.00 ... 2802.00 2802.00 M
148 m2508 20250711 2943.00 ... 2952.00 2925.00 M
149 m2509 20250711 2952.00 ... 2971.00 2943.00 M
150 m2511 20250711 2989.00 ... 3009.00 2983.00 M
151 m2512 20250711 3016.00 ... 3034.00 3011.00 M
152 m2601 20250711 2994.00 ... 3009.00 2988.00 M
153 m2603 20250711 2857.00 ... 2871.00 2854.00 M
154 m2605 20250711 2706.00 ... 2704.00 2701.00 M
155 p2507 20250711 0.00 ... 8620.00 8620.00 P
156 p2508 20250711 8634.00 ... 8708.00 8664.00 P
157 p2509 20250711 8600.00 ... 8686.00 8628.00 P
158 p2510 20250711 8630.00 ... 8698.00 8628.00 P
159 p2511 20250711 8598.00 ... 8648.00 8606.00 P
160 p2512 20250711 8596.00 ... 8660.00 8606.00 P
161 p2601 20250711 8606.00 ... 8672.00 8602.00 P
162 p2602 20250711 8542.00 ... 8654.00 8574.00 P
163 p2603 20250711 8504.00 ... 8576.00 8520.00 P
164 p2604 20250711 8556.00 ... 8552.00 8452.00 P
165 p2605 20250711 8392.00 ... 8450.00 8400.00 P
166 p2606 20250711 8412.00 ... 8448.00 8368.00 P
167 pg2507 20250711 4188.00 ... 4179.00 4223.00 PG
168 pg2508 20250711 4207.00 ... 4164.00 4199.00 PG
169 pg2509 20250711 4097.00 ... 4073.00 4096.00 PG
170 pg2510 20250711 4519.00 ... 4488.00 4510.00 PG
171 pg2511 20250711 4434.00 ... 4405.00 4423.00 PG
172 pg2512 20250711 4356.00 ... 4328.00 4349.00 PG
173 pg2601 20250711 4270.00 ... 4253.00 4273.00 PG
174 pg2602 20250711 4163.00 ... 4173.00 4221.00 PG
175 pg2603 20250711 4101.00 ... 4088.00 4115.00 PG
176 pg2604 20250711 4386.00 ... 4386.00 4407.00 PG
177 pg2605 20250711 4282.00 ... 4281.00 4292.00 PG
178 pg2606 20250711 4204.00 ... 4218.00 4221.00 PG
179 pp2507 20250711 0.00 ... 7068.00 7068.00 PP
180 pp2508 20250711 7102.00 ... 7066.00 7096.00 PP
181 pp2509 20250711 7100.00 ... 7076.00 7101.00 PP
182 pp2510 20250711 7090.00 ... 7059.00 7071.00 PP
183 pp2511 20250711 7078.00 ... 7058.00 7063.00 PP
184 pp2512 20250711 7073.00 ... 7061.00 7066.00 PP
185 pp2601 20250711 7080.00 ... 7061.00 7068.00 PP
186 pp2602 20250711 7067.00 ... 7047.00 7043.00 PP
187 pp2603 20250711 7047.00 ... 7048.00 7023.00 PP
188 pp2604 20250711 0.00 ... 7038.00 7038.00 PP
189 pp2605 20250711 7072.00 ... 7057.00 7053.00 PP
190 pp2606 20250711 7045.00 ... 7046.00 7048.00 PP
191 rr2507 20250711 0.00 ... 3578.00 3578.00 RR
192 rr2508 20250711 3588.00 ... 3583.00 3585.00 RR
193 rr2509 20250711 3596.00 ... 3596.00 3595.00 RR
194 rr2510 20250711 3611.00 ... 3610.00 3610.00 RR
195 rr2511 20250711 0.00 ... 3605.00 3605.00 RR
196 rr2512 20250711 3606.00 ... 3605.00 3603.00 RR
197 rr2601 20250711 0.00 ... 3602.00 3602.00 RR
198 rr2602 20250711 0.00 ... 3610.00 3610.00 RR
199 rr2603 20250711 0.00 ... 3611.00 3611.00 RR
200 rr2604 20250711 3623.00 ... 3623.00 3617.00 RR
201 rr2605 20250711 0.00 ... 3612.00 3612.00 RR
202 rr2606 20250711 0.00 ... 3610.00 3610.00 RR
203 v2507 20250711 4926.00 ... 4941.00 4926.00 V
204 v2508 20250711 5030.00 ... 4974.00 4972.00 V
205 v2509 20250711 5040.00 ... 5013.00 5005.00 V
206 v2510 20250711 5067.00 ... 5041.00 5033.00 V
207 v2511 20250711 5097.00 ... 5066.00 5066.00 V
208 v2512 20250711 5113.00 ... 5096.00 5089.00 V
209 v2601 20250711 5140.00 ... 5121.00 5109.00 V
210 v2602 20250711 5164.00 ... 5129.00 5130.00 V
211 v2603 20250711 5180.00 ... 5156.00 5152.00 V
212 v2604 20250711 5319.00 ... 5304.00 5287.00 V
213 v2605 20250711 5321.00 ... 5310.00 5306.00 V
214 v2606 20250711 5349.00 ... 5323.00 5312.00 V
215 y2507 20250711 0.00 ... 7970.00 7970.00 Y
216 y2508 20250711 7918.00 ... 7960.00 7924.00 Y
217 y2509 20250711 7942.00 ... 7970.00 7928.00 Y
218 y2511 20250711 7944.00 ... 7974.00 7942.00 Y
219 y2512 20250711 7964.00 ... 7996.00 7962.00 Y
220 y2601 20250711 7920.00 ... 7950.00 7906.00 Y
221 y2603 20250711 7824.00 ... 7842.00 7820.00 Y
222 y2605 20250711 7592.00 ... 7602.00 7592.00 Y
[223 rows x 12 columns]
2025-07-17 18:26:10,549 - future_1d - INFO - ak.get_dce_daily('2025-07-11') done
2025-07-17 18:26:12,301 - future_1d - INFO - save future_daily 2025-07-11 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250714 515.5 528.1 ... 6216092.51 523 514.1 SC
1 SC2509 20250714 506.1 515.3 ... 2473716.47 511.9 504.1 SC
2 SC2510 20250714 499.1 508.1 ... 378354.5 504.9 497.4 SC
3 SC2511 20250714 493.2 503.2 ... 57154.31 500 492.1 SC
4 SC2512 20250714 492 499.6 ... 33472.71 496.6 488.3 SC
5 SC2601 20250714 486.6 497.8 ... 30531.9 494 484.8 SC
6 SC2602 20250714 483.8 496.8 ... 33698.11 491.9 481.2 SC
7 SC2603 20250714 483 494.1 ... 11530.82 490.6 479.1 SC
8 SC2604 20250714 490.1 490.4 ... 293.81 489.6 477.2 SC
9 SC2605 20250714 489.2 489.4 ... 146.54 488.4 474.7 SC
10 SC2606 20250714 476.8 489.5 ... 9597.7 487.1 474 SC
11 SC2607 20250714 478.5 484.2 ... 144.46 481.5 473.7 SC
12 SC2609 20250714 477.6 479.7 ... 143.54 478.4 469.5 SC
13 SC2612 20250714 476 476 ... 142.4 474.6 468.1 SC
14 SC2703 20250714 470.4 470.4 ... 47.04 470.4 468 SC
15 SC2706 20250714 465.6 471.3 ... 281.84 469.7 468.9 SC
16 SC2709 20250714 ... 0 469 464.6 SC
17 SC2712 20250714 465 468 ... 93.3 466.5 462.2 SC
18 SC2803 20250714 463.5 470.5 ... 93.4 467 461.6 SC
19 SC2806 20250714 462.1 464 ... 92.61 463 462.1 SC
21 LU2508 20250714 3649 3703 ... 5302.125 3682 3647 LU
22 LU2509 20250714 3649 3703 ... 282254.873 3679 3640 LU
23 LU2510 20250714 3607 3682 ... 147391.304 3654 3611 LU
24 LU2511 20250714 3586 3653 ... 7318.785 3633 3585 LU
25 LU2512 20250714 3555 3620 ... 194.251 3597 3562 LU
26 LU2601 20250714 3540 3596 ... 521.591 3572 3534 LU
27 LU2602 20250714 3516 3556 ... 14.145 3536 3514 LU
28 LU2603 20250714 3501 3537 ... 21.147 3524 3488 LU
29 LU2604 20250714 3485 3527 ... 27.944 3493 3460 LU
30 LU2605 20250714 3466 3514 ... 63.018 3501 3447 LU
31 LU2606 20250714 3440 3495 ... 10.423 3474 3424 LU
32 LU2607 20250714 3461 3474 ... 20.82 3470 3421 LU
34 NR2507 20250714 12230 12280 ... 856.45 12235 12315 NR
35 NR2508 20250714 12355 12370 ... 610719.305 12275 12390 NR
36 NR2509 20250714 12370 12390 ... 766482.935 12290 12410 NR
37 NR2510 20250714 12400 12400 ... 96984.85 12295 12410 NR
38 NR2511 20250714 12370 12375 ... 3963.955 12310 12415 NR
39 NR2512 20250714 12345 12370 ... 1640.395 12330 12440 NR
40 NR2601 20250714 12415 12420 ... 10699.165 12350 12445 NR
41 NR2602 20250714 12385 12400 ... 421.48 12395 12450 NR
42 NR2603 20250714 12355 12395 ... 49.53 12380 12450 NR
43 NR2604 20250714 12420 12455 ... 24.875 12435 12455 NR
44 NR2605 20250714 12420 12450 ... 49.735 12430 12520 NR
45 NR2606 20250714 ... 0 12510 12560 NR
47 BC2507 20250714 69200 69200 ... 173 69200 70600 BC
48 BC2508 20250714 69340 69750 ... 135011.31 69480 69750 BC
49 BC2509 20250714 69370 69740 ... 20789.325 69520 69710 BC
50 BC2510 20250714 ... 0 69600 69600 BC
51 BC2511 20250714 ... 0 69190 69190 BC
52 BC2512 20250714 ... 0 69320 69320 BC
53 BC2601 20250714 ... 0 69800 69800 BC
54 BC2602 20250714 ... 0 69410 69410 BC
55 BC2603 20250714 ... 0 69290 69290 BC
56 BC2604 20250714 ... 0 69750 69750 BC
57 BC2605 20250714 ... 0 69460 69460 BC
58 BC2606 20250714 ... 0 67820 67820 BC
60 EC2508 20250714 2032 2059.8 ... 223969.002 2029.2 2016.6 EC
61 EC2510 20250714 1389 1462.1 ... 217765.095 1434.9 1385.3 EC
62 EC2512 20250714 1531.1 1613.3 ... 27821.0525 1582 1542 EC
63 EC2602 20250714 1346.1 1401.4 ... 5026.565 1380.9 1352.1 EC
64 EC2604 20250714 1188.8 1226.9 ... 7230.772 1217.3 1193.9 EC
65 EC2606 20250714 1328 1390 ... 1704.3825 1374.5 1336.6 EC
68 SC_TAS2508 20250714 ... SC_TAS
69 SC_TAS2509 20250714 ... SC_TAS
70 SC_TAS2510 20250714 ... SC_TAS
71 SC_TAS2511 20250714 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:26:16,310 - future_1d - INFO - ak.get_ine_daily('2025-07-14') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250714 7780.0 7846.0 ... 376061.69 7804.0 7826.0 AP
1 AP511 20250714 7665.0 7665.0 ... 2075.25 7630.0 7659.0 AP
2 AP512 20250714 7690.0 7690.0 ... 53.56 7652.0 7672.0 AP
3 AP601 20250714 7674.0 7718.0 ... 17273.54 7667.0 7691.0 AP
4 AP603 20250714 7625.0 7625.0 ... 15.22 7612.0 7648.0 AP
5 AP604 20250714 0.0 0.0 ... 0.00 7693.0 7693.0 AP
6 AP605 20250714 7760.0 7760.0 ... 146.77 7724.0 7751.0 AP
7 CF507 20250714 13705.0 13720.0 ... 821.52 13690.0 13665.0 CF
8 CF509 20250714 13880.0 13945.0 ... 963976.77 13900.0 13905.0 CF
9 CF511 20250714 13755.0 13810.0 ... 163634.90 13770.0 13790.0 CF
10 CF601 20250714 13805.0 13865.0 ... 264517.05 13825.0 13845.0 CF
11 CF603 20250714 13790.0 13815.0 ... 544.51 13785.0 13810.0 CF
12 CF605 20250714 13795.0 13835.0 ... 6319.87 13800.0 13820.0 CF
13 CJ507 20250714 0.0 0.0 ... 0.00 9235.0 9400.0 CJ
14 CJ509 20250714 9560.0 9605.0 ... 180792.91 9450.0 9630.0 CJ
15 CJ512 20250714 10445.0 10480.0 ... 15274.93 10295.0 10485.0 CJ
16 CJ601 20250714 10555.0 10605.0 ... 1004099.54 10420.0 10605.0 CJ
17 CJ603 20250714 10650.0 10660.0 ... 14042.28 10500.0 10710.0 CJ
18 CJ605 20250714 10850.0 10885.0 ... 96143.65 10690.0 10910.0 CJ
19 CY507 20250714 0.0 0.0 ... 1079.64 20015.0 19960.0 CY
20 CY508 20250714 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250714 20070.0 20170.0 ... 54169.99 20125.0 20070.0 CY
22 CY510 20250714 0.0 0.0 ... 0.00 19745.0 19690.0 CY
23 CY511 20250714 0.0 0.0 ... 0.00 20065.0 20065.0 CY
24 CY512 20250714 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250714 20095.0 20145.0 ... 361.76 20100.0 20070.0 CY
26 CY602 20250714 0.0 0.0 ... 0.00 19840.0 19840.0 CY
27 CY603 20250714 0.0 0.0 ... 0.00 20215.0 20120.0 CY
28 CY604 20250714 0.0 0.0 ... 0.00 19750.0 19725.0 CY
29 CY605 20250714 0.0 0.0 ... 0.00 20015.0 20015.0 CY
30 CY606 20250714 0.0 0.0 ... 0.00 19800.0 19715.0 CY
31 FG507 20250714 987.0 987.0 ... 39.41 938.0 989.0 FG
32 FG508 20250714 1100.0 1110.0 ... 49969.90 1099.0 1100.0 FG
33 FG509 20250714 1087.0 1103.0 ... 3557557.02 1087.0 1090.0 FG
34 FG510 20250714 1133.0 1155.0 ... 33654.14 1139.0 1142.0 FG
35 FG511 20250714 1124.0 1142.0 ... 48483.50 1123.0 1127.0 FG
36 FG512 20250714 1181.0 1209.0 ... 25399.27 1186.0 1190.0 FG
37 FG601 20250714 1168.0 1199.0 ... 426038.83 1175.0 1177.0 FG
38 FG602 20250714 1207.0 1235.0 ... 395.00 1212.0 1215.0 FG
39 FG603 20250714 1206.0 1230.0 ... 698.17 1208.0 1210.0 FG
40 FG604 20250714 1241.0 1263.0 ... 467.57 1244.0 1243.0 FG
41 FG605 20250714 1232.0 1259.0 ... 8015.37 1240.0 1238.0 FG
42 FG606 20250714 1251.0 1273.0 ... 452.00 1256.0 1256.0 FG
43 JR507 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250714 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250714 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250714 2385.0 2385.0 ... 1978.10 2383.0 2353.0 MA
54 MA508 20250714 2377.0 2401.0 ... 17945.05 2383.0 2386.0 MA
55 MA509 20250714 2369.0 2405.0 ... 1729915.55 2387.0 2380.0 MA
56 MA510 20250714 2396.0 2427.0 ... 63006.98 2407.0 2402.0 MA
57 MA511 20250714 2416.0 2440.0 ... 61004.57 2423.0 2417.0 MA
58 MA512 20250714 2423.0 2459.0 ... 12591.97 2449.0 2445.0 MA
59 MA601 20250714 2443.0 2464.0 ... 181565.60 2454.0 2451.0 MA
60 MA602 20250714 2438.0 2445.0 ... 621.67 2438.0 2438.0 MA
61 MA603 20250714 2429.0 2442.0 ... 699.67 2429.0 2429.0 MA
62 MA604 20250714 2406.0 2415.0 ... 38.50 2406.0 2409.0 MA
63 MA605 20250714 2372.0 2389.0 ... 3107.38 2379.0 2377.0 MA
64 MA606 20250714 2371.0 2388.0 ... 38.13 2383.0 2379.0 MA
65 OI507 20250714 0.0 0.0 ... 0.00 9557.0 9600.0 OI
66 OI509 20250714 9418.0 9468.0 ... 2959146.36 9413.0 9455.0 OI
67 OI511 20250714 9418.0 9454.0 ... 190264.16 9399.0 9446.0 OI
68 OI601 20250714 9340.0 9394.0 ... 531431.46 9342.0 9390.0 OI
69 OI603 20250714 9287.0 9325.0 ... 2868.84 9284.0 9320.0 OI
70 OI605 20250714 9206.0 9256.0 ... 5913.89 9212.0 9245.0 OI
71 PF507 20250714 6300.0 6662.0 ... 660.74 6542.0 6606.0 PF
72 PF508 20250714 6512.0 6590.0 ... 291275.57 6540.0 6502.0 PF
73 PF509 20250714 6392.0 6446.0 ... 309340.54 6412.0 6400.0 PF
74 PF510 20250714 6418.0 6468.0 ... 95431.91 6436.0 6420.0 PF
75 PF511 20250714 6384.0 6432.0 ... 57000.39 6392.0 6386.0 PF
76 PF512 20250714 6364.0 6408.0 ... 17244.10 6374.0 6372.0 PF
77 PF601 20250714 6380.0 6414.0 ... 5533.43 6382.0 6378.0 PF
78 PF602 20250714 6368.0 6368.0 ... 3.18 6368.0 6366.0 PF
79 PF603 20250714 0.0 0.0 ... 0.00 6420.0 6374.0 PF
80 PF604 20250714 0.0 0.0 ... 0.00 6438.0 6400.0 PF
81 PF605 20250714 6398.0 6398.0 ... 3.20 6398.0 6408.0 PF
82 PF606 20250714 0.0 0.0 ... 0.00 6440.0 6406.0 PF
83 PK510 20250714 8182.0 8324.0 ... 466809.87 8256.0 8188.0 PK
84 PK511 20250714 8066.0 8150.0 ... 204218.15 8084.0 8026.0 PK
85 PK512 20250714 8002.0 8080.0 ... 2346.94 8024.0 7978.0 PK
86 PK601 20250714 7982.0 8070.0 ... 12790.51 8028.0 7982.0 PK
87 PK603 20250714 7986.0 8040.0 ... 531.61 7994.0 7974.0 PK
88 PK604 20250714 7990.0 8028.0 ... 108.00 8000.0 7974.0 PK
89 PK605 20250714 7982.0 8018.0 ... 911.25 7994.0 7968.0 PK
90 PM507 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250714 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250714 0.0 0.0 ... 347.96 5948.0 5932.0 PR
97 PR508 20250714 5932.0 5946.0 ... 10149.19 5920.0 5906.0 PR
98 PR509 20250714 5882.0 5930.0 ... 475562.51 5902.0 5886.0 PR
99 PR510 20250714 5878.0 5942.0 ... 248338.13 5914.0 5894.0 PR
100 PR511 20250714 5872.0 5934.0 ... 60271.91 5900.0 5878.0 PR
101 PR512 20250714 5866.0 5866.0 ... 8.80 5866.0 5864.0 PR
102 PR601 20250714 5874.0 5926.0 ... 531.01 5900.0 5874.0 PR
103 PR602 20250714 5940.0 5946.0 ... 17.83 5944.0 5898.0 PR
104 PR603 20250714 5950.0 5950.0 ... 44.63 5950.0 5904.0 PR
105 PR604 20250714 0.0 0.0 ... 0.00 5966.0 5910.0 PR
106 PR605 20250714 5938.0 5948.0 ... 26.75 5946.0 5914.0 PR
107 PR606 20250714 0.0 0.0 ... 0.00 5926.0 5926.0 PR
108 PX507 20250714 0.0 0.0 ... 0.00 6926.0 6896.0 PX
109 PX508 20250714 6770.0 6876.0 ... 426.92 6832.0 6774.0 PX
110 PX509 20250714 6700.0 6800.0 ... 769778.45 6748.0 6720.0 PX
111 PX510 20250714 6698.0 6786.0 ... 96879.50 6732.0 6714.0 PX
112 PX511 20250714 6658.0 6758.0 ... 161354.34 6702.0 6686.0 PX
113 PX512 20250714 6648.0 6738.0 ... 29398.33 6692.0 6674.0 PX
114 PX601 20250714 6634.0 6710.0 ... 46898.88 6664.0 6650.0 PX
115 PX602 20250714 6624.0 6670.0 ... 6.65 6648.0 6672.0 PX
116 PX603 20250714 0.0 0.0 ... 0.00 6656.0 6622.0 PX
117 PX604 20250714 0.0 0.0 ... 0.00 6642.0 6618.0 PX
118 PX605 20250714 6588.0 6654.0 ... 39.74 6624.0 6604.0 PX
119 PX606 20250714 0.0 0.0 ... 0.00 6614.0 6614.0 PX
120 RI507 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250714 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250714 2490.0 2518.0 ... 392.41 2499.0 2521.0 RM
127 RM508 20250714 2628.0 2668.0 ... 22259.65 2632.0 2631.0 RM
128 RM509 20250714 2627.0 2673.0 ... 1276330.25 2637.0 2630.0 RM
129 RM511 20250714 2437.0 2439.0 ... 6651.58 2420.0 2440.0 RM
130 RM601 20250714 2320.0 2325.0 ... 394329.01 2300.0 2327.0 RM
131 RM603 20250714 2303.0 2305.0 ... 21940.63 2284.0 2305.0 RM
132 RM605 20250714 2308.0 2315.0 ... 45991.93 2299.0 2312.0 RM
133 RS507 20250714 0.0 0.0 ... 0.00 4997.0 4972.0 RS
134 RS508 20250714 0.0 0.0 ... 0.00 4976.0 4976.0 RS
135 RS509 20250714 5061.0 5101.0 ... 324.79 5075.0 5050.0 RS
136 RS511 20250714 5130.0 5152.0 ... 168.82 5116.0 5101.0 RS
137 SA507 20250714 1175.0 1175.0 ... 1235.70 1174.0 1175.0 SA
138 SA508 20250714 1210.0 1234.0 ... 61737.77 1213.0 1220.0 SA
139 SA509 20250714 1215.0 1245.0 ... 4396346.50 1222.0 1225.0 SA
140 SA510 20250714 1226.0 1257.0 ... 120596.47 1232.0 1235.0 SA
141 SA511 20250714 1230.0 1260.0 ... 157085.58 1235.0 1236.0 SA
142 SA512 20250714 1249.0 1289.0 ... 61268.63 1263.0 1264.0 SA
143 SA601 20250714 1255.0 1293.0 ... 932964.80 1267.0 1266.0 SA
144 SA602 20250714 1267.0 1299.0 ... 7961.42 1282.0 1273.0 SA
145 SA603 20250714 1262.0 1299.0 ... 2852.51 1276.0 1272.0 SA
146 SA604 20250714 1284.0 1315.0 ... 1346.99 1295.0 1290.0 SA
147 SA605 20250714 1281.0 1317.0 ... 26128.45 1293.0 1290.0 SA
148 SA606 20250714 1292.0 1324.0 ... 1465.56 1302.0 1296.0 SA
149 SF507 20250714 5538.0 5680.0 ... 2978.69 5516.0 5552.0 SF
150 SF508 20250714 5440.0 5486.0 ... 21505.36 5462.0 5506.0 SF
151 SF509 20250714 5460.0 5502.0 ... 455279.38 5476.0 5522.0 SF
152 SF510 20250714 5440.0 5472.0 ... 52462.07 5446.0 5498.0 SF
153 SF511 20250714 5602.0 5620.0 ... 117783.33 5596.0 5642.0 SF
154 SF512 20250714 5568.0 5596.0 ... 12929.96 5574.0 5616.0 SF
155 SF601 20250714 5538.0 5572.0 ... 10990.14 5548.0 5586.0 SF
156 SF602 20250714 5478.0 5510.0 ... 411.52 5488.0 5512.0 SF
157 SF603 20250714 5632.0 5648.0 ... 59.08 5628.0 5636.0 SF
158 SF604 20250714 0.0 0.0 ... 0.00 5606.0 5602.0 SF
159 SF605 20250714 5590.0 5620.0 ... 195.89 5598.0 5618.0 SF
160 SF606 20250714 5538.0 5564.0 ... 24.93 5540.0 5572.0 SF
161 SH507 20250714 0.0 0.0 ... 0.00 2488.0 2467.0 SH
162 SH508 20250714 2485.0 2548.0 ... 211492.56 2508.0 2498.0 SH
163 SH509 20250714 2500.0 2555.0 ... 5464716.83 2527.0 2506.0 SH
164 SH510 20250714 2516.0 2574.0 ... 465196.92 2546.0 2530.0 SH
165 SH511 20250714 2489.0 2554.0 ... 288985.39 2527.0 2514.0 SH
166 SH512 20250714 2506.0 2555.0 ... 45542.27 2533.0 2518.0 SH
167 SH601 20250714 2476.0 2526.0 ... 143043.82 2504.0 2490.0 SH
168 SH602 20250714 2501.0 2539.0 ... 802.91 2525.0 2506.0 SH
169 SH603 20250714 2505.0 2545.0 ... 758.29 2528.0 2510.0 SH
170 SH604 20250714 2545.0 2585.0 ... 508.65 2569.0 2542.0 SH
171 SH605 20250714 2539.0 2585.0 ... 5786.49 2565.0 2540.0 SH
172 SH606 20250714 2574.0 2574.0 ... 7.72 2574.0 2556.0 SH
173 SM507 20250714 5720.0 5770.0 ... 351.23 5758.0 5754.0 SM
174 SM508 20250714 5716.0 5782.0 ... 28045.02 5742.0 5756.0 SM
175 SM509 20250714 5748.0 5800.0 ... 610436.07 5764.0 5774.0 SM
176 SM510 20250714 5742.0 5780.0 ... 53788.09 5750.0 5752.0 SM
177 SM511 20250714 5792.0 5852.0 ... 94906.90 5822.0 5826.0 SM
178 SM512 20250714 5794.0 5838.0 ... 11733.24 5812.0 5822.0 SM
179 SM601 20250714 5792.0 5836.0 ... 38253.60 5802.0 5814.0 SM
180 SM602 20250714 5790.0 5834.0 ... 78.41 5808.0 5804.0 SM
181 SM603 20250714 5800.0 5838.0 ... 32.01 5820.0 5798.0 SM
182 SM604 20250714 0.0 0.0 ... 0.00 5834.0 5820.0 SM
183 SM605 20250714 5808.0 5862.0 ... 1226.79 5828.0 5838.0 SM
184 SM606 20250714 5846.0 5846.0 ... 2.92 5846.0 5862.0 SM
185 SR507 20250714 5800.0 5817.0 ... 2718.55 5809.0 5800.0 SR
186 SR509 20250714 5801.0 5837.0 ... 1026840.33 5825.0 5808.0 SR
187 SR511 20250714 5687.0 5706.0 ... 133701.11 5697.0 5691.0 SR
188 SR601 20250714 5627.0 5651.0 ... 136664.38 5641.0 5631.0 SR
189 SR603 20250714 5599.0 5617.0 ... 1979.76 5608.0 5601.0 SR
190 SR605 20250714 5578.0 5591.0 ... 6534.78 5585.0 5577.0 SR
191 TA507 20250714 4706.0 4746.0 ... 2109.98 4726.0 4720.0 TA
192 TA508 20250714 4706.0 4764.0 ... 42263.64 4732.0 4718.0 TA
193 TA509 20250714 4704.0 4758.0 ... 2395048.03 4726.0 4710.0 TA
194 TA510 20250714 4688.0 4736.0 ... 74480.00 4710.0 4704.0 TA
195 TA511 20250714 4698.0 4734.0 ... 49065.21 4702.0 4700.0 TA
196 TA512 20250714 4682.0 4728.0 ... 13770.06 4696.0 4694.0 TA
197 TA601 20250714 4668.0 4722.0 ... 281249.79 4692.0 4684.0 TA
198 TA602 20250714 4672.0 4722.0 ... 23.50 4700.0 4704.0 TA
199 TA603 20250714 4682.0 4742.0 ... 61.23 4710.0 4680.0 TA
200 TA604 20250714 4678.0 4752.0 ... 23.53 4706.0 4700.0 TA
201 TA605 20250714 4682.0 4736.0 ... 3727.82 4710.0 4702.0 TA
202 TA606 20250714 4694.0 4720.0 ... 4.71 4708.0 4700.0 TA
203 UR507 20250714 1755.0 1755.0 ... 428.52 1742.0 1760.0 UR
204 UR508 20250714 1761.0 1761.0 ... 2048.26 1754.0 1768.0 UR
205 UR509 20250714 1765.0 1768.0 ... 639981.04 1761.0 1776.0 UR
206 UR510 20250714 1752.0 1753.0 ... 20361.59 1746.0 1759.0 UR
207 UR511 20250714 1748.0 1754.0 ... 17443.09 1746.0 1759.0 UR
208 UR512 20250714 1727.0 1742.0 ... 121.53 1736.0 1746.0 UR
209 UR601 20250714 1728.0 1733.0 ... 83570.28 1726.0 1735.0 UR
210 UR602 20250714 1721.0 1727.0 ... 516.84 1723.0 1729.0 UR
211 UR603 20250714 1747.0 1749.0 ... 62.72 1742.0 1750.0 UR
212 UR604 20250714 1727.0 1738.0 ... 20.78 1732.0 1742.0 UR
213 UR605 20250714 1740.0 1740.0 ... 3653.09 1731.0 1739.0 UR
214 UR606 20250714 1718.0 1733.0 ... 141.45 1725.0 1737.0 UR
215 WH507 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250714 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250714 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-17 18:26:16,628 - future_1d - INFO - ak.get_czce_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 IC2507 20250714 6029.000 ... 6015.600 6026.400 IC
1 IC2508 20250714 5983.200 ... 5961.600 5973.200 IC
2 IC2509 20250714 5916.400 ... 5908.600 5920.800 IC
3 IC2512 20250714 5795.200 ... 5783.400 5799.400 IC
4 IF2507 20250714 4016.200 ... 4014.400 4020.600 IF
5 IF2508 20250714 3998.000 ... 4000.600 4007.400 IF
6 IF2509 20250714 3993.600 ... 3990.200 3998.800 IF
7 IF2512 20250714 3968.000 ... 3958.400 3971.400 IF
8 IH2507 20250714 2753.600 ... 2756.200 2764.600 IH
9 IH2508 20250714 2750.000 ... 2753.200 2763.200 IH
10 IH2509 20250714 2750.000 ... 2751.800 2761.200 IH
11 IH2512 20250714 2754.400 ... 2753.400 2763.400 IH
12 IM2507 20250714 6459.000 ... 6450.600 6455.200 IM
13 IM2508 20250714 6392.600 ... 6382.000 6392.000 IM
14 IM2509 20250714 6326.000 ... 6312.000 6321.200 IM
15 IM2512 20250714 6140.600 ... 6130.600 6138.000 IM
16 T2509 20250714 108.775 ... 108.695 108.815 T
17 T2512 20250714 108.820 ... 108.735 108.855 T
18 T2603 20250714 108.810 ... 108.710 108.860 T
19 TF2509 20250714 105.970 ... 105.885 105.975 TF
20 TF2512 20250714 106.055 ... 105.980 106.080 TF
21 TF2603 20250714 106.085 ... 106.015 106.145 TF
22 TL2509 20250714 120.440 ... 120.200 120.510 TL
23 TL2512 20250714 120.300 ... 120.040 120.330 TL
24 TL2603 20250714 120.100 ... 119.790 120.160 TL
25 TS2509 20250714 102.360 ... 102.378 102.412 TS
26 TS2512 20250714 102.500 ... 102.472 102.512 TS
27 TS2603 20250714 102.602 ... 102.586 102.624 TS
[28 rows x 12 columns]
2025-07-17 18:26:16,841 - future_1d - INFO - ak.get_cffex_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 PS2507 20250714 0.0 ... 35320.0 39850.0 PS
1 PS2508 20250714 41290.0 ... 41320.0 41430.0 PS
2 PS2509 20250714 41005.0 ... 40990.0 41040.0 PS
3 PS2510 20250714 40310.0 ... 40510.0 40660.0 PS
4 PS2511 20250714 40000.0 ... 39830.0 40205.0 PS
5 PS2512 20250714 41855.0 ... 41945.0 42420.0 PS
6 PS2601 20250714 41800.0 ... 41795.0 42260.0 PS
7 PS2602 20250714 41770.0 ... 41935.0 42185.0 PS
8 PS2603 20250714 41615.0 ... 41725.0 41865.0 PS
9 PS2604 20250714 41965.0 ... 41510.0 41965.0 PS
10 PS2605 20250714 41405.0 ... 41425.0 41865.0 PS
11 PS2606 20250714 42700.0 ... 42575.0 42810.0 PS
13 SI2507 20250714 8680.0 ... 8065.0 8465.0 SI
14 SI2508 20250714 8455.0 ... 8550.0 8425.0 SI
15 SI2509 20250714 8460.0 ... 8545.0 8420.0 SI
16 SI2510 20250714 8480.0 ... 8515.0 8385.0 SI
17 SI2511 20250714 8370.0 ... 8455.0 8355.0 SI
18 SI2512 20250714 8600.0 ... 8795.0 8655.0 SI
19 SI2601 20250714 8605.0 ... 8715.0 8605.0 SI
20 SI2602 20250714 8615.0 ... 8725.0 8595.0 SI
21 SI2603 20250714 8605.0 ... 8720.0 8580.0 SI
22 SI2604 20250714 8570.0 ... 8665.0 8570.0 SI
23 SI2605 20250714 8485.0 ... 8670.0 8570.0 SI
24 SI2606 20250714 8550.0 ... 8675.0 8550.0 SI
27 LC2507 20250714 64020.0 ... 63580.0 64020.0 LC
28 LC2508 20250714 64080.0 ... 66800.0 64380.0 LC
29 LC2509 20250714 64300.0 ... 66520.0 64100.0 LC
30 LC2510 20250714 64160.0 ... 66240.0 63920.0 LC
31 LC2511 20250714 63920.0 ... 65960.0 63780.0 LC
32 LC2512 20250714 64300.0 ... 66360.0 64220.0 LC
33 LC2601 20250714 64300.0 ... 66260.0 64240.0 LC
34 LC2602 20250714 64800.0 ... 66320.0 64100.0 LC
35 LC2603 20250714 64320.0 ... 66440.0 64360.0 LC
36 LC2604 20250714 64780.0 ... 66800.0 64920.0 LC
37 LC2605 20250714 64780.0 ... 66880.0 64980.0 LC
38 LC2606 20250714 64840.0 ... 66820.0 64980.0 LC
[36 rows x 12 columns]
2025-07-17 18:26:16,976 - future_1d - INFO - ak.get_gfex_daily('2025-07-14') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250714 ... 78450 78680 CU
1 1 CU2508 20250714 ... 78290 78530 CU
2 2 CU2509 20250714 ... 78200 78420 CU
3 3 CU2510 20250714 ... 78120 78300 CU
4 4 CU2511 20250714 ... 78060 78180 CU
5 5 CU2512 20250714 ... 77980 78070 CU
6 6 CU2601 20250714 ... 77930 77980 CU
7 7 CU2602 20250714 ... 77910 77900 CU
8 8 CU2603 20250714 ... 77940 77900 CU
9 9 CU2604 20250714 ... 77950 77870 CU
10 10 CU2605 20250714 ... 77970 77900 CU
11 11 CU2606 20250714 ... 77930 77910 CU
12 12 BC2507 20250714 ... 69200 70600 BC
13 13 BC2508 20250714 ... 69480 69750 BC
14 14 BC2509 20250714 ... 69520 69710 BC
15 15 BC2510 20250714 ... 69600 69600 BC
16 16 BC2511 20250714 ... 69190 69190 BC
17 17 BC2512 20250714 ... 69320 69320 BC
18 18 BC2601 20250714 ... 69800 69800 BC
19 19 BC2602 20250714 ... 69410 69410 BC
20 20 BC2603 20250714 ... 69290 69290 BC
21 21 BC2604 20250714 ... 69750 69750 BC
22 22 BC2605 20250714 ... 69460 69460 BC
23 23 BC2606 20250714 ... 67820 67820 BC
24 24 AL2507 20250714 ... 20530 20845 AL
25 25 AL2508 20250714 ... 20435 20715 AL
26 26 AL2509 20250714 ... 20380 20660 AL
27 27 AL2510 20250714 ... 20315 20565 AL
28 28 AL2511 20250714 ... 20230 20475 AL
29 29 AL2512 20250714 ... 20200 20405 AL
30 30 AL2601 20250714 ... 20155 20355 AL
31 31 AL2602 20250714 ... 20165 20355 AL
32 32 AL2603 20250714 ... 20205 20340 AL
33 33 AL2604 20250714 ... 20205 20375 AL
34 34 AL2605 20250714 ... 20175 20355 AL
35 35 AL2606 20250714 ... 20195 20390 AL
36 36 ZN2507 20250714 ... 22140 22360 ZN
37 37 ZN2508 20250714 ... 22205 22400 ZN
38 38 ZN2509 20250714 ... 22185 22375 ZN
39 39 ZN2510 20250714 ... 22175 22345 ZN
40 40 ZN2511 20250714 ... 22140 22305 ZN
41 41 ZN2512 20250714 ... 22100 22255 ZN
42 42 ZN2601 20250714 ... 22065 22210 ZN
43 43 ZN2602 20250714 ... 22075 22150 ZN
44 44 ZN2603 20250714 ... 22080 22175 ZN
45 45 ZN2604 20250714 ... 22070 22190 ZN
46 46 ZN2605 20250714 ... 22070 22200 ZN
47 47 ZN2606 20250714 ... 22055 22195 ZN
48 48 PB2507 20250714 ... 17005 17165 PB
49 49 PB2508 20250714 ... 17060 17105 PB
50 50 PB2509 20250714 ... 17090 17125 PB
51 51 PB2510 20250714 ... 17105 17145 PB
52 52 PB2511 20250714 ... 17105 17135 PB
53 53 PB2512 20250714 ... 17100 17160 PB
54 54 PB2601 20250714 ... 17120 17155 PB
55 55 PB2602 20250714 ... 17210 17160 PB
56 56 PB2603 20250714 ... 17195 17185 PB
57 57 PB2604 20250714 ... 17115 17140 PB
58 58 PB2605 20250714 ... 17170 17180 PB
59 59 PB2606 20250714 ... 17190 17160 PB
60 60 NI2507 20250714 ... 121870 121020 NI
61 61 NI2508 20250714 ... 120770 121190 NI
62 62 NI2509 20250714 ... 120910 121360 NI
63 63 NI2510 20250714 ... 121080 121480 NI
64 64 NI2511 20250714 ... 121210 121610 NI
65 65 NI2512 20250714 ... 121390 121920 NI
66 66 NI2601 20250714 ... 121650 122170 NI
67 67 NI2602 20250714 ... 121580 122320 NI
68 68 NI2603 20250714 ... 121850 122420 NI
69 69 NI2604 20250714 ... 122430 122640 NI
70 70 NI2605 20250714 ... 122470 122830 NI
71 71 NI2606 20250714 ... 122750 122940 NI
72 72 SN2507 20250714 ... 266500 265210 SN
73 73 SN2508 20250714 ... 266220 265630 SN
74 74 SN2509 20250714 ... 266340 265520 SN
75 75 SN2510 20250714 ... 266300 265330 SN
76 76 SN2511 20250714 ... 266030 264740 SN
77 77 SN2512 20250714 ... 266480 264510 SN
78 78 SN2601 20250714 ... 266100 264790 SN
79 79 SN2602 20250714 ... 265020 265470 SN
80 80 SN2603 20250714 ... 266480 264290 SN
81 81 SN2604 20250714 ... 265430 264650 SN
82 82 SN2605 20250714 ... 265400 265660 SN
83 83 SN2606 20250714 ... 263750 265110 SN
84 84 AO2507 20250714 ... 3195 3195 AO
85 85 AO2508 20250714 ... 3161 3189 AO
86 86 AO2509 20250714 ... 3127 3164 AO
87 87 AO2510 20250714 ... 3092 3126 AO
88 88 AO2511 20250714 ... 3079 3110 AO
89 89 AO2512 20250714 ... 3068 3101 AO
90 90 AO2601 20250714 ... 3059 3089 AO
91 91 AO2602 20250714 ... 3051 3088 AO
92 92 AO2603 20250714 ... 3048 3074 AO
93 93 AO2604 20250714 ... 3048 3068 AO
94 94 AO2605 20250714 ... 3037 3051 AO
95 95 AO2606 20250714 ... 3031 3050 AO
96 96 AD2511 20250714 ... 19790 19980 AD
97 97 AD2512 20250714 ... 19720 19900 AD
98 98 AD2601 20250714 ... 19645 19835 AD
99 99 AD2602 20250714 ... 19680 19770 AD
100 100 AD2603 20250714 ... 19760 19760 AD
101 101 AD2604 20250714 ... 19710 19710 AD
102 102 AD2605 20250714 ... 19735 19735 AD
103 103 AD2606 20250714 ... 19550 19760 AD
104 104 AU2507 20250714 ... 775.52 770.48 AU
105 105 AU2508 20250714 ... 776.12 771.34 AU
106 106 AU2509 20250714 ... 777.42 772.62 AU
107 107 AU2510 20250714 ... 778.44 773.18 AU
108 108 AU2512 20250714 ... 780.54 775.44 AU
109 109 AU2602 20250714 ... 782.86 777 AU
110 110 AU2604 20250714 ... 784.76 779.54 AU
111 111 AU2606 20250714 ... 786.24 780.76 AU
112 112 AG2507 20250714 ... 9121 9002 AG
113 113 AG2508 20250714 ... 9150 8990 AG
114 114 AG2509 20250714 ... 9165 9003 AG
115 115 AG2510 20250714 ... 9177 9017 AG
116 116 AG2511 20250714 ... 9184 9027 AG
117 117 AG2512 20250714 ... 9202 9040 AG
118 118 AG2601 20250714 ... 9210 9053 AG
119 119 AG2602 20250714 ... 9215 9074 AG
120 120 AG2603 20250714 ... 9240 9086 AG
121 121 AG2604 20250714 ... 9245 9089 AG
122 122 AG2605 20250714 ... 9252 9105 AG
123 123 AG2606 20250714 ... 9266 9106 AG
124 124 RB2507 20250714 ... 3115 3127 RB
125 125 RB2508 20250714 ... 3073 3076 RB
126 126 RB2509 20250714 ... 3087 3097 RB
127 127 RB2510 20250714 ... 3131 3133 RB
128 128 RB2511 20250714 ... 3148 3151 RB
129 129 RB2512 20250714 ... 3165 3166 RB
130 130 RB2601 20250714 ... 3160 3164 RB
131 131 RB2602 20250714 ... 3148 3149 RB
132 132 RB2603 20250714 ... 3154 3151 RB
133 133 RB2604 20250714 ... 3152 3159 RB
134 134 RB2605 20250714 ... 3170 3171 RB
135 135 RB2606 20250714 ... 3177 3180 RB
136 136 WR2507 20250714 ... 3356 3356 WR
137 137 WR2508 20250714 ... 3212 3190 WR
138 138 WR2509 20250714 ... 3335 3265 WR
139 139 WR2510 20250714 ... 3421 3363 WR
140 140 WR2511 20250714 ... 3408 3350 WR
141 141 WR2512 20250714 ... 3420 3362 WR
142 142 WR2601 20250714 ... 3373 3350 WR
143 143 WR2602 20250714 ... 3396 3396 WR
144 144 WR2603 20250714 ... 3387 3387 WR
145 145 WR2604 20250714 ... 3392 3392 WR
146 146 WR2605 20250714 ... 3370 3370 WR
147 147 WR2606 20250714 ... 3400 3377 WR
148 148 HC2507 20250714 ... 3270 3240 HC
149 149 HC2508 20250714 ... 3269 3266 HC
150 150 HC2509 20250714 ... 3275 3280 HC
151 151 HC2510 20250714 ... 3269 3273 HC
152 152 HC2511 20250714 ... 3272 3278 HC
153 153 HC2512 20250714 ... 3279 3282 HC
154 154 HC2601 20250714 ... 3279 3285 HC
155 155 HC2602 20250714 ... 3277 3277 HC
156 156 HC2603 20250714 ... 3278 3286 HC
157 157 HC2604 20250714 ... 3283 3295 HC
158 158 HC2605 20250714 ... 3280 3286 HC
159 159 HC2606 20250714 ... 3284 3296 HC
160 160 SS2507 20250714 ... 12720 12720 SS
161 161 SS2508 20250714 ... 12685 12745 SS
162 162 SS2509 20250714 ... 12700 12720 SS
163 163 SS2510 20250714 ... 12750 12740 SS
164 164 SS2511 20250714 ... 12770 12770 SS
165 165 SS2512 20250714 ... 12810 12795 SS
166 166 SS2601 20250714 ... 12840 12850 SS
167 167 SS2602 20250714 ... 12900 12900 SS
168 168 SS2603 20250714 ... 12925 12905 SS
169 169 SS2604 20250714 ... 12960 12975 SS
170 170 SS2605 20250714 ... 13025 13000 SS
171 171 SS2606 20250714 ... 13050 13055 SS
172 172 SC2508 20250714 ... 523 514.1 SC
173 173 SC2509 20250714 ... 511.9 504.1 SC
174 174 SC2510 20250714 ... 504.9 497.4 SC
175 175 SC2511 20250714 ... 500 492.1 SC
176 176 SC2512 20250714 ... 496.6 488.3 SC
177 177 SC2601 20250714 ... 494 484.8 SC
178 178 SC2602 20250714 ... 491.9 481.2 SC
179 179 SC2603 20250714 ... 490.6 479.1 SC
180 180 SC2604 20250714 ... 489.6 477.2 SC
181 181 SC2605 20250714 ... 488.4 474.7 SC
182 182 SC2606 20250714 ... 487.1 474 SC
183 183 SC2607 20250714 ... 481.5 473.7 SC
184 184 SC2609 20250714 ... 478.4 469.5 SC
185 185 SC2612 20250714 ... 474.6 468.1 SC
186 186 SC2703 20250714 ... 470.4 468 SC
187 187 SC2706 20250714 ... 469.7 468.9 SC
188 188 SC2709 20250714 ... 469 464.6 SC
189 189 SC2712 20250714 ... 466.5 462.2 SC
190 190 SC2803 20250714 ... 467 461.6 SC
191 191 SC2806 20250714 ... 463 462.1 SC
192 192 LU2508 20250714 ... 3682 3647 LU
193 193 LU2509 20250714 ... 3679 3640 LU
194 194 LU2510 20250714 ... 3654 3611 LU
195 195 LU2511 20250714 ... 3633 3585 LU
196 196 LU2512 20250714 ... 3597 3562 LU
197 197 LU2601 20250714 ... 3572 3534 LU
198 198 LU2602 20250714 ... 3536 3514 LU
199 199 LU2603 20250714 ... 3524 3488 LU
200 200 LU2604 20250714 ... 3493 3460 LU
201 201 LU2605 20250714 ... 3501 3447 LU
202 202 LU2606 20250714 ... 3474 3424 LU
203 203 LU2607 20250714 ... 3470 3421 LU
204 204 FU2508 20250714 ... 2896 2873 FU
205 205 FU2509 20250714 ... 2919 2908 FU
206 206 FU2510 20250714 ... 2907 2898 FU
207 207 FU2511 20250714 ... 2889 2881 FU
208 208 FU2512 20250714 ... 2877 2861 FU
209 209 FU2601 20250714 ... 2870 2855 FU
210 210 FU2602 20250714 ... 2860 2845 FU
211 211 FU2603 20250714 ... 2844 2829 FU
212 212 FU2604 20250714 ... 2834 2821 FU
213 213 FU2605 20250714 ... 2817 2805 FU
214 214 FU2606 20250714 ... 2804 2788 FU
215 215 FU2607 20250714 ... 2790 2775 FU
216 216 BU2507 20250714 ... 3660 3700 BU
217 217 BU2508 20250714 ... 3662 3638 BU
218 218 BU2509 20250714 ... 3631 3607 BU
219 219 BU2510 20250714 ... 3577 3555 BU
220 220 BU2511 20250714 ... 3522 3498 BU
221 221 BU2512 20250714 ... 3452 3428 BU
222 222 BU2601 20250714 ... 3417 3392 BU
223 223 BU2602 20250714 ... 3404 3380 BU
224 224 BU2603 20250714 ... 3408 3368 BU
225 225 BU2604 20250714 ... 3392 3378 BU
226 226 BU2605 20250714 ... 3383 3357 BU
227 227 BU2606 20250714 ... 3376 3349 BU
228 228 BU2609 20250714 ... 3366 3326 BU
229 229 BU2612 20250714 ... 3301 3277 BU
230 230 BU2703 20250714 ... 3297 3269 BU
231 231 BU2706 20250714 ... 3295 3277 BU
232 232 BR2507 20250714 ... 11410 11750 BR
233 233 BR2508 20250714 ... 11585 11605 BR
234 234 BR2509 20250714 ... 11545 11585 BR
235 235 BR2510 20250714 ... 11520 11555 BR
236 236 BR2511 20250714 ... 11520 11530 BR
237 237 BR2512 20250714 ... 11525 11550 BR
238 238 BR2601 20250714 ... 11515 11530 BR
239 239 BR2602 20250714 ... 11480 11540 BR
240 240 BR2603 20250714 ... 11505 11540 BR
241 241 BR2604 20250714 ... 11525 11570 BR
242 242 BR2605 20250714 ... 11490 11525 BR
243 243 BR2606 20250714 ... 11455 11495 BR
244 244 RU2507 20250714 ... 14140 14140 RU
245 245 RU2508 20250714 ... 14300 14325 RU
246 246 RU2509 20250714 ... 14305 14385 RU
247 247 RU2510 20250714 ... 14320 14405 RU
248 248 RU2511 20250714 ... 14330 14380 RU
249 249 RU2601 20250714 ... 15170 15235 RU
250 250 RU2603 20250714 ... 15145 15210 RU
251 251 RU2604 20250714 ... 15190 15250 RU
252 252 RU2605 20250714 ... 15270 15295 RU
253 253 RU2606 20250714 ... 15315 15315 RU
254 254 NR2507 20250714 ... 12235 12315 NR
255 255 NR2508 20250714 ... 12275 12390 NR
256 256 NR2509 20250714 ... 12290 12410 NR
257 257 NR2510 20250714 ... 12295 12410 NR
258 258 NR2511 20250714 ... 12310 12415 NR
259 259 NR2512 20250714 ... 12330 12440 NR
260 260 NR2601 20250714 ... 12350 12445 NR
261 261 NR2602 20250714 ... 12395 12450 NR
262 262 NR2603 20250714 ... 12380 12450 NR
263 263 NR2604 20250714 ... 12435 12455 NR
264 264 NR2605 20250714 ... 12430 12520 NR
265 265 NR2606 20250714 ... 12510 12560 NR
266 266 SP2507 20250714 ... 5198 5188 SP
267 267 SP2508 20250714 ... 5208 5216 SP
268 268 SP2509 20250714 ... 5232 5228 SP
269 269 SP2510 20250714 ... 5226 5222 SP
270 270 SP2511 20250714 ... 5210 5216 SP
271 271 SP2512 20250714 ... 5190 5198 SP
272 272 SP2601 20250714 ... 5398 5410 SP
273 273 SP2602 20250714 ... 5330 5336 SP
274 274 SP2603 20250714 ... 5328 5340 SP
275 275 SP2604 20250714 ... 5314 5336 SP
276 276 SP2605 20250714 ... 5326 5336 SP
277 277 SP2606 20250714 ... 5318 5328 SP
278 278 EC2508 20250714 ... 2029.2 2016.6 EC
279 279 EC2510 20250714 ... 1434.9 1385.3 EC
280 280 EC2512 20250714 ... 1582 1542 EC
281 281 EC2602 20250714 ... 1380.9 1352.1 EC
282 282 EC2604 20250714 ... 1217.3 1193.9 EC
283 283 EC2606 20250714 ... 1374.5 1336.6 EC
284 285 SC_TAS2508 20250714 ... SC_TAS
285 286 SC_TAS2509 20250714 ... SC_TAS
286 287 SC_TAS2510 20250714 ... SC_TAS
287 288 SC_TAS2511 20250714 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 18:26:17,101 - future_1d - INFO - ak.get_shfe_daily('2025-07-14') done
symbol date open ... settle pre_settle variety
0 a2507 20250714 4170.0 ... 4177.00 4150.00 A
1 a2509 20250714 4095.0 ... 4116.00 4098.00 A
2 a2511 20250714 4042.0 ... 4051.00 4040.00 A
3 a2601 20250714 4032.0 ... 4038.00 4027.00 A
4 a2603 20250714 4023.0 ... 4029.00 4021.00 A
5 a2605 20250714 4056.0 ... 4065.00 4056.00 A
6 b2507 20250714 3485.0 ... 3550.00 3480.00 B
7 b2508 20250714 3547.0 ... 3551.00 3542.00 B
8 b2509 20250714 3618.0 ... 3622.00 3613.00 B
9 b2510 20250714 3664.0 ... 3668.00 3659.00 B
10 b2511 20250714 3666.0 ... 3669.00 3667.00 B
11 b2512 20250714 3678.0 ... 3683.00 3684.00 B
12 b2601 20250714 3675.0 ... 3673.00 3673.00 B
13 b2602 20250714 3650.0 ... 3643.00 3638.00 B
14 b2603 20250714 3551.0 ... 3555.00 3547.00 B
15 b2604 20250714 3456.0 ... 3453.00 3446.00 B
16 b2605 20250714 3379.0 ... 3377.00 3376.00 B
17 b2606 20250714 3372.0 ... 3370.00 3370.00 B
18 bb2509 20250714 150.7 ... 149.25 151.80 BB
19 bb2511 20250714 150.8 ... 146.95 152.70 BB
20 bb2601 20250714 154.8 ... 152.60 155.60 BB
21 bb2603 20250714 0.0 ... 159.35 162.45 BB
22 bb2605 20250714 0.0 ... 159.35 162.45 BB
23 bz2603 20250714 6201.0 ... 6209.00 6238.00 BZ
24 bz2604 20250714 6190.0 ... 6190.00 6226.00 BZ
25 bz2605 20250714 6189.0 ... 6200.00 6231.00 BZ
26 bz2606 20250714 6199.0 ... 6193.00 6217.00 BZ
27 c2507 20250714 0.0 ... 2353.00 2283.00 C
28 c2509 20250714 2303.0 ... 2293.00 2312.00 C
29 c2511 20250714 2273.0 ... 2266.00 2273.00 C
30 c2601 20250714 2230.0 ... 2230.00 2233.00 C
31 c2603 20250714 2235.0 ... 2233.00 2236.00 C
32 c2605 20250714 2264.0 ... 2264.00 2267.00 C
33 cs2507 20250714 0.0 ... 2727.00 2700.00 CS
34 cs2509 20250714 2658.0 ... 2646.00 2667.00 CS
35 cs2511 20250714 2622.0 ... 2608.00 2624.00 CS
36 cs2601 20250714 2613.0 ... 2607.00 2619.00 CS
37 cs2603 20250714 2594.0 ... 2592.00 2603.00 CS
38 cs2605 20250714 2637.0 ... 2632.00 2641.00 CS
39 eb2507 20250714 7633.0 ... 7414.00 7598.00 EB
40 eb2508 20250714 7429.0 ... 7467.00 7466.00 EB
41 eb2509 20250714 7315.0 ... 7359.00 7369.00 EB
42 eb2510 20250714 7250.0 ... 7275.00 7290.00 EB
43 eb2511 20250714 7199.0 ... 7204.00 7221.00 EB
44 eb2512 20250714 7137.0 ... 7167.00 7192.00 EB
45 eb2601 20250714 7136.0 ... 7166.00 7191.00 EB
46 eb2602 20250714 7172.0 ... 7185.00 7204.00 EB
47 eb2603 20250714 7196.0 ... 7207.00 7223.00 EB
48 eb2604 20250714 7211.0 ... 7205.00 7212.00 EB
49 eb2605 20250714 7189.0 ... 7190.00 7195.00 EB
50 eb2606 20250714 7186.0 ... 7178.00 7187.00 EB
51 eg2507 20250714 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250714 4298.0 ... 4312.00 4298.00 EG
53 eg2509 20250714 4305.0 ... 4331.00 4317.00 EG
54 eg2510 20250714 4320.0 ... 4343.00 4332.00 EG
55 eg2511 20250714 4328.0 ... 4362.00 4340.00 EG
56 eg2512 20250714 4329.0 ... 4355.00 4339.00 EG
57 eg2601 20250714 4340.0 ... 4356.00 4345.00 EG
58 eg2602 20250714 4350.0 ... 4354.00 4356.00 EG
59 eg2603 20250714 0.0 ... 4354.00 4354.00 EG
60 eg2604 20250714 0.0 ... 4376.00 4376.00 EG
61 eg2605 20250714 4353.0 ... 4368.00 4370.00 EG
62 eg2606 20250714 0.0 ... 4373.00 4373.00 EG
63 fb2507 20250714 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250714 1350.5 ... 1350.50 1336.50 FB
65 fb2509 20250714 1315.0 ... 1317.00 1321.50 FB
66 fb2510 20250714 1324.5 ... 1326.00 1328.50 FB
67 fb2511 20250714 1325.5 ... 1328.00 1329.50 FB
68 fb2512 20250714 1328.5 ... 1327.50 1326.50 FB
69 fb2601 20250714 1322.0 ... 1318.50 1325.50 FB
70 fb2602 20250714 0.0 ... 1294.00 1290.50 FB
71 fb2603 20250714 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250714 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250714 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250714 1269.5 ... 1297.00 1292.50 FB
75 i2507 20250714 0.0 ... 719.50 748.00 I
76 i2508 20250714 765.5 ... 768.00 768.50 I
77 i2509 20250714 765.0 ... 766.00 764.50 I
78 i2510 20250714 756.5 ... 760.00 758.50 I
79 i2511 20250714 752.5 ... 752.50 751.50 I
80 i2512 20250714 745.5 ... 746.50 746.00 I
81 i2601 20250714 737.0 ... 737.00 737.00 I
82 i2602 20250714 735.5 ... 734.00 734.00 I
83 i2603 20250714 731.0 ... 730.50 731.00 I
84 i2604 20250714 726.5 ... 725.50 727.00 I
85 i2605 20250714 717.0 ... 717.00 718.00 I
86 i2606 20250714 712.5 ... 710.50 712.00 I
87 j2507 20250714 0.0 ... 1304.50 1304.50 J
88 j2508 20250714 1495.5 ... 1491.50 1483.50 J
89 j2509 20250714 1516.0 ... 1527.00 1508.50 J
90 j2510 20250714 1539.0 ... 1537.00 1521.00 J
91 j2511 20250714 1541.5 ... 1542.50 1529.50 J
92 j2512 20250714 1550.5 ... 1554.50 1536.50 J
93 j2601 20250714 1543.5 ... 1559.50 1538.00 J
94 j2602 20250714 1572.5 ... 1578.00 1545.00 J
95 j2603 20250714 1589.0 ... 1589.00 1567.00 J
96 j2604 20250714 0.0 ... 1563.00 1563.00 J
97 j2605 20250714 1588.5 ... 1590.50 1573.00 J
98 j2606 20250714 1589.0 ... 1591.50 1557.00 J
99 jd2507 20250714 2847.0 ... 2842.00 2704.00 JD
100 jd2508 20250714 3450.0 ... 3456.00 3450.00 JD
101 jd2509 20250714 3582.0 ... 3597.00 3582.00 JD
102 jd2510 20250714 3385.0 ... 3394.00 3378.00 JD
103 jd2511 20250714 3390.0 ... 3402.00 3389.00 JD
104 jd2512 20250714 3554.0 ... 3563.00 3554.00 JD
105 jd2601 20250714 3620.0 ... 3612.00 3611.00 JD
106 jd2602 20250714 3190.0 ... 3190.00 3191.00 JD
107 jd2603 20250714 3200.0 ... 3197.00 3198.00 JD
108 jd2604 20250714 3342.0 ... 3337.00 3340.00 JD
109 jd2605 20250714 3413.0 ... 3413.00 3413.00 JD
110 jd2606 20250714 3278.0 ... 3271.00 3270.00 JD
111 jm2507 20250714 905.0 ... 879.50 903.00 JM
112 jm2508 20250714 859.5 ... 861.00 859.50 JM
113 jm2509 20250714 912.0 ... 915.00 909.50 JM
114 jm2510 20250714 923.0 ... 926.00 923.00 JM
115 jm2511 20250714 933.0 ... 935.50 931.00 JM
116 jm2512 20250714 938.5 ... 943.00 934.50 JM
117 jm2601 20250714 942.5 ... 948.50 941.50 JM
118 jm2602 20250714 952.5 ... 953.50 948.00 JM
119 jm2603 20250714 954.5 ... 952.50 953.50 JM
120 jm2604 20250714 955.5 ... 957.00 955.50 JM
121 jm2605 20250714 960.0 ... 964.00 960.50 JM
122 jm2606 20250714 971.5 ... 973.00 971.50 JM
123 l2507 20250714 7240.0 ... 7294.00 7300.00 L
124 l2508 20250714 7292.0 ... 7267.00 7288.00 L
125 l2509 20250714 7295.0 ... 7284.00 7302.00 L
126 l2510 20250714 7294.0 ... 7288.00 7300.00 L
127 l2511 20250714 7296.0 ... 7289.00 7301.00 L
128 l2512 20250714 7292.0 ... 7287.00 7296.00 L
129 l2601 20250714 7279.0 ... 7284.00 7290.00 L
130 l2602 20250714 7279.0 ... 7264.00 7284.00 L
131 l2603 20250714 7261.0 ... 7262.00 7276.00 L
132 l2604 20250714 0.0 ... 7292.00 7292.00 L
133 l2605 20250714 7240.0 ... 7249.00 7256.00 L
134 l2606 20250714 7251.0 ... 7239.00 7265.00 L
135 lg2507 20250714 842.0 ... 801.50 803.50 LG
136 lg2509 20250714 787.5 ... 787.00 789.00 LG
137 lg2511 20250714 788.0 ... 786.00 786.50 LG
138 lg2601 20250714 788.5 ... 790.50 789.00 LG
139 lg2603 20250714 792.0 ... 792.00 790.50 LG
140 lg2605 20250714 800.0 ... 799.50 798.00 LG
141 lh2507 20250714 14000.0 ... 14000.00 13950.00 LH
142 lh2509 20250714 14300.0 ... 14245.00 14350.00 LH
143 lh2511 20250714 13610.0 ... 13595.00 13680.00 LH
144 lh2601 20250714 13715.0 ... 13700.00 13750.00 LH
145 lh2603 20250714 12950.0 ... 12970.00 13010.00 LH
146 lh2605 20250714 13170.0 ... 13165.00 13185.00 LH
147 m2507 20250714 0.0 ... 2827.00 2802.00 M
148 m2508 20250714 2957.0 ... 2958.00 2952.00 M
149 m2509 20250714 2976.0 ... 2977.00 2971.00 M
150 m2511 20250714 3011.0 ... 3015.00 3009.00 M
151 m2512 20250714 3032.0 ... 3038.00 3034.00 M
152 m2601 20250714 3009.0 ... 3011.00 3009.00 M
153 m2603 20250714 2875.0 ... 2873.00 2871.00 M
154 m2605 20250714 2701.0 ... 2700.00 2704.00 M
155 p2507 20250714 0.0 ... 8446.00 8620.00 P
156 p2508 20250714 8672.0 ... 8726.00 8708.00 P
157 p2509 20250714 8682.0 ... 8702.00 8686.00 P
158 p2510 20250714 8666.0 ... 8694.00 8698.00 P
159 p2511 20250714 8630.0 ... 8680.00 8648.00 P
160 p2512 20250714 8676.0 ... 8670.00 8660.00 P
161 p2601 20250714 8650.0 ... 8672.00 8672.00 P
162 p2602 20250714 8648.0 ... 8632.00 8654.00 P
163 p2603 20250714 8606.0 ... 8604.00 8576.00 P
164 p2604 20250714 8510.0 ... 8546.00 8552.00 P
165 p2605 20250714 8450.0 ... 8470.00 8450.00 P
166 p2606 20250714 8420.0 ... 8420.00 8448.00 P
167 pg2507 20250714 0.0 ... 4179.00 4179.00 PG
168 pg2508 20250714 4160.0 ... 4182.00 4164.00 PG
169 pg2509 20250714 4065.0 ... 4090.00 4073.00 PG
170 pg2510 20250714 4490.0 ... 4518.00 4488.00 PG
171 pg2511 20250714 4421.0 ... 4433.00 4405.00 PG
172 pg2512 20250714 4335.0 ... 4354.00 4328.00 PG
173 pg2601 20250714 4265.0 ... 4275.00 4253.00 PG
174 pg2602 20250714 0.0 ... 4173.00 4173.00 PG
175 pg2603 20250714 4098.0 ... 4108.00 4088.00 PG
176 pg2604 20250714 0.0 ... 4386.00 4386.00 PG
177 pg2605 20250714 4290.0 ... 4295.00 4281.00 PG
178 pg2606 20250714 0.0 ... 4218.00 4218.00 PG
179 pp2507 20250714 0.0 ... 7075.00 7068.00 PP
180 pp2508 20250714 7069.0 ... 7051.00 7066.00 PP
181 pp2509 20250714 7065.0 ... 7065.00 7076.00 PP
182 pp2510 20250714 7053.0 ... 7045.00 7059.00 PP
183 pp2511 20250714 7047.0 ... 7050.00 7058.00 PP
184 pp2512 20250714 7054.0 ... 7054.00 7061.00 PP
185 pp2601 20250714 7050.0 ... 7058.00 7061.00 PP
186 pp2602 20250714 7033.0 ... 7032.00 7047.00 PP
187 pp2603 20250714 0.0 ... 7048.00 7048.00 PP
188 pp2604 20250714 0.0 ... 7038.00 7038.00 PP
189 pp2605 20250714 7037.0 ... 7051.00 7057.00 PP
190 pp2606 20250714 7035.0 ... 7033.00 7046.00 PP
191 rr2507 20250714 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250714 3584.0 ... 3582.00 3583.00 RR
193 rr2509 20250714 3598.0 ... 3603.00 3596.00 RR
194 rr2510 20250714 3612.0 ... 3612.00 3610.00 RR
195 rr2511 20250714 3610.0 ... 3608.00 3605.00 RR
196 rr2512 20250714 3600.0 ... 3603.00 3605.00 RR
197 rr2601 20250714 3606.0 ... 3604.00 3602.00 RR
198 rr2602 20250714 3611.0 ... 3615.00 3610.00 RR
199 rr2603 20250714 3617.0 ... 3617.00 3611.00 RR
200 rr2604 20250714 3623.0 ... 3623.00 3623.00 RR
201 rr2605 20250714 0.0 ... 3612.00 3612.00 RR
202 rr2606 20250714 3618.0 ... 3618.00 3610.00 RR
203 v2507 20250714 4910.0 ... 4837.00 4941.00 V
204 v2508 20250714 4947.0 ... 4946.00 4974.00 V
205 v2509 20250714 4980.0 ... 4985.00 5013.00 V
206 v2510 20250714 5011.0 ... 5018.00 5041.00 V
207 v2511 20250714 5043.0 ... 5047.00 5066.00 V
208 v2512 20250714 5071.0 ... 5076.00 5096.00 V
209 v2601 20250714 5096.0 ... 5098.00 5121.00 V
210 v2602 20250714 5112.0 ... 5121.00 5129.00 V
211 v2603 20250714 5138.0 ... 5147.00 5156.00 V
212 v2604 20250714 5270.0 ... 5285.00 5304.00 V
213 v2605 20250714 5289.0 ... 5299.00 5310.00 V
214 v2606 20250714 5304.0 ... 5305.00 5323.00 V
215 y2507 20250714 0.0 ... 8050.00 7970.00 Y
216 y2508 20250714 7976.0 ... 7994.00 7960.00 Y
217 y2509 20250714 7986.0 ... 7988.00 7970.00 Y
218 y2511 20250714 7994.0 ... 7994.00 7974.00 Y
219 y2512 20250714 8042.0 ... 8028.00 7996.00 Y
220 y2601 20250714 7976.0 ... 7960.00 7950.00 Y
221 y2603 20250714 7904.0 ... 7878.00 7842.00 Y
222 y2605 20250714 7620.0 ... 7652.00 7602.00 Y
[223 rows x 12 columns]
2025-07-17 18:26:18,036 - future_1d - INFO - ak.get_dce_daily('2025-07-14') done
2025-07-17 18:26:19,841 - future_1d - INFO - save future_daily 2025-07-14 completed
symbol date open ... settle pre_settle variety
0 SC2508 20250715 530 ... 522.2 523 SC
1 SC2509 20250715 515.4 ... 509.3 511.9 SC
2 SC2510 20250715 509.6 ... 502.2 504.9 SC
3 SC2511 20250715 502.6 ... 496.2 500 SC
4 SC2512 20250715 499.2 ... 493.5 496.6 SC
5 SC2601 20250715 498.8 ... 490.1 494 SC
6 SC2602 20250715 492.5 ... 486.8 491.9 SC
7 SC2603 20250715 491.5 ... 484.2 490.6 SC
8 SC2604 20250715 486.9 ... 483.1 489.6 SC
9 SC2605 20250715 485.6 ... 479.1 488.4 SC
10 SC2606 20250715 485.3 ... 477.9 487.1 SC
11 SC2607 20250715 480.7 ... 478.4 481.5 SC
12 SC2609 20250715 481.6 ... 475.3 478.4 SC
13 SC2612 20250715 476.3 ... 473.1 474.6 SC
14 SC2703 20250715 ... 468 470.4 SC
15 SC2706 20250715 461.7 ... 461.7 469.7 SC
16 SC2709 20250715 465.1 ... 461.3 469 SC
17 SC2712 20250715 470.6 ... 462.3 466.5 SC
18 SC2803 20250715 469.1 ... 462.9 467 SC
19 SC2806 20250715 460.5 ... 458.2 463 SC
21 LU2508 20250715 3691 ... 3618 3682 LU
22 LU2509 20250715 3707 ... 3647 3679 LU
23 LU2510 20250715 3681 ... 3622 3654 LU
24 LU2511 20250715 3658 ... 3587 3633 LU
25 LU2512 20250715 3620 ... 3551 3597 LU
26 LU2601 20250715 3582 ... 3542 3572 LU
27 LU2602 20250715 3557 ... 3525 3536 LU
28 LU2603 20250715 3543 ... 3501 3524 LU
29 LU2604 20250715 3466 ... 3471 3493 LU
30 LU2605 20250715 3513 ... 3480 3501 LU
31 LU2606 20250715 3486 ... 3454 3474 LU
32 LU2607 20250715 3475 ... 3437 3470 LU
34 NR2507 20250715 ... 12235 12235 NR
35 NR2508 20250715 12330 ... 12420 12275 NR
36 NR2509 20250715 12355 ... 12445 12290 NR
37 NR2510 20250715 12345 ... 12450 12295 NR
38 NR2511 20250715 12370 ... 12450 12310 NR
39 NR2512 20250715 12465 ... 12455 12330 NR
40 NR2601 20250715 12400 ... 12485 12350 NR
41 NR2602 20250715 12545 ... 12545 12395 NR
42 NR2603 20250715 12490 ... 12495 12380 NR
43 NR2604 20250715 12475 ... 12535 12435 NR
44 NR2605 20250715 ... 12470 12430 NR
45 NR2606 20250715 ... 12510 12510 NR
47 BC2507 20250715 ... 69200 69200 BC
48 BC2508 20250715 69090 ... 69140 69480 BC
49 BC2509 20250715 69250 ... 69200 69520 BC
50 BC2510 20250715 ... 69600 69600 BC
51 BC2511 20250715 ... 69190 69190 BC
52 BC2512 20250715 ... 69320 69320 BC
53 BC2601 20250715 ... 69480 69800 BC
54 BC2602 20250715 ... 69410 69410 BC
55 BC2603 20250715 ... 69290 69290 BC
56 BC2604 20250715 ... 69430 69750 BC
57 BC2605 20250715 ... 69460 69460 BC
58 BC2606 20250715 ... 67820 67820 BC
60 EC2508 20250715 2080 ... 2090.7 2029.2 EC
61 EC2510 20250715 1454 ... 1576.1 1434.9 EC
62 EC2512 20250715 1583 ... 1733.4 1582 EC
63 EC2602 20250715 1386.1 ... 1479.3 1380.9 EC
64 EC2604 20250715 1217.9 ... 1293.3 1217.3 EC
65 EC2606 20250715 1396.4 ... 1437.8 1374.5 EC
68 SC_TAS2508 20250715 ... SC_TAS
69 SC_TAS2509 20250715 ... SC_TAS
70 SC_TAS2510 20250715 ... SC_TAS
71 SC_TAS2511 20250715 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:26:24,606 - future_1d - INFO - ak.get_ine_daily('2025-07-15') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250715 7840.0 7868.0 ... 321976.90 7846.0 7804.0 AP
1 AP511 20250715 7651.0 7685.0 ... 1157.70 7667.0 7630.0 AP
2 AP512 20250715 7688.0 7696.0 ... 84.58 7689.0 7652.0 AP
3 AP601 20250715 7700.0 7717.0 ... 10460.88 7697.0 7667.0 AP
4 AP603 20250715 7658.0 7658.0 ... 61.23 7654.0 7612.0 AP
5 AP604 20250715 7685.0 7698.0 ... 38.46 7693.0 7693.0 AP
6 AP605 20250715 7750.0 7750.0 ... 147.16 7745.0 7724.0 AP
7 CF509 20250715 13880.0 13895.0 ... 1434002.48 13830.0 13900.0 CF
8 CF511 20250715 13770.0 13780.0 ... 193985.38 13720.0 13770.0 CF
9 CF601 20250715 13815.0 13840.0 ... 410497.58 13785.0 13825.0 CF
10 CF603 20250715 13740.0 13790.0 ... 2575.65 13735.0 13785.0 CF
11 CF605 20250715 13795.0 13800.0 ... 12883.66 13750.0 13800.0 CF
12 CF607 20250715 13730.0 13800.0 ... 89.51 13770.0 13800.0 CF
13 CJ509 20250715 9435.0 9445.0 ... 142098.53 9325.0 9450.0 CJ
14 CJ512 20250715 10295.0 10300.0 ... 13507.62 10170.0 10295.0 CJ
15 CJ601 20250715 10450.0 10450.0 ... 870641.35 10290.0 10420.0 CJ
16 CJ603 20250715 10485.0 10515.0 ... 15089.09 10365.0 10500.0 CJ
17 CJ605 20250715 10775.0 10775.0 ... 86060.47 10555.0 10690.0 CJ
18 CJ607 20250715 10915.0 10915.0 ... 1302.19 10630.0 10690.0 CJ
19 CY508 20250715 0.0 0.0 ... 0.00 19700.0 19700.0 CY
20 CY509 20250715 20140.0 20150.0 ... 70950.00 20050.0 20125.0 CY
21 CY510 20250715 0.0 0.0 ... 0.00 19670.0 19745.0 CY
22 CY511 20250715 20060.0 20060.0 ... 10.03 20060.0 20065.0 CY
23 CY512 20250715 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250715 20040.0 20090.0 ... 210.45 20045.0 20100.0 CY
25 CY602 20250715 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250715 0.0 0.0 ... 0.00 20215.0 20215.0 CY
27 CY604 20250715 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250715 0.0 0.0 ... 0.00 20015.0 20015.0 CY
29 CY606 20250715 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250715 0.0 0.0 ... 0.00 19800.0 19800.0 CY
31 FG508 20250715 1106.0 1112.0 ... 32055.08 1093.0 1099.0 FG
32 FG509 20250715 1098.0 1105.0 ... 4865537.19 1082.0 1087.0 FG
33 FG510 20250715 1153.0 1158.0 ... 43248.03 1137.0 1139.0 FG
34 FG511 20250715 1138.0 1145.0 ... 47238.88 1123.0 1123.0 FG
35 FG512 20250715 1206.0 1209.0 ... 19226.06 1188.0 1186.0 FG
36 FG601 20250715 1195.0 1199.0 ... 631092.34 1176.0 1175.0 FG
37 FG602 20250715 1234.0 1235.0 ... 1455.01 1215.0 1212.0 FG
38 FG603 20250715 1225.0 1231.0 ... 1562.85 1212.0 1208.0 FG
39 FG604 20250715 1259.0 1263.0 ... 899.91 1250.0 1244.0 FG
40 FG605 20250715 1253.0 1260.0 ... 12490.17 1246.0 1240.0 FG
41 FG606 20250715 1274.0 1275.0 ... 619.58 1264.0 1256.0 FG
42 FG607 20250715 1269.0 1270.0 ... 128.97 1264.0 1256.0 FG
43 JR509 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250715 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250715 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250715 2394.0 2409.0 ... 7875.85 2383.0 2383.0 MA
53 MA509 20250715 2405.0 2411.0 ... 1404786.63 2392.0 2387.0 MA
54 MA510 20250715 2420.0 2431.0 ... 47530.08 2413.0 2407.0 MA
55 MA511 20250715 2437.0 2447.0 ... 46713.92 2427.0 2423.0 MA
56 MA512 20250715 2463.0 2467.0 ... 19305.49 2449.0 2449.0 MA
57 MA601 20250715 2470.0 2472.0 ... 150068.75 2457.0 2454.0 MA
58 MA602 20250715 2438.0 2456.0 ... 741.88 2440.0 2438.0 MA
59 MA603 20250715 2434.0 2448.0 ... 642.60 2434.0 2429.0 MA
60 MA604 20250715 2411.0 2423.0 ... 9.67 2417.0 2406.0 MA
61 MA605 20250715 2388.0 2395.0 ... 2308.96 2380.0 2379.0 MA
62 MA606 20250715 2393.0 2398.0 ... 128.96 2388.0 2383.0 MA
63 MA607 20250715 0.0 0.0 ... 0.00 2383.0 2383.0 MA
64 OI509 20250715 9436.0 9502.0 ... 2964337.43 9441.0 9413.0 OI
65 OI511 20250715 9406.0 9484.0 ... 197120.41 9421.0 9399.0 OI
66 OI601 20250715 9360.0 9429.0 ... 511897.74 9363.0 9342.0 OI
67 OI603 20250715 9284.0 9360.0 ... 2921.40 9304.0 9284.0 OI
68 OI605 20250715 9228.0 9270.0 ... 6571.65 9230.0 9212.0 OI
69 OI607 20250715 0.0 0.0 ... 0.00 9204.0 9212.0 OI
70 PF508 20250715 6582.0 6594.0 ... 180248.63 6524.0 6540.0 PF
71 PF509 20250715 6452.0 6458.0 ... 398691.20 6390.0 6412.0 PF
72 PF510 20250715 6474.0 6484.0 ... 115219.87 6418.0 6436.0 PF
73 PF511 20250715 6446.0 6450.0 ... 63950.79 6382.0 6392.0 PF
74 PF512 20250715 6422.0 6424.0 ... 14261.68 6358.0 6374.0 PF
75 PF601 20250715 6420.0 6422.0 ... 2624.37 6370.0 6382.0 PF
76 PF602 20250715 6380.0 6380.0 ... 3.19 6380.0 6368.0 PF
77 PF603 20250715 6422.0 6422.0 ... 3.21 6422.0 6420.0 PF
78 PF604 20250715 0.0 0.0 ... 0.00 6384.0 6438.0 PF
79 PF605 20250715 6382.0 6382.0 ... 3.19 6382.0 6398.0 PF
80 PF606 20250715 0.0 0.0 ... 0.00 6390.0 6440.0 PF
81 PF607 20250715 0.0 0.0 ... 0.00 6440.0 6440.0 PF
82 PK510 20250715 8190.0 8220.0 ... 223685.35 8182.0 8256.0 PK
83 PK511 20250715 8022.0 8070.0 ... 94754.35 8030.0 8084.0 PK
84 PK512 20250715 7962.0 8016.0 ... 974.81 7990.0 8024.0 PK
85 PK601 20250715 7998.0 8018.0 ... 6959.30 7996.0 8028.0 PK
86 PK603 20250715 7974.0 7992.0 ... 35.92 7984.0 7994.0 PK
87 PK604 20250715 7984.0 8004.0 ... 31.98 7996.0 8000.0 PK
88 PK605 20250715 7956.0 7994.0 ... 446.84 7980.0 7994.0 PK
89 PM509 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250715 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250715 5946.0 5962.0 ... 7694.40 5904.0 5920.0 PR
96 PR509 20250715 5932.0 5944.0 ... 361130.95 5890.0 5902.0 PR
97 PR510 20250715 5942.0 5966.0 ... 152134.09 5898.0 5914.0 PR
98 PR511 20250715 5942.0 5952.0 ... 45815.42 5888.0 5900.0 PR
99 PR512 20250715 5908.0 5908.0 ... 70.63 5886.0 5866.0 PR
100 PR601 20250715 5932.0 5940.0 ... 548.20 5896.0 5900.0 PR
101 PR602 20250715 5964.0 6002.0 ... 53.60 5956.0 5944.0 PR
102 PR603 20250715 6008.0 6008.0 ... 107.34 5964.0 5950.0 PR
103 PR604 20250715 5974.0 6010.0 ... 80.56 5968.0 5966.0 PR
104 PR605 20250715 5970.0 5970.0 ... 187.18 5942.0 5946.0 PR
105 PR606 20250715 0.0 0.0 ... 0.00 5922.0 5926.0 PR
106 PR607 20250715 0.0 0.0 ... 0.00 5926.0 5926.0 PR
107 PX508 20250715 6868.0 6878.0 ... 744.95 6804.0 6832.0 PX
108 PX509 20250715 6782.0 6810.0 ... 720833.82 6716.0 6748.0 PX
109 PX510 20250715 6782.0 6790.0 ... 94086.66 6688.0 6732.0 PX
110 PX511 20250715 6752.0 6762.0 ... 174093.45 6652.0 6702.0 PX
111 PX512 20250715 6730.0 6740.0 ... 33350.52 6640.0 6692.0 PX
112 PX601 20250715 6692.0 6706.0 ... 51549.43 6618.0 6664.0 PX
113 PX602 20250715 6682.0 6682.0 ... 23.24 6640.0 6648.0 PX
114 PX603 20250715 0.0 0.0 ... 0.00 6600.0 6656.0 PX
115 PX604 20250715 6560.0 6560.0 ... 3.28 6560.0 6642.0 PX
116 PX605 20250715 6648.0 6648.0 ... 52.56 6572.0 6624.0 PX
117 PX606 20250715 6578.0 6578.0 ... 9.85 6568.0 6614.0 PX
118 PX607 20250715 0.0 0.0 ... 0.00 6614.0 6614.0 PX
119 RI509 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250715 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250715 2655.0 2674.0 ... 12737.63 2656.0 2632.0 RM
126 RM509 20250715 2659.0 2677.0 ... 995355.84 2657.0 2637.0 RM
127 RM511 20250715 2432.0 2441.0 ... 7111.42 2430.0 2420.0 RM
128 RM601 20250715 2304.0 2314.0 ... 233973.44 2308.0 2300.0 RM
129 RM603 20250715 2290.0 2293.0 ... 14994.75 2287.0 2284.0 RM
130 RM605 20250715 2307.0 2309.0 ... 26382.40 2303.0 2299.0 RM
131 RM607 20250715 2408.0 2408.0 ... 1723.61 2301.0 2299.0 RM
132 RS508 20250715 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250715 5099.0 5107.0 ... 259.35 5085.0 5075.0 RS
134 RS511 20250715 5133.0 5135.0 ... 178.94 5113.0 5116.0 RS
135 RS607 20250715 5276.0 5276.0 ... 15.53 5176.0 5116.0 RS
136 SA508 20250715 1228.0 1236.0 ... 23329.24 1215.0 1213.0 SA
137 SA509 20250715 1240.0 1247.0 ... 5498384.72 1226.0 1222.0 SA
138 SA510 20250715 1256.0 1260.0 ... 229003.35 1244.0 1232.0 SA
139 SA511 20250715 1252.0 1263.0 ... 288032.63 1248.0 1235.0 SA
140 SA512 20250715 1278.0 1294.0 ... 104737.63 1275.0 1263.0 SA
141 SA601 20250715 1287.0 1298.0 ... 1466387.36 1276.0 1267.0 SA
142 SA602 20250715 1290.0 1305.0 ... 12730.25 1287.0 1282.0 SA
143 SA603 20250715 1295.0 1306.0 ... 7140.74 1293.0 1276.0 SA
144 SA604 20250715 1310.0 1324.0 ... 3699.05 1313.0 1295.0 SA
145 SA605 20250715 1311.0 1325.0 ... 39976.56 1311.0 1293.0 SA
146 SA606 20250715 1320.0 1334.0 ... 2357.51 1323.0 1302.0 SA
147 SA607 20250715 1320.0 1330.0 ... 422.79 1321.0 1302.0 SA
148 SF508 20250715 5456.0 5520.0 ... 12299.13 5492.0 5462.0 SF
149 SF509 20250715 5474.0 5536.0 ... 460647.98 5502.0 5476.0 SF
150 SF510 20250715 5446.0 5502.0 ... 87462.44 5470.0 5446.0 SF
151 SF511 20250715 5596.0 5652.0 ... 136004.43 5618.0 5596.0 SF
152 SF512 20250715 5580.0 5626.0 ... 21948.86 5594.0 5574.0 SF
153 SF601 20250715 5556.0 5600.0 ... 15212.24 5570.0 5548.0 SF
154 SF602 20250715 5496.0 5538.0 ... 288.95 5504.0 5488.0 SF
155 SF603 20250715 0.0 0.0 ... 0.00 5628.0 5628.0 SF
156 SF604 20250715 5646.0 5646.0 ... 14.03 5612.0 5606.0 SF
157 SF605 20250715 5636.0 5654.0 ... 298.81 5638.0 5598.0 SF
158 SF606 20250715 5558.0 5600.0 ... 19.54 5584.0 5540.0 SF
159 SF607 20250715 0.0 0.0 ... 0.00 5540.0 5540.0 SF
160 SH508 20250715 2493.0 2513.0 ... 61909.38 2492.0 2508.0 SH
161 SH509 20250715 2521.0 2534.0 ... 3164708.93 2519.0 2527.0 SH
162 SH510 20250715 2547.0 2561.0 ... 339387.83 2543.0 2546.0 SH
163 SH511 20250715 2530.0 2542.0 ... 224938.38 2523.0 2527.0 SH
164 SH512 20250715 2530.0 2541.0 ... 62422.61 2526.0 2533.0 SH
165 SH601 20250715 2504.0 2516.0 ... 70259.68 2501.0 2504.0 SH
166 SH602 20250715 2519.0 2525.0 ... 166.17 2518.0 2525.0 SH
167 SH603 20250715 2516.0 2533.0 ... 264.77 2522.0 2528.0 SH
168 SH604 20250715 2552.0 2574.0 ... 107.48 2559.0 2569.0 SH
169 SH605 20250715 2552.0 2571.0 ... 1104.41 2556.0 2565.0 SH
170 SH606 20250715 2579.0 2579.0 ... 7.74 2579.0 2574.0 SH
171 SH607 20250715 0.0 0.0 ... 0.00 2574.0 2574.0 SH
172 SM508 20250715 5772.0 5826.0 ... 14416.76 5778.0 5742.0 SM
173 SM509 20250715 5776.0 5840.0 ... 712266.88 5798.0 5764.0 SM
174 SM510 20250715 5764.0 5830.0 ... 90239.67 5780.0 5750.0 SM
175 SM511 20250715 5824.0 5884.0 ... 106627.00 5844.0 5822.0 SM
176 SM512 20250715 5812.0 5878.0 ... 21407.35 5840.0 5812.0 SM
177 SM601 20250715 5818.0 5874.0 ... 56881.09 5832.0 5802.0 SM
178 SM602 20250715 5854.0 5860.0 ... 116.74 5838.0 5808.0 SM
179 SM603 20250715 5850.0 5872.0 ... 81.83 5846.0 5820.0 SM
180 SM604 20250715 5858.0 5878.0 ... 67.25 5848.0 5834.0 SM
181 SM605 20250715 5850.0 5886.0 ... 1418.38 5850.0 5828.0 SM
182 SM606 20250715 5882.0 5882.0 ... 17.59 5864.0 5846.0 SM
183 SM607 20250715 0.0 0.0 ... 0.00 5846.0 5846.0 SM
184 SR509 20250715 5811.0 5818.0 ... 830963.61 5802.0 5825.0 SR
185 SR511 20250715 5685.0 5699.0 ... 115072.93 5688.0 5697.0 SR
186 SR601 20250715 5636.0 5639.0 ... 111987.19 5629.0 5641.0 SR
187 SR603 20250715 5600.0 5610.0 ... 2172.66 5600.0 5608.0 SR
188 SR605 20250715 5578.0 5587.0 ... 5734.31 5578.0 5585.0 SR
189 SR607 20250715 5567.0 5582.0 ... 390.33 5576.0 5585.0 SR
190 TA508 20250715 4750.0 4764.0 ... 26814.14 4722.0 4732.0 TA
191 TA509 20250715 4750.0 4762.0 ... 2382851.13 4708.0 4726.0 TA
192 TA510 20250715 4730.0 4740.0 ... 62123.44 4684.0 4710.0 TA
193 TA511 20250715 4734.0 4738.0 ... 69702.96 4672.0 4702.0 TA
194 TA512 20250715 4720.0 4726.0 ... 20181.55 4668.0 4696.0 TA
195 TA601 20250715 4712.0 4718.0 ... 385833.38 4668.0 4692.0 TA
196 TA602 20250715 4688.0 4692.0 ... 118.65 4654.0 4700.0 TA
197 TA603 20250715 4706.0 4706.0 ... 25.74 4680.0 4710.0 TA
198 TA604 20250715 4696.0 4700.0 ... 37.38 4674.0 4706.0 TA
199 TA605 20250715 4726.0 4734.0 ... 4303.99 4684.0 4710.0 TA
200 TA606 20250715 4736.0 4736.0 ... 16.43 4694.0 4708.0 TA
201 TA607 20250715 4738.0 4738.0 ... 11.74 4696.0 4708.0 TA
202 UR508 20250715 1748.0 1748.0 ... 1660.64 1733.0 1754.0 UR
203 UR509 20250715 1757.0 1757.0 ... 842894.30 1738.0 1761.0 UR
204 UR510 20250715 1740.0 1745.0 ... 22835.35 1729.0 1746.0 UR
205 UR511 20250715 1741.0 1746.0 ... 18908.85 1733.0 1746.0 UR
206 UR512 20250715 1740.0 1740.0 ... 69.16 1729.0 1736.0 UR
207 UR601 20250715 1734.0 1734.0 ... 113226.15 1714.0 1726.0 UR
208 UR602 20250715 1722.0 1722.0 ... 540.67 1711.0 1723.0 UR
209 UR603 20250715 1739.0 1739.0 ... 124.65 1731.0 1742.0 UR
210 UR604 20250715 1728.0 1730.0 ... 51.83 1728.0 1732.0 UR
211 UR605 20250715 1732.0 1735.0 ... 5374.85 1725.0 1731.0 UR
212 UR606 20250715 1725.0 1729.0 ... 203.29 1723.0 1725.0 UR
213 UR607 20250715 1732.0 1736.0 ... 6.94 1734.0 1725.0 UR
214 WH509 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250715 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250715 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-17 18:26:24,895 - future_1d - INFO - ak.get_czce_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 IC2507 20250715 6000.000 ... 6004.000 6015.600 IC
1 IC2508 20250715 5953.600 ... 5947.400 5961.600 IC
2 IC2509 20250715 5900.400 ... 5892.800 5908.600 IC
3 IC2512 20250715 5778.200 ... 5769.800 5783.400 IC
4 IF2507 20250715 4010.200 ... 4009.800 4014.400 IF
5 IF2508 20250715 3998.200 ... 3994.400 4000.600 IF
6 IF2509 20250715 3991.000 ... 3981.400 3990.200 IF
7 IF2512 20250715 3958.600 ... 3948.000 3958.400 IF
8 IH2507 20250715 2751.400 ... 2740.200 2756.200 IH
9 IH2508 20250715 2749.400 ... 2737.000 2753.200 IH
10 IH2509 20250715 2749.800 ... 2735.800 2751.800 IH
11 IH2512 20250715 2752.000 ... 2737.000 2753.400 IH
12 IM2507 20250715 6437.800 ... 6418.400 6450.600 IM
13 IM2508 20250715 6375.000 ... 6348.400 6382.000 IM
14 IM2509 20250715 6298.000 ... 6274.800 6312.000 IM
15 IM2512 20250715 6119.800 ... 6096.200 6130.600 IM
16 T2509 20250715 108.790 ... 108.885 108.695 T
17 T2512 20250715 108.845 ... 108.920 108.735 T
18 T2603 20250715 108.810 ... 108.900 108.710 T
19 TF2509 20250715 105.975 ... 106.015 105.885 TF
20 TF2512 20250715 106.085 ... 106.080 105.980 TF
21 TF2603 20250715 106.155 ... 106.120 106.015 TF
22 TL2509 20250715 120.510 ... 120.770 120.200 TL
23 TL2512 20250715 120.320 ... 120.590 120.040 TL
24 TL2603 20250715 120.100 ... 120.360 119.790 TL
25 TS2509 20250715 102.396 ... 102.414 102.378 TS
26 TS2512 20250715 102.480 ... 102.498 102.472 TS
27 TS2603 20250715 102.590 ... 102.600 102.586 TS
[28 rows x 12 columns]
2025-07-17 18:26:25,167 - future_1d - INFO - ak.get_cffex_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 PS2508 20250715 41500.0 ... 42310.0 41320.0 PS
1 PS2509 20250715 41220.0 ... 41995.0 40990.0 PS
2 PS2510 20250715 40700.0 ... 41520.0 40510.0 PS
3 PS2511 20250715 39850.0 ... 40785.0 39830.0 PS
4 PS2512 20250715 42100.0 ... 42915.0 41945.0 PS
5 PS2601 20250715 41950.0 ... 42780.0 41795.0 PS
6 PS2602 20250715 41865.0 ... 42750.0 41935.0 PS
7 PS2603 20250715 41765.0 ... 42700.0 41725.0 PS
8 PS2604 20250715 41690.0 ... 42630.0 41510.0 PS
9 PS2605 20250715 41350.0 ... 42625.0 41425.0 PS
10 PS2606 20250715 42995.0 ... 43460.0 42575.0 PS
11 PS2607 20250715 42970.0 ... 43325.0 42575.0 PS
13 SI2508 20250715 8610.0 ... 8760.0 8550.0 SI
14 SI2509 20250715 8645.0 ... 8765.0 8545.0 SI
15 SI2510 20250715 8690.0 ... 8725.0 8515.0 SI
16 SI2511 20250715 8565.0 ... 8670.0 8455.0 SI
17 SI2512 20250715 8850.0 ... 8950.0 8795.0 SI
18 SI2601 20250715 8815.0 ... 8890.0 8715.0 SI
19 SI2602 20250715 8775.0 ... 8865.0 8725.0 SI
20 SI2603 20250715 8765.0 ... 8885.0 8720.0 SI
21 SI2604 20250715 8755.0 ... 8850.0 8665.0 SI
22 SI2605 20250715 8760.0 ... 8840.0 8670.0 SI
23 SI2606 20250715 8700.0 ... 8845.0 8675.0 SI
24 SI2607 20250715 8735.0 ... 8825.0 8675.0 SI
27 LC2508 20250715 66500.0 ... 66360.0 66800.0 LC
28 LC2509 20250715 66140.0 ... 66160.0 66520.0 LC
29 LC2510 20250715 66240.0 ... 65920.0 66240.0 LC
30 LC2511 20250715 65860.0 ... 65720.0 65960.0 LC
31 LC2512 20250715 66900.0 ... 66100.0 66360.0 LC
32 LC2601 20250715 66260.0 ... 66000.0 66260.0 LC
33 LC2602 20250715 66100.0 ... 66080.0 66320.0 LC
34 LC2603 20250715 66340.0 ... 66020.0 66440.0 LC
35 LC2604 20250715 66340.0 ... 66620.0 66800.0 LC
36 LC2605 20250715 66380.0 ... 66620.0 66880.0 LC
37 LC2606 20250715 66960.0 ... 66600.0 66820.0 LC
38 LC2607 20250715 66600.0 ... 66580.0 66820.0 LC
[36 rows x 12 columns]
2025-07-17 18:26:25,323 - future_1d - INFO - ak.get_gfex_daily('2025-07-15') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250715 ... 77950 78450 CU
1 1 CU2508 20250715 ... 77930 78290 CU
2 2 CU2509 20250715 ... 77850 78200 CU
3 3 CU2510 20250715 ... 77780 78120 CU
4 4 CU2511 20250715 ... 77760 78060 CU
5 5 CU2512 20250715 ... 77720 77980 CU
6 6 CU2601 20250715 ... 77690 77930 CU
7 7 CU2602 20250715 ... 77680 77910 CU
8 8 CU2603 20250715 ... 77680 77940 CU
9 9 CU2604 20250715 ... 77700 77950 CU
10 10 CU2605 20250715 ... 77730 77970 CU
11 11 CU2606 20250715 ... 77720 77930 CU
12 12 BC2507 20250715 ... 69200 69200 BC
13 13 BC2508 20250715 ... 69140 69480 BC
14 14 BC2509 20250715 ... 69200 69520 BC
15 15 BC2510 20250715 ... 69600 69600 BC
16 16 BC2511 20250715 ... 69190 69190 BC
17 17 BC2512 20250715 ... 69320 69320 BC
18 18 BC2601 20250715 ... 69480 69800 BC
19 19 BC2602 20250715 ... 69410 69410 BC
20 20 BC2603 20250715 ... 69290 69290 BC
21 21 BC2604 20250715 ... 69430 69750 BC
22 22 BC2605 20250715 ... 69460 69460 BC
23 23 BC2606 20250715 ... 67820 67820 BC
24 24 AL2507 20250715 ... 20470 20530 AL
25 25 AL2508 20250715 ... 20390 20435 AL
26 26 AL2509 20250715 ... 20365 20380 AL
27 27 AL2510 20250715 ... 20310 20315 AL
28 28 AL2511 20250715 ... 20260 20230 AL
29 29 AL2512 20250715 ... 20210 20200 AL
30 30 AL2601 20250715 ... 20180 20155 AL
31 31 AL2602 20250715 ... 20165 20165 AL
32 32 AL2603 20250715 ... 20190 20205 AL
33 33 AL2604 20250715 ... 20200 20205 AL
34 34 AL2605 20250715 ... 20220 20175 AL
35 35 AL2606 20250715 ... 20210 20195 AL
36 36 ZN2507 20250715 ... 22070 22140 ZN
37 37 ZN2508 20250715 ... 22105 22205 ZN
38 38 ZN2509 20250715 ... 22105 22185 ZN
39 39 ZN2510 20250715 ... 22090 22175 ZN
40 40 ZN2511 20250715 ... 22070 22140 ZN
41 41 ZN2512 20250715 ... 22035 22100 ZN
42 42 ZN2601 20250715 ... 21995 22065 ZN
43 43 ZN2602 20250715 ... 22000 22075 ZN
44 44 ZN2603 20250715 ... 22010 22080 ZN
45 45 ZN2604 20250715 ... 22000 22070 ZN
46 46 ZN2605 20250715 ... 22000 22070 ZN
47 47 ZN2606 20250715 ... 22020 22055 ZN
48 48 PB2507 20250715 ... 16870 17005 PB
49 49 PB2508 20250715 ... 17010 17060 PB
50 50 PB2509 20250715 ... 17035 17090 PB
51 51 PB2510 20250715 ... 17055 17105 PB
52 52 PB2511 20250715 ... 17045 17105 PB
53 53 PB2512 20250715 ... 17075 17100 PB
54 54 PB2601 20250715 ... 17095 17120 PB
55 55 PB2602 20250715 ... 17055 17210 PB
56 56 PB2603 20250715 ... 17075 17195 PB
57 57 PB2604 20250715 ... 17040 17115 PB
58 58 PB2605 20250715 ... 17110 17170 PB
59 59 PB2606 20250715 ... 17130 17190 PB
60 60 NI2507 20250715 ... 119070 121870 NI
61 61 NI2508 20250715 ... 119460 120770 NI
62 62 NI2509 20250715 ... 119590 120910 NI
63 63 NI2510 20250715 ... 119740 121080 NI
64 64 NI2511 20250715 ... 119970 121210 NI
65 65 NI2512 20250715 ... 120190 121390 NI
66 66 NI2601 20250715 ... 120340 121650 NI
67 67 NI2602 20250715 ... 120210 121580 NI
68 68 NI2603 20250715 ... 120610 121850 NI
69 69 NI2604 20250715 ... 120590 122430 NI
70 70 NI2605 20250715 ... 121010 122470 NI
71 71 NI2606 20250715 ... 121060 122750 NI
72 72 SN2507 20250715 ... 262950 266500 SN
73 73 SN2508 20250715 ... 263730 266220 SN
74 74 SN2509 20250715 ... 263740 266340 SN
75 75 SN2510 20250715 ... 263650 266300 SN
76 76 SN2511 20250715 ... 263450 266030 SN
77 77 SN2512 20250715 ... 263340 266480 SN
78 78 SN2601 20250715 ... 263190 266100 SN
79 79 SN2602 20250715 ... 262780 265020 SN
80 80 SN2603 20250715 ... 263540 266480 SN
81 81 SN2604 20250715 ... 263780 265430 SN
82 82 SN2605 20250715 ... 263150 265400 SN
83 83 SN2606 20250715 ... 263650 263750 SN
84 84 AO2507 20250715 ... 3290 3195 AO
85 85 AO2508 20250715 ... 3195 3161 AO
86 86 AO2509 20250715 ... 3161 3127 AO
87 87 AO2510 20250715 ... 3124 3092 AO
88 88 AO2511 20250715 ... 3108 3079 AO
89 89 AO2512 20250715 ... 3096 3068 AO
90 90 AO2601 20250715 ... 3087 3059 AO
91 91 AO2602 20250715 ... 3079 3051 AO
92 92 AO2603 20250715 ... 3074 3048 AO
93 93 AO2604 20250715 ... 3066 3048 AO
94 94 AO2605 20250715 ... 3056 3037 AO
95 95 AO2606 20250715 ... 3050 3031 AO
96 96 AD2511 20250715 ... 19775 19790 AD
97 97 AD2512 20250715 ... 19715 19720 AD
98 98 AD2601 20250715 ... 19685 19645 AD
99 99 AD2602 20250715 ... 19650 19680 AD
100 100 AD2603 20250715 ... 19760 19760 AD
101 101 AD2604 20250715 ... 19625 19710 AD
102 102 AD2605 20250715 ... 19585 19735 AD
103 103 AD2606 20250715 ... 19550 19550 AD
104 104 AU2507 20250715 ... 756.04 775.52 AU
105 105 AU2508 20250715 ... 776.12 776.12 AU
106 106 AU2509 20250715 ... 778.2 777.42 AU
107 107 AU2510 20250715 ... 778.22 778.44 AU
108 108 AU2512 20250715 ... 780.42 780.54 AU
109 109 AU2602 20250715 ... 782.58 782.86 AU
110 110 AU2604 20250715 ... 784.16 784.76 AU
111 111 AU2606 20250715 ... 786.26 786.24 AU
112 112 AG2507 20250715 ... 9147 9121 AG
113 113 AG2508 20250715 ... 9156 9150 AG
114 114 AG2509 20250715 ... 9173 9165 AG
115 115 AG2510 20250715 ... 9184 9177 AG
116 116 AG2511 20250715 ... 9193 9184 AG
117 117 AG2512 20250715 ... 9202 9202 AG
118 118 AG2601 20250715 ... 9214 9210 AG
119 119 AG2602 20250715 ... 9226 9215 AG
120 120 AG2603 20250715 ... 9235 9240 AG
121 121 AG2604 20250715 ... 9251 9245 AG
122 122 AG2605 20250715 ... 9263 9252 AG
123 123 AG2606 20250715 ... 9270 9266 AG
124 124 RB2507 20250715 ... 3115 3115 RB
125 125 RB2508 20250715 ... 3071 3073 RB
126 126 RB2509 20250715 ... 3079 3087 RB
127 127 RB2510 20250715 ... 3121 3131 RB
128 128 RB2511 20250715 ... 3145 3148 RB
129 129 RB2512 20250715 ... 3160 3165 RB
130 130 RB2601 20250715 ... 3161 3160 RB
131 131 RB2602 20250715 ... 3148 3148 RB
132 132 RB2603 20250715 ... 3155 3154 RB
133 133 RB2604 20250715 ... 3152 3152 RB
134 134 RB2605 20250715 ... 3171 3170 RB
135 135 RB2606 20250715 ... 3181 3177 RB
136 136 WR2507 20250715 ... 3356 3356 WR
137 137 WR2508 20250715 ... 3212 3212 WR
138 138 WR2509 20250715 ... 3335 3335 WR
139 139 WR2510 20250715 ... 3366 3421 WR
140 140 WR2511 20250715 ... 3408 3408 WR
141 141 WR2512 20250715 ... 3392 3420 WR
142 142 WR2601 20250715 ... 3361 3373 WR
143 143 WR2602 20250715 ... 3396 3396 WR
144 144 WR2603 20250715 ... 3387 3387 WR
145 145 WR2604 20250715 ... 3392 3392 WR
146 146 WR2605 20250715 ... 3370 3370 WR
147 147 WR2606 20250715 ... 3400 3400 WR
148 148 HC2507 20250715 ... 3250 3270 HC
149 149 HC2508 20250715 ... 3261 3269 HC
150 150 HC2509 20250715 ... 3266 3275 HC
151 151 HC2510 20250715 ... 3263 3269 HC
152 152 HC2511 20250715 ... 3268 3272 HC
153 153 HC2512 20250715 ... 3276 3279 HC
154 154 HC2601 20250715 ... 3277 3279 HC
155 155 HC2602 20250715 ... 3279 3277 HC
156 156 HC2603 20250715 ... 3280 3278 HC
157 157 HC2604 20250715 ... 3276 3283 HC
158 158 HC2605 20250715 ... 3284 3280 HC
159 159 HC2606 20250715 ... 3291 3284 HC
160 160 SS2507 20250715 ... 12700 12720 SS
161 161 SS2508 20250715 ... 12695 12685 SS
162 162 SS2509 20250715 ... 12685 12700 SS
163 163 SS2510 20250715 ... 12740 12750 SS
164 164 SS2511 20250715 ... 12780 12770 SS
165 165 SS2512 20250715 ... 12805 12810 SS
166 166 SS2601 20250715 ... 12850 12840 SS
167 167 SS2602 20250715 ... 12860 12900 SS
168 168 SS2603 20250715 ... 12925 12925 SS
169 169 SS2604 20250715 ... 12975 12960 SS
170 170 SS2605 20250715 ... 13000 13025 SS
171 171 SS2606 20250715 ... 13050 13050 SS
172 172 SC2508 20250715 ... 522.2 523 SC
173 173 SC2509 20250715 ... 509.3 511.9 SC
174 174 SC2510 20250715 ... 502.2 504.9 SC
175 175 SC2511 20250715 ... 496.2 500 SC
176 176 SC2512 20250715 ... 493.5 496.6 SC
177 177 SC2601 20250715 ... 490.1 494 SC
178 178 SC2602 20250715 ... 486.8 491.9 SC
179 179 SC2603 20250715 ... 484.2 490.6 SC
180 180 SC2604 20250715 ... 483.1 489.6 SC
181 181 SC2605 20250715 ... 479.1 488.4 SC
182 182 SC2606 20250715 ... 477.9 487.1 SC
183 183 SC2607 20250715 ... 478.4 481.5 SC
184 184 SC2609 20250715 ... 475.3 478.4 SC
185 185 SC2612 20250715 ... 473.1 474.6 SC
186 186 SC2703 20250715 ... 468 470.4 SC
187 187 SC2706 20250715 ... 461.7 469.7 SC
188 188 SC2709 20250715 ... 461.3 469 SC
189 189 SC2712 20250715 ... 462.3 466.5 SC
190 190 SC2803 20250715 ... 462.9 467 SC
191 191 SC2806 20250715 ... 458.2 463 SC
192 192 LU2508 20250715 ... 3618 3682 LU
193 193 LU2509 20250715 ... 3647 3679 LU
194 194 LU2510 20250715 ... 3622 3654 LU
195 195 LU2511 20250715 ... 3587 3633 LU
196 196 LU2512 20250715 ... 3551 3597 LU
197 197 LU2601 20250715 ... 3542 3572 LU
198 198 LU2602 20250715 ... 3525 3536 LU
199 199 LU2603 20250715 ... 3501 3524 LU
200 200 LU2604 20250715 ... 3471 3493 LU
201 201 LU2605 20250715 ... 3480 3501 LU
202 202 LU2606 20250715 ... 3454 3474 LU
203 203 LU2607 20250715 ... 3437 3470 LU
204 204 FU2508 20250715 ... 2828 2896 FU
205 205 FU2509 20250715 ... 2867 2919 FU
206 206 FU2510 20250715 ... 2868 2907 FU
207 207 FU2511 20250715 ... 2856 2889 FU
208 208 FU2512 20250715 ... 2848 2877 FU
209 209 FU2601 20250715 ... 2844 2870 FU
210 210 FU2602 20250715 ... 2830 2860 FU
211 211 FU2603 20250715 ... 2819 2844 FU
212 212 FU2604 20250715 ... 2809 2834 FU
213 213 FU2605 20250715 ... 2799 2817 FU
214 214 FU2606 20250715 ... 2785 2804 FU
215 215 FU2607 20250715 ... 2774 2790 FU
216 216 BU2507 20250715 ... 3699 3660 BU
217 217 BU2508 20250715 ... 3665 3662 BU
218 218 BU2509 20250715 ... 3631 3631 BU
219 219 BU2510 20250715 ... 3574 3577 BU
220 220 BU2511 20250715 ... 3521 3522 BU
221 221 BU2512 20250715 ... 3452 3452 BU
222 222 BU2601 20250715 ... 3410 3417 BU
223 223 BU2602 20250715 ... 3407 3404 BU
224 224 BU2603 20250715 ... 3394 3408 BU
225 225 BU2604 20250715 ... 3386 3392 BU
226 226 BU2605 20250715 ... 3388 3383 BU
227 227 BU2606 20250715 ... 3371 3376 BU
228 228 BU2609 20250715 ... 3355 3366 BU
229 229 BU2612 20250715 ... 3295 3301 BU
230 230 BU2703 20250715 ... 3298 3297 BU
231 231 BU2706 20250715 ... 3304 3295 BU
232 232 BR2507 20250715 ... 11410 11410 BR
233 233 BR2508 20250715 ... 11590 11585 BR
234 234 BR2509 20250715 ... 11550 11545 BR
235 235 BR2510 20250715 ... 11525 11520 BR
236 236 BR2511 20250715 ... 11540 11520 BR
237 237 BR2512 20250715 ... 11540 11525 BR
238 238 BR2601 20250715 ... 11540 11515 BR
239 239 BR2602 20250715 ... 11540 11480 BR
240 240 BR2603 20250715 ... 11580 11505 BR
241 241 BR2604 20250715 ... 11560 11525 BR
242 242 BR2605 20250715 ... 11555 11490 BR
243 243 BR2606 20250715 ... 11495 11455 BR
244 244 RU2507 20250715 ... 14300 14140 RU
245 245 RU2508 20250715 ... 14410 14300 RU
246 246 RU2509 20250715 ... 14420 14305 RU
247 247 RU2510 20250715 ... 14465 14320 RU
248 248 RU2511 20250715 ... 14445 14330 RU
249 249 RU2601 20250715 ... 15300 15170 RU
250 250 RU2603 20250715 ... 15310 15145 RU
251 251 RU2604 20250715 ... 15405 15190 RU
252 252 RU2605 20250715 ... 15385 15270 RU
253 253 RU2606 20250715 ... 15315 15315 RU
254 254 NR2507 20250715 ... 12235 12235 NR
255 255 NR2508 20250715 ... 12420 12275 NR
256 256 NR2509 20250715 ... 12445 12290 NR
257 257 NR2510 20250715 ... 12450 12295 NR
258 258 NR2511 20250715 ... 12450 12310 NR
259 259 NR2512 20250715 ... 12455 12330 NR
260 260 NR2601 20250715 ... 12485 12350 NR
261 261 NR2602 20250715 ... 12545 12395 NR
262 262 NR2603 20250715 ... 12495 12380 NR
263 263 NR2604 20250715 ... 12535 12435 NR
264 264 NR2605 20250715 ... 12470 12430 NR
265 265 NR2606 20250715 ... 12510 12510 NR
266 266 SP2507 20250715 ... 5210 5198 SP
267 267 SP2508 20250715 ... 5218 5208 SP
268 268 SP2509 20250715 ... 5240 5232 SP
269 269 SP2510 20250715 ... 5236 5226 SP
270 270 SP2511 20250715 ... 5216 5210 SP
271 271 SP2512 20250715 ... 5194 5190 SP
272 272 SP2601 20250715 ... 5394 5398 SP
273 273 SP2602 20250715 ... 5334 5330 SP
274 274 SP2603 20250715 ... 5338 5328 SP
275 275 SP2604 20250715 ... 5324 5314 SP
276 276 SP2605 20250715 ... 5332 5326 SP
277 277 SP2606 20250715 ... 5330 5318 SP
278 278 EC2508 20250715 ... 2090.7 2029.2 EC
279 279 EC2510 20250715 ... 1576.1 1434.9 EC
280 280 EC2512 20250715 ... 1733.4 1582 EC
281 281 EC2602 20250715 ... 1479.3 1380.9 EC
282 282 EC2604 20250715 ... 1293.3 1217.3 EC
283 283 EC2606 20250715 ... 1437.8 1374.5 EC
284 284 SC_TAS2508 20250715 ... SC_TAS
285 285 SC_TAS2509 20250715 ... SC_TAS
286 286 SC_TAS2510 20250715 ... SC_TAS
287 287 SC_TAS2511 20250715 ... SC_TAS
[288 rows x 13 columns]
2025-07-17 18:26:25,430 - future_1d - INFO - ak.get_shfe_daily('2025-07-15') done
symbol date open ... settle pre_settle variety
0 a2509 20250715 4132.00 ... 4143.00 4116.00 A
1 a2511 20250715 4060.00 ... 4063.00 4051.00 A
2 a2601 20250715 4041.00 ... 4053.00 4038.00 A
3 a2603 20250715 4038.00 ... 4043.00 4029.00 A
4 a2605 20250715 4073.00 ... 4075.00 4065.00 A
5 a2607 20250715 4104.00 ... 4089.00 4065.00 A
6 b2508 20250715 3580.00 ... 3571.00 3551.00 B
7 b2509 20250715 3643.00 ... 3635.00 3622.00 B
8 b2510 20250715 3676.00 ... 3681.00 3668.00 B
9 b2511 20250715 3676.00 ... 3682.00 3669.00 B
10 b2512 20250715 3699.00 ... 3696.00 3683.00 B
11 b2601 20250715 3685.00 ... 3679.00 3673.00 B
12 b2602 20250715 3655.00 ... 3651.00 3643.00 B
13 b2603 20250715 3561.00 ... 3558.00 3555.00 B
14 b2604 20250715 3460.00 ... 3456.00 3453.00 B
15 b2605 20250715 3381.00 ... 3379.00 3377.00 B
16 b2606 20250715 3374.00 ... 3373.00 3370.00 B
17 b2607 20250715 3370.00 ... 3370.00 3370.00 B
18 bb2509 20250715 148.55 ... 145.05 149.25 BB
19 bb2511 20250715 144.80 ... 145.35 146.95 BB
20 bb2601 20250715 149.75 ... 149.35 152.60 BB
21 bb2603 20250715 0.00 ... 156.00 159.35 BB
22 bb2605 20250715 0.00 ... 156.00 159.35 BB
23 bb2607 20250715 0.00 ... 156.00 159.35 BB
24 bz2603 20250715 6216.00 ... 6166.00 6209.00 BZ
25 bz2604 20250715 6209.00 ... 6135.00 6190.00 BZ
26 bz2605 20250715 6147.00 ... 6132.00 6200.00 BZ
27 bz2606 20250715 6169.00 ... 6141.00 6193.00 BZ
28 c2509 20250715 2304.00 ... 2301.00 2293.00 C
29 c2511 20250715 2273.00 ... 2270.00 2266.00 C
30 c2601 20250715 2240.00 ... 2237.00 2230.00 C
31 c2603 20250715 2241.00 ... 2241.00 2233.00 C
32 c2605 20250715 2272.00 ... 2274.00 2264.00 C
33 c2607 20250715 2290.00 ... 2286.00 2264.00 C
34 cs2509 20250715 2651.00 ... 2646.00 2646.00 CS
35 cs2511 20250715 2609.00 ... 2605.00 2608.00 CS
36 cs2601 20250715 2610.00 ... 2608.00 2607.00 CS
37 cs2603 20250715 2599.00 ... 2597.00 2592.00 CS
38 cs2605 20250715 2642.00 ... 2641.00 2632.00 CS
39 cs2607 20250715 2646.00 ... 2646.00 2632.00 CS
40 eb2507 20250715 6970.00 ... 7253.00 7414.00 EB
41 eb2508 20250715 7481.00 ... 7395.00 7467.00 EB
42 eb2509 20250715 7370.00 ... 7290.00 7359.00 EB
43 eb2510 20250715 7298.00 ... 7205.00 7275.00 EB
44 eb2511 20250715 7226.00 ... 7138.00 7204.00 EB
45 eb2512 20250715 7181.00 ... 7110.00 7167.00 EB
46 eb2601 20250715 7167.00 ... 7110.00 7166.00 EB
47 eb2602 20250715 7205.00 ... 7139.00 7185.00 EB
48 eb2603 20250715 7220.00 ... 7137.00 7207.00 EB
49 eb2604 20250715 7166.00 ... 7140.00 7205.00 EB
50 eb2605 20250715 7196.00 ... 7150.00 7190.00 EB
51 eb2606 20250715 7173.00 ... 7140.00 7178.00 EB
52 eg2507 20250715 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250715 4335.00 ... 4305.00 4312.00 EG
54 eg2509 20250715 4365.00 ... 4338.00 4331.00 EG
55 eg2510 20250715 4363.00 ... 4343.00 4343.00 EG
56 eg2511 20250715 4364.00 ... 4352.00 4362.00 EG
57 eg2512 20250715 4365.00 ... 4353.00 4355.00 EG
58 eg2601 20250715 4377.00 ... 4348.00 4356.00 EG
59 eg2602 20250715 4361.00 ... 4356.00 4354.00 EG
60 eg2603 20250715 4355.00 ... 4353.00 4354.00 EG
61 eg2604 20250715 4362.00 ... 4363.00 4376.00 EG
62 eg2605 20250715 4394.00 ... 4371.00 4368.00 EG
63 eg2606 20250715 4376.00 ... 4376.00 4373.00 EG
64 fb2508 20250715 0.00 ... 1355.50 1350.50 FB
65 fb2509 20250715 1310.00 ... 1312.00 1317.00 FB
66 fb2510 20250715 1325.00 ... 1321.50 1326.00 FB
67 fb2511 20250715 1329.50 ... 1324.50 1328.00 FB
68 fb2512 20250715 1327.50 ... 1325.00 1327.50 FB
69 fb2601 20250715 1322.00 ... 1322.00 1318.50 FB
70 fb2602 20250715 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250715 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250715 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250715 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250715 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250715 0.00 ... 1297.00 1297.00 FB
76 i2508 20250715 769.50 ... 768.00 768.00 I
77 i2509 20250715 766.50 ... 765.00 766.00 I
78 i2510 20250715 759.50 ... 759.00 760.00 I
79 i2511 20250715 752.50 ... 751.50 752.50 I
80 i2512 20250715 745.00 ... 745.50 746.50 I
81 i2601 20250715 737.00 ... 736.50 737.00 I
82 i2602 20250715 733.50 ... 734.00 734.00 I
83 i2603 20250715 730.00 ... 730.00 730.50 I
84 i2604 20250715 725.50 ... 726.50 725.50 I
85 i2605 20250715 717.00 ... 716.50 717.00 I
86 i2606 20250715 710.50 ... 711.50 710.50 I
87 i2607 20250715 707.00 ... 707.00 710.50 I
88 j2508 20250715 1483.50 ... 1483.50 1491.50 J
89 j2509 20250715 1520.00 ... 1516.50 1527.00 J
90 j2510 20250715 1521.50 ... 1530.00 1537.00 J
91 j2511 20250715 1546.00 ... 1545.00 1542.50 J
92 j2512 20250715 1560.00 ... 1552.50 1554.50 J
93 j2601 20250715 1571.00 ... 1561.00 1559.50 J
94 j2602 20250715 1570.00 ... 1572.00 1578.00 J
95 j2603 20250715 0.00 ... 1589.00 1589.00 J
96 j2604 20250715 1584.50 ... 1584.50 1563.00 J
97 j2605 20250715 1591.50 ... 1600.00 1590.50 J
98 j2606 20250715 0.00 ... 1591.50 1591.50 J
99 j2607 20250715 0.00 ... 1591.50 1591.50 J
100 jd2507 20250715 2701.00 ... 2780.00 2842.00 JD
101 jd2508 20250715 3466.00 ... 3451.00 3456.00 JD
102 jd2509 20250715 3603.00 ... 3611.00 3597.00 JD
103 jd2510 20250715 3398.00 ... 3409.00 3394.00 JD
104 jd2511 20250715 3410.00 ... 3418.00 3402.00 JD
105 jd2512 20250715 3563.00 ... 3565.00 3563.00 JD
106 jd2601 20250715 3614.00 ... 3615.00 3612.00 JD
107 jd2602 20250715 3188.00 ... 3189.00 3190.00 JD
108 jd2603 20250715 3197.00 ... 3192.00 3197.00 JD
109 jd2604 20250715 3336.00 ... 3335.00 3337.00 JD
110 jd2605 20250715 3415.00 ... 3411.00 3413.00 JD
111 jd2606 20250715 3277.00 ... 3264.00 3271.00 JD
112 jm2508 20250715 865.00 ... 857.50 861.00 JM
113 jm2509 20250715 919.00 ... 910.50 915.00 JM
114 jm2510 20250715 930.00 ... 925.00 926.00 JM
115 jm2511 20250715 939.00 ... 938.50 935.50 JM
116 jm2512 20250715 949.00 ... 950.00 943.00 JM
117 jm2601 20250715 963.50 ... 959.50 948.50 JM
118 jm2602 20250715 961.00 ... 968.00 953.50 JM
119 jm2603 20250715 964.00 ... 969.50 952.50 JM
120 jm2604 20250715 970.50 ... 973.00 957.00 JM
121 jm2605 20250715 975.00 ... 979.50 964.00 JM
122 jm2606 20250715 987.00 ... 990.50 973.00 JM
123 jm2607 20250715 1010.50 ... 997.50 973.00 JM
124 l2508 20250715 7271.00 ... 7217.00 7267.00 L
125 l2509 20250715 7285.00 ... 7243.00 7284.00 L
126 l2510 20250715 7289.00 ... 7246.00 7288.00 L
127 l2511 20250715 7288.00 ... 7256.00 7289.00 L
128 l2512 20250715 7289.00 ... 7258.00 7287.00 L
129 l2601 20250715 7288.00 ... 7259.00 7284.00 L
130 l2602 20250715 7268.00 ... 7252.00 7264.00 L
131 l2603 20250715 0.00 ... 7262.00 7262.00 L
132 l2604 20250715 7286.00 ... 7277.00 7292.00 L
133 l2605 20250715 7258.00 ... 7239.00 7249.00 L
134 l2606 20250715 7233.00 ... 7230.00 7239.00 L
135 l2607 20250715 7326.00 ... 7274.00 7239.00 L
136 lg2507 20250715 800.00 ... 802.00 801.50 LG
137 lg2509 20250715 786.50 ... 789.50 787.00 LG
138 lg2511 20250715 789.00 ... 790.00 786.00 LG
139 lg2601 20250715 793.00 ... 793.50 790.50 LG
140 lg2603 20250715 792.50 ... 795.00 792.00 LG
141 lg2605 20250715 800.00 ... 803.00 799.50 LG
142 lh2507 20250715 0.00 ... 14000.00 14000.00 LH
143 lh2509 20250715 14255.00 ... 14280.00 14245.00 LH
144 lh2511 20250715 13630.00 ... 13625.00 13595.00 LH
145 lh2601 20250715 13700.00 ... 13770.00 13700.00 LH
146 lh2603 20250715 12975.00 ... 12975.00 12970.00 LH
147 lh2605 20250715 13160.00 ... 13170.00 13165.00 LH
148 m2508 20250715 2976.00 ... 2967.00 2958.00 M
149 m2509 20250715 2995.00 ... 2986.00 2977.00 M
150 m2511 20250715 3035.00 ... 3024.00 3015.00 M
151 m2512 20250715 3053.00 ... 3046.00 3038.00 M
152 m2601 20250715 3028.00 ... 3019.00 3011.00 M
153 m2603 20250715 2881.00 ... 2870.00 2873.00 M
154 m2605 20250715 2705.00 ... 2702.00 2700.00 M
155 m2607 20250715 2730.00 ... 2704.00 2700.00 M
156 p2508 20250715 8796.00 ... 8768.00 8726.00 P
157 p2509 20250715 8760.00 ... 8754.00 8702.00 P
158 p2510 20250715 8748.00 ... 8732.00 8694.00 P
159 p2511 20250715 8738.00 ... 8724.00 8680.00 P
160 p2512 20250715 8754.00 ... 8732.00 8670.00 P
161 p2601 20250715 8732.00 ... 8720.00 8672.00 P
162 p2602 20250715 8700.00 ... 8692.00 8632.00 P
163 p2603 20250715 8668.00 ... 8642.00 8604.00 P
164 p2604 20250715 8592.00 ... 8586.00 8546.00 P
165 p2605 20250715 8518.00 ... 8500.00 8470.00 P
166 p2606 20250715 8486.00 ... 8452.00 8420.00 P
167 p2607 20250715 0.00 ... 8420.00 8420.00 P
168 pg2507 20250715 4150.00 ... 4150.00 4179.00 PG
169 pg2508 20250715 4203.00 ... 4160.00 4182.00 PG
170 pg2509 20250715 4100.00 ... 4059.00 4090.00 PG
171 pg2510 20250715 4532.00 ... 4478.00 4518.00 PG
172 pg2511 20250715 4448.00 ... 4396.00 4433.00 PG
173 pg2512 20250715 4373.00 ... 4329.00 4354.00 PG
174 pg2601 20250715 4292.00 ... 4235.00 4275.00 PG
175 pg2602 20250715 4173.00 ... 4155.00 4173.00 PG
176 pg2603 20250715 4134.00 ... 4064.00 4108.00 PG
177 pg2604 20250715 4347.00 ... 4348.00 4386.00 PG
178 pg2605 20250715 4276.00 ... 4250.00 4295.00 PG
179 pg2606 20250715 0.00 ... 4218.00 4218.00 PG
180 pp2508 20250715 7055.00 ... 7009.00 7051.00 PP
181 pp2509 20250715 7080.00 ... 7036.00 7065.00 PP
182 pp2510 20250715 7048.00 ... 7018.00 7045.00 PP
183 pp2511 20250715 7054.00 ... 7023.00 7050.00 PP
184 pp2512 20250715 7061.00 ... 7032.00 7054.00 PP
185 pp2601 20250715 7072.00 ... 7040.00 7058.00 PP
186 pp2602 20250715 7020.00 ... 7005.00 7032.00 PP
187 pp2603 20250715 0.00 ... 7048.00 7048.00 PP
188 pp2604 20250715 7068.00 ... 7051.00 7038.00 PP
189 pp2605 20250715 7066.00 ... 7035.00 7051.00 PP
190 pp2606 20250715 7015.00 ... 7006.00 7033.00 PP
191 pp2607 20250715 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250715 3585.00 ... 3583.00 3582.00 RR
193 rr2509 20250715 3599.00 ... 3605.00 3603.00 RR
194 rr2510 20250715 3612.00 ... 3614.00 3612.00 RR
195 rr2511 20250715 3610.00 ... 3611.00 3608.00 RR
196 rr2512 20250715 3606.00 ... 3606.00 3603.00 RR
197 rr2601 20250715 3612.00 ... 3610.00 3604.00 RR
198 rr2602 20250715 0.00 ... 3615.00 3615.00 RR
199 rr2603 20250715 0.00 ... 3617.00 3617.00 RR
200 rr2604 20250715 3621.00 ... 3621.00 3623.00 RR
201 rr2605 20250715 3619.00 ... 3619.00 3612.00 RR
202 rr2606 20250715 3620.00 ... 3615.00 3618.00 RR
203 rr2607 20250715 0.00 ... 3618.00 3618.00 RR
204 v2508 20250715 4971.00 ... 4949.00 4946.00 V
205 v2509 20250715 5010.00 ... 4991.00 4985.00 V
206 v2510 20250715 5040.00 ... 5017.00 5018.00 V
207 v2511 20250715 5068.00 ... 5048.00 5047.00 V
208 v2512 20250715 5085.00 ... 5069.00 5076.00 V
209 v2601 20250715 5131.00 ... 5098.00 5098.00 V
210 v2602 20250715 5150.00 ... 5109.00 5121.00 V
211 v2603 20250715 5157.00 ... 5135.00 5147.00 V
212 v2604 20250715 5293.00 ... 5283.00 5285.00 V
213 v2605 20250715 5307.00 ... 5287.00 5299.00 V
214 v2606 20250715 5286.00 ... 5276.00 5305.00 V
215 v2607 20250715 5356.00 ... 5345.00 5305.00 V
216 y2508 20250715 8010.00 ... 8016.00 7994.00 Y
217 y2509 20250715 8010.00 ... 8012.00 7988.00 Y
218 y2511 20250715 8000.00 ... 8010.00 7994.00 Y
219 y2512 20250715 8040.00 ... 8030.00 8028.00 Y
220 y2601 20250715 7972.00 ... 7964.00 7960.00 Y
221 y2603 20250715 7866.00 ... 7860.00 7878.00 Y
222 y2605 20250715 7640.00 ... 7636.00 7652.00 Y
223 y2607 20250715 7432.00 ... 7584.00 7652.00 Y
[224 rows x 12 columns]
2025-07-17 18:26:26,407 - future_1d - INFO - ak.get_dce_daily('2025-07-15') done
2025-07-17 18:26:28,159 - future_1d - INFO - save future_daily 2025-07-15 completed
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250716 520.2 520.9 ... 4485430.23 517.2 522.2 SC
1 SC2509 20250716 508 509.2 ... 2644025.24 507 509.3 SC
2 SC2510 20250716 501.8 502.6 ... 289837.27 500.5 502.2 SC
3 SC2511 20250716 495.8 496.6 ... 40326.01 494.7 496.2 SC
4 SC2512 20250716 491.3 492.5 ... 4960.4 491.1 493.5 SC
5 SC2601 20250716 488.5 489.6 ... 2975.66 487.8 490.1 SC
6 SC2602 20250716 485.5 487.1 ... 2763.22 484.7 486.8 SC
7 SC2603 20250716 482.5 483.3 ... 916.1 482.1 484.2 SC
8 SC2604 20250716 480.8 480.8 ... 622.86 479.1 483.1 SC
9 SC2605 20250716 478.4 481.8 ... 670.66 479 479.1 SC
10 SC2606 20250716 476.7 476.7 ... 428.18 475.7 477.9 SC
11 SC2607 20250716 ... 0 478.4 478.4 SC
12 SC2609 20250716 ... 0 473.5 475.3 SC
13 SC2612 20250716 465 466.6 ... 186.16 465.4 473.1 SC
14 SC2703 20250716 ... 0 467 468 SC
15 SC2706 20250716 462 462 ... 46.2 462 461.7 SC
16 SC2709 20250716 461.7 461.7 ... 92.34 461.7 461.3 SC
17 SC2712 20250716 461.3 461.3 ... 92.22 461.1 462.3 SC
18 SC2803 20250716 ... 0 462 462.9 SC
19 SC2806 20250716 458.6 458.6 ... 91.71 458.5 458.2 SC
21 LU2508 20250716 3644 3663 ... 3419.193 3633 3618 LU
22 LU2509 20250716 3656 3679 ... 306009.537 3649 3647 LU
23 LU2510 20250716 3617 3640 ... 203719.867 3621 3622 LU
24 LU2511 20250716 3584 3602 ... 30891.766 3591 3587 LU
25 LU2512 20250716 3564 3569 ... 245.539 3558 3551 LU
26 LU2601 20250716 3539 3553 ... 644.764 3542 3542 LU
27 LU2602 20250716 3517 3517 ... 17.541 3508 3525 LU
28 LU2603 20250716 3504 3523 ... 63.17 3509 3501 LU
29 LU2604 20250716 ... 0 3471 3471 LU
30 LU2605 20250716 3453 3476 ... 20.78 3463 3480 LU
31 LU2606 20250716 ... 0 3454 3454 LU
32 LU2607 20250716 3442 3457 ... 27.558 3444 3437 LU
34 NR2508 20250716 12330 12480 ... 258187.565 12365 12420 NR
35 NR2509 20250716 12400 12500 ... 953024.605 12390 12445 NR
36 NR2510 20250716 12385 12505 ... 85152.685 12400 12450 NR
37 NR2511 20250716 12395 12505 ... 6544.885 12415 12450 NR
38 NR2512 20250716 12420 12510 ... 1978.985 12445 12455 NR
39 NR2601 20250716 12400 12525 ... 6376.175 12450 12485 NR
40 NR2602 20250716 12425 12500 ... 635.925 12465 12545 NR
41 NR2603 20250716 ... 0 12495 12495 NR
42 NR2604 20250716 ... 0 12535 12535 NR
43 NR2605 20250716 ... 0 12565 12470 NR
44 NR2606 20250716 ... 0 12565 12510 NR
45 NR2607 20250716 ... 0 12510 12510 NR
47 BC2508 20250716 69160 69380 ... 100306.085 69170 69140 BC
48 BC2509 20250716 69220 69470 ... 30442.275 69260 69200 BC
49 BC2510 20250716 ... 0 69400 69600 BC
50 BC2511 20250716 ... 0 69190 69190 BC
51 BC2512 20250716 ... 0 69320 69320 BC
52 BC2601 20250716 ... 0 69480 69480 BC
53 BC2602 20250716 ... 0 69410 69410 BC
54 BC2603 20250716 ... 0 69290 69290 BC
55 BC2604 20250716 ... 0 69430 69430 BC
56 BC2605 20250716 ... 0 69460 69460 BC
57 BC2606 20250716 ... 0 67820 67820 BC
58 BC2607 20250716 ... 0 67820 67820 BC
60 EC2508 20250716 2128 2186.6 ... 120385.1985 2148.5 2090.7 EC
61 EC2510 20250716 1660 1719 ... 797356.2005 1652 1576.1 EC
62 EC2512 20250716 1827 1865 ... 85054.717 1807.5 1733.4 EC
63 EC2602 20250716 1516 1550 ... 12002.7735 1505.9 1479.3 EC
64 EC2604 20250716 1330 1355 ... 21288.313 1316.5 1293.3 EC
65 EC2606 20250716 1480 1498.6 ... 3062.575 1461.8 1437.8 EC
68 SC_TAS2508 20250716 0 0 ... SC_TAS
69 SC_TAS2509 20250716 ... SC_TAS
70 SC_TAS2510 20250716 ... SC_TAS
71 SC_TAS2511 20250716 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:26:33,811 - future_1d - INFO - ak.get_ine_daily('2025-07-16') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250716 7873.0 7878.0 ... 341557.35 7844.0 7846.0 AP
1 AP511 20250716 7683.0 7694.0 ... 2001.73 7669.0 7667.0 AP
2 AP512 20250716 7686.0 7710.0 ... 99.98 7691.0 7689.0 AP
3 AP601 20250716 7720.0 7729.0 ... 12491.28 7701.0 7697.0 AP
4 AP603 20250716 7649.0 7660.0 ... 91.80 7650.0 7654.0 AP
5 AP604 20250716 7700.0 7700.0 ... 15.38 7688.0 7693.0 AP
6 AP605 20250716 7718.0 7770.0 ... 224.71 7749.0 7745.0 AP
7 CF509 20250716 13850.0 14000.0 ... 1862494.05 13945.0 13830.0 CF
8 CF511 20250716 13760.0 13865.0 ... 242191.78 13815.0 13720.0 CF
9 CF601 20250716 13820.0 13905.0 ... 569788.87 13860.0 13785.0 CF
10 CF603 20250716 13785.0 13855.0 ... 1774.72 13810.0 13735.0 CF
11 CF605 20250716 13795.0 13870.0 ... 13704.58 13820.0 13750.0 CF
12 CF607 20250716 13830.0 13850.0 ... 103.73 13830.0 13770.0 CF
13 CJ509 20250716 9300.0 9415.0 ... 82150.98 9340.0 9325.0 CJ
14 CJ512 20250716 10135.0 10285.0 ... 5765.86 10185.0 10170.0 CJ
15 CJ601 20250716 10275.0 10430.0 ... 582245.54 10330.0 10290.0 CJ
16 CJ603 20250716 10385.0 10475.0 ... 6829.05 10385.0 10365.0 CJ
17 CJ605 20250716 10485.0 10665.0 ... 47322.29 10570.0 10555.0 CJ
18 CJ607 20250716 10570.0 10705.0 ... 223.52 10645.0 10630.0 CJ
19 CY508 20250716 0.0 0.0 ... 0.00 19785.0 19700.0 CY
20 CY509 20250716 20020.0 20205.0 ... 75545.86 20135.0 20050.0 CY
21 CY510 20250716 0.0 0.0 ... 0.00 19755.0 19670.0 CY
22 CY511 20250716 0.0 0.0 ... 0.00 20060.0 20060.0 CY
23 CY512 20250716 0.0 0.0 ... 0.00 19910.0 19910.0 CY
24 CY601 20250716 20045.0 20145.0 ... 723.33 20095.0 20045.0 CY
25 CY602 20250716 0.0 0.0 ... 0.00 19840.0 19840.0 CY
26 CY603 20250716 0.0 0.0 ... 0.00 20305.0 20215.0 CY
27 CY604 20250716 0.0 0.0 ... 0.00 19750.0 19750.0 CY
28 CY605 20250716 20060.0 20060.0 ... 10.03 20060.0 20015.0 CY
29 CY606 20250716 0.0 0.0 ... 0.00 19800.0 19800.0 CY
30 CY607 20250716 0.0 0.0 ... 0.00 19830.0 19800.0 CY
31 FG508 20250716 1079.0 1085.0 ... 16688.02 1078.0 1093.0 FG
32 FG509 20250716 1070.0 1077.0 ... 2805263.94 1068.0 1082.0 FG
33 FG510 20250716 1136.0 1140.0 ... 21287.53 1130.0 1137.0 FG
34 FG511 20250716 1115.0 1124.0 ... 27059.95 1114.0 1123.0 FG
35 FG512 20250716 1182.0 1186.0 ... 13050.22 1176.0 1188.0 FG
36 FG601 20250716 1168.0 1173.0 ... 352975.00 1163.0 1176.0 FG
37 FG602 20250716 1211.0 1216.0 ... 829.89 1206.0 1215.0 FG
38 FG603 20250716 1211.0 1212.0 ... 707.06 1202.0 1212.0 FG
39 FG604 20250716 1243.0 1245.0 ... 565.94 1236.0 1250.0 FG
40 FG605 20250716 1242.0 1242.0 ... 7488.79 1232.0 1246.0 FG
41 FG606 20250716 1255.0 1258.0 ... 352.79 1251.0 1264.0 FG
42 FG607 20250716 1254.0 1254.0 ... 127.25 1248.0 1264.0 FG
43 JR509 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250716 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250716 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250716 2372.0 2377.0 ... 6745.20 2358.0 2383.0 MA
53 MA509 20250716 2386.0 2391.0 ... 1066826.29 2376.0 2392.0 MA
54 MA510 20250716 2412.0 2414.0 ... 29651.57 2400.0 2413.0 MA
55 MA511 20250716 2430.0 2431.0 ... 50754.33 2417.0 2427.0 MA
56 MA512 20250716 2448.0 2452.0 ... 31177.33 2438.0 2449.0 MA
57 MA601 20250716 2453.0 2457.0 ... 113721.09 2444.0 2457.0 MA
58 MA602 20250716 2423.0 2425.0 ... 16.97 2425.0 2440.0 MA
59 MA603 20250716 2432.0 2432.0 ... 58.18 2424.0 2434.0 MA
60 MA604 20250716 2403.0 2403.0 ... 4.80 2399.0 2417.0 MA
61 MA605 20250716 2379.0 2381.0 ... 1641.54 2369.0 2380.0 MA
62 MA606 20250716 2384.0 2384.0 ... 35.63 2376.0 2388.0 MA
63 MA607 20250716 2386.0 2386.0 ... 9.52 2379.0 2383.0 MA
64 OI509 20250716 9410.0 9499.0 ... 2269007.61 9453.0 9441.0 OI
65 OI511 20250716 9398.0 9480.0 ... 134084.43 9440.0 9421.0 OI
66 OI601 20250716 9349.0 9428.0 ... 337198.91 9383.0 9363.0 OI
67 OI603 20250716 9288.0 9362.0 ... 1603.91 9325.0 9304.0 OI
68 OI605 20250716 9224.0 9279.0 ... 4041.70 9249.0 9230.0 OI
69 OI607 20250716 9192.0 9228.0 ... 27.63 9211.0 9204.0 OI
70 PF508 20250716 6486.0 6510.0 ... 50528.06 6494.0 6524.0 PF
71 PF509 20250716 6372.0 6376.0 ... 301456.44 6360.0 6390.0 PF
72 PF510 20250716 6406.0 6406.0 ... 67250.61 6384.0 6418.0 PF
73 PF511 20250716 6358.0 6370.0 ... 32492.66 6354.0 6382.0 PF
74 PF512 20250716 6350.0 6352.0 ... 9306.65 6340.0 6358.0 PF
75 PF601 20250716 6334.0 6360.0 ... 2675.07 6348.0 6370.0 PF
76 PF602 20250716 6354.0 6354.0 ... 3.18 6354.0 6380.0 PF
77 PF603 20250716 6358.0 6358.0 ... 3.18 6358.0 6422.0 PF
78 PF604 20250716 6368.0 6388.0 ... 9.57 6378.0 6384.0 PF
79 PF605 20250716 6376.0 6384.0 ... 6.38 6380.0 6382.0 PF
80 PF606 20250716 0.0 0.0 ... 0.00 6382.0 6390.0 PF
81 PF607 20250716 0.0 0.0 ... 0.00 6412.0 6440.0 PF
82 PK510 20250716 8200.0 8244.0 ... 137493.52 8218.0 8182.0 PK
83 PK511 20250716 8084.0 8110.0 ... 74622.15 8084.0 8030.0 PK
84 PK512 20250716 8006.0 8060.0 ... 329.55 8038.0 7990.0 PK
85 PK601 20250716 8012.0 8060.0 ... 4745.29 8036.0 7996.0 PK
86 PK603 20250716 8018.0 8032.0 ... 96.23 8020.0 7984.0 PK
87 PK604 20250716 8008.0 8020.0 ... 44.07 8014.0 7996.0 PK
88 PK605 20250716 8000.0 8018.0 ... 284.34 8010.0 7980.0 PK
89 PM509 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250716 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250716 5900.0 5918.0 ... 3745.76 5904.0 5904.0 PR
96 PR509 20250716 5878.0 5900.0 ... 270213.66 5882.0 5890.0 PR
97 PR510 20250716 5896.0 5914.0 ... 113786.38 5898.0 5898.0 PR
98 PR511 20250716 5884.0 5902.0 ... 15256.89 5886.0 5888.0 PR
99 PR512 20250716 5870.0 5882.0 ... 17.63 5876.0 5886.0 PR
100 PR601 20250716 5876.0 5896.0 ... 264.62 5880.0 5896.0 PR
101 PR602 20250716 5904.0 5910.0 ... 17.72 5908.0 5956.0 PR
102 PR603 20250716 5906.0 5906.0 ... 70.87 5906.0 5964.0 PR
103 PR604 20250716 5912.0 5912.0 ... 8.87 5912.0 5968.0 PR
104 PR605 20250716 5904.0 5912.0 ... 35.42 5904.0 5942.0 PR
105 PR606 20250716 0.0 0.0 ... 0.00 5922.0 5922.0 PR
106 PR607 20250716 5944.0 5944.0 ... 17.80 5934.0 5926.0 PR
107 PX508 20250716 6810.0 6848.0 ... 313.93 6826.0 6804.0 PX
108 PX509 20250716 6702.0 6748.0 ... 484258.91 6722.0 6716.0 PX
109 PX510 20250716 6688.0 6724.0 ... 71469.35 6694.0 6688.0 PX
110 PX511 20250716 6652.0 6684.0 ... 129767.45 6658.0 6652.0 PX
111 PX512 20250716 6654.0 6666.0 ... 28200.70 6642.0 6640.0 PX
112 PX601 20250716 6620.0 6636.0 ... 31845.21 6620.0 6618.0 PX
113 PX602 20250716 0.0 0.0 ... 0.00 6612.0 6640.0 PX
114 PX603 20250716 6594.0 6594.0 ... 6.59 6594.0 6600.0 PX
115 PX604 20250716 0.0 0.0 ... 0.00 6572.0 6560.0 PX
116 PX605 20250716 6586.0 6598.0 ... 46.04 6578.0 6572.0 PX
117 PX606 20250716 6590.0 6590.0 ... 3.30 6590.0 6568.0 PX
118 PX607 20250716 0.0 0.0 ... 0.00 6582.0 6614.0 PX
119 RI509 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250716 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250716 2656.0 2658.0 ... 15034.56 2646.0 2656.0 RM
126 RM509 20250716 2662.0 2664.0 ... 797352.70 2655.0 2657.0 RM
127 RM511 20250716 2434.0 2452.0 ... 6613.17 2442.0 2430.0 RM
128 RM601 20250716 2314.0 2323.0 ... 157091.91 2314.0 2308.0 RM
129 RM603 20250716 2291.0 2300.0 ... 8205.79 2293.0 2287.0 RM
130 RM605 20250716 2305.0 2308.0 ... 20674.95 2302.0 2303.0 RM
131 RM607 20250716 2300.0 2306.0 ... 1057.16 2298.0 2301.0 RM
132 RS508 20250716 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250716 5112.0 5123.0 ... 116.85 5080.0 5085.0 RS
134 RS511 20250716 5150.0 5150.0 ... 163.73 5116.0 5113.0 RS
135 RS607 20250716 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250716 1208.0 1210.0 ... 8051.83 1201.0 1215.0 SA
137 SA509 20250716 1213.0 1221.0 ... 2847696.91 1211.0 1226.0 SA
138 SA510 20250716 1234.0 1238.0 ... 139219.10 1227.0 1244.0 SA
139 SA511 20250716 1236.0 1241.0 ... 168309.10 1230.0 1248.0 SA
140 SA512 20250716 1262.0 1266.0 ... 48225.29 1256.0 1275.0 SA
141 SA601 20250716 1263.0 1268.0 ... 842427.52 1258.0 1276.0 SA
142 SA602 20250716 1278.0 1280.0 ... 4465.79 1267.0 1287.0 SA
143 SA603 20250716 1276.0 1279.0 ... 3880.09 1270.0 1293.0 SA
144 SA604 20250716 1303.0 1303.0 ... 986.69 1295.0 1313.0 SA
145 SA605 20250716 1304.0 1306.0 ... 22338.80 1296.0 1311.0 SA
146 SA606 20250716 1310.0 1318.0 ... 1137.79 1308.0 1323.0 SA
147 SA607 20250716 1317.0 1317.0 ... 366.42 1309.0 1321.0 SA
148 SF508 20250716 5472.0 5480.0 ... 8805.77 5440.0 5492.0 SF
149 SF509 20250716 5500.0 5500.0 ... 344595.71 5452.0 5502.0 SF
150 SF510 20250716 5456.0 5464.0 ... 40466.36 5432.0 5470.0 SF
151 SF511 20250716 5610.0 5610.0 ... 83127.65 5578.0 5618.0 SF
152 SF512 20250716 5578.0 5584.0 ... 14720.32 5552.0 5594.0 SF
153 SF601 20250716 5558.0 5562.0 ... 9937.21 5524.0 5570.0 SF
154 SF602 20250716 5502.0 5502.0 ... 496.11 5452.0 5504.0 SF
155 SF603 20250716 5614.0 5636.0 ... 123.16 5598.0 5628.0 SF
156 SF604 20250716 0.0 0.0 ... 0.00 5556.0 5612.0 SF
157 SF605 20250716 5596.0 5624.0 ... 233.94 5570.0 5638.0 SF
158 SF606 20250716 5538.0 5554.0 ... 35.90 5522.0 5584.0 SF
159 SF607 20250716 5656.0 5656.0 ... 14.02 5608.0 5540.0 SF
160 SH508 20250716 2488.0 2504.0 ... 80550.56 2468.0 2492.0 SH
161 SH509 20250716 2515.0 2534.0 ... 4676100.73 2496.0 2519.0 SH
162 SH510 20250716 2529.0 2553.0 ... 371506.90 2509.0 2543.0 SH
163 SH511 20250716 2508.0 2535.0 ... 308566.61 2485.0 2523.0 SH
164 SH512 20250716 2524.0 2539.0 ... 107918.05 2500.0 2526.0 SH
165 SH601 20250716 2502.0 2515.0 ... 155103.47 2473.0 2501.0 SH
166 SH602 20250716 2507.0 2513.0 ... 768.68 2488.0 2518.0 SH
167 SH603 20250716 2524.0 2526.0 ... 763.29 2494.0 2522.0 SH
168 SH604 20250716 2563.0 2564.0 ... 303.08 2526.0 2559.0 SH
169 SH605 20250716 2558.0 2570.0 ... 3445.11 2535.0 2556.0 SH
170 SH606 20250716 2570.0 2570.0 ... 61.20 2550.0 2579.0 SH
171 SH607 20250716 2536.0 2536.0 ... 15.22 2536.0 2574.0 SH
172 SM508 20250716 5756.0 5790.0 ... 9974.06 5754.0 5778.0 SM
173 SM509 20250716 5776.0 5794.0 ... 414323.19 5764.0 5798.0 SM
174 SM510 20250716 5746.0 5776.0 ... 37044.08 5752.0 5780.0 SM
175 SM511 20250716 5826.0 5838.0 ... 57396.03 5816.0 5844.0 SM
176 SM512 20250716 5812.0 5836.0 ... 10776.60 5814.0 5840.0 SM
177 SM601 20250716 5816.0 5826.0 ... 24881.10 5802.0 5832.0 SM
178 SM602 20250716 5802.0 5802.0 ... 5.80 5802.0 5838.0 SM
179 SM603 20250716 5812.0 5812.0 ... 17.41 5804.0 5846.0 SM
180 SM604 20250716 0.0 0.0 ... 0.00 5818.0 5848.0 SM
181 SM605 20250716 5824.0 5840.0 ... 343.23 5818.0 5850.0 SM
182 SM606 20250716 5854.0 5856.0 ... 26.25 5834.0 5864.0 SM
183 SM607 20250716 5852.0 5852.0 ... 8.77 5844.0 5846.0 SM
184 SR509 20250716 5813.0 5825.0 ... 818053.29 5804.0 5802.0 SR
185 SR511 20250716 5700.0 5718.0 ... 133887.94 5698.0 5688.0 SR
186 SR601 20250716 5650.0 5655.0 ... 112569.14 5638.0 5629.0 SR
187 SR603 20250716 5615.0 5621.0 ... 2905.57 5609.0 5600.0 SR
188 SR605 20250716 5588.0 5598.0 ... 5886.42 5585.0 5578.0 SR
189 SR607 20250716 5590.0 5590.0 ... 351.51 5579.0 5576.0 SR
190 TA508 20250716 4706.0 4722.0 ... 21391.11 4708.0 4722.0 TA
191 TA509 20250716 4702.0 4720.0 ... 1315836.44 4708.0 4708.0 TA
192 TA510 20250716 4680.0 4696.0 ... 46052.84 4682.0 4684.0 TA
193 TA511 20250716 4674.0 4688.0 ... 43985.67 4676.0 4672.0 TA
194 TA512 20250716 4674.0 4682.0 ... 10483.54 4670.0 4668.0 TA
195 TA601 20250716 4664.0 4672.0 ... 276603.57 4662.0 4668.0 TA
196 TA602 20250716 0.0 0.0 ... 0.00 4660.0 4654.0 TA
197 TA603 20250716 0.0 0.0 ... 0.00 4664.0 4680.0 TA
198 TA604 20250716 4672.0 4676.0 ... 18.69 4672.0 4674.0 TA
199 TA605 20250716 4682.0 4688.0 ... 4115.60 4680.0 4684.0 TA
200 TA606 20250716 4678.0 4678.0 ... 4.68 4678.0 4694.0 TA
201 TA607 20250716 0.0 0.0 ... 0.00 4690.0 4696.0 TA
202 UR508 20250716 1731.0 1732.0 ... 784.96 1729.0 1733.0 UR
203 UR509 20250716 1731.0 1739.0 ... 439871.18 1734.0 1738.0 UR
204 UR510 20250716 1721.0 1730.0 ... 14086.97 1724.0 1729.0 UR
205 UR511 20250716 1727.0 1736.0 ... 12941.44 1729.0 1733.0 UR
206 UR512 20250716 1718.0 1724.0 ... 24.11 1722.0 1729.0 UR
207 UR601 20250716 1712.0 1715.0 ... 49013.89 1710.0 1714.0 UR
208 UR602 20250716 1706.0 1710.0 ... 341.35 1707.0 1711.0 UR
209 UR603 20250716 1732.0 1735.0 ... 41.59 1733.0 1731.0 UR
210 UR604 20250716 1730.0 1732.0 ... 10.39 1731.0 1728.0 UR
211 UR605 20250716 1726.0 1732.0 ... 2113.92 1727.0 1725.0 UR
212 UR606 20250716 1723.0 1726.0 ... 86.17 1723.0 1723.0 UR
213 UR607 20250716 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250716 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250716 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-17 18:26:34,104 - future_1d - INFO - ak.get_czce_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 IC2507 20250716 6012.000 ... 6012.200 6004.000 IC
1 IC2508 20250716 5957.000 ... 5954.800 5947.400 IC
2 IC2509 20250716 5891.600 ... 5899.600 5892.800 IC
3 IC2512 20250716 5779.200 ... 5773.600 5769.800 IC
4 IF2507 20250716 4014.000 ... 4001.200 4009.800 IF
5 IF2508 20250716 4003.200 ... 3987.200 3994.400 IF
6 IF2509 20250716 3981.200 ... 3974.800 3981.400 IF
7 IF2512 20250716 3951.000 ... 3940.200 3948.000 IF
8 IH2507 20250716 2742.200 ... 2734.200 2740.200 IH
9 IH2508 20250716 2737.000 ... 2732.200 2737.000 IH
10 IH2509 20250716 2737.000 ... 2730.800 2735.800 IH
11 IH2512 20250716 2739.000 ... 2732.200 2737.000 IH
12 IM2507 20250716 6431.600 ... 6446.000 6418.400 IM
13 IM2508 20250716 6373.800 ... 6375.200 6348.400 IM
14 IM2509 20250716 6288.000 ... 6300.800 6274.800 IM
15 IM2512 20250716 6100.200 ... 6118.600 6096.200 IM
16 T2509 20250716 108.905 ... 108.860 108.885 T
17 T2512 20250716 108.955 ... 108.920 108.920 T
18 T2603 20250716 108.925 ... 108.885 108.900 T
19 TF2509 20250716 106.025 ... 106.020 106.015 TF
20 TF2512 20250716 106.120 ... 106.090 106.080 TF
21 TF2603 20250716 106.165 ... 106.130 106.120 TF
22 TL2509 20250716 120.830 ... 120.750 120.770 TL
23 TL2512 20250716 120.660 ... 120.590 120.590 TL
24 TL2603 20250716 120.510 ... 120.370 120.360 TL
25 TS2509 20250716 102.428 ... 102.430 102.414 TS
26 TS2512 20250716 102.508 ... 102.506 102.498 TS
27 TS2603 20250716 102.616 ... 102.598 102.600 TS
[28 rows x 12 columns]
2025-07-17 18:26:34,325 - future_1d - INFO - ak.get_cffex_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 PS2508 20250716 42360.0 ... 42515.0 42310.0 PS
1 PS2509 20250716 42000.0 ... 42240.0 41995.0 PS
2 PS2510 20250716 41895.0 ... 41850.0 41520.0 PS
3 PS2511 20250716 41000.0 ... 41300.0 40785.0 PS
4 PS2512 20250716 43030.0 ... 43495.0 42915.0 PS
5 PS2601 20250716 43330.0 ... 43300.0 42780.0 PS
6 PS2602 20250716 43000.0 ... 43170.0 42750.0 PS
7 PS2603 20250716 42960.0 ... 43090.0 42700.0 PS
8 PS2604 20250716 42920.0 ... 43000.0 42630.0 PS
9 PS2605 20250716 42900.0 ... 43025.0 42625.0 PS
10 PS2606 20250716 43360.0 ... 44180.0 43460.0 PS
11 PS2607 20250716 43235.0 ... 44055.0 43325.0 PS
13 SI2508 20250716 8725.0 ... 8670.0 8760.0 SI
14 SI2509 20250716 8740.0 ... 8680.0 8765.0 SI
15 SI2510 20250716 8680.0 ... 8655.0 8725.0 SI
16 SI2511 20250716 8655.0 ... 8610.0 8670.0 SI
17 SI2512 20250716 9015.0 ... 8920.0 8950.0 SI
18 SI2601 20250716 8910.0 ... 8860.0 8890.0 SI
19 SI2602 20250716 8875.0 ... 8845.0 8865.0 SI
20 SI2603 20250716 8850.0 ... 8820.0 8885.0 SI
21 SI2604 20250716 8825.0 ... 8835.0 8850.0 SI
22 SI2605 20250716 8825.0 ... 8830.0 8840.0 SI
23 SI2606 20250716 8805.0 ... 8825.0 8845.0 SI
24 SI2607 20250716 8805.0 ... 8820.0 8825.0 SI
27 LC2508 20250716 67340.0 ... 66660.0 66360.0 LC
28 LC2509 20250716 67300.0 ... 66320.0 66160.0 LC
29 LC2510 20250716 66300.0 ... 66060.0 65920.0 LC
30 LC2511 20250716 66600.0 ... 65820.0 65720.0 LC
31 LC2512 20250716 66100.0 ... 66160.0 66100.0 LC
32 LC2601 20250716 66460.0 ... 66080.0 66000.0 LC
33 LC2602 20250716 66660.0 ... 66120.0 66080.0 LC
34 LC2603 20250716 66500.0 ... 66140.0 66020.0 LC
35 LC2604 20250716 67320.0 ... 66580.0 66620.0 LC
36 LC2605 20250716 66900.0 ... 66700.0 66620.0 LC
37 LC2606 20250716 67300.0 ... 66680.0 66600.0 LC
38 LC2607 20250716 67380.0 ... 66600.0 66580.0 LC
[36 rows x 12 columns]
2025-07-17 18:26:34,509 - future_1d - INFO - ak.get_gfex_daily('2025-07-16') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250716 ... 77960 77930 CU
1 1 CU2509 20250716 ... 77950 77850 CU
2 2 CU2510 20250716 ... 77890 77780 CU
3 3 CU2511 20250716 ... 77880 77760 CU
4 4 CU2512 20250716 ... 77840 77720 CU
5 5 CU2601 20250716 ... 77800 77690 CU
6 6 CU2602 20250716 ... 77780 77680 CU
7 7 CU2603 20250716 ... 77780 77680 CU
8 8 CU2604 20250716 ... 77800 77700 CU
9 9 CU2605 20250716 ... 77790 77730 CU
10 10 CU2606 20250716 ... 77760 77720 CU
11 11 CU2607 20250716 ... 77820 77720 CU
12 12 BC2508 20250716 ... 69170 69140 BC
13 13 BC2509 20250716 ... 69260 69200 BC
14 14 BC2510 20250716 ... 69400 69600 BC
15 15 BC2511 20250716 ... 69190 69190 BC
16 16 BC2512 20250716 ... 69320 69320 BC
17 17 BC2601 20250716 ... 69480 69480 BC
18 18 BC2602 20250716 ... 69410 69410 BC
19 19 BC2603 20250716 ... 69290 69290 BC
20 20 BC2604 20250716 ... 69430 69430 BC
21 21 BC2605 20250716 ... 69460 69460 BC
22 22 BC2606 20250716 ... 67820 67820 BC
23 23 BC2607 20250716 ... 67820 67820 BC
24 24 AL2508 20250716 ... 20430 20390 AL
25 25 AL2509 20250716 ... 20400 20365 AL
26 26 AL2510 20250716 ... 20345 20310 AL
27 27 AL2511 20250716 ... 20275 20260 AL
28 28 AL2512 20250716 ... 20225 20210 AL
29 29 AL2601 20250716 ... 20200 20180 AL
30 30 AL2602 20250716 ... 20200 20165 AL
31 31 AL2603 20250716 ... 20220 20190 AL
32 32 AL2604 20250716 ... 20210 20200 AL
33 33 AL2605 20250716 ... 20240 20220 AL
34 34 AL2606 20250716 ... 20235 20210 AL
35 35 AL2607 20250716 ... 20245 20210 AL
36 36 ZN2508 20250716 ... 22015 22105 ZN
37 37 ZN2509 20250716 ... 22000 22105 ZN
38 38 ZN2510 20250716 ... 21985 22090 ZN
39 39 ZN2511 20250716 ... 21955 22070 ZN
40 40 ZN2512 20250716 ... 21925 22035 ZN
41 41 ZN2601 20250716 ... 21895 21995 ZN
42 42 ZN2602 20250716 ... 21885 22000 ZN
43 43 ZN2603 20250716 ... 21895 22010 ZN
44 44 ZN2604 20250716 ... 21885 22000 ZN
45 45 ZN2605 20250716 ... 21910 22000 ZN
46 46 ZN2606 20250716 ... 21905 22020 ZN
47 47 ZN2607 20250716 ... 21880 22020 ZN
48 48 PB2508 20250716 ... 16895 17010 PB
49 49 PB2509 20250716 ... 16925 17035 PB
50 50 PB2510 20250716 ... 16950 17055 PB
51 51 PB2511 20250716 ... 16980 17045 PB
52 52 PB2512 20250716 ... 16975 17075 PB
53 53 PB2601 20250716 ... 17005 17095 PB
54 54 PB2602 20250716 ... 17030 17055 PB
55 55 PB2603 20250716 ... 17075 17075 PB
56 56 PB2604 20250716 ... 17050 17040 PB
57 57 PB2605 20250716 ... 17040 17110 PB
58 58 PB2606 20250716 ... 17030 17130 PB
59 59 PB2607 20250716 ... 17020 17130 PB
60 60 NI2508 20250716 ... 120600 119460 NI
61 61 NI2509 20250716 ... 120710 119590 NI
62 62 NI2510 20250716 ... 120870 119740 NI
63 63 NI2511 20250716 ... 120870 119970 NI
64 64 NI2512 20250716 ... 121340 120190 NI
65 65 NI2601 20250716 ... 121390 120340 NI
66 66 NI2602 20250716 ... 121790 120210 NI
67 67 NI2603 20250716 ... 121890 120610 NI
68 68 NI2604 20250716 ... 122460 120590 NI
69 69 NI2605 20250716 ... 122350 121010 NI
70 70 NI2606 20250716 ... 122530 121060 NI
71 71 NI2607 20250716 ... 123040 121060 NI
72 72 SN2508 20250716 ... 263470 263730 SN
73 73 SN2509 20250716 ... 263650 263740 SN
74 74 SN2510 20250716 ... 263640 263650 SN
75 75 SN2511 20250716 ... 263520 263450 SN
76 76 SN2512 20250716 ... 263440 263340 SN
77 77 SN2601 20250716 ... 263120 263190 SN
78 78 SN2602 20250716 ... 263410 262780 SN
79 79 SN2603 20250716 ... 262690 263540 SN
80 80 SN2604 20250716 ... 263820 263780 SN
81 81 SN2605 20250716 ... 263830 263150 SN
82 82 SN2606 20250716 ... 263980 263650 SN
83 83 SN2607 20250716 ... 262970 263650 SN
84 84 AO2508 20250716 ... 3161 3195 AO
85 85 AO2509 20250716 ... 3139 3161 AO
86 86 AO2510 20250716 ... 3106 3124 AO
87 87 AO2511 20250716 ... 3084 3108 AO
88 88 AO2512 20250716 ... 3071 3096 AO
89 89 AO2601 20250716 ... 3069 3087 AO
90 90 AO2602 20250716 ... 3052 3079 AO
91 91 AO2603 20250716 ... 3063 3074 AO
92 92 AO2604 20250716 ... 3046 3066 AO
93 93 AO2605 20250716 ... 3041 3056 AO
94 94 AO2606 20250716 ... 3038 3050 AO
95 95 AO2607 20250716 ... 3058 3050 AO
96 96 AD2511 20250716 ... 19810 19775 AD
97 97 AD2512 20250716 ... 19740 19715 AD
98 98 AD2601 20250716 ... 19725 19685 AD
99 99 AD2602 20250716 ... 19700 19650 AD
100 100 AD2603 20250716 ... 19760 19760 AD
101 101 AD2604 20250716 ... 19645 19625 AD
102 102 AD2605 20250716 ... 19585 19585 AD
103 103 AD2606 20250716 ... 19550 19550 AD
104 104 AD2607 20250716 ... 19550 19550 AD
105 105 AU2508 20250716 ... 774.1 776.12 AU
106 106 AU2509 20250716 ... 775.26 778.2 AU
107 107 AU2510 20250716 ... 776.5 778.22 AU
108 108 AU2512 20250716 ... 778.54 780.42 AU
109 109 AU2602 20250716 ... 780.42 782.58 AU
110 110 AU2604 20250716 ... 782.72 784.16 AU
111 111 AU2606 20250716 ... 784.68 786.26 AU
112 112 AU2608 20250716 ... 786 786.26 AU
113 113 AG2508 20250716 ... 9134 9156 AG
114 114 AG2509 20250716 ... 9150 9173 AG
115 115 AG2510 20250716 ... 9160 9184 AG
116 116 AG2511 20250716 ... 9172 9193 AG
117 117 AG2512 20250716 ... 9178 9202 AG
118 118 AG2601 20250716 ... 9189 9214 AG
119 119 AG2602 20250716 ... 9203 9226 AG
120 120 AG2603 20250716 ... 9211 9235 AG
121 121 AG2604 20250716 ... 9224 9251 AG
122 122 AG2605 20250716 ... 9238 9263 AG
123 123 AG2606 20250716 ... 9249 9270 AG
124 124 AG2607 20250716 ... 9256 9270 AG
125 125 RB2508 20250716 ... 3051 3071 RB
126 126 RB2509 20250716 ... 3066 3079 RB
127 127 RB2510 20250716 ... 3108 3121 RB
128 128 RB2511 20250716 ... 3134 3145 RB
129 129 RB2512 20250716 ... 3151 3160 RB
130 130 RB2601 20250716 ... 3151 3161 RB
131 131 RB2602 20250716 ... 3140 3148 RB
132 132 RB2603 20250716 ... 3146 3155 RB
133 133 RB2604 20250716 ... 3148 3152 RB
134 134 RB2605 20250716 ... 3162 3171 RB
135 135 RB2606 20250716 ... 3172 3181 RB
136 136 RB2607 20250716 ... 3178 3181 RB
137 137 WR2508 20250716 ... 3212 3212 WR
138 138 WR2509 20250716 ... 3335 3335 WR
139 139 WR2510 20250716 ... 3357 3366 WR
140 140 WR2511 20250716 ... 3408 3408 WR
141 141 WR2512 20250716 ... 3392 3392 WR
142 142 WR2601 20250716 ... 3345 3361 WR
143 143 WR2602 20250716 ... 3396 3396 WR
144 144 WR2603 20250716 ... 3387 3387 WR
145 145 WR2604 20250716 ... 3392 3392 WR
146 146 WR2605 20250716 ... 3370 3370 WR
147 147 WR2606 20250716 ... 3400 3400 WR
148 148 WR2607 20250716 ... 3400 3400 WR
149 149 HC2508 20250716 ... 3247 3261 HC
150 150 HC2509 20250716 ... 3255 3266 HC
151 151 HC2510 20250716 ... 3252 3263 HC
152 152 HC2511 20250716 ... 3257 3268 HC
153 153 HC2512 20250716 ... 3264 3276 HC
154 154 HC2601 20250716 ... 3270 3277 HC
155 155 HC2602 20250716 ... 3269 3279 HC
156 156 HC2603 20250716 ... 3271 3280 HC
157 157 HC2604 20250716 ... 3285 3276 HC
158 158 HC2605 20250716 ... 3275 3284 HC
159 159 HC2606 20250716 ... 3279 3291 HC
160 160 HC2607 20250716 ... 3294 3291 HC
161 161 SS2508 20250716 ... 12715 12695 SS
162 162 SS2509 20250716 ... 12690 12685 SS
163 163 SS2510 20250716 ... 12745 12740 SS
164 164 SS2511 20250716 ... 12780 12780 SS
165 165 SS2512 20250716 ... 12820 12805 SS
166 166 SS2601 20250716 ... 12865 12850 SS
167 167 SS2602 20250716 ... 12890 12860 SS
168 168 SS2603 20250716 ... 12930 12925 SS
169 169 SS2604 20250716 ... 12945 12975 SS
170 170 SS2605 20250716 ... 13025 13000 SS
171 171 SS2606 20250716 ... 13060 13050 SS
172 172 SS2607 20250716 ... 13090 13050 SS
173 173 SC2508 20250716 ... 517.2 522.2 SC
174 174 SC2509 20250716 ... 507 509.3 SC
175 175 SC2510 20250716 ... 500.5 502.2 SC
176 176 SC2511 20250716 ... 494.7 496.2 SC
177 177 SC2512 20250716 ... 491.1 493.5 SC
178 178 SC2601 20250716 ... 487.8 490.1 SC
179 179 SC2602 20250716 ... 484.7 486.8 SC
180 180 SC2603 20250716 ... 482.1 484.2 SC
181 181 SC2604 20250716 ... 479.1 483.1 SC
182 182 SC2605 20250716 ... 479 479.1 SC
183 183 SC2606 20250716 ... 475.7 477.9 SC
184 184 SC2607 20250716 ... 478.4 478.4 SC
185 185 SC2609 20250716 ... 473.5 475.3 SC
186 186 SC2612 20250716 ... 465.4 473.1 SC
187 187 SC2703 20250716 ... 467 468 SC
188 188 SC2706 20250716 ... 462 461.7 SC
189 189 SC2709 20250716 ... 461.7 461.3 SC
190 190 SC2712 20250716 ... 461.1 462.3 SC
191 191 SC2803 20250716 ... 462 462.9 SC
192 192 SC2806 20250716 ... 458.5 458.2 SC
193 193 LU2508 20250716 ... 3633 3618 LU
194 194 LU2509 20250716 ... 3649 3647 LU
195 195 LU2510 20250716 ... 3621 3622 LU
196 196 LU2511 20250716 ... 3591 3587 LU
197 197 LU2512 20250716 ... 3558 3551 LU
198 198 LU2601 20250716 ... 3542 3542 LU
199 199 LU2602 20250716 ... 3508 3525 LU
200 200 LU2603 20250716 ... 3509 3501 LU
201 201 LU2604 20250716 ... 3471 3471 LU
202 202 LU2605 20250716 ... 3463 3480 LU
203 203 LU2606 20250716 ... 3454 3454 LU
204 204 LU2607 20250716 ... 3444 3437 LU
205 205 FU2508 20250716 ... 2838 2828 FU
206 206 FU2509 20250716 ... 2871 2867 FU
207 207 FU2510 20250716 ... 2879 2868 FU
208 208 FU2511 20250716 ... 2867 2856 FU
209 209 FU2512 20250716 ... 2860 2848 FU
210 210 FU2601 20250716 ... 2850 2844 FU
211 211 FU2602 20250716 ... 2843 2830 FU
212 212 FU2603 20250716 ... 2829 2819 FU
213 213 FU2604 20250716 ... 2817 2809 FU
214 214 FU2605 20250716 ... 2801 2799 FU
215 215 FU2606 20250716 ... 2789 2785 FU
216 216 FU2607 20250716 ... 2778 2774 FU
217 217 BU2508 20250716 ... 3648 3665 BU
218 218 BU2509 20250716 ... 3617 3631 BU
219 219 BU2510 20250716 ... 3563 3574 BU
220 220 BU2511 20250716 ... 3511 3521 BU
221 221 BU2512 20250716 ... 3442 3452 BU
222 222 BU2601 20250716 ... 3406 3410 BU
223 223 BU2602 20250716 ... 3400 3407 BU
224 224 BU2603 20250716 ... 3395 3394 BU
225 225 BU2604 20250716 ... 3385 3386 BU
226 226 BU2605 20250716 ... 3378 3388 BU
227 227 BU2606 20250716 ... 3378 3371 BU
228 228 BU2607 20250716 ... 3371 3371 BU
229 229 BU2609 20250716 ... 3363 3355 BU
230 230 BU2612 20250716 ... 3325 3295 BU
231 231 BU2703 20250716 ... 3312 3298 BU
232 232 BU2706 20250716 ... 3325 3304 BU
233 233 BR2508 20250716 ... 11470 11590 BR
234 234 BR2509 20250716 ... 11420 11550 BR
235 235 BR2510 20250716 ... 11395 11525 BR
236 236 BR2511 20250716 ... 11400 11540 BR
237 237 BR2512 20250716 ... 11410 11540 BR
238 238 BR2601 20250716 ... 11425 11540 BR
239 239 BR2602 20250716 ... 11420 11540 BR
240 240 BR2603 20250716 ... 11430 11580 BR
241 241 BR2604 20250716 ... 11425 11560 BR
242 242 BR2605 20250716 ... 11415 11555 BR
243 243 BR2606 20250716 ... 11445 11495 BR
244 244 BR2607 20250716 ... 11395 11495 BR
245 245 RU2508 20250716 ... 14360 14410 RU
246 246 RU2509 20250716 ... 14405 14420 RU
247 247 RU2510 20250716 ... 14420 14465 RU
248 248 RU2511 20250716 ... 14435 14445 RU
249 249 RU2601 20250716 ... 15275 15300 RU
250 250 RU2603 20250716 ... 15290 15310 RU
251 251 RU2604 20250716 ... 15305 15405 RU
252 252 RU2605 20250716 ... 15370 15385 RU
253 253 RU2606 20250716 ... 15315 15315 RU
254 254 RU2607 20250716 ... 15315 15315 RU
255 255 NR2508 20250716 ... 12365 12420 NR
256 256 NR2509 20250716 ... 12390 12445 NR
257 257 NR2510 20250716 ... 12400 12450 NR
258 258 NR2511 20250716 ... 12415 12450 NR
259 259 NR2512 20250716 ... 12445 12455 NR
260 260 NR2601 20250716 ... 12450 12485 NR
261 261 NR2602 20250716 ... 12465 12545 NR
262 262 NR2603 20250716 ... 12495 12495 NR
263 263 NR2604 20250716 ... 12535 12535 NR
264 264 NR2605 20250716 ... 12565 12470 NR
265 265 NR2606 20250716 ... 12565 12510 NR
266 266 NR2607 20250716 ... 12510 12510 NR
267 267 SP2508 20250716 ... 5214 5218 SP
268 268 SP2509 20250716 ... 5240 5240 SP
269 269 SP2510 20250716 ... 5232 5236 SP
270 270 SP2511 20250716 ... 5210 5216 SP
271 271 SP2512 20250716 ... 5188 5194 SP
272 272 SP2601 20250716 ... 5398 5394 SP
273 273 SP2602 20250716 ... 5336 5334 SP
274 274 SP2603 20250716 ... 5340 5338 SP
275 275 SP2604 20250716 ... 5328 5324 SP
276 276 SP2605 20250716 ... 5336 5332 SP
277 277 SP2606 20250716 ... 5342 5330 SP
278 278 SP2607 20250716 ... 5350 5330 SP
279 279 EC2508 20250716 ... 2148.5 2090.7 EC
280 280 EC2510 20250716 ... 1652 1576.1 EC
281 281 EC2512 20250716 ... 1807.5 1733.4 EC
282 282 EC2602 20250716 ... 1505.9 1479.3 EC
283 283 EC2604 20250716 ... 1316.5 1293.3 EC
284 284 EC2606 20250716 ... 1461.8 1437.8 EC
285 285 SC_TAS2508 20250716 ... SC_TAS
286 286 SC_TAS2509 20250716 ... SC_TAS
287 287 SC_TAS2510 20250716 ... SC_TAS
288 288 SC_TAS2511 20250716 ... SC_TAS
[289 rows x 13 columns]
2025-07-17 18:26:34,610 - future_1d - INFO - ak.get_shfe_daily('2025-07-16') done
symbol date open ... settle pre_settle variety
0 a2509 20250716 4149.00 ... 4166.00 4143.00 A
1 a2511 20250716 4067.00 ... 4081.00 4063.00 A
2 a2601 20250716 4055.00 ... 4070.00 4053.00 A
3 a2603 20250716 4044.00 ... 4055.00 4043.00 A
4 a2605 20250716 4083.00 ... 4087.00 4075.00 A
5 a2607 20250716 4081.00 ... 4086.00 4089.00 A
6 b2508 20250716 3580.00 ... 3559.00 3571.00 B
7 b2509 20250716 3631.00 ... 3633.00 3635.00 B
8 b2510 20250716 3685.00 ... 3679.00 3681.00 B
9 b2511 20250716 3678.00 ... 3685.00 3682.00 B
10 b2512 20250716 3692.00 ... 3697.00 3696.00 B
11 b2601 20250716 3680.00 ... 3686.00 3679.00 B
12 b2602 20250716 3645.00 ... 3652.00 3651.00 B
13 b2603 20250716 3557.00 ... 3555.00 3558.00 B
14 b2604 20250716 3458.00 ... 3456.00 3456.00 B
15 b2605 20250716 3381.00 ... 3379.00 3379.00 B
16 b2606 20250716 3374.00 ... 3376.00 3373.00 B
17 b2607 20250716 3372.00 ... 3378.00 3370.00 B
18 bb2509 20250716 144.00 ... 144.20 145.05 BB
19 bb2511 20250716 143.70 ... 146.55 145.35 BB
20 bb2601 20250716 146.85 ... 146.60 149.35 BB
21 bb2603 20250716 0.00 ... 153.15 156.00 BB
22 bb2605 20250716 0.00 ... 153.15 156.00 BB
23 bb2607 20250716 0.00 ... 153.15 156.00 BB
24 bz2603 20250716 6151.00 ... 6153.00 6166.00 BZ
25 bz2604 20250716 6142.00 ... 6149.00 6135.00 BZ
26 bz2605 20250716 6137.00 ... 6128.00 6132.00 BZ
27 bz2606 20250716 6150.00 ... 6135.00 6141.00 BZ
28 c2509 20250716 2296.00 ... 2294.00 2301.00 C
29 c2511 20250716 2268.00 ... 2266.00 2270.00 C
30 c2601 20250716 2236.00 ... 2235.00 2237.00 C
31 c2603 20250716 2241.00 ... 2240.00 2241.00 C
32 c2605 20250716 2273.00 ... 2272.00 2274.00 C
33 c2607 20250716 2280.00 ... 2283.00 2286.00 C
34 cs2509 20250716 2641.00 ... 2638.00 2646.00 CS
35 cs2511 20250716 2602.00 ... 2597.00 2605.00 CS
36 cs2601 20250716 2608.00 ... 2606.00 2608.00 CS
37 cs2603 20250716 2595.00 ... 2595.00 2597.00 CS
38 cs2605 20250716 2643.00 ... 2641.00 2641.00 CS
39 cs2607 20250716 2641.00 ... 2639.00 2646.00 CS
40 eb2507 20250716 0.00 ... 7260.00 7253.00 EB
41 eb2508 20250716 7356.00 ... 7340.00 7395.00 EB
42 eb2509 20250716 7277.00 ... 7253.00 7290.00 EB
43 eb2510 20250716 7194.00 ... 7180.00 7205.00 EB
44 eb2511 20250716 7136.00 ... 7119.00 7138.00 EB
45 eb2512 20250716 7105.00 ... 7088.00 7110.00 EB
46 eb2601 20250716 7087.00 ... 7094.00 7110.00 EB
47 eb2602 20250716 7112.00 ... 7114.00 7139.00 EB
48 eb2603 20250716 7109.00 ... 7126.00 7137.00 EB
49 eb2604 20250716 7131.00 ... 7131.00 7140.00 EB
50 eb2605 20250716 7128.00 ... 7109.00 7150.00 EB
51 eb2606 20250716 7120.00 ... 7120.00 7140.00 EB
52 eg2507 20250716 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250716 4305.00 ... 4309.00 4305.00 EG
54 eg2509 20250716 4329.00 ... 4333.00 4338.00 EG
55 eg2510 20250716 4338.00 ... 4334.00 4343.00 EG
56 eg2511 20250716 4334.00 ... 4334.00 4352.00 EG
57 eg2512 20250716 4330.00 ... 4339.00 4353.00 EG
58 eg2601 20250716 4344.00 ... 4342.00 4348.00 EG
59 eg2602 20250716 4336.00 ... 4350.00 4356.00 EG
60 eg2603 20250716 4364.00 ... 4362.00 4353.00 EG
61 eg2604 20250716 4379.00 ... 4379.00 4363.00 EG
62 eg2605 20250716 4365.00 ... 4369.00 4371.00 EG
63 eg2606 20250716 4356.00 ... 4364.00 4376.00 EG
64 fb2508 20250716 0.00 ... 1355.50 1355.50 FB
65 fb2509 20250716 1311.00 ... 1309.00 1312.00 FB
66 fb2510 20250716 1320.50 ... 1323.00 1321.50 FB
67 fb2511 20250716 1323.50 ... 1321.50 1324.50 FB
68 fb2512 20250716 1323.50 ... 1324.00 1325.00 FB
69 fb2601 20250716 1322.00 ... 1315.50 1322.00 FB
70 fb2602 20250716 0.00 ... 1294.00 1294.00 FB
71 fb2603 20250716 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250716 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250716 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250716 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250716 0.00 ... 1297.00 1297.00 FB
76 i2508 20250716 768.00 ... 772.50 768.00 I
77 i2509 20250716 767.00 ... 771.50 765.00 I
78 i2510 20250716 762.00 ... 765.50 759.00 I
79 i2511 20250716 754.50 ... 757.50 751.50 I
80 i2512 20250716 747.50 ... 751.00 745.50 I
81 i2601 20250716 738.00 ... 741.50 736.50 I
82 i2602 20250716 735.50 ... 738.50 734.00 I
83 i2603 20250716 731.50 ... 734.50 730.00 I
84 i2604 20250716 727.00 ... 730.00 726.50 I
85 i2605 20250716 718.50 ... 721.00 716.50 I
86 i2606 20250716 712.50 ... 715.00 711.50 I
87 i2607 20250716 709.00 ... 710.50 707.00 I
88 j2508 20250716 1489.00 ... 1474.50 1483.50 J
89 j2509 20250716 1517.00 ... 1504.00 1516.50 J
90 j2510 20250716 1530.00 ... 1518.00 1530.00 J
91 j2511 20250716 1530.50 ... 1514.00 1545.00 J
92 j2512 20250716 0.00 ... 1552.50 1552.50 J
93 j2601 20250716 1562.00 ... 1545.00 1561.00 J
94 j2602 20250716 1552.50 ... 1548.00 1572.00 J
95 j2603 20250716 0.00 ... 1589.00 1589.00 J
96 j2604 20250716 1575.50 ... 1575.50 1584.50 J
97 j2605 20250716 1598.00 ... 1578.00 1600.00 J
98 j2606 20250716 0.00 ... 1591.50 1591.50 J
99 j2607 20250716 0.00 ... 1591.50 1591.50 J
100 jd2507 20250716 2900.00 ... 2900.00 2780.00 JD
101 jd2508 20250716 3470.00 ... 3457.00 3451.00 JD
102 jd2509 20250716 3616.00 ... 3605.00 3611.00 JD
103 jd2510 20250716 3423.00 ... 3419.00 3409.00 JD
104 jd2511 20250716 3429.00 ... 3430.00 3418.00 JD
105 jd2512 20250716 3570.00 ... 3566.00 3565.00 JD
106 jd2601 20250716 3620.00 ... 3619.00 3615.00 JD
107 jd2602 20250716 3193.00 ... 3190.00 3189.00 JD
108 jd2603 20250716 3193.00 ... 3191.00 3192.00 JD
109 jd2604 20250716 3337.00 ... 3333.00 3335.00 JD
110 jd2605 20250716 3413.00 ... 3404.00 3411.00 JD
111 jd2606 20250716 3264.00 ... 3262.00 3264.00 JD
112 jm2508 20250716 857.50 ... 852.50 857.50 JM
113 jm2509 20250716 912.00 ... 904.50 910.50 JM
114 jm2510 20250716 927.50 ... 917.50 925.00 JM
115 jm2511 20250716 941.00 ... 929.50 938.50 JM
116 jm2512 20250716 955.50 ... 940.00 950.00 JM
117 jm2601 20250716 961.00 ... 948.00 959.50 JM
118 jm2602 20250716 969.50 ... 951.50 968.00 JM
119 jm2603 20250716 972.50 ... 959.00 969.50 JM
120 jm2604 20250716 978.50 ... 964.00 973.00 JM
121 jm2605 20250716 987.00 ... 972.00 979.50 JM
122 jm2606 20250716 997.00 ... 985.50 990.50 JM
123 jm2607 20250716 992.00 ... 985.50 997.50 JM
124 l2508 20250716 7182.00 ... 7189.00 7217.00 L
125 l2509 20250716 7221.00 ... 7215.00 7243.00 L
126 l2510 20250716 7230.00 ... 7217.00 7246.00 L
127 l2511 20250716 7236.00 ... 7223.00 7256.00 L
128 l2512 20250716 7238.00 ... 7228.00 7258.00 L
129 l2601 20250716 7247.00 ... 7228.00 7259.00 L
130 l2602 20250716 7237.00 ... 7229.00 7252.00 L
131 l2603 20250716 7220.00 ... 7209.00 7262.00 L
132 l2604 20250716 7238.00 ... 7230.00 7277.00 L
133 l2605 20250716 7219.00 ... 7201.00 7239.00 L
134 l2606 20250716 7225.00 ... 7215.00 7230.00 L
135 l2607 20250716 7223.00 ... 7212.00 7274.00 L
136 lg2507 20250716 802.50 ... 802.50 802.00 LG
137 lg2509 20250716 788.00 ... 792.50 789.50 LG
138 lg2511 20250716 788.50 ... 791.50 790.00 LG
139 lg2601 20250716 793.50 ... 798.00 793.50 LG
140 lg2603 20250716 797.50 ... 799.50 795.00 LG
141 lg2605 20250716 801.00 ... 805.00 803.00 LG
142 lh2507 20250716 13915.00 ... 13895.00 14000.00 LH
143 lh2509 20250716 14235.00 ... 14100.00 14280.00 LH
144 lh2511 20250716 13615.00 ... 13545.00 13625.00 LH
145 lh2601 20250716 13750.00 ... 13725.00 13770.00 LH
146 lh2603 20250716 12965.00 ... 12930.00 12975.00 LH
147 lh2605 20250716 13155.00 ... 13125.00 13170.00 LH
148 m2508 20250716 2969.00 ... 2956.00 2967.00 M
149 m2509 20250716 2980.00 ... 2978.00 2986.00 M
150 m2511 20250716 3020.00 ... 3017.00 3024.00 M
151 m2512 20250716 3041.00 ... 3041.00 3046.00 M
152 m2601 20250716 3016.00 ... 3013.00 3019.00 M
153 m2603 20250716 2869.00 ... 2865.00 2870.00 M
154 m2605 20250716 2703.00 ... 2700.00 2702.00 M
155 m2607 20250716 2700.00 ... 2699.00 2704.00 M
156 p2508 20250716 8758.00 ... 8740.00 8768.00 P
157 p2509 20250716 8704.00 ... 8720.00 8754.00 P
158 p2510 20250716 8710.00 ... 8714.00 8732.00 P
159 p2511 20250716 8704.00 ... 8716.00 8724.00 P
160 p2512 20250716 8700.00 ... 8712.00 8732.00 P
161 p2601 20250716 8670.00 ... 8700.00 8720.00 P
162 p2602 20250716 8680.00 ... 8680.00 8692.00 P
163 p2603 20250716 8650.00 ... 8640.00 8642.00 P
164 p2604 20250716 0.00 ... 8586.00 8586.00 P
165 p2605 20250716 8478.00 ... 8490.00 8500.00 P
166 p2606 20250716 8456.00 ... 8452.00 8452.00 P
167 p2607 20250716 0.00 ... 8420.00 8420.00 P
168 pg2507 20250716 4072.00 ... 4056.00 4150.00 PG
169 pg2508 20250716 4120.00 ... 4108.00 4160.00 PG
170 pg2509 20250716 4028.00 ... 4019.00 4059.00 PG
171 pg2510 20250716 4450.00 ... 4442.00 4478.00 PG
172 pg2511 20250716 4361.00 ... 4360.00 4396.00 PG
173 pg2512 20250716 4284.00 ... 4285.00 4329.00 PG
174 pg2601 20250716 4205.00 ... 4210.00 4235.00 PG
175 pg2602 20250716 4128.00 ... 4124.00 4155.00 PG
176 pg2603 20250716 4053.00 ... 4046.00 4064.00 PG
177 pg2604 20250716 4343.00 ... 4347.00 4348.00 PG
178 pg2605 20250716 4263.00 ... 4241.00 4250.00 PG
179 pg2606 20250716 4164.00 ... 4179.00 4218.00 PG
180 pp2508 20250716 7000.00 ... 6996.00 7009.00 PP
181 pp2509 20250716 7018.00 ... 7014.00 7036.00 PP
182 pp2510 20250716 7007.00 ... 6993.00 7018.00 PP
183 pp2511 20250716 7008.00 ... 6999.00 7023.00 PP
184 pp2512 20250716 7020.00 ... 7008.00 7032.00 PP
185 pp2601 20250716 7027.00 ... 7012.00 7040.00 PP
186 pp2602 20250716 7005.00 ... 7005.00 7005.00 PP
187 pp2603 20250716 0.00 ... 7009.00 7048.00 PP
188 pp2604 20250716 0.00 ... 7014.00 7051.00 PP
189 pp2605 20250716 7018.00 ... 7009.00 7035.00 PP
190 pp2606 20250716 6999.00 ... 6993.00 7006.00 PP
191 pp2607 20250716 0.00 ... 7033.00 7033.00 PP
192 rr2508 20250716 3579.00 ... 3580.00 3583.00 RR
193 rr2509 20250716 3611.00 ... 3613.00 3605.00 RR
194 rr2510 20250716 3616.00 ... 3617.00 3614.00 RR
195 rr2511 20250716 3617.00 ... 3619.00 3611.00 RR
196 rr2512 20250716 3611.00 ... 3608.00 3606.00 RR
197 rr2601 20250716 3612.00 ... 3611.00 3610.00 RR
198 rr2602 20250716 3617.00 ... 3614.00 3615.00 RR
199 rr2603 20250716 3611.00 ... 3615.00 3617.00 RR
200 rr2604 20250716 3619.00 ... 3623.00 3621.00 RR
201 rr2605 20250716 3620.00 ... 3620.00 3619.00 RR
202 rr2606 20250716 3613.00 ... 3614.00 3615.00 RR
203 rr2607 20250716 0.00 ... 3618.00 3618.00 RR
204 v2508 20250716 4926.00 ... 4908.00 4949.00 V
205 v2509 20250716 4978.00 ... 4950.00 4991.00 V
206 v2510 20250716 5002.00 ... 4977.00 5017.00 V
207 v2511 20250716 5026.00 ... 5003.00 5048.00 V
208 v2512 20250716 5056.00 ... 5032.00 5069.00 V
209 v2601 20250716 5082.00 ... 5062.00 5098.00 V
210 v2602 20250716 5096.00 ... 5081.00 5109.00 V
211 v2603 20250716 5115.00 ... 5100.00 5135.00 V
212 v2604 20250716 5245.00 ... 5243.00 5283.00 V
213 v2605 20250716 5271.00 ... 5250.00 5287.00 V
214 v2606 20250716 5287.00 ... 5260.00 5276.00 V
215 v2607 20250716 5300.00 ... 5276.00 5345.00 V
216 y2508 20250716 8034.00 ... 8028.00 8016.00 Y
217 y2509 20250716 8020.00 ... 8032.00 8012.00 Y
218 y2511 20250716 8016.00 ... 8030.00 8010.00 Y
219 y2512 20250716 8042.00 ... 8044.00 8030.00 Y
220 y2601 20250716 7968.00 ... 7992.00 7964.00 Y
221 y2603 20250716 7862.00 ... 7864.00 7860.00 Y
222 y2605 20250716 7638.00 ... 7648.00 7636.00 Y
223 y2607 20250716 7650.00 ... 7636.00 7584.00 Y
[224 rows x 12 columns]
2025-07-17 18:26:35,637 - future_1d - INFO - ak.get_dce_daily('2025-07-16') done
2025-07-17 18:26:37,385 - future_1d - INFO - save future_daily 2025-07-16 completed
symbol date open ... settle pre_settle variety
0 SC2508 20250717 513 ... 513.6 517.2 SC
1 SC2509 20250717 503 ... 502.9 507 SC
2 SC2510 20250717 496.8 ... 496.6 500.5 SC
3 SC2511 20250717 490 ... 491.3 494.7 SC
4 SC2512 20250717 486 ... 488 491.1 SC
5 SC2601 20250717 481.9 ... 485 487.8 SC
6 SC2602 20250717 478.7 ... 481 484.7 SC
7 SC2603 20250717 478.1 ... 480.1 482.1 SC
8 SC2604 20250717 476.1 ... 476.1 479.1 SC
9 SC2605 20250717 474.5 ... 474.5 479 SC
10 SC2606 20250717 471.3 ... 473.4 475.7 SC
11 SC2607 20250717 ... 475.5 478.4 SC
12 SC2609 20250717 ... 473.5 473.5 SC
13 SC2612 20250717 463.7 ... 466.7 465.4 SC
14 SC2703 20250717 460.9 ... 463.8 467 SC
15 SC2706 20250717 459.9 ... 461.7 462 SC
16 SC2709 20250717 ... 461.7 461.7 SC
17 SC2712 20250717 457.8 ... 460 461.1 SC
18 SC2803 20250717 ... 461.9 462 SC
19 SC2806 20250717 456.8 ... 457.6 458.5 SC
21 LU2508 20250717 3575 ... 3568 3633 LU
22 LU2509 20250717 3601 ... 3585 3649 LU
23 LU2510 20250717 3581 ... 3579 3621 LU
24 LU2511 20250717 3566 ... 3558 3591 LU
25 LU2512 20250717 3558 ... 3536 3558 LU
26 LU2601 20250717 3513 ... 3518 3542 LU
27 LU2602 20250717 3496 ... 3496 3508 LU
28 LU2603 20250717 3472 ... 3479 3509 LU
29 LU2604 20250717 3452 ... 3452 3471 LU
30 LU2605 20250717 3450 ... 3441 3463 LU
31 LU2606 20250717 3395 ... 3411 3454 LU
32 LU2607 20250717 3410 ... 3419 3444 LU
34 NR2508 20250717 12455 ... 12520 12365 NR
35 NR2509 20250717 12470 ... 12540 12390 NR
36 NR2510 20250717 12480 ... 12560 12400 NR
37 NR2511 20250717 12450 ... 12575 12415 NR
38 NR2512 20250717 12525 ... 12610 12445 NR
39 NR2601 20250717 12485 ... 12585 12450 NR
40 NR2602 20250717 12620 ... 12630 12465 NR
41 NR2603 20250717 ... 12495 12495 NR
42 NR2604 20250717 12690 ... 12690 12535 NR
43 NR2605 20250717 12660 ... 12695 12565 NR
44 NR2606 20250717 12635 ... 12635 12565 NR
45 NR2607 20250717 ... 12510 12510 NR
47 BC2508 20250717 69010 ... 69080 69170 BC
48 BC2509 20250717 69150 ... 69190 69260 BC
49 BC2510 20250717 ... 69250 69400 BC
50 BC2511 20250717 ... 69190 69190 BC
51 BC2512 20250717 ... 69320 69320 BC
52 BC2601 20250717 ... 69480 69480 BC
53 BC2602 20250717 ... 69410 69410 BC
54 BC2603 20250717 ... 69290 69290 BC
55 BC2604 20250717 ... 69430 69430 BC
56 BC2605 20250717 ... 69460 69460 BC
57 BC2606 20250717 ... 67820 67820 BC
58 BC2607 20250717 ... 67820 67820 BC
60 EC2508 20250717 2153 ... 2141.6 2148.5 EC
61 EC2510 20250717 1609 ... 1588.4 1652 EC
62 EC2512 20250717 1774.2 ... 1752.1 1807.5 EC
63 EC2602 20250717 1485.5 ... 1470.3 1505.9 EC
64 EC2604 20250717 1289.1 ... 1289.8 1316.5 EC
65 EC2606 20250717 1421.6 ... 1443.4 1461.8 EC
68 SC_TAS2508 20250717 ... SC_TAS
69 SC_TAS2509 20250717 ... SC_TAS
70 SC_TAS2510 20250717 ... SC_TAS
71 SC_TAS2511 20250717 ... SC_TAS
[66 rows x 12 columns]
2025-07-17 18:26:47,173 - future_1d - INFO - ak.get_ine_daily('2025-07-17') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250717 7850.0 7872.0 ... 203686.08 7831.0 7844.0 AP
1 AP511 20250717 7671.0 7683.0 ... 689.12 7657.0 7669.0 AP
2 AP512 20250717 7684.0 7685.0 ... 92.04 7670.0 7691.0 AP
3 AP601 20250717 7693.0 7720.0 ... 7108.49 7693.0 7701.0 AP
4 AP603 20250717 7618.0 7635.0 ... 22.88 7628.0 7650.0 AP
5 AP604 20250717 7665.0 7687.0 ... 46.06 7676.0 7688.0 AP
6 AP605 20250717 7740.0 7747.0 ... 92.82 7735.0 7749.0 AP
7 CF509 20250717 13980.0 14285.0 ... 3379128.60 14155.0 13945.0 CF
8 CF511 20250717 13825.0 14070.0 ... 266088.81 13960.0 13815.0 CF
9 CF601 20250717 13840.0 14085.0 ... 1070994.12 13980.0 13860.0 CF
10 CF603 20250717 13805.0 14025.0 ... 2394.07 13920.0 13810.0 CF
11 CF605 20250717 13840.0 14050.0 ... 27470.12 13930.0 13820.0 CF
12 CF607 20250717 13895.0 14050.0 ... 209.45 13965.0 13830.0 CF
13 CJ509 20250717 9340.0 9425.0 ... 77086.59 9365.0 9340.0 CJ
14 CJ512 20250717 10215.0 10295.0 ... 9382.67 10220.0 10185.0 CJ
15 CJ601 20250717 10350.0 10440.0 ... 580615.74 10360.0 10330.0 CJ
16 CJ603 20250717 10410.0 10525.0 ... 10388.49 10450.0 10385.0 CJ
17 CJ605 20250717 10580.0 10675.0 ... 53062.11 10610.0 10570.0 CJ
18 CJ607 20250717 10670.0 10735.0 ... 160.44 10695.0 10645.0 CJ
19 CY508 20250717 0.0 0.0 ... 0.00 20000.0 19785.0 CY
20 CY509 20250717 20170.0 20470.0 ... 107040.60 20355.0 20135.0 CY
21 CY510 20250717 0.0 0.0 ... 0.00 19970.0 19755.0 CY
22 CY511 20250717 20150.0 20150.0 ... 10.08 20150.0 20060.0 CY
23 CY512 20250717 20570.0 20570.0 ... 20.38 20380.0 19910.0 CY
24 CY601 20250717 20165.0 20380.0 ... 1023.63 20270.0 20095.0 CY
25 CY602 20250717 0.0 0.0 ... 0.00 19960.0 19840.0 CY
26 CY603 20250717 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250717 0.0 0.0 ... 0.00 19880.0 19750.0 CY
28 CY605 20250717 0.0 0.0 ... 0.00 20170.0 20060.0 CY
29 CY606 20250717 0.0 0.0 ... 0.00 19955.0 19800.0 CY
30 CY607 20250717 0.0 0.0 ... 0.00 19900.0 19830.0 CY
31 FG508 20250717 1082.0 1110.0 ... 18978.91 1092.0 1078.0 FG
32 FG509 20250717 1069.0 1097.0 ... 3968366.66 1083.0 1068.0 FG
33 FG510 20250717 1133.0 1151.0 ... 21526.48 1142.0 1130.0 FG
34 FG511 20250717 1117.0 1130.0 ... 43513.69 1123.0 1114.0 FG
35 FG512 20250717 1178.0 1190.0 ... 30135.61 1183.0 1176.0 FG
36 FG601 20250717 1162.0 1173.0 ... 494627.01 1166.0 1163.0 FG
37 FG602 20250717 1205.0 1214.0 ... 1359.16 1209.0 1206.0 FG
38 FG603 20250717 1203.0 1209.0 ... 1085.54 1203.0 1202.0 FG
39 FG604 20250717 1238.0 1245.0 ... 413.92 1239.0 1236.0 FG
40 FG605 20250717 1232.0 1240.0 ... 10462.93 1235.0 1232.0 FG
41 FG606 20250717 1252.0 1258.0 ... 316.03 1254.0 1251.0 FG
42 FG607 20250717 1253.0 1255.0 ... 82.56 1251.0 1248.0 FG
43 JR509 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250717 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250717 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250717 2350.0 2360.0 ... 2649.43 2351.0 2358.0 MA
53 MA509 20250717 2361.0 2380.0 ... 1064646.22 2369.0 2376.0 MA
54 MA510 20250717 2387.0 2403.0 ... 24917.13 2393.0 2400.0 MA
55 MA511 20250717 2402.0 2421.0 ... 35170.36 2410.0 2417.0 MA
56 MA512 20250717 2424.0 2439.0 ... 11806.18 2429.0 2438.0 MA
57 MA601 20250717 2426.0 2445.0 ... 115671.73 2436.0 2444.0 MA
58 MA602 20250717 2421.0 2429.0 ... 43.57 2421.0 2425.0 MA
59 MA603 20250717 2415.0 2427.0 ... 84.73 2421.0 2424.0 MA
60 MA604 20250717 2399.0 2402.0 ... 9.60 2401.0 2399.0 MA
61 MA605 20250717 2360.0 2369.0 ... 1866.61 2363.0 2369.0 MA
62 MA606 20250717 2370.0 2376.0 ... 54.53 2371.0 2376.0 MA
63 MA607 20250717 2365.0 2376.0 ... 64.08 2373.0 2379.0 MA
64 OI509 20250717 9451.0 9469.0 ... 3199880.91 9431.0 9453.0 OI
65 OI511 20250717 9445.0 9452.0 ... 217275.93 9414.0 9440.0 OI
66 OI601 20250717 9388.0 9404.0 ... 521170.69 9366.0 9383.0 OI
67 OI603 20250717 9325.0 9354.0 ... 2467.30 9311.0 9325.0 OI
68 OI605 20250717 9232.0 9280.0 ... 10273.54 9247.0 9249.0 OI
69 OI607 20250717 9217.0 9247.0 ... 64.53 9218.0 9211.0 OI
70 PF508 20250717 6482.0 6524.0 ... 48909.11 6496.0 6494.0 PF
71 PF509 20250717 6342.0 6384.0 ... 355504.78 6354.0 6360.0 PF
72 PF510 20250717 6370.0 6406.0 ... 115045.53 6376.0 6384.0 PF
73 PF511 20250717 6344.0 6376.0 ... 58078.46 6346.0 6354.0 PF
74 PF512 20250717 6328.0 6360.0 ... 11006.19 6332.0 6340.0 PF
75 PF601 20250717 6338.0 6366.0 ... 2760.01 6338.0 6348.0 PF
76 PF602 20250717 0.0 0.0 ... 0.00 6354.0 6354.0 PF
77 PF603 20250717 0.0 0.0 ... 0.00 6358.0 6358.0 PF
78 PF604 20250717 0.0 0.0 ... 0.00 6378.0 6378.0 PF
79 PF605 20250717 0.0 0.0 ... 0.00 6380.0 6380.0 PF
80 PF606 20250717 0.0 0.0 ... 0.00 6382.0 6382.0 PF
81 PF607 20250717 0.0 0.0 ... 0.00 6412.0 6412.0 PF
82 PK510 20250717 8242.0 8288.0 ... 220599.98 8258.0 8218.0 PK
83 PK511 20250717 8100.0 8126.0 ... 87989.25 8100.0 8084.0 PK
84 PK512 20250717 8058.0 8070.0 ... 277.75 8052.0 8038.0 PK
85 PK601 20250717 8060.0 8076.0 ... 6304.35 8052.0 8036.0 PK
86 PK603 20250717 8012.0 8038.0 ... 180.51 8022.0 8020.0 PK
87 PK604 20250717 8012.0 8030.0 ... 28.08 8022.0 8014.0 PK
88 PK605 20250717 8006.0 8036.0 ... 429.10 8022.0 8010.0 PK
89 PM509 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
90 PM511 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM601 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM603 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM605 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM607 20250717 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PR508 20250717 5890.0 5932.0 ... 6341.67 5922.0 5904.0 PR
96 PR509 20250717 5872.0 5914.0 ... 330697.52 5894.0 5882.0 PR
97 PR510 20250717 5878.0 5932.0 ... 210704.26 5908.0 5898.0 PR
98 PR511 20250717 5876.0 5918.0 ... 42192.57 5898.0 5886.0 PR
99 PR512 20250717 5868.0 5894.0 ... 97.10 5886.0 5876.0 PR
100 PR601 20250717 5868.0 5910.0 ... 1296.59 5880.0 5880.0 PR
101 PR602 20250717 0.0 0.0 ... 0.00 5902.0 5908.0 PR
102 PR603 20250717 0.0 0.0 ... 0.00 5904.0 5906.0 PR
103 PR604 20250717 0.0 0.0 ... 0.00 5910.0 5912.0 PR
104 PR605 20250717 5890.0 5890.0 ... 8.84 5890.0 5904.0 PR
105 PR606 20250717 0.0 0.0 ... 0.00 5914.0 5922.0 PR
106 PR607 20250717 0.0 0.0 ... 0.00 5924.0 5934.0 PR
107 PX508 20250717 6808.0 6884.0 ... 216.00 6858.0 6826.0 PX
108 PX509 20250717 6692.0 6752.0 ... 536168.96 6714.0 6722.0 PX
109 PX510 20250717 6670.0 6724.0 ... 94646.17 6692.0 6694.0 PX
110 PX511 20250717 6636.0 6680.0 ... 152380.49 6646.0 6658.0 PX
111 PX512 20250717 6622.0 6662.0 ... 20560.53 6626.0 6642.0 PX
112 PX601 20250717 6596.0 6632.0 ... 41733.36 6602.0 6620.0 PX
113 PX602 20250717 6576.0 6590.0 ... 19.74 6580.0 6612.0 PX
114 PX603 20250717 0.0 0.0 ... 0.00 6594.0 6594.0 PX
115 PX604 20250717 6562.0 6562.0 ... 3.28 6562.0 6572.0 PX
116 PX605 20250717 6554.0 6580.0 ... 39.37 6562.0 6578.0 PX
117 PX606 20250717 6558.0 6592.0 ... 52.51 6564.0 6590.0 PX
118 PX607 20250717 6588.0 6588.0 ... 3.29 6588.0 6582.0 PX
119 RI509 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
120 RI511 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI601 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI603 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI605 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI607 20250717 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RM508 20250717 2644.0 2712.0 ... 19367.47 2678.0 2646.0 RM
126 RM509 20250717 2651.0 2723.0 ... 1405382.84 2694.0 2655.0 RM
127 RM511 20250717 2438.0 2532.0 ... 24762.45 2497.0 2442.0 RM
128 RM601 20250717 2310.0 2388.0 ... 363842.22 2353.0 2314.0 RM
129 RM603 20250717 2292.0 2348.0 ... 29121.09 2321.0 2293.0 RM
130 RM605 20250717 2302.0 2343.0 ... 62634.08 2324.0 2302.0 RM
131 RM607 20250717 2298.0 2334.0 ... 2019.01 2313.0 2298.0 RM
132 RS508 20250717 0.0 0.0 ... 0.00 4976.0 4976.0 RS
133 RS509 20250717 5041.0 5068.0 ... 50.59 5059.0 5080.0 RS
134 RS511 20250717 5052.0 5109.0 ... 315.57 5090.0 5116.0 RS
135 RS607 20250717 0.0 0.0 ... 0.00 5176.0 5176.0 RS
136 SA508 20250717 1201.0 1219.0 ... 6196.61 1208.0 1201.0 SA
137 SA509 20250717 1207.0 1228.0 ... 3306391.71 1216.0 1211.0 SA
138 SA510 20250717 1226.0 1244.0 ... 194381.81 1232.0 1227.0 SA
139 SA511 20250717 1228.0 1246.0 ... 229733.41 1235.0 1230.0 SA
140 SA512 20250717 1252.0 1270.0 ... 50255.03 1262.0 1256.0 SA
141 SA601 20250717 1255.0 1273.0 ... 829594.24 1264.0 1258.0 SA
142 SA602 20250717 1269.0 1282.0 ... 5523.25 1277.0 1267.0 SA
143 SA603 20250717 1269.0 1283.0 ... 1811.71 1276.0 1270.0 SA
144 SA604 20250717 1295.0 1305.0 ... 670.17 1299.0 1295.0 SA
145 SA605 20250717 1292.0 1308.0 ... 23523.74 1300.0 1296.0 SA
146 SA606 20250717 1307.0 1319.0 ... 842.50 1312.0 1308.0 SA
147 SA607 20250717 1311.0 1320.0 ... 210.17 1314.0 1309.0 SA
148 SF508 20250717 5450.0 5468.0 ... 13647.85 5448.0 5440.0 SF
149 SF509 20250717 5450.0 5484.0 ... 334797.18 5456.0 5452.0 SF
150 SF510 20250717 5432.0 5452.0 ... 86513.29 5422.0 5432.0 SF
151 SF511 20250717 5588.0 5600.0 ... 109693.59 5570.0 5578.0 SF
152 SF512 20250717 5552.0 5572.0 ... 8769.45 5542.0 5552.0 SF
153 SF601 20250717 5520.0 5548.0 ... 11474.02 5524.0 5524.0 SF
154 SF602 20250717 5470.0 5490.0 ... 366.57 5472.0 5452.0 SF
155 SF603 20250717 5606.0 5622.0 ... 16.84 5612.0 5598.0 SF
156 SF604 20250717 0.0 0.0 ... 0.00 5574.0 5556.0 SF
157 SF605 20250717 5580.0 5600.0 ... 117.32 5588.0 5570.0 SF
158 SF606 20250717 5538.0 5540.0 ... 13.83 5534.0 5522.0 SF
159 SF607 20250717 0.0 0.0 ... 0.00 5640.0 5608.0 SF
160 SH508 20250717 2437.0 2459.0 ... 33764.47 2443.0 2468.0 SH
161 SH509 20250717 2465.0 2488.0 ... 2768978.12 2474.0 2496.0 SH
162 SH510 20250717 2484.0 2510.0 ... 400586.24 2492.0 2509.0 SH
163 SH511 20250717 2459.0 2491.0 ... 282835.42 2472.0 2485.0 SH
164 SH512 20250717 2468.0 2495.0 ... 44980.74 2478.0 2500.0 SH
165 SH601 20250717 2453.0 2473.0 ... 99330.85 2459.0 2473.0 SH
166 SH602 20250717 2483.0 2492.0 ... 864.28 2484.0 2488.0 SH
167 SH603 20250717 2484.0 2501.0 ... 806.39 2489.0 2494.0 SH
168 SH604 20250717 2529.0 2530.0 ... 22.73 2526.0 2526.0 SH
169 SH605 20250717 2513.0 2533.0 ... 1050.78 2520.0 2535.0 SH
170 SH606 20250717 2539.0 2548.0 ... 45.64 2535.0 2550.0 SH
171 SH607 20250717 2538.0 2558.0 ... 61.09 2545.0 2536.0 SH
172 SM508 20250717 5778.0 5792.0 ... 4473.80 5762.0 5754.0 SM
173 SM509 20250717 5780.0 5804.0 ... 424026.85 5774.0 5764.0 SM
174 SM510 20250717 5778.0 5786.0 ... 29298.72 5756.0 5752.0 SM
175 SM511 20250717 5822.0 5850.0 ... 59214.29 5824.0 5816.0 SM
176 SM512 20250717 5830.0 5848.0 ... 11637.23 5820.0 5814.0 SM
177 SM601 20250717 5812.0 5840.0 ... 29023.96 5814.0 5802.0 SM
178 SM602 20250717 5834.0 5834.0 ... 11.63 5814.0 5802.0 SM
179 SM603 20250717 5808.0 5808.0 ... 2.90 5808.0 5804.0 SM
180 SM604 20250717 0.0 0.0 ... 0.00 5830.0 5818.0 SM
181 SM605 20250717 5836.0 5850.0 ... 425.84 5834.0 5818.0 SM
182 SM606 20250717 0.0 0.0 ... 0.00 5842.0 5834.0 SM
183 SM607 20250717 0.0 0.0 ... 0.00 5850.0 5844.0 SM
184 SR509 20250717 5802.0 5833.0 ... 997495.25 5814.0 5804.0 SR
185 SR511 20250717 5695.0 5722.0 ... 128147.96 5704.0 5698.0 SR
186 SR601 20250717 5632.0 5656.0 ... 116820.11 5645.0 5638.0 SR
187 SR603 20250717 5600.0 5623.0 ... 2324.16 5614.0 5609.0 SR
188 SR605 20250717 5577.0 5596.0 ... 5189.72 5586.0 5585.0 SR
189 SR607 20250717 5568.0 5589.0 ... 401.69 5579.0 5579.0 SR
190 TA508 20250717 4692.0 4732.0 ... 10699.23 4712.0 4708.0 TA
191 TA509 20250717 4690.0 4726.0 ... 1627910.49 4708.0 4708.0 TA
192 TA510 20250717 4662.0 4698.0 ... 50188.56 4676.0 4682.0 TA
193 TA511 20250717 4654.0 4688.0 ... 38889.99 4666.0 4676.0 TA
194 TA512 20250717 4646.0 4676.0 ... 9429.92 4658.0 4670.0 TA
195 TA601 20250717 4634.0 4666.0 ... 310255.05 4646.0 4662.0 TA
196 TA602 20250717 4646.0 4660.0 ... 16.28 4650.0 4660.0 TA
197 TA603 20250717 4642.0 4654.0 ... 34.81 4642.0 4664.0 TA
198 TA604 20250717 4648.0 4662.0 ... 39.52 4650.0 4672.0 TA
199 TA605 20250717 4670.0 4672.0 ... 6847.84 4658.0 4680.0 TA
200 TA606 20250717 4664.0 4678.0 ... 13.99 4666.0 4678.0 TA
201 TA607 20250717 4662.0 4662.0 ... 2.33 4662.0 4690.0 TA
202 UR508 20250717 1724.0 1740.0 ... 249.70 1734.0 1729.0 UR
203 UR509 20250717 1733.0 1747.0 ... 477535.00 1740.0 1734.0 UR
204 UR510 20250717 1726.0 1738.0 ... 15153.80 1732.0 1724.0 UR
205 UR511 20250717 1731.0 1741.0 ... 16904.81 1734.0 1729.0 UR
206 UR512 20250717 1722.0 1727.0 ... 179.27 1724.0 1722.0 UR
207 UR601 20250717 1710.0 1722.0 ... 56956.51 1715.0 1710.0 UR
208 UR602 20250717 1709.0 1717.0 ... 352.88 1713.0 1707.0 UR
209 UR603 20250717 1736.0 1745.0 ... 226.61 1743.0 1733.0 UR
210 UR604 20250717 1733.0 1737.0 ... 24.29 1735.0 1731.0 UR
211 UR605 20250717 1727.0 1732.0 ... 2046.85 1729.0 1727.0 UR
212 UR606 20250717 1720.0 1727.0 ... 120.70 1724.0 1723.0 UR
213 UR607 20250717 0.0 0.0 ... 0.00 1734.0 1734.0 UR
214 WH509 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
215 WH511 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH601 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH603 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH605 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH607 20250717 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 ZC508 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
221 ZC509 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC510 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC511 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC512 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC601 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC602 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC603 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC604 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC605 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC606 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC607 20250717 0.0 0.0 ... 0.00 801.4 801.4 ZC
[232 rows x 12 columns]
2025-07-17 18:26:47,451 - future_1d - INFO - ak.get_czce_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 IC2507 20250717 6010.000 ... 6077.600 6012.200 IC
1 IC2508 20250717 5960.000 ... 6025.200 5954.800 IC
2 IC2509 20250717 5900.000 ... 5972.400 5899.600 IC
3 IC2512 20250717 5766.000 ... 5845.000 5773.600 IC
4 IF2507 20250717 4003.600 ... 4028.400 4001.200 IF
5 IF2508 20250717 3979.600 ... 4018.200 3987.200 IF
6 IF2509 20250717 3976.000 ... 4005.400 3974.800 IF
7 IF2512 20250717 3928.800 ... 3970.000 3940.200 IF
8 IH2507 20250717 2732.800 ... 2741.000 2734.200 IH
9 IH2508 20250717 2728.600 ... 2738.600 2732.200 IH
10 IH2509 20250717 2728.200 ... 2738.200 2730.800 IH
11 IH2512 20250717 2731.200 ... 2740.400 2732.200 IH
12 IM2507 20250717 6441.000 ... 6525.000 6446.000 IM
13 IM2508 20250717 6375.800 ... 6458.000 6375.200 IM
14 IM2509 20250717 6295.000 ... 6383.600 6300.800 IM
15 IM2512 20250717 6114.200 ... 6197.000 6118.600 IM
16 T2509 20250717 108.865 ... 108.875 108.860 T
17 T2512 20250717 108.915 ... 108.930 108.920 T
18 T2603 20250717 108.885 ... 108.910 108.885 T
19 TF2509 20250717 106.020 ... 106.040 106.020 TF
20 TF2512 20250717 106.095 ... 106.105 106.090 TF
21 TF2603 20250717 106.145 ... 106.160 106.130 TF
22 TL2509 20250717 120.750 ... 120.730 120.750 TL
23 TL2512 20250717 120.610 ... 120.550 120.590 TL
24 TL2603 20250717 120.400 ... 120.320 120.370 TL
25 TS2509 20250717 102.428 ... 102.436 102.430 TS
26 TS2512 20250717 102.472 ... 102.504 102.506 TS
27 TS2603 20250717 102.598 ... 102.594 102.598 TS
[28 rows x 12 columns]
2025-07-17 18:26:47,655 - future_1d - INFO - ak.get_cffex_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 PS2508 20250717 43900.0 ... 44300.0 42515.0 PS
1 PS2509 20250717 43655.0 ... 44015.0 42240.0 PS
2 PS2510 20250717 43095.0 ... 43725.0 41850.0 PS
3 PS2511 20250717 42815.0 ... 43260.0 41300.0 PS
4 PS2512 20250717 44495.0 ... 45265.0 43495.0 PS
5 PS2601 20250717 44000.0 ... 45035.0 43300.0 PS
6 PS2602 20250717 44540.0 ... 45355.0 43170.0 PS
7 PS2603 20250717 44000.0 ... 45185.0 43090.0 PS
8 PS2604 20250717 44150.0 ... 44630.0 43000.0 PS
9 PS2605 20250717 43680.0 ... 44580.0 43025.0 PS
10 PS2606 20250717 44600.0 ... 46000.0 44180.0 PS
11 PS2607 20250717 45215.0 ... 45995.0 44055.0 PS
13 SI2508 20250717 8720.0 ... 8715.0 8670.0 SI
14 SI2509 20250717 8750.0 ... 8710.0 8680.0 SI
15 SI2510 20250717 8800.0 ... 8700.0 8655.0 SI
16 SI2511 20250717 8695.0 ... 8640.0 8610.0 SI
17 SI2512 20250717 8960.0 ... 8950.0 8920.0 SI
18 SI2601 20250717 8930.0 ... 8895.0 8860.0 SI
19 SI2602 20250717 8940.0 ... 8885.0 8845.0 SI
20 SI2603 20250717 8930.0 ... 8880.0 8820.0 SI
21 SI2604 20250717 8910.0 ... 8865.0 8835.0 SI
22 SI2605 20250717 8895.0 ... 8860.0 8830.0 SI
23 SI2606 20250717 8925.0 ... 8860.0 8825.0 SI
24 SI2607 20250717 8905.0 ... 8860.0 8820.0 SI
27 LC2508 20250717 67300.0 ... 67940.0 66660.0 LC
28 LC2509 20250717 66800.0 ... 68040.0 66320.0 LC
29 LC2510 20250717 66120.0 ... 67800.0 66060.0 LC
30 LC2511 20250717 65980.0 ... 67260.0 65820.0 LC
31 LC2512 20250717 66400.0 ... 67420.0 66160.0 LC
32 LC2601 20250717 66660.0 ... 67240.0 66080.0 LC
33 LC2602 20250717 66500.0 ... 67460.0 66120.0 LC
34 LC2603 20250717 66400.0 ... 67260.0 66140.0 LC
35 LC2604 20250717 66920.0 ... 67500.0 66580.0 LC
36 LC2605 20250717 67000.0 ... 67420.0 66700.0 LC
37 LC2606 20250717 66980.0 ... 67400.0 66680.0 LC
38 LC2607 20250717 67000.0 ... 67380.0 66600.0 LC
[36 rows x 12 columns]
2025-07-17 18:26:47,769 - future_1d - INFO - ak.get_gfex_daily('2025-07-17') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250717 ... 77900 77960 CU
1 1 CU2509 20250717 ... 77920 77950 CU
2 2 CU2510 20250717 ... 77870 77890 CU
3 3 CU2511 20250717 ... 77840 77880 CU
4 4 CU2512 20250717 ... 77770 77840 CU
5 5 CU2601 20250717 ... 77720 77800 CU
6 6 CU2602 20250717 ... 77680 77780 CU
7 7 CU2603 20250717 ... 77690 77780 CU
8 8 CU2604 20250717 ... 77710 77800 CU
9 9 CU2605 20250717 ... 77710 77790 CU
10 10 CU2606 20250717 ... 77680 77760 CU
11 11 CU2607 20250717 ... 77670 77820 CU
12 12 BC2508 20250717 ... 69080 69170 BC
13 13 BC2509 20250717 ... 69190 69260 BC
14 14 BC2510 20250717 ... 69250 69400 BC
15 15 BC2511 20250717 ... 69190 69190 BC
16 16 BC2512 20250717 ... 69320 69320 BC
17 17 BC2601 20250717 ... 69480 69480 BC
18 18 BC2602 20250717 ... 69410 69410 BC
19 19 BC2603 20250717 ... 69290 69290 BC
20 20 BC2604 20250717 ... 69430 69430 BC
21 21 BC2605 20250717 ... 69460 69460 BC
22 22 BC2606 20250717 ... 67820 67820 BC
23 23 BC2607 20250717 ... 67820 67820 BC
24 24 AL2508 20250717 ... 20455 20430 AL
25 25 AL2509 20250717 ... 20425 20400 AL
26 26 AL2510 20250717 ... 20365 20345 AL
27 27 AL2511 20250717 ... 20300 20275 AL
28 28 AL2512 20250717 ... 20245 20225 AL
29 29 AL2601 20250717 ... 20220 20200 AL
30 30 AL2602 20250717 ... 20215 20200 AL
31 31 AL2603 20250717 ... 20230 20220 AL
32 32 AL2604 20250717 ... 20230 20210 AL
33 33 AL2605 20250717 ... 20255 20240 AL
34 34 AL2606 20250717 ... 20250 20235 AL
35 35 AL2607 20250717 ... 20245 20245 AL
36 36 ZN2508 20250717 ... 22080 22015 ZN
37 37 ZN2509 20250717 ... 22060 22000 ZN
38 38 ZN2510 20250717 ... 22035 21985 ZN
39 39 ZN2511 20250717 ... 22005 21955 ZN
40 40 ZN2512 20250717 ... 21970 21925 ZN
41 41 ZN2601 20250717 ... 21935 21895 ZN
42 42 ZN2602 20250717 ... 21935 21885 ZN
43 43 ZN2603 20250717 ... 21945 21895 ZN
44 44 ZN2604 20250717 ... 22010 21885 ZN
45 45 ZN2605 20250717 ... 21965 21910 ZN
46 46 ZN2606 20250717 ... 21925 21905 ZN
47 47 ZN2607 20250717 ... 22000 21880 ZN
48 48 PB2508 20250717 ... 16870 16895 PB
49 49 PB2509 20250717 ... 16905 16925 PB
50 50 PB2510 20250717 ... 16945 16950 PB
51 51 PB2511 20250717 ... 16975 16980 PB
52 52 PB2512 20250717 ... 16980 16975 PB
53 53 PB2601 20250717 ... 17025 17005 PB
54 54 PB2602 20250717 ... 16965 17030 PB
55 55 PB2603 20250717 ... 16990 17075 PB
56 56 PB2604 20250717 ... 16990 17050 PB
57 57 PB2605 20250717 ... 16985 17040 PB
58 58 PB2606 20250717 ... 17005 17030 PB
59 59 PB2607 20250717 ... 16990 17020 PB
60 60 NI2508 20250717 ... 119630 120600 NI
61 61 NI2509 20250717 ... 119760 120710 NI
62 62 NI2510 20250717 ... 119900 120870 NI
63 63 NI2511 20250717 ... 119950 120870 NI
64 64 NI2512 20250717 ... 120200 121340 NI
65 65 NI2601 20250717 ... 120460 121390 NI
66 66 NI2602 20250717 ... 120700 121790 NI
67 67 NI2603 20250717 ... 120840 121890 NI
68 68 NI2604 20250717 ... 121130 122460 NI
69 69 NI2605 20250717 ... 121400 122350 NI
70 70 NI2606 20250717 ... 121380 122530 NI
71 71 NI2607 20250717 ... 121360 123040 NI
72 72 SN2508 20250717 ... 261740 263470 SN
73 73 SN2509 20250717 ... 261930 263650 SN
74 74 SN2510 20250717 ... 261940 263640 SN
75 75 SN2511 20250717 ... 262010 263520 SN
76 76 SN2512 20250717 ... 262120 263440 SN
77 77 SN2601 20250717 ... 262400 263120 SN
78 78 SN2602 20250717 ... 262080 263410 SN
79 79 SN2603 20250717 ... 262640 262690 SN
80 80 SN2604 20250717 ... 262930 263820 SN
81 81 SN2605 20250717 ... 262620 263830 SN
82 82 SN2606 20250717 ... 262240 263980 SN
83 83 SN2607 20250717 ... 262000 262970 SN
84 84 AO2508 20250717 ... 3093 3161 AO
85 85 AO2509 20250717 ... 3082 3139 AO
86 86 AO2510 20250717 ... 3066 3106 AO
87 87 AO2511 20250717 ... 3053 3084 AO
88 88 AO2512 20250717 ... 3044 3071 AO
89 89 AO2601 20250717 ... 3040 3069 AO
90 90 AO2602 20250717 ... 3033 3052 AO
91 91 AO2603 20250717 ... 3030 3063 AO
92 92 AO2604 20250717 ... 3022 3046 AO
93 93 AO2605 20250717 ... 3017 3041 AO
94 94 AO2606 20250717 ... 3010 3038 AO
95 95 AO2607 20250717 ... 3009 3058 AO
96 96 AD2511 20250717 ... 19835 19810 AD
97 97 AD2512 20250717 ... 19760 19740 AD
98 98 AD2601 20250717 ... 19705 19725 AD
99 99 AD2602 20250717 ... 19680 19700 AD
100 100 AD2603 20250717 ... 19760 19760 AD
101 101 AD2604 20250717 ... 19675 19645 AD
102 102 AD2605 20250717 ... 19595 19585 AD
103 103 AD2606 20250717 ... 19600 19550 AD
104 104 AD2607 20250717 ... 19550 19550 AD
105 105 AU2508 20250717 ... 775.56 774.1 AU
106 106 AU2509 20250717 ... 776.22 775.26 AU
107 107 AU2510 20250717 ... 777.66 776.5 AU
108 108 AU2512 20250717 ... 779.78 778.54 AU
109 109 AU2602 20250717 ... 782.38 780.42 AU
110 110 AU2604 20250717 ... 784.48 782.72 AU
111 111 AU2606 20250717 ... 786.5 784.68 AU
112 112 AU2608 20250717 ... 787.68 786 AU
113 113 AG2508 20250717 ... 9123 9134 AG
114 114 AG2509 20250717 ... 9133 9150 AG
115 115 AG2510 20250717 ... 9149 9160 AG
116 116 AG2511 20250717 ... 9158 9172 AG
117 117 AG2512 20250717 ... 9167 9178 AG
118 118 AG2601 20250717 ... 9166 9189 AG
119 119 AG2602 20250717 ... 9189 9203 AG
120 120 AG2603 20250717 ... 9203 9211 AG
121 121 AG2604 20250717 ... 9210 9224 AG
122 122 AG2605 20250717 ... 9224 9238 AG
123 123 AG2606 20250717 ... 9240 9249 AG
124 124 AG2607 20250717 ... 9249 9256 AG
125 125 RB2508 20250717 ... 3066 3051 RB
126 126 RB2509 20250717 ... 3080 3066 RB
127 127 RB2510 20250717 ... 3124 3108 RB
128 128 RB2511 20250717 ... 3148 3134 RB
129 129 RB2512 20250717 ... 3170 3151 RB
130 130 RB2601 20250717 ... 3171 3151 RB
131 131 RB2602 20250717 ... 3159 3140 RB
132 132 RB2603 20250717 ... 3166 3146 RB
133 133 RB2604 20250717 ... 3170 3148 RB
134 134 RB2605 20250717 ... 3186 3162 RB
135 135 RB2606 20250717 ... 3193 3172 RB
136 136 RB2607 20250717 ... 3199 3178 RB
137 137 WR2508 20250717 ... 3212 3212 WR
138 138 WR2509 20250717 ... 3335 3335 WR
139 139 WR2510 20250717 ... 3377 3357 WR
140 140 WR2511 20250717 ... 3408 3408 WR
141 141 WR2512 20250717 ... 3392 3392 WR
142 142 WR2601 20250717 ... 3355 3345 WR
143 143 WR2602 20250717 ... 3396 3396 WR
144 144 WR2603 20250717 ... 3387 3387 WR
145 145 WR2604 20250717 ... 3392 3392 WR
146 146 WR2605 20250717 ... 3370 3370 WR
147 147 WR2606 20250717 ... 3400 3400 WR
148 148 WR2607 20250717 ... 3400 3400 WR
149 149 HC2508 20250717 ... 3274 3247 HC
150 150 HC2509 20250717 ... 3281 3255 HC
151 151 HC2510 20250717 ... 3280 3252 HC
152 152 HC2511 20250717 ... 3284 3257 HC
153 153 HC2512 20250717 ... 3286 3264 HC
154 154 HC2601 20250717 ... 3295 3270 HC
155 155 HC2602 20250717 ... 3295 3269 HC
156 156 HC2603 20250717 ... 3298 3271 HC
157 157 HC2604 20250717 ... 3304 3285 HC
158 158 HC2605 20250717 ... 3298 3275 HC
159 159 HC2606 20250717 ... 3305 3279 HC
160 160 HC2607 20250717 ... 3315 3294 HC
161 161 SS2508 20250717 ... 12695 12715 SS
162 162 SS2509 20250717 ... 12675 12690 SS
163 163 SS2510 20250717 ... 12725 12745 SS
164 164 SS2511 20250717 ... 12755 12780 SS
165 165 SS2512 20250717 ... 12795 12820 SS
166 166 SS2601 20250717 ... 12845 12865 SS
167 167 SS2602 20250717 ... 12855 12890 SS
168 168 SS2603 20250717 ... 12900 12930 SS
169 169 SS2604 20250717 ... 12940 12945 SS
170 170 SS2605 20250717 ... 13000 13025 SS
171 171 SS2606 20250717 ... 13045 13060 SS
172 172 SS2607 20250717 ... 13055 13090 SS
173 173 SC2508 20250717 ... 513.6 517.2 SC
174 174 SC2509 20250717 ... 502.9 507 SC
175 175 SC2510 20250717 ... 496.6 500.5 SC
176 176 SC2511 20250717 ... 491.3 494.7 SC
177 177 SC2512 20250717 ... 488 491.1 SC
178 178 SC2601 20250717 ... 485 487.8 SC
179 179 SC2602 20250717 ... 481 484.7 SC
180 180 SC2603 20250717 ... 480.1 482.1 SC
181 181 SC2604 20250717 ... 476.1 479.1 SC
182 182 SC2605 20250717 ... 474.5 479 SC
183 183 SC2606 20250717 ... 473.4 475.7 SC
184 184 SC2607 20250717 ... 475.5 478.4 SC
185 185 SC2609 20250717 ... 473.5 473.5 SC
186 186 SC2612 20250717 ... 466.7 465.4 SC
187 187 SC2703 20250717 ... 463.8 467 SC
188 188 SC2706 20250717 ... 461.7 462 SC
189 189 SC2709 20250717 ... 461.7 461.7 SC
190 190 SC2712 20250717 ... 460 461.1 SC
191 191 SC2803 20250717 ... 461.9 462 SC
192 192 SC2806 20250717 ... 457.6 458.5 SC
193 193 LU2508 20250717 ... 3568 3633 LU
194 194 LU2509 20250717 ... 3585 3649 LU
195 195 LU2510 20250717 ... 3579 3621 LU
196 196 LU2511 20250717 ... 3558 3591 LU
197 197 LU2512 20250717 ... 3536 3558 LU
198 198 LU2601 20250717 ... 3518 3542 LU
199 199 LU2602 20250717 ... 3496 3508 LU
200 200 LU2603 20250717 ... 3479 3509 LU
201 201 LU2604 20250717 ... 3452 3471 LU
202 202 LU2605 20250717 ... 3441 3463 LU
203 203 LU2606 20250717 ... 3411 3454 LU
204 204 LU2607 20250717 ... 3419 3444 LU
205 205 FU2508 20250717 ... 2820 2838 FU
206 206 FU2509 20250717 ... 2861 2871 FU
207 207 FU2510 20250717 ... 2873 2879 FU
208 208 FU2511 20250717 ... 2866 2867 FU
209 209 FU2512 20250717 ... 2854 2860 FU
210 210 FU2601 20250717 ... 2844 2850 FU
211 211 FU2602 20250717 ... 2835 2843 FU
212 212 FU2603 20250717 ... 2823 2829 FU
213 213 FU2604 20250717 ... 2812 2817 FU
214 214 FU2605 20250717 ... 2790 2801 FU
215 215 FU2606 20250717 ... 2780 2789 FU
216 216 FU2607 20250717 ... 2771 2778 FU
217 217 BU2508 20250717 ... 3651 3648 BU
218 218 BU2509 20250717 ... 3628 3617 BU
219 219 BU2510 20250717 ... 3574 3563 BU
220 220 BU2511 20250717 ... 3521 3511 BU
221 221 BU2512 20250717 ... 3455 3442 BU
222 222 BU2601 20250717 ... 3413 3406 BU
223 223 BU2602 20250717 ... 3420 3400 BU
224 224 BU2603 20250717 ... 3401 3395 BU
225 225 BU2604 20250717 ... 3402 3385 BU
226 226 BU2605 20250717 ... 3397 3378 BU
227 227 BU2606 20250717 ... 3394 3378 BU
228 228 BU2607 20250717 ... 3371 3371 BU
229 229 BU2609 20250717 ... 3363 3363 BU
230 230 BU2612 20250717 ... 3327 3325 BU
231 231 BU2703 20250717 ... 3338 3312 BU
232 232 BU2706 20250717 ... 3337 3325 BU
233 233 BR2508 20250717 ... 11520 11470 BR
234 234 BR2509 20250717 ... 11480 11420 BR
235 235 BR2510 20250717 ... 11470 11395 BR
236 236 BR2511 20250717 ... 11475 11400 BR
237 237 BR2512 20250717 ... 11490 11410 BR
238 238 BR2601 20250717 ... 11500 11425 BR
239 239 BR2602 20250717 ... 11510 11420 BR
240 240 BR2603 20250717 ... 11460 11430 BR
241 241 BR2604 20250717 ... 11510 11425 BR
242 242 BR2605 20250717 ... 11500 11415 BR
243 243 BR2606 20250717 ... 11490 11445 BR
244 244 BR2607 20250717 ... 11530 11395 BR
245 245 RU2508 20250717 ... 14575 14360 RU
246 246 RU2509 20250717 ... 14570 14405 RU
247 247 RU2510 20250717 ... 14550 14420 RU
248 248 RU2511 20250717 ... 14570 14435 RU
249 249 RU2601 20250717 ... 15440 15275 RU
250 250 RU2603 20250717 ... 15385 15290 RU
251 251 RU2604 20250717 ... 15450 15305 RU
252 252 RU2605 20250717 ... 15495 15370 RU
253 253 RU2606 20250717 ... 15525 15315 RU
254 254 RU2607 20250717 ... 15570 15315 RU
255 255 NR2508 20250717 ... 12520 12365 NR
256 256 NR2509 20250717 ... 12540 12390 NR
257 257 NR2510 20250717 ... 12560 12400 NR
258 258 NR2511 20250717 ... 12575 12415 NR
259 259 NR2512 20250717 ... 12610 12445 NR
260 260 NR2601 20250717 ... 12585 12450 NR
261 261 NR2602 20250717 ... 12630 12465 NR
262 262 NR2603 20250717 ... 12495 12495 NR
263 263 NR2604 20250717 ... 12690 12535 NR
264 264 NR2605 20250717 ... 12695 12565 NR
265 265 NR2606 20250717 ... 12635 12565 NR
266 266 NR2607 20250717 ... 12510 12510 NR
267 267 SP2508 20250717 ... 5212 5214 SP
268 268 SP2509 20250717 ... 5246 5240 SP
269 269 SP2510 20250717 ... 5242 5232 SP
270 270 SP2511 20250717 ... 5220 5210 SP
271 271 SP2512 20250717 ... 5186 5188 SP
272 272 SP2601 20250717 ... 5408 5398 SP
273 273 SP2602 20250717 ... 5344 5336 SP
274 274 SP2603 20250717 ... 5346 5340 SP
275 275 SP2604 20250717 ... 5340 5328 SP
276 276 SP2605 20250717 ... 5346 5336 SP
277 277 SP2606 20250717 ... 5350 5342 SP
278 278 SP2607 20250717 ... 5350 5350 SP
279 279 EC2508 20250717 ... 2141.6 2148.5 EC
280 280 EC2510 20250717 ... 1588.4 1652 EC
281 281 EC2512 20250717 ... 1752.1 1807.5 EC
282 282 EC2602 20250717 ... 1470.3 1505.9 EC
283 283 EC2604 20250717 ... 1289.8 1316.5 EC
284 284 EC2606 20250717 ... 1443.4 1461.8 EC
285 285 SC_TAS2508 20250717 ... SC_TAS
286 286 SC_TAS2509 20250717 ... SC_TAS
287 287 SC_TAS2510 20250717 ... SC_TAS
288 288 SC_TAS2511 20250717 ... SC_TAS
[289 rows x 13 columns]
2025-07-17 18:26:47,907 - future_1d - INFO - ak.get_shfe_daily('2025-07-17') done
symbol date open ... settle pre_settle variety
0 a2509 20250717 4179.00 ... 4194.00 4166.00 A
1 a2511 20250717 4093.00 ... 4106.00 4081.00 A
2 a2601 20250717 4081.00 ... 4095.00 4070.00 A
3 a2603 20250717 4064.00 ... 4084.00 4055.00 A
4 a2605 20250717 4108.00 ... 4117.00 4087.00 A
5 a2607 20250717 4109.00 ... 4113.00 4086.00 A
6 b2508 20250717 3558.00 ... 3582.00 3559.00 B
7 b2509 20250717 3632.00 ... 3667.00 3633.00 B
8 b2510 20250717 3666.00 ... 3716.00 3679.00 B
9 b2511 20250717 3690.00 ... 3718.00 3685.00 B
10 b2512 20250717 3699.00 ... 3729.00 3697.00 B
11 b2601 20250717 3686.00 ... 3711.00 3686.00 B
12 b2602 20250717 3665.00 ... 3673.00 3652.00 B
13 b2603 20250717 3560.00 ... 3576.00 3555.00 B
14 b2604 20250717 3460.00 ... 3470.00 3456.00 B
15 b2605 20250717 3383.00 ... 3395.00 3379.00 B
16 b2606 20250717 3380.00 ... 3385.00 3376.00 B
17 b2607 20250717 3385.00 ... 3388.00 3378.00 B
18 bb2509 20250717 143.55 ... 146.75 144.20 BB
19 bb2511 20250717 143.55 ... 148.35 146.55 BB
20 bb2601 20250717 144.00 ... 145.40 146.60 BB
21 bb2603 20250717 0.00 ... 151.90 153.15 BB
22 bb2605 20250717 0.00 ... 151.90 153.15 BB
23 bb2607 20250717 0.00 ... 151.90 153.15 BB
24 bz2603 20250717 6155.00 ... 6139.00 6153.00 BZ
25 bz2604 20250717 6151.00 ... 6132.00 6149.00 BZ
26 bz2605 20250717 6152.00 ... 6120.00 6128.00 BZ
27 bz2606 20250717 6116.00 ... 6122.00 6135.00 BZ
28 c2509 20250717 2290.00 ... 2286.00 2294.00 C
29 c2511 20250717 2260.00 ... 2259.00 2266.00 C
30 c2601 20250717 2234.00 ... 2234.00 2235.00 C
31 c2603 20250717 2238.00 ... 2240.00 2240.00 C
32 c2605 20250717 2271.00 ... 2273.00 2272.00 C
33 c2607 20250717 2281.00 ... 2285.00 2283.00 C
34 cs2509 20250717 2635.00 ... 2632.00 2638.00 CS
35 cs2511 20250717 2590.00 ... 2588.00 2597.00 CS
36 cs2601 20250717 2602.00 ... 2603.00 2606.00 CS
37 cs2603 20250717 2589.00 ... 2591.00 2595.00 CS
38 cs2605 20250717 2640.00 ... 2639.00 2641.00 CS
39 cs2607 20250717 2636.00 ... 2638.00 2639.00 CS
40 eb2507 20250717 0.00 ... 7260.00 7260.00 EB
41 eb2508 20250717 7310.00 ... 7290.00 7340.00 EB
42 eb2509 20250717 7220.00 ... 7221.00 7253.00 EB
43 eb2510 20250717 7158.00 ... 7160.00 7180.00 EB
44 eb2511 20250717 7093.00 ... 7102.00 7119.00 EB
45 eb2512 20250717 7070.00 ... 7073.00 7088.00 EB
46 eb2601 20250717 7079.00 ... 7074.00 7094.00 EB
47 eb2602 20250717 7108.00 ... 7092.00 7114.00 EB
48 eb2603 20250717 7112.00 ... 7109.00 7126.00 EB
49 eb2604 20250717 7115.00 ... 7113.00 7131.00 EB
50 eb2605 20250717 7117.00 ... 7114.00 7109.00 EB
51 eb2606 20250717 7102.00 ... 7102.00 7120.00 EB
52 eg2507 20250717 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250717 4306.00 ... 4326.00 4309.00 EG
54 eg2509 20250717 4351.00 ... 4367.00 4333.00 EG
55 eg2510 20250717 4353.00 ... 4368.00 4334.00 EG
56 eg2511 20250717 4354.00 ... 4355.00 4334.00 EG
57 eg2512 20250717 4350.00 ... 4355.00 4339.00 EG
58 eg2601 20250717 4322.00 ... 4350.00 4342.00 EG
59 eg2602 20250717 4353.00 ... 4353.00 4350.00 EG
60 eg2603 20250717 4357.00 ... 4355.00 4362.00 EG
61 eg2604 20250717 4380.00 ... 4380.00 4379.00 EG
62 eg2605 20250717 4375.00 ... 4383.00 4369.00 EG
63 eg2606 20250717 4383.00 ... 4380.00 4364.00 EG
64 fb2508 20250717 1355.50 ... 1356.50 1355.50 FB
65 fb2509 20250717 1312.00 ... 1294.00 1309.00 FB
66 fb2510 20250717 1325.00 ... 1309.00 1323.00 FB
67 fb2511 20250717 1325.50 ... 1306.50 1321.50 FB
68 fb2512 20250717 1328.00 ... 1309.50 1324.00 FB
69 fb2601 20250717 1330.50 ... 1307.50 1315.50 FB
70 fb2602 20250717 0.00 ... 1305.50 1294.00 FB
71 fb2603 20250717 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250717 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250717 0.00 ... 1292.50 1292.50 FB
74 fb2606 20250717 0.00 ... 1297.00 1297.00 FB
75 fb2607 20250717 0.00 ... 1297.00 1297.00 FB
76 i2508 20250717 772.00 ... 781.00 772.50 I
77 i2509 20250717 773.00 ... 782.00 771.50 I
78 i2510 20250717 767.50 ... 776.50 765.50 I
79 i2511 20250717 759.00 ... 768.00 757.50 I
80 i2512 20250717 752.50 ... 760.00 751.00 I
81 i2601 20250717 742.00 ... 750.00 741.50 I
82 i2602 20250717 739.00 ... 747.00 738.50 I
83 i2603 20250717 736.50 ... 742.00 734.50 I
84 i2604 20250717 731.00 ... 737.00 730.00 I
85 i2605 20250717 720.50 ... 728.00 721.00 I
86 i2606 20250717 717.00 ... 722.50 715.00 I
87 i2607 20250717 712.00 ... 717.50 710.50 I
88 j2508 20250717 1470.00 ... 1467.00 1474.50 J
89 j2509 20250717 1486.50 ... 1499.50 1504.00 J
90 j2510 20250717 1501.00 ... 1509.00 1518.00 J
91 j2511 20250717 1531.50 ... 1533.50 1514.00 J
92 j2512 20250717 1537.00 ... 1537.00 1552.50 J
93 j2601 20250717 1532.50 ... 1542.50 1545.00 J
94 j2602 20250717 0.00 ... 1545.50 1548.00 J
95 j2603 20250717 0.00 ... 1589.00 1589.00 J
96 j2604 20250717 0.00 ... 1575.50 1575.50 J
97 j2605 20250717 1583.50 ... 1584.50 1578.00 J
98 j2606 20250717 1587.50 ... 1587.50 1591.50 J
99 j2607 20250717 0.00 ... 1591.50 1591.50 J
100 jd2507 20250717 2729.00 ... 2814.00 2900.00 JD
101 jd2508 20250717 3470.00 ... 3462.00 3457.00 JD
102 jd2509 20250717 3600.00 ... 3594.00 3605.00 JD
103 jd2510 20250717 3420.00 ... 3388.00 3419.00 JD
104 jd2511 20250717 3421.00 ... 3393.00 3430.00 JD
105 jd2512 20250717 3563.00 ... 3541.00 3566.00 JD
106 jd2601 20250717 3615.00 ... 3601.00 3619.00 JD
107 jd2602 20250717 3191.00 ... 3176.00 3190.00 JD
108 jd2603 20250717 3192.00 ... 3179.00 3191.00 JD
109 jd2604 20250717 3331.00 ... 3313.00 3333.00 JD
110 jd2605 20250717 3403.00 ... 3390.00 3404.00 JD
111 jd2606 20250717 3264.00 ... 3258.00 3262.00 JD
112 jm2508 20250717 840.00 ... 850.50 852.50 JM
113 jm2509 20250717 895.00 ... 903.00 904.50 JM
114 jm2510 20250717 907.50 ... 915.00 917.50 JM
115 jm2511 20250717 922.50 ... 929.50 929.50 JM
116 jm2512 20250717 934.50 ... 944.00 940.00 JM
117 jm2601 20250717 942.50 ... 951.50 948.00 JM
118 jm2602 20250717 954.50 ... 960.00 951.50 JM
119 jm2603 20250717 959.00 ... 965.50 959.00 JM
120 jm2604 20250717 963.00 ... 968.00 964.00 JM
121 jm2605 20250717 968.50 ... 976.50 972.00 JM
122 jm2606 20250717 977.00 ... 984.50 985.50 JM
123 jm2607 20250717 988.50 ... 994.50 985.50 JM
124 l2508 20250717 7189.00 ... 7197.00 7189.00 L
125 l2509 20250717 7204.00 ... 7209.00 7215.00 L
126 l2510 20250717 7207.00 ... 7216.00 7217.00 L
127 l2511 20250717 7214.00 ... 7219.00 7223.00 L
128 l2512 20250717 7218.00 ... 7222.00 7228.00 L
129 l2601 20250717 7208.00 ... 7224.00 7228.00 L
130 l2602 20250717 7206.00 ... 7206.00 7229.00 L
131 l2603 20250717 0.00 ... 7209.00 7209.00 L
132 l2604 20250717 0.00 ... 7230.00 7230.00 L
133 l2605 20250717 7200.00 ... 7196.00 7201.00 L
134 l2606 20250717 7185.00 ... 7191.00 7215.00 L
135 l2607 20250717 7210.00 ... 7209.00 7212.00 L
136 lg2507 20250717 809.00 ... 801.00 802.50 LG
137 lg2509 20250717 799.50 ... 817.50 792.50 LG
138 lg2511 20250717 796.00 ... 813.50 791.50 LG
139 lg2601 20250717 806.50 ... 820.50 798.00 LG
140 lg2603 20250717 810.50 ... 817.00 799.50 LG
141 lg2605 20250717 815.00 ... 827.50 805.00 LG
142 lh2507 20250717 14000.00 ... 14010.00 13895.00 LH
143 lh2509 20250717 14000.00 ... 13985.00 14100.00 LH
144 lh2511 20250717 13505.00 ... 13505.00 13545.00 LH
145 lh2601 20250717 13690.00 ... 13720.00 13725.00 LH
146 lh2603 20250717 12910.00 ... 12940.00 12930.00 LH
147 lh2605 20250717 13130.00 ... 13130.00 13125.00 LH
148 m2508 20250717 2955.00 ... 2985.00 2956.00 M
149 m2509 20250717 2977.00 ... 3011.00 2978.00 M
150 m2511 20250717 3015.00 ... 3051.00 3017.00 M
151 m2512 20250717 3037.00 ... 3069.00 3041.00 M
152 m2601 20250717 3010.00 ... 3038.00 3013.00 M
153 m2603 20250717 2869.00 ... 2887.00 2865.00 M
154 m2605 20250717 2701.00 ... 2715.00 2700.00 M
155 m2607 20250717 2704.00 ... 2711.00 2699.00 M
156 p2508 20250717 8728.00 ... 8758.00 8740.00 P
157 p2509 20250717 8730.00 ... 8764.00 8720.00 P
158 p2510 20250717 8714.00 ... 8770.00 8714.00 P
159 p2511 20250717 8704.00 ... 8766.00 8716.00 P
160 p2512 20250717 8734.00 ... 8742.00 8712.00 P
161 p2601 20250717 8702.00 ... 8752.00 8700.00 P
162 p2602 20250717 8696.00 ... 8710.00 8680.00 P
163 p2603 20250717 8652.00 ... 8668.00 8640.00 P
164 p2604 20250717 0.00 ... 8586.00 8586.00 P
165 p2605 20250717 8484.00 ... 8526.00 8490.00 P
166 p2606 20250717 8468.00 ... 8464.00 8452.00 P
167 p2607 20250717 0.00 ... 8420.00 8420.00 P
168 pg2507 20250717 0.00 ... 4056.00 4056.00 PG
169 pg2508 20250717 4092.00 ... 4079.00 4108.00 PG
170 pg2509 20250717 3994.00 ... 3992.00 4019.00 PG
171 pg2510 20250717 4425.00 ... 4412.00 4442.00 PG
172 pg2511 20250717 4344.00 ... 4334.00 4360.00 PG
173 pg2512 20250717 4277.00 ... 4259.00 4285.00 PG
174 pg2601 20250717 4190.00 ... 4187.00 4210.00 PG
175 pg2602 20250717 4101.00 ... 4106.00 4124.00 PG
176 pg2603 20250717 4036.00 ... 4027.00 4046.00 PG
177 pg2604 20250717 4325.00 ... 4323.00 4347.00 PG
178 pg2605 20250717 4226.00 ... 4223.00 4241.00 PG
179 pg2606 20250717 4139.00 ... 4148.00 4179.00 PG
180 pp2508 20250717 6986.00 ... 6990.00 6996.00 PP
181 pp2509 20250717 7001.00 ... 7010.00 7014.00 PP
182 pp2510 20250717 6985.00 ... 6994.00 6993.00 PP
183 pp2511 20250717 6989.00 ... 6998.00 6999.00 PP
184 pp2512 20250717 6997.00 ... 7002.00 7008.00 PP
185 pp2601 20250717 6999.00 ... 7006.00 7012.00 PP
186 pp2602 20250717 0.00 ... 7005.00 7005.00 PP
187 pp2603 20250717 0.00 ... 7009.00 7009.00 PP
188 pp2604 20250717 0.00 ... 7014.00 7014.00 PP
189 pp2605 20250717 6996.00 ... 6999.00 7009.00 PP
190 pp2606 20250717 6990.00 ... 6990.00 6993.00 PP
191 pp2607 20250717 0.00 ... 7032.00 7033.00 PP
192 rr2508 20250717 3576.00 ... 3574.00 3580.00 RR
193 rr2509 20250717 3619.00 ... 3617.00 3613.00 RR
194 rr2510 20250717 3627.00 ... 3625.00 3617.00 RR
195 rr2511 20250717 3620.00 ... 3616.00 3619.00 RR
196 rr2512 20250717 3615.00 ... 3613.00 3608.00 RR
197 rr2601 20250717 3618.00 ... 3617.00 3611.00 RR
198 rr2602 20250717 3620.00 ... 3620.00 3614.00 RR
199 rr2603 20250717 0.00 ... 3615.00 3615.00 RR
200 rr2604 20250717 3626.00 ... 3626.00 3623.00 RR
201 rr2605 20250717 3622.00 ... 3622.00 3620.00 RR
202 rr2606 20250717 3614.00 ... 3614.00 3614.00 RR
203 rr2607 20250717 0.00 ... 3618.00 3618.00 RR
204 v2508 20250717 4895.00 ... 4906.00 4908.00 V
205 v2509 20250717 4932.00 ... 4944.00 4950.00 V
206 v2510 20250717 4956.00 ... 4974.00 4977.00 V
207 v2511 20250717 4990.00 ... 5003.00 5003.00 V
208 v2512 20250717 5019.00 ... 5031.00 5032.00 V
209 v2601 20250717 5041.00 ... 5061.00 5062.00 V
210 v2602 20250717 5041.00 ... 5075.00 5081.00 V
211 v2603 20250717 5098.00 ... 5101.00 5100.00 V
212 v2604 20250717 5236.00 ... 5238.00 5243.00 V
213 v2605 20250717 5230.00 ... 5254.00 5250.00 V
214 v2606 20250717 5262.00 ... 5270.00 5260.00 V
215 v2607 20250717 5291.00 ... 5285.00 5276.00 V
216 y2508 20250717 8010.00 ... 8030.00 8028.00 Y
217 y2509 20250717 8034.00 ... 8052.00 8032.00 Y
218 y2511 20250717 8040.00 ... 8060.00 8030.00 Y
219 y2512 20250717 8056.00 ... 8072.00 8044.00 Y
220 y2601 20250717 8000.00 ... 8012.00 7992.00 Y
221 y2603 20250717 7868.00 ... 7892.00 7864.00 Y
222 y2605 20250717 7654.00 ... 7660.00 7648.00 Y
223 y2607 20250717 7652.00 ... 7642.00 7636.00 Y
[224 rows x 12 columns]
2025-07-17 18:26:48,871 - future_1d - INFO - ak.get_dce_daily('2025-07-17') done
2025-07-17 18:26:50,596 - future_1d - INFO - save future_daily 2025-07-17 completed