=========================================================================
2025-07-09 16:25:21 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-07-09 16:25:23,403 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open ... settle pre_settle variety
0 IC2507 20250701 5851.000 ... 5872.000 5867.400 IC
1 IC2508 20250701 5818.800 ... 5824.000 5825.400 IC
2 IC2509 20250701 5759.000 ... 5770.600 5775.800 IC
3 IC2512 20250701 5645.000 ... 5644.400 5655.600 IC
4 IF2507 20250701 3905.000 ... 3915.000 3907.800 IF
5 IF2508 20250701 3895.400 ... 3899.200 3894.600 IF
6 IF2509 20250701 3889.200 ... 3889.400 3887.000 IF
7 IF2512 20250701 3860.600 ... 3854.800 3856.600 IF
8 IH2507 20250701 2692.000 ... 2698.400 2691.800 IH
9 IH2508 20250701 2689.400 ... 2693.600 2687.800 IH
10 IH2509 20250701 2691.000 ... 2692.600 2687.600 IH
11 IH2512 20250701 2690.000 ... 2692.200 2687.400 IH
12 IM2507 20250701 6275.000 ... 6287.000 6289.400 IM
13 IM2508 20250701 6220.000 ... 6211.000 6224.400 IM
14 IM2509 20250701 6143.000 ... 6134.000 6155.600 IM
15 IM2512 20250701 5975.000 ... 5953.400 5979.800 IM
16 T2509 20250701 108.925 ... 108.975 108.900 T
17 T2512 20250701 108.960 ... 109.010 108.935 T
18 T2603 20250701 108.960 ... 108.995 108.910 T
19 TF2509 20250701 106.170 ... 106.175 106.145 TF
20 TF2512 20250701 106.265 ... 106.270 106.240 TF
21 TF2603 20250701 106.295 ... 106.320 106.295 TF
22 TL2509 20250701 120.450 ... 120.700 120.400 TL
23 TL2512 20250701 120.310 ... 120.560 120.260 TL
24 TL2603 20250701 120.100 ... 120.390 120.100 TL
25 TS2509 20250701 102.498 ... 102.482 102.496 TS
26 TS2512 20250701 102.638 ... 102.626 102.640 TS
27 TS2603 20250701 102.740 ... 102.738 102.748 TS
[28 rows x 12 columns]
2025-07-09 16:25:23,656 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 PS2507 20250701 33640.0 ... 33355.0 33640.0 PS
1 PS2508 20250701 33470.0 ... 32760.0 33500.0 PS
2 PS2509 20250701 32640.0 ... 32065.0 32860.0 PS
3 PS2510 20250701 32490.0 ... 31840.0 32660.0 PS
4 PS2511 20250701 32500.0 ... 31725.0 32525.0 PS
5 PS2512 20250701 34230.0 ... 33800.0 34605.0 PS
6 PS2601 20250701 34045.0 ... 33565.0 34375.0 PS
7 PS2602 20250701 33660.0 ... 33425.0 34205.0 PS
8 PS2603 20250701 33555.0 ... 33460.0 34110.0 PS
9 PS2604 20250701 33610.0 ... 33235.0 33900.0 PS
10 PS2605 20250701 33600.0 ... 33315.0 33990.0 PS
11 PS2606 20250701 35130.0 ... 34660.0 35360.0 PS
13 SI2507 20250701 8130.0 ... 7950.0 8150.0 SI
14 SI2508 20250701 8095.0 ... 7845.0 8125.0 SI
15 SI2509 20250701 8000.0 ... 7835.0 8115.0 SI
16 SI2510 20250701 8020.0 ... 7790.0 8105.0 SI
17 SI2511 20250701 7970.0 ... 7775.0 8030.0 SI
18 SI2512 20250701 8245.0 ... 8055.0 8295.0 SI
19 SI2601 20250701 8195.0 ... 7980.0 8240.0 SI
20 SI2602 20250701 8075.0 ... 7945.0 8225.0 SI
21 SI2603 20250701 8090.0 ... 7945.0 8215.0 SI
22 SI2604 20250701 8085.0 ... 7960.0 8210.0 SI
23 SI2605 20250701 8150.0 ... 7955.0 8210.0 SI
24 SI2606 20250701 8265.0 ... 7960.0 8200.0 SI
27 LC2507 20250701 63120.0 ... 62120.0 62880.0 LC
28 LC2508 20250701 62440.0 ... 62200.0 62780.0 LC
29 LC2509 20250701 62140.0 ... 61980.0 62680.0 LC
30 LC2510 20250701 62000.0 ... 61800.0 62600.0 LC
31 LC2511 20250701 61940.0 ... 61700.0 62460.0 LC
32 LC2512 20250701 62300.0 ... 62020.0 62860.0 LC
33 LC2601 20250701 62520.0 ... 62080.0 62920.0 LC
34 LC2602 20250701 62360.0 ... 62040.0 62760.0 LC
35 LC2603 20250701 62580.0 ... 62020.0 62920.0 LC
36 LC2604 20250701 62840.0 ... 62580.0 63400.0 LC
37 LC2605 20250701 62700.0 ... 62600.0 63500.0 LC
38 LC2606 20250701 62860.0 ... 62480.0 63480.0 LC
[36 rows x 12 columns]
2025-07-09 16:25:23,818 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250701 7678.0 7735.0 ... 360261.78 7700.0 7699.0 AP
1 AP511 20250701 7530.0 7554.0 ... 806.44 7537.0 7527.0 AP
2 AP512 20250701 7564.0 7591.0 ... 68.09 7566.0 7569.0 AP
3 AP601 20250701 7566.0 7630.0 ... 10522.48 7603.0 7598.0 AP
4 AP603 20250701 7625.0 7638.0 ... 99.14 7626.0 7627.0 AP
5 AP604 20250701 7676.0 7698.0 ... 23.06 7685.0 7682.0 AP
6 AP605 20250701 7745.0 7753.0 ... 208.51 7723.0 7722.0 AP
7 CF507 20250701 13505.0 13530.0 ... 3816.86 13515.0 13620.0 CF
8 CF509 20250701 13760.0 13780.0 ... 1296433.16 13735.0 13815.0 CF
9 CF511 20250701 13675.0 13700.0 ... 129178.71 13660.0 13740.0 CF
10 CF601 20250701 13725.0 13785.0 ... 318377.51 13750.0 13830.0 CF
11 CF603 20250701 13755.0 13760.0 ... 1145.27 13715.0 13795.0 CF
12 CF605 20250701 13760.0 13780.0 ... 8848.99 13750.0 13820.0 CF
13 CJ507 20250701 9465.0 9495.0 ... 236.57 9465.0 9495.0 CJ
14 CJ509 20250701 9550.0 9770.0 ... 938605.48 9650.0 9620.0 CJ
15 CJ512 20250701 10575.0 10845.0 ... 17583.73 10700.0 10580.0 CJ
16 CJ601 20250701 10730.0 10980.0 ... 720610.29 10840.0 10715.0 CJ
17 CJ603 20250701 10815.0 11125.0 ... 13006.69 10960.0 10815.0 CJ
18 CJ605 20250701 11000.0 11300.0 ... 41948.62 11155.0 11000.0 CJ
19 CY507 20250701 0.0 0.0 ... 0.00 20035.0 20065.0 CY
20 CY508 20250701 0.0 0.0 ... 0.00 19665.0 19630.0 CY
21 CY509 20250701 19965.0 20055.0 ... 73358.52 20000.0 20110.0 CY
22 CY510 20250701 0.0 0.0 ... 0.00 19620.0 19730.0 CY
23 CY511 20250701 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250701 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250701 0.0 0.0 ... 0.00 20030.0 20085.0 CY
26 CY602 20250701 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250701 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250701 0.0 0.0 ... 0.00 19725.0 19555.0 CY
29 CY605 20250701 0.0 0.0 ... 0.00 20135.0 20135.0 CY
30 CY606 20250701 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250701 902.0 905.0 ... 972.71 901.0 935.0 FG
32 FG508 20250701 1011.0 1014.0 ... 28597.26 995.0 1025.0 FG
33 FG509 20250701 1005.0 1006.0 ... 3176519.12 988.0 1018.0 FG
34 FG510 20250701 1042.0 1047.0 ... 22475.27 1034.0 1054.0 FG
35 FG511 20250701 1034.0 1036.0 ... 28432.62 1022.0 1043.0 FG
36 FG512 20250701 1100.0 1100.0 ... 10938.45 1082.0 1099.0 FG
37 FG601 20250701 1082.0 1086.0 ... 282747.65 1070.0 1087.0 FG
38 FG602 20250701 1117.0 1117.0 ... 397.80 1105.0 1121.0 FG
39 FG603 20250701 1111.0 1115.0 ... 853.33 1100.0 1115.0 FG
40 FG604 20250701 1135.0 1138.0 ... 479.88 1126.0 1139.0 FG
41 FG605 20250701 1130.0 1131.0 ... 5061.98 1116.0 1132.0 FG
42 FG606 20250701 1145.0 1145.0 ... 416.75 1132.0 1142.0 FG
43 JR507 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250701 2421.0 2425.0 ... 285.65 2421.0 2430.0 MA
54 MA508 20250701 2417.0 2429.0 ... 20543.30 2415.0 2425.0 MA
55 MA509 20250701 2380.0 2385.0 ... 1945243.80 2374.0 2386.0 MA
56 MA510 20250701 2391.0 2393.0 ... 72797.55 2384.0 2391.0 MA
57 MA511 20250701 2396.0 2401.0 ... 86742.69 2392.0 2397.0 MA
58 MA512 20250701 2414.0 2419.0 ... 12119.45 2405.0 2417.0 MA
59 MA601 20250701 2413.0 2420.0 ... 155567.38 2410.0 2415.0 MA
60 MA602 20250701 2399.0 2399.0 ... 2173.44 2399.0 2399.0 MA
61 MA603 20250701 2396.0 2399.0 ... 2180.30 2396.0 2396.0 MA
62 MA604 20250701 2359.0 2362.0 ... 14.16 2360.0 2366.0 MA
63 MA605 20250701 2324.0 2335.0 ... 2635.79 2324.0 2324.0 MA
64 MA606 20250701 2331.0 2340.0 ... 37.30 2331.0 2334.0 MA
65 OI507 20250701 9586.0 9586.0 ... 9.59 9586.0 9547.0 OI
66 OI509 20250701 9437.0 9506.0 ... 2811059.76 9461.0 9427.0 OI
67 OI511 20250701 9423.0 9501.0 ... 96915.08 9458.0 9419.0 OI
68 OI601 20250701 9386.0 9455.0 ... 325897.27 9410.0 9371.0 OI
69 OI603 20250701 9319.0 9395.0 ... 1057.51 9359.0 9319.0 OI
70 OI605 20250701 9260.0 9300.0 ... 2659.41 9266.0 9227.0 OI
71 PF507 20250701 6680.0 6860.0 ... 904.83 6678.0 6650.0 PF
72 PF508 20250701 6560.0 6626.0 ... 589383.71 6578.0 6546.0 PF
73 PF509 20250701 6472.0 6532.0 ... 242233.79 6482.0 6472.0 PF
74 PF510 20250701 6480.0 6522.0 ... 158511.41 6480.0 6476.0 PF
75 PF511 20250701 6438.0 6472.0 ... 142366.59 6426.0 6428.0 PF
76 PF512 20250701 6414.0 6440.0 ... 30760.71 6376.0 6402.0 PF
77 PF601 20250701 6420.0 6442.0 ... 1112.51 6394.0 6410.0 PF
78 PF602 20250701 6376.0 6414.0 ... 19.20 6402.0 6530.0 PF
79 PF603 20250701 6400.0 6420.0 ... 12.82 6410.0 6402.0 PF
80 PF604 20250701 6414.0 6414.0 ... 9.60 6402.0 6436.0 PF
81 PF605 20250701 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
82 PF606 20250701 6404.0 6404.0 ... 3.20 6404.0 6372.0 PF
83 PK510 20250701 8166.0 8228.0 ... 188273.69 8196.0 8162.0 PK
84 PK511 20250701 7926.0 7982.0 ... 49641.61 7958.0 7926.0 PK
85 PK512 20250701 7938.0 7968.0 ... 386.04 7960.0 7932.0 PK
86 PK601 20250701 7958.0 7968.0 ... 3335.63 7962.0 7950.0 PK
87 PK603 20250701 7950.0 7956.0 ... 135.19 7952.0 7952.0 PK
88 PK604 20250701 7948.0 7950.0 ... 27.82 7950.0 7956.0 PK
89 PK605 20250701 7950.0 7952.0 ... 119.26 7952.0 7952.0 PK
90 PM507 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250701 6010.0 6010.0 ... 98.74 5984.0 6010.0 PR
97 PR508 20250701 6010.0 6046.0 ... 48814.05 6000.0 6022.0 PR
98 PR509 20250701 5948.0 5974.0 ... 507324.11 5932.0 5956.0 PR
99 PR510 20250701 5902.0 5930.0 ... 360901.70 5884.0 5904.0 PR
100 PR511 20250701 5888.0 5912.0 ... 119335.45 5870.0 5896.0 PR
101 PR512 20250701 5860.0 5874.0 ... 166.62 5846.0 5852.0 PR
102 PR601 20250701 5862.0 5874.0 ... 253.91 5838.0 5866.0 PR
103 PR602 20250701 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250701 0.0 0.0 ... 0.00 5874.0 5874.0 PR
105 PR604 20250701 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250701 0.0 0.0 ... 0.00 5860.0 5860.0 PR
107 PR606 20250701 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250701 6984.0 6984.0 ... 14956.24 6984.0 6984.0 PX
109 PX508 20250701 6898.0 6938.0 ... 13268.60 6862.0 6904.0 PX
110 PX509 20250701 6816.0 6870.0 ... 954627.77 6798.0 6826.0 PX
111 PX510 20250701 6734.0 6782.0 ... 80379.82 6712.0 6732.0 PX
112 PX511 20250701 6684.0 6740.0 ... 117567.69 6668.0 6686.0 PX
113 PX512 20250701 6666.0 6696.0 ... 19741.27 6636.0 6684.0 PX
114 PX601 20250701 6618.0 6678.0 ... 48705.72 6614.0 6602.0 PX
115 PX602 20250701 0.0 0.0 ... 0.00 6606.0 6572.0 PX
116 PX603 20250701 0.0 0.0 ... 0.00 6584.0 6570.0 PX
117 PX604 20250701 6604.0 6604.0 ... 16.42 6570.0 6554.0 PX
118 PX605 20250701 6602.0 6612.0 ... 118.49 6584.0 6562.0 PX
119 PX606 20250701 6564.0 6564.0 ... 9.80 6536.0 6522.0 PX
120 RI507 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250701 2433.0 2453.0 ... 4995.96 2445.0 2437.0 RM
127 RM508 20250701 2583.0 2600.0 ... 19040.96 2590.0 2578.0 RM
128 RM509 20250701 2575.0 2597.0 ... 954504.43 2583.0 2569.0 RM
129 RM511 20250701 2405.0 2420.0 ... 8929.70 2411.0 2405.0 RM
130 RM601 20250701 2304.0 2316.0 ... 110269.55 2308.0 2300.0 RM
131 RM603 20250701 2286.0 2293.0 ... 14581.93 2288.0 2284.0 RM
132 RM605 20250701 2313.0 2323.0 ... 11338.07 2318.0 2316.0 RM
133 RS507 20250701 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250701 5083.0 5130.0 ... 10.21 5107.0 5120.0 RS
135 RS509 20250701 5104.0 5117.0 ... 96.85 5097.0 5152.0 RS
136 RS511 20250701 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250701 1255.0 1255.0 ... 235.75 1156.0 1173.0 SA
138 SA508 20250701 1182.0 1185.0 ... 22702.34 1172.0 1202.0 SA
139 SA509 20250701 1178.0 1180.0 ... 3157410.25 1169.0 1199.0 SA
140 SA510 20250701 1195.0 1197.0 ... 67075.95 1189.0 1212.0 SA
141 SA511 20250701 1191.0 1194.0 ... 78551.81 1187.0 1212.0 SA
142 SA512 20250701 1205.0 1206.0 ... 25602.63 1197.0 1225.0 SA
143 SA601 20250701 1193.0 1194.0 ... 496098.28 1182.0 1211.0 SA
144 SA602 20250701 1209.0 1209.0 ... 4357.17 1194.0 1226.0 SA
145 SA603 20250701 1204.0 1207.0 ... 6868.89 1191.0 1224.0 SA
146 SA604 20250701 1219.0 1220.0 ... 8561.90 1203.0 1243.0 SA
147 SA605 20250701 1215.0 1217.0 ... 29004.57 1202.0 1229.0 SA
148 SA606 20250701 1224.0 1225.0 ... 2829.06 1203.0 1244.0 SA
149 SF507 20250701 5386.0 5464.0 ... 4221.16 5350.0 5514.0 SF
150 SF508 20250701 5324.0 5326.0 ... 18289.05 5268.0 5400.0 SF
151 SF509 20250701 5320.0 5326.0 ... 529354.16 5258.0 5380.0 SF
152 SF510 20250701 5236.0 5242.0 ... 110075.01 5172.0 5294.0 SF
153 SF511 20250701 5360.0 5360.0 ... 142772.36 5296.0 5420.0 SF
154 SF512 20250701 5290.0 5290.0 ... 26673.38 5264.0 5358.0 SF
155 SF601 20250701 5302.0 5302.0 ... 12071.39 5236.0 5348.0 SF
156 SF602 20250701 5224.0 5232.0 ... 872.15 5176.0 5268.0 SF
157 SF603 20250701 5368.0 5368.0 ... 47.75 5306.0 5392.0 SF
158 SF604 20250701 5312.0 5312.0 ... 10.61 5304.0 5370.0 SF
159 SF605 20250701 5330.0 5330.0 ... 250.94 5284.0 5380.0 SF
160 SF606 20250701 5260.0 5260.0 ... 33.90 5216.0 5328.0 SF
161 SH507 20250701 2400.0 2414.0 ... 548.62 2406.0 2391.0 SH
162 SH508 20250701 2288.0 2347.0 ... 191005.93 2301.0 2315.0 SH
163 SH509 20250701 2317.0 2361.0 ... 4002167.99 2317.0 2340.0 SH
164 SH510 20250701 2360.0 2400.0 ... 324305.14 2358.0 2380.0 SH
165 SH511 20250701 2350.0 2386.0 ... 210076.76 2345.0 2365.0 SH
166 SH512 20250701 2345.0 2387.0 ... 20487.74 2351.0 2368.0 SH
167 SH601 20250701 2327.0 2355.0 ... 88616.44 2323.0 2337.0 SH
168 SH602 20250701 2333.0 2370.0 ... 386.17 2340.0 2360.0 SH
169 SH603 20250701 2338.0 2378.0 ... 169.28 2351.0 2369.0 SH
170 SH604 20250701 2374.0 2406.0 ... 35.77 2384.0 2404.0 SH
171 SH605 20250701 2373.0 2410.0 ... 1892.12 2380.0 2397.0 SH
172 SH606 20250701 2391.0 2426.0 ... 50.40 2400.0 2414.0 SH
173 SM507 20250701 5584.0 5604.0 ... 547.26 5584.0 5660.0 SM
174 SM508 20250701 5620.0 5638.0 ... 31535.84 5604.0 5670.0 SM
175 SM509 20250701 5638.0 5644.0 ... 565565.68 5610.0 5678.0 SM
176 SM510 20250701 5602.0 5608.0 ... 34860.60 5578.0 5646.0 SM
177 SM511 20250701 5684.0 5692.0 ... 74618.20 5666.0 5728.0 SM
178 SM512 20250701 5682.0 5682.0 ... 29246.98 5658.0 5684.0 SM
179 SM601 20250701 5676.0 5676.0 ... 21189.98 5642.0 5708.0 SM
180 SM602 20250701 5672.0 5676.0 ... 121.29 5642.0 5696.0 SM
181 SM603 20250701 5678.0 5686.0 ... 62.18 5654.0 5708.0 SM
182 SM604 20250701 5662.0 5676.0 ... 36.80 5662.0 5712.0 SM
183 SM605 20250701 5672.0 5694.0 ... 170.05 5668.0 5736.0 SM
184 SM606 20250701 5674.0 5684.0 ... 5.68 5680.0 5728.0 SM
185 SR507 20250701 5796.0 5805.0 ... 1263.63 5796.0 5817.0 SR
186 SR509 20250701 5773.0 5795.0 ... 1100524.80 5781.0 5802.0 SR
187 SR511 20250701 5661.0 5675.0 ... 98163.84 5662.0 5681.0 SR
188 SR601 20250701 5598.0 5615.0 ... 139980.50 5601.0 5620.0 SR
189 SR603 20250701 5573.0 5584.0 ... 3204.33 5573.0 5591.0 SR
190 SR605 20250701 5557.0 5557.0 ... 5138.72 5543.0 5559.0 SR
191 TA507 20250701 5016.0 5030.0 ... 6247.75 4968.0 5016.0 TA
192 TA508 20250701 4926.0 4958.0 ... 64316.04 4906.0 4940.0 TA
193 TA509 20250701 4818.0 4850.0 ... 2823690.82 4804.0 4824.0 TA
194 TA510 20250701 4730.0 4774.0 ... 131623.75 4730.0 4738.0 TA
195 TA511 20250701 4702.0 4736.0 ... 62709.24 4704.0 4700.0 TA
196 TA512 20250701 4674.0 4720.0 ... 4547.51 4676.0 4676.0 TA
197 TA601 20250701 4668.0 4702.0 ... 670356.22 4664.0 4650.0 TA
198 TA602 20250701 4676.0 4708.0 ... 312.55 4700.0 4662.0 TA
199 TA603 20250701 4668.0 4702.0 ... 135.34 4668.0 4662.0 TA
200 TA604 20250701 4666.0 4706.0 ... 18.71 4678.0 4674.0 TA
201 TA605 20250701 4674.0 4712.0 ... 2240.24 4678.0 4664.0 TA
202 TA606 20250701 4708.0 4708.0 ... 7.06 4706.0 4674.0 TA
203 UR507 20250701 1702.0 1732.0 ... 190.14 1729.0 1724.0 UR
204 UR508 20250701 1710.0 1735.0 ... 247.56 1719.0 1727.0 UR
205 UR509 20250701 1707.0 1728.0 ... 935589.85 1710.0 1715.0 UR
206 UR510 20250701 1692.0 1715.0 ... 7274.90 1700.0 1701.0 UR
207 UR511 20250701 1704.0 1724.0 ... 4820.79 1707.0 1710.0 UR
208 UR512 20250701 1701.0 1708.0 ... 156.01 1696.0 1707.0 UR
209 UR601 20250701 1677.0 1687.0 ... 66453.34 1675.0 1683.0 UR
210 UR602 20250701 1674.0 1683.0 ... 782.77 1673.0 1679.0 UR
211 UR603 20250701 1703.0 1703.0 ... 27.19 1700.0 1700.0 UR
212 UR604 20250701 1692.0 1699.0 ... 33.88 1694.0 1699.0 UR
213 UR605 20250701 1690.0 1698.0 ... 2010.32 1689.0 1696.0 UR
214 UR606 20250701 1684.0 1692.0 ... 138.21 1685.0 1690.0 UR
215 WH507 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 16:25:24,167 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 SC2508 20250701 498 ... 497 496.1 SC
1 SC2509 20250701 492.5 ... 490.9 490.3 SC
2 SC2510 20250701 485.8 ... 485.4 484.8 SC
3 SC2511 20250701 482.6 ... 481.8 481.7 SC
4 SC2512 20250701 477.1 ... 478.8 480 SC
5 SC2601 20250701 476.6 ... 476.5 478.4 SC
6 SC2602 20250701 475.8 ... 475 476.9 SC
7 SC2603 20250701 478 ... 473.9 476.5 SC
8 SC2604 20250701 476.3 ... 476.3 474.9 SC
9 SC2605 20250701 470.6 ... 470.6 473.2 SC
10 SC2606 20250701 463.8 ... 470.2 472.6 SC
11 SC2607 20250701 470.9 ... 470.9 472.6 SC
12 SC2609 20250701 460.7 ... 467.3 472.5 SC
13 SC2612 20250701 ... 470.6 470.6 SC
14 SC2703 20250701 ... 468.4 468.4 SC
15 SC2706 20250701 462.7 ... 462.7 466.8 SC
16 SC2709 20250701 ... 465.7 465.7 SC
17 SC2712 20250701 ... 465.8 465.8 SC
18 SC2803 20250701 461.8 ... 460.4 461.3 SC
19 SC2806 20250701 459.9 ... 459.9 465.6 SC
21 LU2508 20250701 3611 ... 3591 3621 LU
22 LU2509 20250701 3582 ... 3576 3591 LU
23 LU2510 20250701 3562 ... 3553 3564 LU
24 LU2511 20250701 3535 ... 3528 3543 LU
25 LU2512 20250701 3518 ... 3505 3514 LU
26 LU2601 20250701 3514 ... 3499 3518 LU
27 LU2602 20250701 3478 ... 3480 3507 LU
28 LU2603 20250701 3471 ... 3456 3487 LU
29 LU2604 20250701 3450 ... 3450 3472 LU
30 LU2605 20250701 3419 ... 3427 3437 LU
31 LU2606 20250701 ... 3423 3416 LU
32 LU2607 20250701 ... 3416 3416 LU
34 NR2507 20250701 12130 ... 12175 12130 NR
35 NR2508 20250701 12185 ... 12210 12170 NR
36 NR2509 20250701 12115 ... 12170 12125 NR
37 NR2510 20250701 12115 ... 12165 12115 NR
38 NR2511 20250701 12115 ... 12180 12130 NR
39 NR2512 20250701 12125 ... 12180 12130 NR
40 NR2601 20250701 12130 ... 12165 12115 NR
41 NR2602 20250701 12150 ... 12185 12180 NR
42 NR2603 20250701 12155 ... 12175 12115 NR
43 NR2604 20250701 12185 ... 12185 12200 NR
44 NR2605 20250701 ... 12225 12225 NR
45 NR2606 20250701 ... 12260 12260 NR
47 BC2507 20250701 71500 ... 71500 71090 BC
48 BC2508 20250701 70910 ... 71280 71100 BC
49 BC2509 20250701 70860 ... 70970 70860 BC
50 BC2510 20250701 ... 71300 70700 BC
51 BC2511 20250701 ... 69520 69520 BC
52 BC2512 20250701 ... 69450 69450 BC
53 BC2601 20250701 ... 69570 69570 BC
54 BC2602 20250701 ... 69410 69410 BC
55 BC2603 20250701 ... 69290 69290 BC
56 BC2604 20250701 ... 69760 69760 BC
57 BC2605 20250701 ... 69710 68610 BC
58 BC2606 20250701 71790 ... 71590 68610 BC
60 EC2508 20250701 1784.2 ... 1852.6 1767.1 EC
61 EC2510 20250701 1352.6 ... 1368.8 1339.8 EC
62 EC2512 20250701 1518.3 ... 1526.5 1498 EC
63 EC2602 20250701 1323.3 ... 1331.2 1316.5 EC
64 EC2604 20250701 1150 ... 1175.5 1169 EC
65 EC2606 20250701 1300 ... 1313.6 1169 EC
68 SC_TAS2508 20250701 ... SC_TAS
69 SC_TAS2509 20250701 ... SC_TAS
70 SC_TAS2510 20250701 ... SC_TAS
71 SC_TAS2511 20250701 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 16:25:24,288 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 a2507 20250701 4250.00 ... 4204.0 4209.00 A
1 a2509 20250701 4136.00 ... 4129.0 4147.00 A
2 a2511 20250701 4078.00 ... 4069.0 4080.00 A
3 a2601 20250701 4057.00 ... 4051.0 4062.00 A
4 a2603 20250701 4044.00 ... 4039.0 4050.00 A
5 a2605 20250701 4067.00 ... 4075.0 4084.00 A
6 b2507 20250701 3560.00 ... 3550.0 3479.00 B
7 b2508 20250701 3592.00 ... 3576.0 3578.00 B
8 b2509 20250701 3618.00 ... 3608.0 3611.00 B
9 b2510 20250701 3670.00 ... 3660.0 3660.00 B
10 b2511 20250701 3671.00 ... 3665.0 3667.00 B
11 b2512 20250701 3674.00 ... 3677.0 3675.00 B
12 b2601 20250701 3663.00 ... 3662.0 3662.00 B
13 b2602 20250701 3629.00 ... 3618.0 3622.00 B
14 b2603 20250701 3528.00 ... 3528.0 3523.00 B
15 b2604 20250701 3439.00 ... 3434.0 3432.00 B
16 b2605 20250701 3383.00 ... 3380.0 3378.00 B
17 b2606 20250701 3381.00 ... 3380.0 3379.00 B
18 bb2509 20250701 152.75 ... 153.2 153.75 BB
19 bb2511 20250701 152.90 ... 152.8 152.70 BB
20 bb2601 20250701 0.00 ... 170.1 170.00 BB
21 bb2603 20250701 0.00 ... 170.2 170.10 BB
22 bb2605 20250701 0.00 ... 170.2 170.10 BB
23 c2507 20250701 2353.00 ... 2358.0 2359.00 C
24 c2509 20250701 2379.00 ... 2381.0 2376.00 C
25 c2511 20250701 2316.00 ... 2319.0 2319.00 C
26 c2601 20250701 2274.00 ... 2277.0 2272.00 C
27 c2603 20250701 2273.00 ... 2273.0 2268.00 C
28 c2605 20250701 2305.00 ... 2303.0 2298.00 C
29 cs2507 20250701 2740.00 ... 2727.0 2750.00 CS
30 cs2509 20250701 2732.00 ... 2743.0 2731.00 CS
31 cs2511 20250701 2673.00 ... 2678.0 2673.00 CS
32 cs2601 20250701 2674.00 ... 2677.0 2671.00 CS
33 cs2603 20250701 2656.00 ... 2659.0 2652.00 CS
34 cs2605 20250701 2691.00 ... 2694.0 2687.00 CS
35 eb2507 20250701 7408.00 ... 7422.0 7429.00 EB
36 eb2508 20250701 7307.00 ... 7273.0 7306.00 EB
37 eb2509 20250701 7223.00 ... 7186.0 7223.00 EB
38 eb2510 20250701 7118.00 ... 7104.0 7139.00 EB
39 eb2511 20250701 7052.00 ... 7033.0 7066.00 EB
40 eb2512 20250701 7032.00 ... 7006.0 7030.00 EB
41 eb2601 20250701 7031.00 ... 7015.0 7031.00 EB
42 eb2602 20250701 7057.00 ... 7047.0 7031.00 EB
43 eb2603 20250701 7053.00 ... 7099.0 7038.00 EB
44 eb2604 20250701 7101.00 ... 7042.0 7026.00 EB
45 eb2605 20250701 7099.00 ... 7065.0 7039.00 EB
46 eb2606 20250701 7020.00 ... 7014.0 6900.00 EB
47 eg2507 20250701 4201.00 ... 4203.0 4218.00 EG
48 eg2508 20250701 4246.00 ... 4245.0 4253.00 EG
49 eg2509 20250701 4272.00 ... 4262.0 4272.00 EG
50 eg2510 20250701 4281.00 ... 4269.0 4276.00 EG
51 eg2511 20250701 4289.00 ... 4271.0 4287.00 EG
52 eg2512 20250701 4289.00 ... 4276.0 4299.00 EG
53 eg2601 20250701 4294.00 ... 4286.0 4304.00 EG
54 eg2602 20250701 4283.00 ... 4284.0 4302.00 EG
55 eg2603 20250701 4308.00 ... 4288.0 4303.00 EG
56 eg2604 20250701 0.00 ... 4311.0 4311.00 EG
57 eg2605 20250701 4320.00 ... 4302.0 4322.00 EG
58 eg2606 20250701 4280.00 ... 4285.0 4337.00 EG
59 fb2507 20250701 0.00 ... 1341.5 1341.50 FB
60 fb2508 20250701 1309.00 ... 1311.0 1309.00 FB
61 fb2509 20250701 1299.50 ... 1306.0 1303.00 FB
62 fb2510 20250701 1326.50 ... 1327.5 1322.50 FB
63 fb2511 20250701 1324.00 ... 1325.5 1322.50 FB
64 fb2512 20250701 1323.00 ... 1323.5 1323.50 FB
65 fb2601 20250701 1287.50 ... 1300.5 1284.50 FB
66 fb2602 20250701 0.00 ... 1295.5 1295.50 FB
67 fb2603 20250701 0.00 ... 1313.5 1313.50 FB
68 fb2604 20250701 0.00 ... 1310.5 1310.50 FB
69 fb2605 20250701 0.00 ... 1292.5 1292.50 FB
70 fb2606 20250701 0.00 ... 1292.5 1292.50 FB
71 i2507 20250701 723.50 ... 719.0 723.50 I
72 i2508 20250701 724.00 ... 719.0 725.00 I
73 i2509 20250701 715.00 ... 710.5 718.00 I
74 i2510 20250701 709.00 ... 704.5 712.00 I
75 i2511 20250701 702.50 ... 698.5 706.50 I
76 i2512 20250701 696.50 ... 692.5 698.50 I
77 i2601 20250701 688.00 ... 686.5 692.50 I
78 i2602 20250701 686.50 ... 684.0 689.00 I
79 i2603 20250701 683.50 ... 681.0 687.00 I
80 i2604 20250701 679.00 ... 676.5 682.50 I
81 i2605 20250701 672.50 ... 669.0 675.00 I
82 i2606 20250701 666.00 ... 664.0 669.00 I
83 j2507 20250701 1304.50 ... 1304.5 1324.00 J
84 j2508 20250701 1376.00 ... 1371.5 1395.00 J
85 j2509 20250701 1404.00 ... 1398.0 1423.50 J
86 j2510 20250701 1423.50 ... 1415.0 1441.00 J
87 j2511 20250701 1431.00 ... 1428.5 1449.00 J
88 j2512 20250701 1433.50 ... 1431.5 1465.50 J
89 j2601 20250701 1439.00 ... 1433.0 1464.00 J
90 j2602 20250701 1440.00 ... 1440.0 1472.50 J
91 j2603 20250701 0.00 ... 1470.0 1470.00 J
92 j2604 20250701 0.00 ... 1497.5 1497.50 J
93 j2605 20250701 1481.00 ... 1463.5 1505.00 J
94 j2606 20250701 0.00 ... 1474.0 1474.00 J
95 jd2507 20250701 2819.00 ... 2835.0 2776.00 JD
96 jd2508 20250701 3566.00 ... 3568.0 3539.00 JD
97 jd2509 20250701 3690.00 ... 3690.0 3673.00 JD
98 jd2510 20250701 3406.00 ... 3417.0 3401.00 JD
99 jd2511 20250701 3430.00 ... 3433.0 3418.00 JD
100 jd2512 20250701 3589.00 ... 3594.0 3592.00 JD
101 jd2601 20250701 3636.00 ... 3637.0 3647.00 JD
102 jd2602 20250701 3205.00 ... 3203.0 3204.00 JD
103 jd2603 20250701 3205.00 ... 3206.0 3205.00 JD
104 jd2604 20250701 3341.00 ... 3343.0 3337.00 JD
105 jd2605 20250701 3417.00 ... 3422.0 3416.00 JD
106 jd2606 20250701 3264.00 ... 3266.0 3257.00 JD
107 jm2507 20250701 818.00 ... 821.0 824.00 JM
108 jm2508 20250701 800.00 ... 784.0 817.00 JM
109 jm2509 20250701 824.50 ... 817.5 842.50 JM
110 jm2510 20250701 838.00 ... 832.5 853.50 JM
111 jm2511 20250701 846.00 ... 840.5 864.00 JM
112 jm2512 20250701 852.50 ... 848.0 874.50 JM
113 jm2601 20250701 858.00 ... 854.0 886.00 JM
114 jm2602 20250701 861.50 ... 862.5 891.50 JM
115 jm2603 20250701 876.00 ... 868.5 897.00 JM
116 jm2604 20250701 874.00 ... 877.5 903.50 JM
117 jm2605 20250701 891.50 ... 883.5 913.00 JM
118 jm2606 20250701 902.00 ... 896.0 918.50 JM
119 l2507 20250701 7293.00 ... 7282.0 7337.00 L
120 l2508 20250701 7271.00 ... 7252.0 7297.00 L
121 l2509 20250701 7266.00 ... 7246.0 7286.00 L
122 l2510 20250701 7241.00 ... 7229.0 7256.00 L
123 l2511 20250701 7242.00 ... 7222.0 7246.00 L
124 l2512 20250701 7240.00 ... 7219.0 7249.00 L
125 l2601 20250701 7233.00 ... 7210.0 7236.00 L
126 l2602 20250701 7204.00 ... 7202.0 7229.00 L
127 l2603 20250701 7195.00 ... 7198.0 7208.00 L
128 l2604 20250701 7212.00 ... 7219.0 7265.00 L
129 l2605 20250701 7212.00 ... 7196.0 7215.00 L
130 l2606 20250701 7208.00 ... 7195.0 7229.00 L
131 lg2507 20250701 813.00 ... 815.5 820.00 LG
132 lg2509 20250701 784.00 ... 782.5 792.50 LG
133 lg2511 20250701 779.00 ... 778.5 785.00 LG
134 lg2601 20250701 780.00 ... 781.5 785.50 LG
135 lg2603 20250701 782.00 ... 784.5 787.50 LG
136 lg2605 20250701 782.00 ... 785.5 788.00 LG
137 lh2507 20250701 13945.00 ... 13820.0 13825.00 LH
138 lh2509 20250701 13880.00 ... 13895.0 13890.00 LH
139 lh2511 20250701 13370.00 ... 13400.0 13365.00 LH
140 lh2601 20250701 13485.00 ... 13495.0 13505.00 LH
141 lh2603 20250701 12810.00 ... 12800.0 12800.00 LH
142 lh2605 20250701 12940.00 ... 12955.0 12975.00 LH
143 m2507 20250701 2844.00 ... 2832.0 2843.00 M
144 m2508 20250701 2951.00 ... 2944.0 2943.00 M
145 m2509 20250701 2968.00 ... 2961.0 2958.00 M
146 m2511 20250701 3004.00 ... 3000.0 2997.00 M
147 m2512 20250701 3025.00 ... 3022.0 3020.00 M
148 m2601 20250701 3004.00 ... 3002.0 2995.00 M
149 m2603 20250701 2860.00 ... 2861.0 2851.00 M
150 m2605 20250701 2715.00 ... 2713.0 2711.00 M
151 p2507 20250701 8310.00 ... 8328.0 8398.00 P
152 p2508 20250701 8392.00 ... 8372.0 8368.00 P
153 p2509 20250701 8340.00 ... 8314.0 8312.00 P
154 p2510 20250701 8340.00 ... 8310.0 8308.00 P
155 p2511 20250701 8338.00 ... 8302.0 8318.00 P
156 p2512 20250701 8342.00 ... 8310.0 8320.00 P
157 p2601 20250701 8350.00 ... 8334.0 8326.00 P
158 p2602 20250701 8292.00 ... 8316.0 8294.00 P
159 p2603 20250701 8310.00 ... 8274.0 8274.00 P
160 p2604 20250701 8252.00 ... 8234.0 8208.00 P
161 p2605 20250701 8226.00 ... 8220.0 8212.00 P
162 p2606 20250701 8172.00 ... 8210.0 8184.00 P
163 pg2507 20250701 4209.00 ... 4203.0 4235.00 PG
164 pg2508 20250701 4231.00 ... 4194.0 4230.00 PG
165 pg2509 20250701 4125.00 ... 4098.0 4136.00 PG
166 pg2510 20250701 4500.00 ... 4470.0 4507.00 PG
167 pg2511 20250701 4406.00 ... 4383.0 4421.00 PG
168 pg2512 20250701 4316.00 ... 4305.0 4344.00 PG
169 pg2601 20250701 4239.00 ... 4236.0 4266.00 PG
170 pg2602 20250701 4156.00 ... 4155.0 4201.00 PG
171 pg2603 20250701 4096.00 ... 4072.0 4109.00 PG
172 pg2604 20250701 4356.00 ... 4360.0 4394.00 PG
173 pg2605 20250701 4253.00 ... 4245.0 4296.00 PG
174 pg2606 20250701 4204.00 ... 4202.0 4254.00 PG
175 pp2507 20250701 7083.00 ... 7073.0 7108.00 PP
176 pp2508 20250701 7095.00 ... 7055.0 7109.00 PP
177 pp2509 20250701 7077.00 ... 7048.0 7092.00 PP
178 pp2510 20250701 7019.00 ... 7003.0 7045.00 PP
179 pp2511 20250701 7016.00 ... 6999.0 7039.00 PP
180 pp2512 20250701 7011.00 ... 6993.0 7033.00 PP
181 pp2601 20250701 7013.00 ... 6997.0 7028.00 PP
182 pp2602 20250701 6987.00 ... 6978.0 6986.00 PP
183 pp2603 20250701 6969.00 ... 6976.0 7006.00 PP
184 pp2604 20250701 6993.00 ... 6989.0 7044.00 PP
185 pp2605 20250701 6992.00 ... 6976.0 7012.00 PP
186 pp2606 20250701 6993.00 ... 6985.0 7046.00 PP
187 rr2507 20250701 0.00 ... 3578.0 3578.00 RR
188 rr2508 20250701 3585.00 ... 3579.0 3585.00 RR
189 rr2509 20250701 3608.00 ... 3608.0 3607.00 RR
190 rr2510 20250701 3588.00 ... 3596.0 3591.00 RR
191 rr2511 20250701 3592.00 ... 3596.0 3596.00 RR
192 rr2512 20250701 3593.00 ... 3599.0 3605.00 RR
193 rr2601 20250701 3608.00 ... 3607.0 3606.00 RR
194 rr2602 20250701 3606.00 ... 3614.0 3609.00 RR
195 rr2603 20250701 3607.00 ... 3607.0 3605.00 RR
196 rr2604 20250701 3614.00 ... 3619.0 3603.00 RR
197 rr2605 20250701 3602.00 ... 3602.0 3601.00 RR
198 rr2606 20250701 3599.00 ... 3603.0 3606.00 RR
199 v2507 20250701 4801.00 ... 4767.0 4853.00 V
200 v2508 20250701 4850.00 ... 4800.0 4890.00 V
201 v2509 20250701 4885.00 ... 4839.0 4924.00 V
202 v2510 20250701 4910.00 ... 4867.0 4951.00 V
203 v2511 20250701 4935.00 ... 4897.0 4978.00 V
204 v2512 20250701 4958.00 ... 4922.0 5003.00 V
205 v2601 20250701 4977.00 ... 4932.0 5016.00 V
206 v2602 20250701 4988.00 ... 4959.0 5017.00 V
207 v2603 20250701 5007.00 ... 4983.0 5046.00 V
208 v2604 20250701 5100.00 ... 5078.0 5129.00 V
209 v2605 20250701 5129.00 ... 5090.0 5155.00 V
210 v2606 20250701 5110.00 ... 5100.0 5166.00 V
211 y2507 20250701 8022.00 ... 8038.0 8068.00 Y
212 y2508 20250701 8038.00 ... 8002.0 8026.00 Y
213 y2509 20250701 7996.00 ... 7968.0 7974.00 Y
214 y2511 20250701 8000.00 ... 7974.0 7980.00 Y
215 y2512 20250701 8018.00 ... 7998.0 8000.00 Y
216 y2601 20250701 7950.00 ... 7926.0 7930.00 Y
217 y2603 20250701 7808.00 ... 7804.0 7796.00 Y
218 y2605 20250701 7620.00 ... 7608.0 7598.00 Y
[219 rows x 12 columns]
2025-07-09 16:25:24,973 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250701 ... 80140 79970 CU
1 1 CU2508 20250701 ... 80020 79770 CU
2 2 CU2509 20250701 ... 79790 79620 CU
3 3 CU2510 20250701 ... 79550 79410 CU
4 4 CU2511 20250701 ... 79320 79180 CU
5 5 CU2512 20250701 ... 79130 78930 CU
6 6 CU2601 20250701 ... 78970 78750 CU
7 7 CU2602 20250701 ... 78890 78560 CU
8 8 CU2603 20250701 ... 78560 78430 CU
9 9 CU2604 20250701 ... 78600 78380 CU
10 10 CU2605 20250701 ... 78440 78350 CU
11 11 CU2606 20250701 ... 78280 78290 CU
12 12 BC2507 20250701 ... 71500 71090 BC
13 13 BC2508 20250701 ... 71280 71100 BC
14 14 BC2509 20250701 ... 70970 70860 BC
15 15 BC2510 20250701 ... 71300 70700 BC
16 16 BC2511 20250701 ... 69520 69520 BC
17 17 BC2512 20250701 ... 69450 69450 BC
18 18 BC2601 20250701 ... 69570 69570 BC
19 19 BC2602 20250701 ... 69410 69410 BC
20 20 BC2603 20250701 ... 69290 69290 BC
21 21 BC2604 20250701 ... 69760 69760 BC
22 22 BC2605 20250701 ... 69710 68610 BC
23 23 BC2606 20250701 ... 71590 68610 BC
24 24 AL2507 20250701 ... 20750 20735 AL
25 25 AL2508 20250701 ... 20560 20550 AL
26 26 AL2509 20250701 ... 20475 20455 AL
27 27 AL2510 20250701 ... 20365 20360 AL
28 28 AL2511 20250701 ... 20255 20235 AL
29 29 AL2512 20250701 ... 20160 20115 AL
30 30 AL2601 20250701 ... 20090 20055 AL
31 31 AL2602 20250701 ... 20100 20030 AL
32 32 AL2603 20250701 ... 20100 20020 AL
33 33 AL2604 20250701 ... 20135 20020 AL
34 34 AL2605 20250701 ... 20100 20050 AL
35 35 AL2606 20250701 ... 20125 20045 AL
36 36 ZN2507 20250701 ... 22310 22490 ZN
37 37 ZN2508 20250701 ... 22255 22435 ZN
38 38 ZN2509 20250701 ... 22190 22390 ZN
39 39 ZN2510 20250701 ... 22140 22330 ZN
40 40 ZN2511 20250701 ... 22085 22250 ZN
41 41 ZN2512 20250701 ... 22060 22200 ZN
42 42 ZN2601 20250701 ... 22045 22130 ZN
43 43 ZN2602 20250701 ... 21995 22100 ZN
44 44 ZN2603 20250701 ... 21995 22000 ZN
45 45 ZN2604 20250701 ... 22005 22025 ZN
46 46 ZN2605 20250701 ... 21990 22010 ZN
47 47 ZN2606 20250701 ... 21955 22010 ZN
48 48 PB2507 20250701 ... 17085 17100 PB
49 49 PB2508 20250701 ... 17135 17145 PB
50 50 PB2509 20250701 ... 17150 17170 PB
51 51 PB2510 20250701 ... 17145 17165 PB
52 52 PB2511 20250701 ... 17125 17150 PB
53 53 PB2512 20250701 ... 17115 17125 PB
54 54 PB2601 20250701 ... 17140 17155 PB
55 55 PB2602 20250701 ... 17120 17150 PB
56 56 PB2603 20250701 ... 17150 17150 PB
57 57 PB2604 20250701 ... 17165 17165 PB
58 58 PB2605 20250701 ... 17155 17155 PB
59 59 PB2606 20250701 ... 17115 17185 PB
60 60 NI2507 20250701 ... 120250 120740 NI
61 61 NI2508 20250701 ... 120390 120970 NI
62 62 NI2509 20250701 ... 120460 121030 NI
63 63 NI2510 20250701 ... 120600 121150 NI
64 64 NI2511 20250701 ... 120750 121340 NI
65 65 NI2512 20250701 ... 121010 121630 NI
66 66 NI2601 20250701 ... 121140 121770 NI
67 67 NI2602 20250701 ... 121300 121840 NI
68 68 NI2603 20250701 ... 122170 122170 NI
69 69 NI2604 20250701 ... 122640 122640 NI
70 70 NI2605 20250701 ... 121940 122520 NI
71 71 NI2606 20250701 ... 122680 122680 NI
72 72 SN2507 20250701 ... 266880 267860 SN
73 73 SN2508 20250701 ... 267340 268140 SN
74 74 SN2509 20250701 ... 267450 268090 SN
75 75 SN2510 20250701 ... 267400 267790 SN
76 76 SN2511 20250701 ... 266490 267280 SN
77 77 SN2512 20250701 ... 265990 266680 SN
78 78 SN2601 20250701 ... 266150 266910 SN
79 79 SN2602 20250701 ... 266050 267310 SN
80 80 SN2603 20250701 ... 266060 267190 SN
81 81 SN2604 20250701 ... 266230 266590 SN
82 82 SN2605 20250701 ... 265950 266070 SN
83 83 SN2606 20250701 ... 266200 266430 SN
84 84 AO2507 20250701 ... 3071 3106 AO
85 85 AO2508 20250701 ... 2977 3023 AO
86 86 AO2509 20250701 ... 2941 2987 AO
87 87 AO2510 20250701 ... 2916 2959 AO
88 88 AO2511 20250701 ... 2907 2949 AO
89 89 AO2512 20250701 ... 2899 2943 AO
90 90 AO2601 20250701 ... 2892 2933 AO
91 91 AO2602 20250701 ... 2888 2932 AO
92 92 AO2603 20250701 ... 2886 2926 AO
93 93 AO2604 20250701 ... 2886 2924 AO
94 94 AO2605 20250701 ... 2886 2918 AO
95 95 AO2606 20250701 ... 2879 2913 AO
96 96 AD2511 20250701 ... 19795 19775 AD
97 97 AD2512 20250701 ... 19700 19695 AD
98 98 AD2601 20250701 ... 19635 19625 AD
99 99 AD2602 20250701 ... 19610 19570 AD
100 100 AD2603 20250701 ... 19490 19490 AD
101 101 AD2604 20250701 ... 19520 19360 AD
102 102 AD2605 20250701 ... 19465 19410 AD
103 103 AD2606 20250701 ... 19400 19415 AD
104 104 AU2507 20250701 ... 769.12 761.7 AU
105 105 AU2508 20250701 ... 768.62 762.5 AU
106 106 AU2509 20250701 ... 771.02 763.52 AU
107 107 AU2510 20250701 ... 770.64 764.86 AU
108 108 AU2512 20250701 ... 773.24 766.6 AU
109 109 AU2602 20250701 ... 775.18 768.48 AU
110 110 AU2604 20250701 ... 777.5 770.68 AU
111 111 AU2606 20250701 ... 779.96 773.18 AU
112 112 AG2507 20250701 ... 8728 8705 AG
113 113 AG2508 20250701 ... 8739 8713 AG
114 114 AG2509 20250701 ... 8752 8724 AG
115 115 AG2510 20250701 ... 8764 8738 AG
116 116 AG2511 20250701 ... 8777 8742 AG
117 117 AG2512 20250701 ... 8784 8756 AG
118 118 AG2601 20250701 ... 8795 8763 AG
119 119 AG2602 20250701 ... 8804 8772 AG
120 120 AG2603 20250701 ... 8821 8786 AG
121 121 AG2604 20250701 ... 8833 8800 AG
122 122 AG2605 20250701 ... 8843 8815 AG
123 123 AG2606 20250701 ... 8858 8829 AG
124 124 RB2507 20250701 ... 2988 2999 RB
125 125 RB2508 20250701 ... 2955 2975 RB
126 126 RB2509 20250701 ... 2954 2971 RB
127 127 RB2510 20250701 ... 2987 3009 RB
128 128 RB2511 20250701 ... 2996 3015 RB
129 129 RB2512 20250701 ... 3007 3024 RB
130 130 RB2601 20250701 ... 3005 3023 RB
131 131 RB2602 20250701 ... 3011 3010 RB
132 132 RB2603 20250701 ... 2996 3009 RB
133 133 RB2604 20250701 ... 3011 3033 RB
134 134 RB2605 20250701 ... 3012 3026 RB
135 135 RB2606 20250701 ... 3018 3032 RB
136 136 WR2507 20250701 ... 3356 3356 WR
137 137 WR2508 20250701 ... 3359 3359 WR
138 138 WR2509 20250701 ... 3257 3245 WR
139 139 WR2510 20250701 ... 3303 3328 WR
140 140 WR2511 20250701 ... 3361 3361 WR
141 141 WR2512 20250701 ... 3337 3337 WR
142 142 WR2601 20250701 ... 3325 3330 WR
143 143 WR2602 20250701 ... 3396 3396 WR
144 144 WR2603 20250701 ... 3387 3387 WR
145 145 WR2604 20250701 ... 3392 3392 WR
146 146 WR2605 20250701 ... 3369 3369 WR
147 147 WR2606 20250701 ... 3367 3373 WR
148 148 HC2507 20250701 ... 3124 3147 HC
149 149 HC2508 20250701 ... 3131 3151 HC
150 150 HC2509 20250701 ... 3129 3141 HC
151 151 HC2510 20250701 ... 3121 3134 HC
152 152 HC2511 20250701 ... 3120 3137 HC
153 153 HC2512 20250701 ... 3123 3147 HC
154 154 HC2601 20250701 ... 3125 3140 HC
155 155 HC2602 20250701 ... 3126 3150 HC
156 156 HC2603 20250701 ... 3127 3154 HC
157 157 HC2604 20250701 ... 3132 3155 HC
158 158 HC2605 20250701 ... 3121 3142 HC
159 159 HC2606 20250701 ... 3124 3151 HC
160 160 SS2507 20250701 ... 12440 12580 SS
161 161 SS2508 20250701 ... 12535 12670 SS
162 162 SS2509 20250701 ... 12505 12620 SS
163 163 SS2510 20250701 ... 12475 12580 SS
164 164 SS2511 20250701 ... 12490 12595 SS
165 165 SS2512 20250701 ... 12510 12600 SS
166 166 SS2601 20250701 ... 12555 12635 SS
167 167 SS2602 20250701 ... 12595 12680 SS
168 168 SS2603 20250701 ... 12635 12700 SS
169 169 SS2604 20250701 ... 12630 12730 SS
170 170 SS2605 20250701 ... 12675 12765 SS
171 171 SS2606 20250701 ... 12700 12785 SS
172 172 SC2508 20250701 ... 497 496.1 SC
173 173 SC2509 20250701 ... 490.9 490.3 SC
174 174 SC2510 20250701 ... 485.4 484.8 SC
175 175 SC2511 20250701 ... 481.8 481.7 SC
176 176 SC2512 20250701 ... 478.8 480 SC
177 177 SC2601 20250701 ... 476.5 478.4 SC
178 178 SC2602 20250701 ... 475 476.9 SC
179 179 SC2603 20250701 ... 473.9 476.5 SC
180 180 SC2604 20250701 ... 476.3 474.9 SC
181 181 SC2605 20250701 ... 470.6 473.2 SC
182 182 SC2606 20250701 ... 470.2 472.6 SC
183 183 SC2607 20250701 ... 470.9 472.6 SC
184 184 SC2609 20250701 ... 467.3 472.5 SC
185 185 SC2612 20250701 ... 470.6 470.6 SC
186 186 SC2703 20250701 ... 468.4 468.4 SC
187 187 SC2706 20250701 ... 462.7 466.8 SC
188 188 SC2709 20250701 ... 465.7 465.7 SC
189 189 SC2712 20250701 ... 465.8 465.8 SC
190 190 SC2803 20250701 ... 460.4 461.3 SC
191 191 SC2806 20250701 ... 459.9 465.6 SC
192 192 LU2508 20250701 ... 3591 3621 LU
193 193 LU2509 20250701 ... 3576 3591 LU
194 194 LU2510 20250701 ... 3553 3564 LU
195 195 LU2511 20250701 ... 3528 3543 LU
196 196 LU2512 20250701 ... 3505 3514 LU
197 197 LU2601 20250701 ... 3499 3518 LU
198 198 LU2602 20250701 ... 3480 3507 LU
199 199 LU2603 20250701 ... 3456 3487 LU
200 200 LU2604 20250701 ... 3450 3472 LU
201 201 LU2605 20250701 ... 3427 3437 LU
202 202 LU2606 20250701 ... 3423 3416 LU
203 203 LU2607 20250701 ... 3416 3416 LU
204 204 FU2508 20250701 ... 2937 2964 FU
205 205 FU2509 20250701 ... 2973 2990 FU
206 206 FU2510 20250701 ... 2921 2935 FU
207 207 FU2511 20250701 ... 2882 2892 FU
208 208 FU2512 20250701 ... 2858 2863 FU
209 209 FU2601 20250701 ... 2850 2849 FU
210 210 FU2602 20250701 ... 2832 2827 FU
211 211 FU2603 20250701 ... 2823 2819 FU
212 212 FU2604 20250701 ... 2811 2806 FU
213 213 FU2605 20250701 ... 2802 2800 FU
214 214 FU2606 20250701 ... 2790 2788 FU
215 215 FU2607 20250701 ... 2781 2788 FU
216 216 BU2507 20250701 ... 3592 3570 BU
217 217 BU2508 20250701 ... 3580 3567 BU
218 218 BU2509 20250701 ... 3566 3556 BU
219 219 BU2510 20250701 ... 3520 3514 BU
220 220 BU2511 20250701 ... 3451 3450 BU
221 221 BU2512 20250701 ... 3373 3376 BU
222 222 BU2601 20250701 ... 3334 3338 BU
223 223 BU2602 20250701 ... 3303 3309 BU
224 224 BU2603 20250701 ... 3307 3310 BU
225 225 BU2604 20250701 ... 3292 3299 BU
226 226 BU2605 20250701 ... 3274 3282 BU
227 227 BU2606 20250701 ... 3242 3259 BU
228 228 BU2609 20250701 ... 3253 3249 BU
229 229 BU2612 20250701 ... 3212 3219 BU
230 230 BU2703 20250701 ... 3215 3229 BU
231 231 BU2706 20250701 ... 3228 3235 BU
232 232 BR2507 20250701 ... 11350 11360 BR
233 233 BR2508 20250701 ... 11220 11270 BR
234 234 BR2509 20250701 ... 11110 11165 BR
235 235 BR2510 20250701 ... 11055 11130 BR
236 236 BR2511 20250701 ... 11020 11095 BR
237 237 BR2512 20250701 ... 10985 11070 BR
238 238 BR2601 20250701 ... 10980 11035 BR
239 239 BR2602 20250701 ... 11010 11020 BR
240 240 BR2603 20250701 ... 11015 11025 BR
241 241 BR2604 20250701 ... 11065 11045 BR
242 242 BR2605 20250701 ... 11000 11060 BR
243 243 BR2606 20250701 ... 11000 11035 BR
244 244 RU2507 20250701 ... 13905 13935 RU
245 245 RU2508 20250701 ... 13945 13985 RU
246 246 RU2509 20250701 ... 13975 14010 RU
247 247 RU2510 20250701 ... 13975 14020 RU
248 248 RU2511 20250701 ... 13995 14005 RU
249 249 RU2601 20250701 ... 14850 14850 RU
250 250 RU2603 20250701 ... 14875 14890 RU
251 251 RU2604 20250701 ... 14975 14880 RU
252 252 RU2605 20250701 ... 14875 14895 RU
253 253 RU2606 20250701 ... 14915 14915 RU
254 254 NR2507 20250701 ... 12175 12130 NR
255 255 NR2508 20250701 ... 12210 12170 NR
256 256 NR2509 20250701 ... 12170 12125 NR
257 257 NR2510 20250701 ... 12165 12115 NR
258 258 NR2511 20250701 ... 12180 12130 NR
259 259 NR2512 20250701 ... 12180 12130 NR
260 260 NR2601 20250701 ... 12165 12115 NR
261 261 NR2602 20250701 ... 12185 12180 NR
262 262 NR2603 20250701 ... 12175 12115 NR
263 263 NR2604 20250701 ... 12185 12200 NR
264 264 NR2605 20250701 ... 12225 12225 NR
265 265 NR2606 20250701 ... 12260 12260 NR
266 266 SP2507 20250701 ... 5024 5048 SP
267 267 SP2508 20250701 ... 5044 5068 SP
268 268 SP2509 20250701 ... 5044 5066 SP
269 269 SP2510 20250701 ... 5046 5064 SP
270 270 SP2511 20250701 ... 5034 5052 SP
271 271 SP2512 20250701 ... 5032 5050 SP
272 272 SP2601 20250701 ... 5230 5262 SP
273 273 SP2602 20250701 ... 5170 5198 SP
274 274 SP2603 20250701 ... 5170 5186 SP
275 275 SP2604 20250701 ... 5172 5190 SP
276 276 SP2605 20250701 ... 5178 5198 SP
277 277 SP2606 20250701 ... 5190 5200 SP
278 278 EC2508 20250701 ... 1852.6 1767.1 EC
279 279 EC2510 20250701 ... 1368.8 1339.8 EC
280 280 EC2512 20250701 ... 1526.5 1498 EC
281 281 EC2602 20250701 ... 1331.2 1316.5 EC
282 282 EC2604 20250701 ... 1175.5 1169 EC
283 283 EC2606 20250701 ... 1313.6 1169 EC
284 286 SC_TAS2508 20250701 ... SC_TAS
285 287 SC_TAS2509 20250701 ... SC_TAS
286 288 SC_TAS2510 20250701 ... SC_TAS
287 289 SC_TAS2511 20250701 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 16:25:25,073 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
2025-07-09 16:25:27,382 - future_1d - INFO - save future_daily 2025-07-01 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250702 5857.400 ... 5849.600 5872.000 IC
1 IC2508 20250702 5813.200 ... 5799.000 5824.000 IC
2 IC2509 20250702 5748.000 ... 5748.800 5770.600 IC
3 IC2512 20250702 5635.000 ... 5625.000 5644.400 IC
4 IF2507 20250702 3915.000 ... 3919.600 3915.000 IF
5 IF2508 20250702 3899.000 ... 3902.200 3899.200 IF
6 IF2509 20250702 3890.200 ... 3891.800 3889.400 IF
7 IF2512 20250702 3850.600 ... 3854.200 3854.800 IF
8 IH2507 20250702 2697.200 ... 2703.400 2698.400 IH
9 IH2508 20250702 2694.400 ... 2698.200 2693.600 IH
10 IH2509 20250702 2692.000 ... 2696.800 2692.600 IH
11 IH2512 20250702 2690.600 ... 2695.000 2692.200 IH
12 IM2507 20250702 6280.800 ... 6251.800 6287.000 IM
13 IM2508 20250702 6200.000 ... 6177.200 6211.000 IM
14 IM2509 20250702 6130.000 ... 6107.400 6134.000 IM
15 IM2512 20250702 5945.000 ... 5929.000 5953.400 IM
16 T2509 20250702 109.030 ... 109.110 108.975 T
17 T2512 20250702 109.055 ... 109.185 109.010 T
18 T2603 20250702 109.080 ... 109.140 108.995 T
19 TF2509 20250702 106.205 ... 106.240 106.175 TF
20 TF2512 20250702 106.300 ... 106.335 106.270 TF
21 TF2603 20250702 106.335 ... 106.375 106.320 TF
22 TL2509 20250702 120.980 ... 121.160 120.700 TL
23 TL2512 20250702 120.770 ... 121.020 120.560 TL
24 TL2603 20250702 120.610 ... 120.800 120.390 TL
25 TS2509 20250702 102.490 ... 102.506 102.482 TS
26 TS2512 20250702 102.638 ... 102.638 102.626 TS
27 TS2603 20250702 102.752 ... 102.744 102.738 TS
[28 rows x 12 columns]
2025-07-09 16:25:35,730 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 PS2507 20250702 35000.0 ... 35000.0 33355.0 PS
1 PS2508 20250702 33350.0 ... 34315.0 32760.0 PS
2 PS2509 20250702 34000.0 ... 33635.0 32065.0 PS
3 PS2510 20250702 33855.0 ... 33515.0 31840.0 PS
4 PS2511 20250702 32735.0 ... 33365.0 31725.0 PS
5 PS2512 20250702 33990.0 ... 35485.0 33800.0 PS
6 PS2601 20250702 34030.0 ... 35380.0 33565.0 PS
7 PS2602 20250702 34470.0 ... 35250.0 33425.0 PS
8 PS2603 20250702 34450.0 ... 35475.0 33460.0 PS
9 PS2604 20250702 34250.0 ... 35155.0 33235.0 PS
10 PS2605 20250702 33945.0 ... 35040.0 33315.0 PS
11 PS2606 20250702 35395.0 ... 36605.0 34660.0 PS
13 SI2507 20250702 7825.0 ... 8130.0 7950.0 SI
14 SI2508 20250702 7815.0 ... 8070.0 7845.0 SI
15 SI2509 20250702 7805.0 ... 8085.0 7835.0 SI
16 SI2510 20250702 7775.0 ... 8060.0 7790.0 SI
17 SI2511 20250702 7740.0 ... 8005.0 7775.0 SI
18 SI2512 20250702 7950.0 ... 8280.0 8055.0 SI
19 SI2601 20250702 7960.0 ... 8245.0 7980.0 SI
20 SI2602 20250702 7970.0 ... 8230.0 7945.0 SI
21 SI2603 20250702 7985.0 ... 8260.0 7945.0 SI
22 SI2604 20250702 7960.0 ... 8265.0 7960.0 SI
23 SI2605 20250702 7980.0 ... 8250.0 7955.0 SI
24 SI2606 20250702 8095.0 ... 8230.0 7960.0 SI
27 LC2507 20250702 62920.0 ... 63620.0 62120.0 LC
28 LC2508 20250702 63040.0 ... 63640.0 62200.0 LC
29 LC2509 20250702 62800.0 ... 63500.0 61980.0 LC
30 LC2510 20250702 62720.0 ... 63320.0 61800.0 LC
31 LC2511 20250702 62520.0 ... 63140.0 61700.0 LC
32 LC2512 20250702 62700.0 ... 63480.0 62020.0 LC
33 LC2601 20250702 62620.0 ... 63540.0 62080.0 LC
34 LC2602 20250702 62100.0 ... 63360.0 62040.0 LC
35 LC2603 20250702 62660.0 ... 63380.0 62020.0 LC
36 LC2604 20250702 63240.0 ... 63940.0 62580.0 LC
37 LC2605 20250702 63240.0 ... 63960.0 62600.0 LC
38 LC2606 20250702 63340.0 ... 64080.0 62480.0 LC
[36 rows x 12 columns]
2025-07-09 16:25:35,904 - future_1d - INFO - ak.get_gfex_daily('2025-07-02') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250702 7719.0 7768.0 ... 375185.48 7726.0 7700.0 AP
1 AP511 20250702 7570.0 7579.0 ... 627.37 7559.0 7537.0 AP
2 AP512 20250702 7561.0 7625.0 ... 159.64 7602.0 7566.0 AP
3 AP601 20250702 7611.0 7661.0 ... 13992.74 7625.0 7603.0 AP
4 AP603 20250702 7644.0 7679.0 ... 145.25 7645.0 7626.0 AP
5 AP604 20250702 0.0 0.0 ... 0.00 7685.0 7685.0 AP
6 AP605 20250702 7722.0 7747.0 ... 116.04 7736.0 7723.0 AP
7 CF507 20250702 13515.0 13605.0 ... 7341.40 13585.0 13515.0 CF
8 CF509 20250702 13730.0 13850.0 ... 1258431.50 13785.0 13735.0 CF
9 CF511 20250702 13660.0 13770.0 ... 148788.19 13715.0 13660.0 CF
10 CF601 20250702 13745.0 13865.0 ... 367955.66 13800.0 13750.0 CF
11 CF603 20250702 13710.0 13825.0 ... 1130.06 13780.0 13715.0 CF
12 CF605 20250702 13735.0 13850.0 ... 6521.99 13805.0 13750.0 CF
13 CJ507 20250702 9660.0 9660.0 ... 24.15 9660.0 9465.0 CJ
14 CJ509 20250702 9800.0 9855.0 ... 1289254.14 9725.0 9650.0 CJ
15 CJ512 20250702 10960.0 11145.0 ... 47087.27 10980.0 10700.0 CJ
16 CJ601 20250702 11100.0 11325.0 ... 1494422.98 11120.0 10840.0 CJ
17 CJ603 20250702 11155.0 11500.0 ... 53753.77 11300.0 10960.0 CJ
18 CJ605 20250702 11430.0 11695.0 ... 141600.74 11500.0 11155.0 CJ
19 CY507 20250702 19845.0 20035.0 ... 59.91 19970.0 20035.0 CY
20 CY508 20250702 0.0 0.0 ... 0.00 19700.0 19665.0 CY
21 CY509 20250702 20040.0 20140.0 ... 74104.71 20065.0 20000.0 CY
22 CY510 20250702 0.0 0.0 ... 0.00 19685.0 19620.0 CY
23 CY511 20250702 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250702 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250702 20080.0 20085.0 ... 20.08 20085.0 20030.0 CY
26 CY602 20250702 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250702 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250702 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250702 20090.0 20090.0 ... 20.09 20090.0 20135.0 CY
30 CY606 20250702 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250702 901.0 957.0 ... 435.09 938.0 901.0 FG
32 FG508 20250702 994.0 1056.0 ... 62101.31 1033.0 995.0 FG
33 FG509 20250702 984.0 1056.0 ... 7491517.71 1023.0 988.0 FG
34 FG510 20250702 1030.0 1099.0 ... 37790.82 1066.0 1034.0 FG
35 FG511 20250702 1021.0 1091.0 ... 59758.34 1057.0 1022.0 FG
36 FG512 20250702 1081.0 1156.0 ... 24464.52 1123.0 1082.0 FG
37 FG601 20250702 1072.0 1143.0 ... 780134.31 1114.0 1070.0 FG
38 FG602 20250702 1103.0 1175.0 ... 2240.40 1144.0 1105.0 FG
39 FG603 20250702 1097.0 1172.0 ... 2507.85 1148.0 1100.0 FG
40 FG604 20250702 1125.0 1198.0 ... 1874.01 1176.0 1126.0 FG
41 FG605 20250702 1115.0 1195.0 ... 20041.08 1171.0 1116.0 FG
42 FG606 20250702 1132.0 1203.0 ... 949.97 1185.0 1132.0 FG
43 JR507 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250702 2419.0 2443.0 ... 75.16 2424.0 2421.0 MA
54 MA508 20250702 2425.0 2439.0 ... 17255.77 2427.0 2415.0 MA
55 MA509 20250702 2386.0 2407.0 ... 1665903.10 2393.0 2374.0 MA
56 MA510 20250702 2393.0 2414.0 ... 69342.88 2399.0 2384.0 MA
57 MA511 20250702 2401.0 2422.0 ... 73814.67 2405.0 2392.0 MA
58 MA512 20250702 2425.0 2437.0 ... 8084.00 2425.0 2405.0 MA
59 MA601 20250702 2420.0 2439.0 ... 118606.01 2426.0 2410.0 MA
60 MA602 20250702 2393.0 2420.0 ... 24.11 2411.0 2399.0 MA
61 MA603 20250702 2406.0 2417.0 ... 38.48 2405.0 2396.0 MA
62 MA604 20250702 2371.0 2390.0 ... 11.92 2384.0 2360.0 MA
63 MA605 20250702 2336.0 2351.0 ... 1891.05 2340.0 2324.0 MA
64 MA606 20250702 2346.0 2358.0 ... 21.15 2350.0 2331.0 MA
65 OI507 20250702 0.0 0.0 ... 0.00 9719.0 9586.0 OI
66 OI509 20250702 9495.0 9632.0 ... 3296684.31 9543.0 9461.0 OI
67 OI511 20250702 9474.0 9624.0 ... 142673.46 9545.0 9458.0 OI
68 OI601 20250702 9440.0 9573.0 ... 537560.05 9497.0 9410.0 OI
69 OI603 20250702 9374.0 9510.0 ... 2982.54 9438.0 9359.0 OI
70 OI605 20250702 9281.0 9405.0 ... 2435.33 9331.0 9266.0 OI
71 PF507 20250702 6748.0 6748.0 ... 143.79 6688.0 6678.0 PF
72 PF508 20250702 6600.0 6640.0 ... 363015.31 6598.0 6578.0 PF
73 PF509 20250702 6486.0 6514.0 ... 143595.93 6480.0 6482.0 PF
74 PF510 20250702 6478.0 6496.0 ... 60117.08 6468.0 6480.0 PF
75 PF511 20250702 6446.0 6458.0 ... 31190.35 6428.0 6426.0 PF
76 PF512 20250702 6410.0 6424.0 ... 9159.95 6394.0 6376.0 PF
77 PF601 20250702 6410.0 6426.0 ... 512.94 6412.0 6394.0 PF
78 PF602 20250702 6382.0 6382.0 ... 6.38 6382.0 6402.0 PF
79 PF603 20250702 6408.0 6408.0 ... 6.40 6400.0 6410.0 PF
80 PF604 20250702 6424.0 6436.0 ... 9.63 6424.0 6402.0 PF
81 PF605 20250702 6408.0 6434.0 ... 16.03 6414.0 6402.0 PF
82 PF606 20250702 6390.0 6390.0 ... 3.20 6390.0 6404.0 PF
83 PK510 20250702 8210.0 8276.0 ... 182555.23 8238.0 8196.0 PK
84 PK511 20250702 7972.0 8014.0 ... 48839.94 7984.0 7958.0 PK
85 PK512 20250702 7964.0 7990.0 ... 274.99 7972.0 7960.0 PK
86 PK601 20250702 7972.0 7990.0 ... 4495.59 7978.0 7962.0 PK
87 PK603 20250702 7962.0 7978.0 ... 139.47 7970.0 7952.0 PK
88 PK604 20250702 7964.0 7976.0 ... 15.94 7970.0 7950.0 PK
89 PK605 20250702 7950.0 7972.0 ... 358.26 7962.0 7952.0 PK
90 PM507 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250702 5984.0 5984.0 ... 385.97 5984.0 5984.0 PR
97 PR508 20250702 6012.0 6026.0 ... 64670.70 5972.0 6000.0 PR
98 PR509 20250702 5944.0 5954.0 ... 421273.39 5922.0 5932.0 PR
99 PR510 20250702 5900.0 5926.0 ... 289209.23 5886.0 5884.0 PR
100 PR511 20250702 5884.0 5902.0 ... 91160.08 5860.0 5870.0 PR
101 PR512 20250702 5880.0 5880.0 ... 44.06 5876.0 5846.0 PR
102 PR601 20250702 5844.0 5878.0 ... 456.36 5852.0 5838.0 PR
103 PR602 20250702 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250702 0.0 0.0 ... 0.00 5902.0 5874.0 PR
105 PR604 20250702 5898.0 5898.0 ... 8.85 5898.0 5864.0 PR
106 PR605 20250702 5886.0 5906.0 ... 53.08 5898.0 5860.0 PR
107 PR606 20250702 0.0 0.0 ... 0.00 5860.0 5848.0 PR
108 PX507 20250702 7000.0 7000.0 ... 6933.93 6920.0 6984.0 PX
109 PX508 20250702 6892.0 6894.0 ... 10835.27 6826.0 6862.0 PX
110 PX509 20250702 6812.0 6830.0 ... 723735.28 6760.0 6798.0 PX
111 PX510 20250702 6774.0 6774.0 ... 81218.20 6716.0 6712.0 PX
112 PX511 20250702 6692.0 6726.0 ... 117408.29 6670.0 6668.0 PX
113 PX512 20250702 6668.0 6678.0 ... 6157.72 6640.0 6636.0 PX
114 PX601 20250702 6658.0 6664.0 ... 52017.03 6624.0 6614.0 PX
115 PX602 20250702 6576.0 6600.0 ... 36.22 6586.0 6606.0 PX
116 PX603 20250702 0.0 0.0 ... 0.00 6610.0 6584.0 PX
117 PX604 20250702 6570.0 6570.0 ... 6.57 6568.0 6570.0 PX
118 PX605 20250702 6618.0 6624.0 ... 62.58 6588.0 6584.0 PX
119 PX606 20250702 6538.0 6538.0 ... 3.27 6538.0 6536.0 PX
120 RI507 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250702 2447.0 2449.0 ... 4013.17 2438.0 2445.0 RM
127 RM508 20250702 2588.0 2593.0 ... 16803.55 2583.0 2590.0 RM
128 RM509 20250702 2581.0 2588.0 ... 780781.64 2577.0 2583.0 RM
129 RM511 20250702 2408.0 2410.0 ... 4145.31 2403.0 2411.0 RM
130 RM601 20250702 2303.0 2309.0 ... 112056.32 2301.0 2308.0 RM
131 RM603 20250702 2285.0 2290.0 ... 9047.03 2283.0 2288.0 RM
132 RM605 20250702 2318.0 2322.0 ... 10646.88 2316.0 2318.0 RM
133 RS507 20250702 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250702 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250702 5141.0 5185.0 ... 195.92 5156.0 5097.0 RS
136 RS511 20250702 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250702 1145.0 1187.0 ... 1315.73 1166.0 1156.0 SA
138 SA508 20250702 1168.0 1206.0 ... 32348.74 1186.0 1172.0 SA
139 SA509 20250702 1163.0 1211.0 ... 6406411.38 1185.0 1169.0 SA
140 SA510 20250702 1182.0 1219.0 ... 103125.93 1191.0 1189.0 SA
141 SA511 20250702 1179.0 1219.0 ... 118144.79 1190.0 1187.0 SA
142 SA512 20250702 1191.0 1230.0 ... 47118.44 1210.0 1197.0 SA
143 SA601 20250702 1180.0 1231.0 ... 1321284.24 1210.0 1182.0 SA
144 SA602 20250702 1192.0 1236.0 ... 7685.99 1223.0 1194.0 SA
145 SA603 20250702 1188.0 1236.0 ... 8360.74 1218.0 1191.0 SA
146 SA604 20250702 1199.0 1244.0 ... 7468.79 1232.0 1203.0 SA
147 SA605 20250702 1195.0 1243.0 ... 43896.95 1225.0 1202.0 SA
148 SA606 20250702 1201.0 1245.0 ... 3839.08 1236.0 1203.0 SA
149 SF507 20250702 5352.0 5550.0 ... 6850.37 5396.0 5350.0 SF
150 SF508 20250702 5282.0 5476.0 ... 24057.99 5374.0 5268.0 SF
151 SF509 20250702 5280.0 5468.0 ... 736112.59 5368.0 5258.0 SF
152 SF510 20250702 5198.0 5380.0 ... 112883.22 5280.0 5172.0 SF
153 SF511 20250702 5318.0 5514.0 ... 164170.99 5402.0 5296.0 SF
154 SF512 20250702 5276.0 5474.0 ... 30020.24 5358.0 5264.0 SF
155 SF601 20250702 5258.0 5446.0 ... 20501.80 5322.0 5236.0 SF
156 SF602 20250702 5172.0 5380.0 ... 2395.26 5312.0 5176.0 SF
157 SF603 20250702 5318.0 5502.0 ... 97.91 5440.0 5306.0 SF
158 SF604 20250702 5372.0 5488.0 ... 27.23 5446.0 5304.0 SF
159 SF605 20250702 5248.0 5476.0 ... 314.37 5420.0 5284.0 SF
160 SF606 20250702 5296.0 5400.0 ... 21.50 5376.0 5216.0 SF
161 SH507 20250702 2370.0 2370.0 ... 387.61 2349.0 2406.0 SH
162 SH508 20250702 2349.0 2394.0 ... 224774.89 2368.0 2301.0 SH
163 SH509 20250702 2363.0 2396.0 ... 4350271.76 2374.0 2317.0 SH
164 SH510 20250702 2403.0 2434.0 ... 310963.14 2415.0 2358.0 SH
165 SH511 20250702 2391.0 2420.0 ... 186434.50 2402.0 2345.0 SH
166 SH512 20250702 2396.0 2424.0 ... 37010.77 2405.0 2351.0 SH
167 SH601 20250702 2356.0 2390.0 ... 84687.08 2371.0 2323.0 SH
168 SH602 20250702 2380.0 2403.0 ... 871.68 2382.0 2340.0 SH
169 SH603 20250702 2382.0 2409.0 ... 273.01 2395.0 2351.0 SH
170 SH604 20250702 2422.0 2447.0 ... 51.05 2431.0 2384.0 SH
171 SH605 20250702 2412.0 2446.0 ... 2256.75 2427.0 2380.0 SH
172 SH606 20250702 2430.0 2449.0 ... 167.37 2426.0 2400.0 SH
173 SM507 20250702 5614.0 5732.0 ... 1455.32 5696.0 5584.0 SM
174 SM508 20250702 5598.0 5752.0 ... 19786.84 5684.0 5604.0 SM
175 SM509 20250702 5624.0 5758.0 ... 869273.36 5694.0 5610.0 SM
176 SM510 20250702 5592.0 5720.0 ... 57503.64 5652.0 5578.0 SM
177 SM511 20250702 5680.0 5802.0 ... 102222.05 5740.0 5666.0 SM
178 SM512 20250702 5666.0 5784.0 ... 33088.87 5720.0 5658.0 SM
179 SM601 20250702 5660.0 5788.0 ... 45573.84 5718.0 5642.0 SM
180 SM602 20250702 5662.0 5786.0 ... 282.13 5700.0 5642.0 SM
181 SM603 20250702 5672.0 5802.0 ... 262.68 5710.0 5654.0 SM
182 SM604 20250702 5672.0 5814.0 ... 171.51 5718.0 5662.0 SM
183 SM605 20250702 5702.0 5814.0 ... 1003.23 5750.0 5668.0 SM
184 SM606 20250702 5694.0 5808.0 ... 37.43 5758.0 5680.0 SM
185 SR507 20250702 5790.0 5800.0 ... 11164.37 5779.0 5796.0 SR
186 SR509 20250702 5740.0 5772.0 ... 1628936.65 5735.0 5781.0 SR
187 SR511 20250702 5624.0 5638.0 ... 154161.54 5606.0 5662.0 SR
188 SR601 20250702 5567.0 5583.0 ... 203284.02 5557.0 5601.0 SR
189 SR603 20250702 5550.0 5557.0 ... 4151.26 5535.0 5573.0 SR
190 SR605 20250702 5525.0 5528.0 ... 15391.61 5509.0 5543.0 SR
191 TA507 20250702 4946.0 4950.0 ... 10507.50 4918.0 4968.0 TA
192 TA508 20250702 4898.0 4904.0 ... 90380.90 4854.0 4906.0 TA
193 TA509 20250702 4810.0 4818.0 ... 2236780.06 4778.0 4804.0 TA
194 TA510 20250702 4748.0 4760.0 ... 75416.51 4724.0 4730.0 TA
195 TA511 20250702 4728.0 4732.0 ... 48069.96 4700.0 4704.0 TA
196 TA512 20250702 4704.0 4710.0 ... 4818.34 4680.0 4676.0 TA
197 TA601 20250702 4678.0 4692.0 ... 423862.03 4662.0 4664.0 TA
198 TA602 20250702 4676.0 4690.0 ... 107.31 4666.0 4700.0 TA
199 TA603 20250702 4666.0 4680.0 ... 74.44 4654.0 4668.0 TA
200 TA604 20250702 4668.0 4688.0 ... 23.35 4672.0 4678.0 TA
201 TA605 20250702 4696.0 4702.0 ... 1798.52 4678.0 4678.0 TA
202 TA606 20250702 4678.0 4678.0 ... 2.34 4678.0 4706.0 TA
203 UR507 20250702 1740.0 1751.0 ... 791.96 1744.0 1729.0 UR
204 UR508 20250702 1730.0 1754.0 ... 554.10 1742.0 1719.0 UR
205 UR509 20250702 1717.0 1747.0 ... 915051.52 1730.0 1710.0 UR
206 UR510 20250702 1707.0 1734.0 ... 18134.29 1720.0 1700.0 UR
207 UR511 20250702 1717.0 1740.0 ... 8336.03 1727.0 1707.0 UR
208 UR512 20250702 1699.0 1720.0 ... 75.33 1712.0 1696.0 UR
209 UR601 20250702 1680.0 1706.0 ... 77513.22 1691.0 1675.0 UR
210 UR602 20250702 1679.0 1702.0 ... 873.85 1687.0 1673.0 UR
211 UR603 20250702 1711.0 1726.0 ... 78.88 1715.0 1700.0 UR
212 UR604 20250702 1704.0 1716.0 ... 61.45 1707.0 1694.0 UR
213 UR605 20250702 1699.0 1716.0 ... 3118.89 1702.0 1689.0 UR
214 UR606 20250702 1690.0 1714.0 ... 430.07 1707.0 1685.0 UR
215 WH507 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 16:25:36,239 - future_1d - INFO - ak.get_czce_daily('2025-07-02') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250702 503.1 503.8 ... 6855778.27 498.5 497 SC
1 SC2509 20250702 496.2 496.8 ... 1100915.04 493 490.9 SC
2 SC2510 20250702 491 491 ... 255544.92 487.4 485.4 SC
3 SC2511 20250702 486 486 ... 57418.79 482.9 481.8 SC
4 SC2512 20250702 482.9 483 ... 12883.41 480.7 478.8 SC
5 SC2601 20250702 480.5 480.5 ... 8994.35 478.4 476.5 SC
6 SC2602 20250702 478.6 479.1 ... 6910.05 476.5 475 SC
7 SC2603 20250702 474.8 475.5 ... 5072.65 474 473.9 SC
8 SC2604 20250702 472.3 474.7 ... 189.32 473.3 476.3 SC
9 SC2605 20250702 471.2 471.2 ... 47.12 471.2 470.6 SC
10 SC2606 20250702 473.2 473.2 ... 141.6 472 470.2 SC
11 SC2607 20250702 ... 0 470.9 470.9 SC
12 SC2609 20250702 ... 0 467.3 467.3 SC
13 SC2612 20250702 460.4 460.4 ... 92.08 460.4 470.6 SC
14 SC2703 20250702 ... 0 468.4 468.4 SC
15 SC2706 20250702 463.7 464 ... 185.47 463.6 462.7 SC
16 SC2709 20250702 464.1 464.1 ... 92.79 463.9 465.7 SC
17 SC2712 20250702 ... 0 465.8 465.8 SC
18 SC2803 20250702 ... 0 460.4 460.4 SC
19 SC2806 20250702 462.8 462.8 ... 92.56 462.8 459.9 SC
21 LU2508 20250702 3604 3620 ... 39503.524 3588 3591 LU
22 LU2509 20250702 3605 3610 ... 237458.723 3591 3576 LU
23 LU2510 20250702 3583 3586 ... 103616.981 3569 3553 LU
24 LU2511 20250702 3554 3554 ... 3183.934 3541 3528 LU
25 LU2512 20250702 3532 3532 ... 98.495 3517 3505 LU
26 LU2601 20250702 3500 3506 ... 115.427 3497 3499 LU
27 LU2602 20250702 3493 3493 ... 17.4 3480 3480 LU
28 LU2603 20250702 3463 3470 ... 31.15 3461 3456 LU
29 LU2604 20250702 3449 3449 ... 17.236 3447 3450 LU
30 LU2605 20250702 3438 3438 ... 44.584 3429 3427 LU
31 LU2606 20250702 3495 3495 ... 103.084 3436 3423 LU
32 LU2607 20250702 ... 0 3416 3416 LU
34 NR2507 20250702 12240 12300 ... 4531.05 12245 12175 NR
35 NR2508 20250702 12290 12340 ... 918463.29 12270 12210 NR
36 NR2509 20250702 12225 12305 ... 460022.205 12225 12170 NR
37 NR2510 20250702 12230 12285 ... 43347.725 12210 12165 NR
38 NR2511 20250702 12225 12280 ... 3519.91 12220 12180 NR
39 NR2512 20250702 12210 12315 ... 1381.27 12220 12180 NR
40 NR2601 20250702 12220 12315 ... 6477.67 12220 12165 NR
41 NR2602 20250702 12255 12265 ... 36.775 12255 12185 NR
42 NR2603 20250702 12215 12290 ... 109.99 12220 12175 NR
43 NR2604 20250702 12245 12260 ... 134.65 12240 12185 NR
44 NR2605 20250702 12280 12350 ... 86.015 12285 12225 NR
45 NR2606 20250702 ... 0 12260 12260 NR
47 BC2507 20250702 71480 71480 ... 357.4 71480 71500 BC
48 BC2508 20250702 71710 72140 ... 194978.41 71850 71280 BC
49 BC2509 20250702 71610 71880 ... 27379.02 71670 70970 BC
50 BC2510 20250702 ... 0 71350 71300 BC
51 BC2511 20250702 72330 72340 ... 72.335 72330 69520 BC
52 BC2512 20250702 ... 0 69450 69450 BC
53 BC2601 20250702 ... 0 69570 69570 BC
54 BC2602 20250702 ... 0 69410 69410 BC
55 BC2603 20250702 ... 0 69290 69290 BC
56 BC2604 20250702 ... 0 69760 69760 BC
57 BC2605 20250702 71000 71000 ... 35.5 71000 69710 BC
58 BC2606 20250702 ... 0 71590 71590 BC
60 EC2508 20250702 1900 1931.4 ... 418725.264 1894.9 1852.6 EC
61 EC2510 20250702 1370 1397 ... 100077.645 1374.5 1368.8 EC
62 EC2512 20250702 1520 1578.8 ... 22983.672 1540.4 1526.5 EC
63 EC2602 20250702 1320 1359.6 ... 3366.515 1338.5 1331.2 EC
64 EC2604 20250702 1166 1182.2 ... 6566.737 1174.7 1175.5 EC
65 EC2606 20250702 1295 1327.1 ... 1404.6885 1312.7 1313.6 EC
68 SC_TAS2508 20250702 ... SC_TAS
69 SC_TAS2509 20250702 ... SC_TAS
70 SC_TAS2510 20250702 ... SC_TAS
71 SC_TAS2511 20250702 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 16:25:36,342 - future_1d - INFO - ak.get_ine_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 a2507 20250702 4200.00 ... 4200.00 4204.0 A
1 a2509 20250702 4125.00 ... 4137.00 4129.0 A
2 a2511 20250702 4061.00 ... 4070.00 4069.0 A
3 a2601 20250702 4047.00 ... 4049.00 4051.0 A
4 a2603 20250702 4039.00 ... 4039.00 4039.0 A
5 a2605 20250702 4071.00 ... 4073.00 4075.0 A
6 b2507 20250702 0.00 ... 3550.00 3550.0 B
7 b2508 20250702 3546.00 ... 3554.00 3576.0 B
8 b2509 20250702 3590.00 ... 3591.00 3608.0 B
9 b2510 20250702 3648.00 ... 3642.00 3660.0 B
10 b2511 20250702 3663.00 ... 3654.00 3665.0 B
11 b2512 20250702 3667.00 ... 3668.00 3677.0 B
12 b2601 20250702 3655.00 ... 3653.00 3662.0 B
13 b2602 20250702 3607.00 ... 3610.00 3618.0 B
14 b2603 20250702 3516.00 ... 3514.00 3528.0 B
15 b2604 20250702 3422.00 ... 3420.00 3434.0 B
16 b2605 20250702 3370.00 ... 3364.00 3380.0 B
17 b2606 20250702 3378.00 ... 3367.00 3380.0 B
18 bb2509 20250702 153.25 ... 153.35 153.2 BB
19 bb2511 20250702 153.35 ... 153.20 152.8 BB
20 bb2601 20250702 0.00 ... 170.50 170.1 BB
21 bb2603 20250702 0.00 ... 170.60 170.2 BB
22 bb2605 20250702 0.00 ... 170.60 170.2 BB
23 c2507 20250702 2358.00 ... 2356.00 2358.0 C
24 c2509 20250702 2383.00 ... 2369.00 2381.0 C
25 c2511 20250702 2328.00 ... 2309.00 2319.0 C
26 c2601 20250702 2279.00 ... 2267.00 2277.0 C
27 c2603 20250702 2274.00 ... 2263.00 2273.0 C
28 c2605 20250702 2303.00 ... 2294.00 2303.0 C
29 cs2507 20250702 2729.00 ... 2729.00 2727.0 CS
30 cs2509 20250702 2746.00 ... 2735.00 2743.0 CS
31 cs2511 20250702 2682.00 ... 2671.00 2678.0 CS
32 cs2601 20250702 2677.00 ... 2667.00 2677.0 CS
33 cs2603 20250702 2665.00 ... 2647.00 2659.0 CS
34 cs2605 20250702 2697.00 ... 2685.00 2694.0 CS
35 eb2507 20250702 7389.00 ... 7397.00 7422.0 EB
36 eb2508 20250702 7279.00 ... 7250.00 7273.0 EB
37 eb2509 20250702 7210.00 ... 7166.00 7186.0 EB
38 eb2510 20250702 7125.00 ... 7082.00 7104.0 EB
39 eb2511 20250702 7040.00 ... 7012.00 7033.0 EB
40 eb2512 20250702 7010.00 ... 6987.00 7006.0 EB
41 eb2601 20250702 7018.00 ... 6998.00 7015.0 EB
42 eb2602 20250702 7023.00 ... 7016.00 7047.0 EB
43 eb2603 20250702 7047.00 ... 7022.00 7099.0 EB
44 eb2604 20250702 7006.00 ... 7019.00 7042.0 EB
45 eb2605 20250702 7014.00 ... 7016.00 7065.0 EB
46 eb2606 20250702 7002.00 ... 7037.00 7014.0 EB
47 eg2507 20250702 4232.00 ... 4226.00 4203.0 EG
48 eg2508 20250702 4274.00 ... 4272.00 4245.0 EG
49 eg2509 20250702 4290.00 ... 4289.00 4262.0 EG
50 eg2510 20250702 4290.00 ... 4297.00 4269.0 EG
51 eg2511 20250702 4291.00 ... 4309.00 4271.0 EG
52 eg2512 20250702 4302.00 ... 4310.00 4276.0 EG
53 eg2601 20250702 4305.00 ... 4314.00 4286.0 EG
54 eg2602 20250702 4308.00 ... 4311.00 4284.0 EG
55 eg2603 20250702 4313.00 ... 4311.00 4288.0 EG
56 eg2604 20250702 0.00 ... 4345.00 4311.0 EG
57 eg2605 20250702 4314.00 ... 4321.00 4302.0 EG
58 eg2606 20250702 0.00 ... 4297.00 4285.0 EG
59 fb2507 20250702 0.00 ... 1341.50 1341.5 FB
60 fb2508 20250702 1327.50 ... 1327.50 1311.0 FB
61 fb2509 20250702 1299.50 ... 1309.00 1306.0 FB
62 fb2510 20250702 1324.50 ... 1326.50 1327.5 FB
63 fb2511 20250702 1326.50 ... 1325.00 1325.5 FB
64 fb2512 20250702 1323.00 ... 1323.50 1323.5 FB
65 fb2601 20250702 1310.50 ... 1311.00 1300.5 FB
66 fb2602 20250702 0.00 ... 1295.50 1295.5 FB
67 fb2603 20250702 0.00 ... 1313.50 1313.5 FB
68 fb2604 20250702 0.00 ... 1310.50 1310.5 FB
69 fb2605 20250702 0.00 ... 1292.50 1292.5 FB
70 fb2606 20250702 0.00 ... 1292.50 1292.5 FB
71 i2507 20250702 711.00 ... 710.50 719.0 I
72 i2508 20250702 715.00 ... 722.50 719.0 I
73 i2509 20250702 708.00 ... 715.50 710.5 I
74 i2510 20250702 702.00 ... 708.00 704.5 I
75 i2511 20250702 696.00 ... 702.00 698.5 I
76 i2512 20250702 692.50 ... 697.00 692.5 I
77 i2601 20250702 683.50 ... 689.50 686.5 I
78 i2602 20250702 682.50 ... 685.50 684.0 I
79 i2603 20250702 680.00 ... 683.00 681.0 I
80 i2604 20250702 676.50 ... 680.00 676.5 I
81 i2605 20250702 666.00 ... 672.00 669.0 I
82 i2606 20250702 663.50 ... 667.50 664.0 I
83 j2507 20250702 0.00 ... 1304.50 1304.5 J
84 j2508 20250702 1361.00 ... 1393.00 1371.5 J
85 j2509 20250702 1390.00 ... 1416.50 1398.0 J
86 j2510 20250702 1404.50 ... 1440.50 1415.0 J
87 j2511 20250702 0.00 ... 1428.50 1428.5 J
88 j2512 20250702 1432.00 ... 1432.00 1431.5 J
89 j2601 20250702 1433.50 ... 1453.50 1433.0 J
90 j2602 20250702 0.00 ... 1460.50 1440.0 J
91 j2603 20250702 0.00 ... 1491.00 1470.0 J
92 j2604 20250702 0.00 ... 1497.50 1497.5 J
93 j2605 20250702 1463.50 ... 1477.00 1463.5 J
94 j2606 20250702 1485.50 ... 1485.50 1474.0 J
95 jd2507 20250702 2845.00 ... 2836.00 2835.0 JD
96 jd2508 20250702 3561.00 ... 3561.00 3568.0 JD
97 jd2509 20250702 3683.00 ... 3687.00 3690.0 JD
98 jd2510 20250702 3415.00 ... 3412.00 3417.0 JD
99 jd2511 20250702 3430.00 ... 3418.00 3433.0 JD
100 jd2512 20250702 3598.00 ... 3583.00 3594.0 JD
101 jd2601 20250702 3633.00 ... 3629.00 3637.0 JD
102 jd2602 20250702 3200.00 ... 3199.00 3203.0 JD
103 jd2603 20250702 3206.00 ... 3202.00 3206.0 JD
104 jd2604 20250702 3349.00 ... 3329.00 3343.0 JD
105 jd2605 20250702 3422.00 ... 3404.00 3422.0 JD
106 jd2606 20250702 3262.00 ... 3250.00 3266.0 JD
107 jm2507 20250702 811.00 ... 811.00 821.0 JM
108 jm2508 20250702 780.00 ... 780.00 784.0 JM
109 jm2509 20250702 813.50 ... 825.00 817.5 JM
110 jm2510 20250702 830.00 ... 844.50 832.5 JM
111 jm2511 20250702 839.50 ... 854.50 840.5 JM
112 jm2512 20250702 849.50 ... 865.00 848.0 JM
113 jm2601 20250702 860.00 ... 871.50 854.0 JM
114 jm2602 20250702 871.00 ... 885.00 862.5 JM
115 jm2603 20250702 865.00 ... 888.00 868.5 JM
116 jm2604 20250702 872.00 ... 893.50 877.5 JM
117 jm2605 20250702 884.50 ... 896.00 883.5 JM
118 jm2606 20250702 886.00 ... 911.00 896.0 JM
119 l2507 20250702 7301.00 ... 7294.00 7282.0 L
120 l2508 20250702 7275.00 ... 7270.00 7252.0 L
121 l2509 20250702 7240.00 ... 7263.00 7246.0 L
122 l2510 20250702 7247.00 ... 7256.00 7229.0 L
123 l2511 20250702 7226.00 ... 7250.00 7222.0 L
124 l2512 20250702 7236.00 ... 7247.00 7219.0 L
125 l2601 20250702 7230.00 ... 7236.00 7210.0 L
126 l2602 20250702 7192.00 ... 7218.00 7202.0 L
127 l2603 20250702 7224.00 ... 7224.00 7198.0 L
128 l2604 20250702 7234.00 ... 7248.00 7219.0 L
129 l2605 20250702 7207.00 ... 7214.00 7196.0 L
130 l2606 20250702 7222.00 ... 7235.00 7195.0 L
131 lg2507 20250702 815.50 ... 818.50 815.5 LG
132 lg2509 20250702 789.50 ... 790.50 782.5 LG
133 lg2511 20250702 782.00 ... 784.50 778.5 LG
134 lg2601 20250702 781.50 ... 783.00 781.5 LG
135 lg2603 20250702 782.50 ... 783.50 784.5 LG
136 lg2605 20250702 789.50 ... 791.50 785.5 LG
137 lh2507 20250702 13950.00 ... 13950.00 13820.0 LH
138 lh2509 20250702 13880.00 ... 14190.00 13895.0 LH
139 lh2511 20250702 13340.00 ... 13510.00 13400.0 LH
140 lh2601 20250702 13455.00 ... 13555.00 13495.0 LH
141 lh2603 20250702 12775.00 ... 12850.00 12800.0 LH
142 lh2605 20250702 12990.00 ... 13010.00 12955.0 LH
143 m2507 20250702 2820.00 ... 2824.00 2832.0 M
144 m2508 20250702 2939.00 ... 2929.00 2944.0 M
145 m2509 20250702 2951.00 ... 2947.00 2961.0 M
146 m2511 20250702 2995.00 ... 2985.00 3000.0 M
147 m2512 20250702 3015.00 ... 3009.00 3022.0 M
148 m2601 20250702 2997.00 ... 2990.00 3002.0 M
149 m2603 20250702 2856.00 ... 2849.00 2861.0 M
150 m2605 20250702 2707.00 ... 2698.00 2713.0 M
151 p2507 20250702 8452.00 ... 8452.00 8328.0 P
152 p2508 20250702 8394.00 ... 8428.00 8372.0 P
153 p2509 20250702 8338.00 ... 8376.00 8314.0 P
154 p2510 20250702 8338.00 ... 8384.00 8310.0 P
155 p2511 20250702 8334.00 ... 8374.00 8302.0 P
156 p2512 20250702 8334.00 ... 8394.00 8310.0 P
157 p2601 20250702 8344.00 ... 8402.00 8334.0 P
158 p2602 20250702 8330.00 ... 8374.00 8316.0 P
159 p2603 20250702 8296.00 ... 8328.00 8274.0 P
160 p2604 20250702 8254.00 ... 8298.00 8234.0 P
161 p2605 20250702 8252.00 ... 8272.00 8220.0 P
162 p2606 20250702 8216.00 ... 8262.00 8210.0 P
163 pg2507 20250702 4205.00 ... 4205.00 4203.0 PG
164 pg2508 20250702 4205.00 ... 4202.00 4194.0 PG
165 pg2509 20250702 4103.00 ... 4100.00 4098.0 PG
166 pg2510 20250702 4480.00 ... 4480.00 4470.0 PG
167 pg2511 20250702 4394.00 ... 4392.00 4383.0 PG
168 pg2512 20250702 4311.00 ... 4322.00 4305.0 PG
169 pg2601 20250702 4249.00 ... 4240.00 4236.0 PG
170 pg2602 20250702 4148.00 ... 4163.00 4155.0 PG
171 pg2603 20250702 4080.00 ... 4084.00 4072.0 PG
172 pg2604 20250702 4374.00 ... 4374.00 4360.0 PG
173 pg2605 20250702 4264.00 ... 4266.00 4245.0 PG
174 pg2606 20250702 4223.00 ... 4204.00 4202.0 PG
175 pp2507 20250702 7088.00 ... 7073.00 7073.0 PP
176 pp2508 20250702 7064.00 ... 7064.00 7055.0 PP
177 pp2509 20250702 7055.00 ... 7058.00 7048.0 PP
178 pp2510 20250702 7001.00 ... 7017.00 7003.0 PP
179 pp2511 20250702 7014.00 ... 7016.00 6999.0 PP
180 pp2512 20250702 7011.00 ... 7021.00 6993.0 PP
181 pp2601 20250702 7000.00 ... 7012.00 6997.0 PP
182 pp2602 20250702 6969.00 ... 6981.00 6978.0 PP
183 pp2603 20250702 6966.00 ... 6971.00 6976.0 PP
184 pp2604 20250702 0.00 ... 6989.00 6989.0 PP
185 pp2605 20250702 6986.00 ... 6990.00 6976.0 PP
186 pp2606 20250702 6964.00 ... 6974.00 6985.0 PP
187 rr2507 20250702 0.00 ... 3578.00 3578.0 RR
188 rr2508 20250702 3568.00 ... 3549.00 3579.0 RR
189 rr2509 20250702 3602.00 ... 3600.00 3608.0 RR
190 rr2510 20250702 3598.00 ... 3602.00 3596.0 RR
191 rr2511 20250702 3601.00 ... 3608.00 3596.0 RR
192 rr2512 20250702 3605.00 ... 3608.00 3599.0 RR
193 rr2601 20250702 3606.00 ... 3610.00 3607.0 RR
194 rr2602 20250702 3612.00 ... 3612.00 3614.0 RR
195 rr2603 20250702 3607.00 ... 3607.00 3607.0 RR
196 rr2604 20250702 0.00 ... 3619.00 3619.0 RR
197 rr2605 20250702 0.00 ... 3602.00 3602.0 RR
198 rr2606 20250702 0.00 ... 3608.00 3603.0 RR
199 v2507 20250702 4760.00 ... 4819.00 4767.0 V
200 v2508 20250702 4788.00 ... 4847.00 4800.0 V
201 v2509 20250702 4819.00 ... 4877.00 4839.0 V
202 v2510 20250702 4855.00 ... 4906.00 4867.0 V
203 v2511 20250702 4886.00 ... 4932.00 4897.0 V
204 v2512 20250702 4905.00 ... 4968.00 4922.0 V
205 v2601 20250702 4916.00 ... 4975.00 4932.0 V
206 v2602 20250702 4956.00 ... 5000.00 4959.0 V
207 v2603 20250702 4970.00 ... 5029.00 4983.0 V
208 v2604 20250702 5080.00 ... 5127.00 5078.0 V
209 v2605 20250702 5085.00 ... 5146.00 5090.0 V
210 v2606 20250702 5113.00 ... 5174.00 5100.0 V
211 y2507 20250702 0.00 ... 8038.00 8038.0 Y
212 y2508 20250702 8000.00 ... 7994.00 8002.0 Y
213 y2509 20250702 8004.00 ... 7982.00 7968.0 Y
214 y2511 20250702 7980.00 ... 7980.00 7974.0 Y
215 y2512 20250702 8010.00 ... 8010.00 7998.0 Y
216 y2601 20250702 7926.00 ... 7932.00 7926.0 Y
217 y2603 20250702 7802.00 ... 7800.00 7804.0 Y
218 y2605 20250702 7610.00 ... 7586.00 7608.0 Y
[219 rows x 12 columns]
2025-07-09 16:25:36,927 - future_1d - INFO - ak.get_dce_daily('2025-07-02') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250702 ... 80830 80140 CU
1 1 CU2508 20250702 ... 80620 80020 CU
2 2 CU2509 20250702 ... 80420 79790 CU
3 3 CU2510 20250702 ... 80150 79550 CU
4 4 CU2511 20250702 ... 79910 79320 CU
5 5 CU2512 20250702 ... 79680 79130 CU
6 6 CU2601 20250702 ... 79500 78970 CU
7 7 CU2602 20250702 ... 79400 78890 CU
8 8 CU2603 20250702 ... 79350 78560 CU
9 9 CU2604 20250702 ... 79300 78600 CU
10 10 CU2605 20250702 ... 79160 78440 CU
11 11 CU2606 20250702 ... 79160 78280 CU
12 12 BC2507 20250702 ... 71480 71500 BC
13 13 BC2508 20250702 ... 71850 71280 BC
14 14 BC2509 20250702 ... 71670 70970 BC
15 15 BC2510 20250702 ... 71350 71300 BC
16 16 BC2511 20250702 ... 72330 69520 BC
17 17 BC2512 20250702 ... 69450 69450 BC
18 18 BC2601 20250702 ... 69570 69570 BC
19 19 BC2602 20250702 ... 69410 69410 BC
20 20 BC2603 20250702 ... 69290 69290 BC
21 21 BC2604 20250702 ... 69760 69760 BC
22 22 BC2605 20250702 ... 71000 69710 BC
23 23 BC2606 20250702 ... 71590 71590 BC
24 24 AL2507 20250702 ... 20825 20750 AL
25 25 AL2508 20250702 ... 20665 20560 AL
26 26 AL2509 20250702 ... 20590 20475 AL
27 27 AL2510 20250702 ... 20490 20365 AL
28 28 AL2511 20250702 ... 20395 20255 AL
29 29 AL2512 20250702 ... 20295 20160 AL
30 30 AL2601 20250702 ... 20220 20090 AL
31 31 AL2602 20250702 ... 20215 20100 AL
32 32 AL2603 20250702 ... 20205 20100 AL
33 33 AL2604 20250702 ... 20220 20135 AL
34 34 AL2605 20250702 ... 20250 20100 AL
35 35 AL2606 20250702 ... 20245 20125 AL
36 36 ZN2507 20250702 ... 22295 22310 ZN
37 37 ZN2508 20250702 ... 22215 22255 ZN
38 38 ZN2509 20250702 ... 22160 22190 ZN
39 39 ZN2510 20250702 ... 22110 22140 ZN
40 40 ZN2511 20250702 ... 22050 22085 ZN
41 41 ZN2512 20250702 ... 22010 22060 ZN
42 42 ZN2601 20250702 ... 21965 22045 ZN
43 43 ZN2602 20250702 ... 21955 21995 ZN
44 44 ZN2603 20250702 ... 21955 21995 ZN
45 45 ZN2604 20250702 ... 21950 22005 ZN
46 46 ZN2605 20250702 ... 21945 21990 ZN
47 47 ZN2606 20250702 ... 21935 21955 ZN
48 48 PB2507 20250702 ... 17125 17085 PB
49 49 PB2508 20250702 ... 17160 17135 PB
50 50 PB2509 20250702 ... 17175 17150 PB
51 51 PB2510 20250702 ... 17180 17145 PB
52 52 PB2511 20250702 ... 17180 17125 PB
53 53 PB2512 20250702 ... 17170 17115 PB
54 54 PB2601 20250702 ... 17200 17140 PB
55 55 PB2602 20250702 ... 17160 17120 PB
56 56 PB2603 20250702 ... 17150 17150 PB
57 57 PB2604 20250702 ... 17160 17165 PB
58 58 PB2605 20250702 ... 17155 17155 PB
59 59 PB2606 20250702 ... 17115 17115 PB
60 60 NI2507 20250702 ... 120830 120250 NI
61 61 NI2508 20250702 ... 120820 120390 NI
62 62 NI2509 20250702 ... 121000 120460 NI
63 63 NI2510 20250702 ... 121180 120600 NI
64 64 NI2511 20250702 ... 121270 120750 NI
65 65 NI2512 20250702 ... 121440 121010 NI
66 66 NI2601 20250702 ... 121700 121140 NI
67 67 NI2602 20250702 ... 121970 121300 NI
68 68 NI2603 20250702 ... 122020 122170 NI
69 69 NI2604 20250702 ... 122270 122640 NI
70 70 NI2605 20250702 ... 122740 121940 NI
71 71 NI2606 20250702 ... 122860 122680 NI
72 72 SN2507 20250702 ... 269020 266880 SN
73 73 SN2508 20250702 ... 269300 267340 SN
74 74 SN2509 20250702 ... 269380 267450 SN
75 75 SN2510 20250702 ... 269210 267400 SN
76 76 SN2511 20250702 ... 268780 266490 SN
77 77 SN2512 20250702 ... 268330 265990 SN
78 78 SN2601 20250702 ... 268390 266150 SN
79 79 SN2602 20250702 ... 267960 266050 SN
80 80 SN2603 20250702 ... 267850 266060 SN
81 81 SN2604 20250702 ... 266880 266230 SN
82 82 SN2605 20250702 ... 267860 265950 SN
83 83 SN2606 20250702 ... 266640 266200 SN
84 84 AO2507 20250702 ... 3084 3071 AO
85 85 AO2508 20250702 ... 3045 2977 AO
86 86 AO2509 20250702 ... 2998 2941 AO
87 87 AO2510 20250702 ... 2980 2916 AO
88 88 AO2511 20250702 ... 2959 2907 AO
89 89 AO2512 20250702 ... 2951 2899 AO
90 90 AO2601 20250702 ... 2948 2892 AO
91 91 AO2602 20250702 ... 2921 2888 AO
92 92 AO2603 20250702 ... 2939 2886 AO
93 93 AO2604 20250702 ... 2954 2886 AO
94 94 AO2605 20250702 ... 2942 2886 AO
95 95 AO2606 20250702 ... 2939 2879 AO
96 96 AD2511 20250702 ... 19900 19795 AD
97 97 AD2512 20250702 ... 19790 19700 AD
98 98 AD2601 20250702 ... 19725 19635 AD
99 99 AD2602 20250702 ... 19695 19610 AD
100 100 AD2603 20250702 ... 19660 19490 AD
101 101 AD2604 20250702 ... 19625 19520 AD
102 102 AD2605 20250702 ... 19590 19465 AD
103 103 AD2606 20250702 ... 19495 19400 AD
104 104 AU2507 20250702 ... 775.16 769.12 AU
105 105 AU2508 20250702 ... 775.44 768.62 AU
106 106 AU2509 20250702 ... 777.08 771.02 AU
107 107 AU2510 20250702 ... 777.62 770.64 AU
108 108 AU2512 20250702 ... 779.26 773.24 AU
109 109 AU2602 20250702 ... 781.5 775.18 AU
110 110 AU2604 20250702 ... 783.62 777.5 AU
111 111 AU2606 20250702 ... 785.82 779.96 AU
112 112 AG2507 20250702 ... 8772 8728 AG
113 113 AG2508 20250702 ... 8783 8739 AG
114 114 AG2509 20250702 ... 8795 8752 AG
115 115 AG2510 20250702 ... 8806 8764 AG
116 116 AG2511 20250702 ... 8817 8777 AG
117 117 AG2512 20250702 ... 8823 8784 AG
118 118 AG2601 20250702 ... 8834 8795 AG
119 119 AG2602 20250702 ... 8845 8804 AG
120 120 AG2603 20250702 ... 8855 8821 AG
121 121 AG2604 20250702 ... 8868 8833 AG
122 122 AG2605 20250702 ... 8882 8843 AG
123 123 AG2606 20250702 ... 8896 8858 AG
124 124 RB2507 20250702 ... 3018 2988 RB
125 125 RB2508 20250702 ... 3002 2955 RB
126 126 RB2509 20250702 ... 2997 2954 RB
127 127 RB2510 20250702 ... 3032 2987 RB
128 128 RB2511 20250702 ... 3039 2996 RB
129 129 RB2512 20250702 ... 3049 3007 RB
130 130 RB2601 20250702 ... 3046 3005 RB
131 131 RB2602 20250702 ... 3045 3011 RB
132 132 RB2603 20250702 ... 3034 2996 RB
133 133 RB2604 20250702 ... 3051 3011 RB
134 134 RB2605 20250702 ... 3053 3012 RB
135 135 RB2606 20250702 ... 3056 3018 RB
136 136 WR2507 20250702 ... 3356 3356 WR
137 137 WR2508 20250702 ... 3376 3359 WR
138 138 WR2509 20250702 ... 3284 3257 WR
139 139 WR2510 20250702 ... 3328 3303 WR
140 140 WR2511 20250702 ... 3365 3361 WR
141 141 WR2512 20250702 ... 3362 3337 WR
142 142 WR2601 20250702 ... 3344 3325 WR
143 143 WR2602 20250702 ... 3396 3396 WR
144 144 WR2603 20250702 ... 3387 3387 WR
145 145 WR2604 20250702 ... 3392 3392 WR
146 146 WR2605 20250702 ... 3369 3369 WR
147 147 WR2606 20250702 ... 3367 3367 WR
148 148 HC2507 20250702 ... 3175 3124 HC
149 149 HC2508 20250702 ... 3170 3131 HC
150 150 HC2509 20250702 ... 3169 3129 HC
151 151 HC2510 20250702 ... 3162 3121 HC
152 152 HC2511 20250702 ... 3166 3120 HC
153 153 HC2512 20250702 ... 3187 3123 HC
154 154 HC2601 20250702 ... 3168 3125 HC
155 155 HC2602 20250702 ... 3165 3126 HC
156 156 HC2603 20250702 ... 3175 3127 HC
157 157 HC2604 20250702 ... 3168 3132 HC
158 158 HC2605 20250702 ... 3160 3121 HC
159 159 HC2606 20250702 ... 3163 3124 HC
160 160 SS2507 20250702 ... 12540 12440 SS
161 161 SS2508 20250702 ... 12640 12535 SS
162 162 SS2509 20250702 ... 12600 12505 SS
163 163 SS2510 20250702 ... 12570 12475 SS
164 164 SS2511 20250702 ... 12585 12490 SS
165 165 SS2512 20250702 ... 12595 12510 SS
166 166 SS2601 20250702 ... 12640 12555 SS
167 167 SS2602 20250702 ... 12680 12595 SS
168 168 SS2603 20250702 ... 12715 12635 SS
169 169 SS2604 20250702 ... 12745 12630 SS
170 170 SS2605 20250702 ... 12775 12675 SS
171 171 SS2606 20250702 ... 12810 12700 SS
172 172 SC2508 20250702 ... 498.5 497 SC
173 173 SC2509 20250702 ... 493 490.9 SC
174 174 SC2510 20250702 ... 487.4 485.4 SC
175 175 SC2511 20250702 ... 482.9 481.8 SC
176 176 SC2512 20250702 ... 480.7 478.8 SC
177 177 SC2601 20250702 ... 478.4 476.5 SC
178 178 SC2602 20250702 ... 476.5 475 SC
179 179 SC2603 20250702 ... 474 473.9 SC
180 180 SC2604 20250702 ... 473.3 476.3 SC
181 181 SC2605 20250702 ... 471.2 470.6 SC
182 182 SC2606 20250702 ... 472 470.2 SC
183 183 SC2607 20250702 ... 470.9 470.9 SC
184 184 SC2609 20250702 ... 467.3 467.3 SC
185 185 SC2612 20250702 ... 460.4 470.6 SC
186 186 SC2703 20250702 ... 468.4 468.4 SC
187 187 SC2706 20250702 ... 463.6 462.7 SC
188 188 SC2709 20250702 ... 463.9 465.7 SC
189 189 SC2712 20250702 ... 465.8 465.8 SC
190 190 SC2803 20250702 ... 460.4 460.4 SC
191 191 SC2806 20250702 ... 462.8 459.9 SC
192 192 LU2508 20250702 ... 3588 3591 LU
193 193 LU2509 20250702 ... 3591 3576 LU
194 194 LU2510 20250702 ... 3569 3553 LU
195 195 LU2511 20250702 ... 3541 3528 LU
196 196 LU2512 20250702 ... 3517 3505 LU
197 197 LU2601 20250702 ... 3497 3499 LU
198 198 LU2602 20250702 ... 3480 3480 LU
199 199 LU2603 20250702 ... 3461 3456 LU
200 200 LU2604 20250702 ... 3447 3450 LU
201 201 LU2605 20250702 ... 3429 3427 LU
202 202 LU2606 20250702 ... 3436 3423 LU
203 203 LU2607 20250702 ... 3416 3416 LU
204 204 FU2508 20250702 ... 2923 2937 FU
205 205 FU2509 20250702 ... 2956 2973 FU
206 206 FU2510 20250702 ... 2912 2921 FU
207 207 FU2511 20250702 ... 2882 2882 FU
208 208 FU2512 20250702 ... 2858 2858 FU
209 209 FU2601 20250702 ... 2852 2850 FU
210 210 FU2602 20250702 ... 2836 2832 FU
211 211 FU2603 20250702 ... 2826 2823 FU
212 212 FU2604 20250702 ... 2813 2811 FU
213 213 FU2605 20250702 ... 2800 2802 FU
214 214 FU2606 20250702 ... 2785 2790 FU
215 215 FU2607 20250702 ... 2779 2781 FU
216 216 BU2507 20250702 ... 3609 3592 BU
217 217 BU2508 20250702 ... 3598 3580 BU
218 218 BU2509 20250702 ... 3579 3566 BU
219 219 BU2510 20250702 ... 3530 3520 BU
220 220 BU2511 20250702 ... 3464 3451 BU
221 221 BU2512 20250702 ... 3382 3373 BU
222 222 BU2601 20250702 ... 3342 3334 BU
223 223 BU2602 20250702 ... 3338 3303 BU
224 224 BU2603 20250702 ... 3315 3307 BU
225 225 BU2604 20250702 ... 3304 3292 BU
226 226 BU2605 20250702 ... 3286 3274 BU
227 227 BU2606 20250702 ... 3257 3242 BU
228 228 BU2609 20250702 ... 3260 3253 BU
229 229 BU2612 20250702 ... 3230 3212 BU
230 230 BU2703 20250702 ... 3243 3215 BU
231 231 BU2706 20250702 ... 3228 3228 BU
232 232 BR2507 20250702 ... 11390 11350 BR
233 233 BR2508 20250702 ... 11230 11220 BR
234 234 BR2509 20250702 ... 11130 11110 BR
235 235 BR2510 20250702 ... 11080 11055 BR
236 236 BR2511 20250702 ... 11070 11020 BR
237 237 BR2512 20250702 ... 11060 10985 BR
238 238 BR2601 20250702 ... 11030 10980 BR
239 239 BR2602 20250702 ... 11040 11010 BR
240 240 BR2603 20250702 ... 11030 11015 BR
241 241 BR2604 20250702 ... 11010 11065 BR
242 242 BR2605 20250702 ... 11020 11000 BR
243 243 BR2606 20250702 ... 11055 11000 BR
244 244 RU2507 20250702 ... 14000 13905 RU
245 245 RU2508 20250702 ... 14070 13945 RU
246 246 RU2509 20250702 ... 14090 13975 RU
247 247 RU2510 20250702 ... 14070 13975 RU
248 248 RU2511 20250702 ... 14100 13995 RU
249 249 RU2601 20250702 ... 14955 14850 RU
250 250 RU2603 20250702 ... 14940 14875 RU
251 251 RU2604 20250702 ... 14975 14975 RU
252 252 RU2605 20250702 ... 15010 14875 RU
253 253 RU2606 20250702 ... 14980 14915 RU
254 254 NR2507 20250702 ... 12245 12175 NR
255 255 NR2508 20250702 ... 12270 12210 NR
256 256 NR2509 20250702 ... 12225 12170 NR
257 257 NR2510 20250702 ... 12210 12165 NR
258 258 NR2511 20250702 ... 12220 12180 NR
259 259 NR2512 20250702 ... 12220 12180 NR
260 260 NR2601 20250702 ... 12220 12165 NR
261 261 NR2602 20250702 ... 12255 12185 NR
262 262 NR2603 20250702 ... 12220 12175 NR
263 263 NR2604 20250702 ... 12240 12185 NR
264 264 NR2605 20250702 ... 12285 12225 NR
265 265 NR2606 20250702 ... 12260 12260 NR
266 266 SP2507 20250702 ... 5026 5024 SP
267 267 SP2508 20250702 ... 5032 5044 SP
268 268 SP2509 20250702 ... 5048 5044 SP
269 269 SP2510 20250702 ... 5052 5046 SP
270 270 SP2511 20250702 ... 5042 5034 SP
271 271 SP2512 20250702 ... 5040 5032 SP
272 272 SP2601 20250702 ... 5242 5230 SP
273 273 SP2602 20250702 ... 5192 5170 SP
274 274 SP2603 20250702 ... 5166 5170 SP
275 275 SP2604 20250702 ... 5162 5172 SP
276 276 SP2605 20250702 ... 5176 5178 SP
277 277 SP2606 20250702 ... 5198 5190 SP
278 278 EC2508 20250702 ... 1894.9 1852.6 EC
279 279 EC2510 20250702 ... 1374.5 1368.8 EC
280 280 EC2512 20250702 ... 1540.4 1526.5 EC
281 281 EC2602 20250702 ... 1338.5 1331.2 EC
282 282 EC2604 20250702 ... 1174.7 1175.5 EC
283 283 EC2606 20250702 ... 1312.7 1313.6 EC
284 285 SC_TAS2508 20250702 ... SC_TAS
285 286 SC_TAS2509 20250702 ... SC_TAS
286 287 SC_TAS2510 20250702 ... SC_TAS
287 288 SC_TAS2511 20250702 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 16:25:37,019 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
2025-07-09 16:25:38,738 - future_1d - INFO - save future_daily 2025-07-02 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250703 5877.600 ... 5874.600 5849.600 IC
1 IC2508 20250703 5809.200 ... 5821.400 5799.000 IC
2 IC2509 20250703 5769.600 ... 5770.200 5748.800 IC
3 IC2512 20250703 5642.400 ... 5644.600 5625.000 IC
4 IF2507 20250703 3927.800 ... 3946.400 3919.600 IF
5 IF2508 20250703 3912.800 ... 3929.000 3902.200 IF
6 IF2509 20250703 3899.600 ... 3917.800 3891.800 IF
7 IF2512 20250703 3865.000 ... 3880.800 3854.200 IF
8 IH2507 20250703 2706.800 ... 2706.600 2703.400 IH
9 IH2508 20250703 2702.200 ... 2701.600 2698.200 IH
10 IH2509 20250703 2700.000 ... 2700.400 2696.800 IH
11 IH2512 20250703 2698.200 ... 2699.200 2695.000 IH
12 IM2507 20250703 6269.400 ... 6280.200 6251.800 IM
13 IM2508 20250703 6186.000 ... 6209.000 6177.200 IM
14 IM2509 20250703 6127.200 ... 6138.600 6107.400 IM
15 IM2512 20250703 5945.000 ... 5960.400 5929.000 IM
16 T2509 20250703 109.150 ... 109.070 109.110 T
17 T2512 20250703 109.220 ... 109.155 109.185 T
18 T2603 20250703 109.155 ... 109.130 109.140 T
19 TF2509 20250703 106.275 ... 106.230 106.240 TF
20 TF2512 20250703 106.365 ... 106.335 106.335 TF
21 TF2603 20250703 106.425 ... 106.375 106.375 TF
22 TL2509 20250703 121.150 ... 121.070 121.160 TL
23 TL2512 20250703 121.080 ... 120.940 121.020 TL
24 TL2603 20250703 120.640 ... 120.780 120.800 TL
25 TS2509 20250703 102.520 ... 102.506 102.506 TS
26 TS2512 20250703 102.650 ... 102.636 102.638 TS
27 TS2603 20250703 102.750 ... 102.744 102.744 TS
[28 rows x 12 columns]
2025-07-09 16:25:48,795 - future_1d - INFO - ak.get_cffex_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 PS2507 20250703 35000.0 ... 35130.0 35000.0 PS
1 PS2508 20250703 35700.0 ... 35270.0 34315.0 PS
2 PS2509 20250703 35320.0 ... 34670.0 33635.0 PS
3 PS2510 20250703 34480.0 ... 34460.0 33515.0 PS
4 PS2511 20250703 34295.0 ... 34260.0 33365.0 PS
5 PS2512 20250703 36030.0 ... 36235.0 35485.0 PS
6 PS2601 20250703 35930.0 ... 36035.0 35380.0 PS
7 PS2602 20250703 35755.0 ... 35925.0 35250.0 PS
8 PS2603 20250703 36110.0 ... 35820.0 35475.0 PS
9 PS2604 20250703 36060.0 ... 35765.0 35155.0 PS
10 PS2605 20250703 35640.0 ... 35535.0 35040.0 PS
11 PS2606 20250703 37375.0 ... 37040.0 36605.0 PS
13 SI2507 20250703 8100.0 ... 8055.0 8130.0 SI
14 SI2508 20250703 8220.0 ... 8050.0 8070.0 SI
15 SI2509 20250703 8185.0 ... 8035.0 8085.0 SI
16 SI2510 20250703 8230.0 ... 8015.0 8060.0 SI
17 SI2511 20250703 8100.0 ... 7975.0 8005.0 SI
18 SI2512 20250703 8435.0 ... 8300.0 8280.0 SI
19 SI2601 20250703 8450.0 ... 8260.0 8245.0 SI
20 SI2602 20250703 8370.0 ... 8240.0 8230.0 SI
21 SI2603 20250703 8370.0 ... 8255.0 8260.0 SI
22 SI2604 20250703 8365.0 ... 8260.0 8265.0 SI
23 SI2605 20250703 8360.0 ... 8235.0 8250.0 SI
24 SI2606 20250703 8400.0 ... 8250.0 8230.0 SI
27 LC2507 20250703 63800.0 ... 63920.0 63620.0 LC
28 LC2508 20250703 64160.0 ... 63940.0 63640.0 LC
29 LC2509 20250703 64000.0 ... 63760.0 63500.0 LC
30 LC2510 20250703 63820.0 ... 63620.0 63320.0 LC
31 LC2511 20250703 63600.0 ... 63420.0 63140.0 LC
32 LC2512 20250703 63960.0 ... 63700.0 63480.0 LC
33 LC2601 20250703 64000.0 ... 63840.0 63540.0 LC
34 LC2602 20250703 64040.0 ... 63860.0 63360.0 LC
35 LC2603 20250703 63940.0 ... 63760.0 63380.0 LC
36 LC2604 20250703 64520.0 ... 64260.0 63940.0 LC
37 LC2605 20250703 64600.0 ... 64380.0 63960.0 LC
38 LC2606 20250703 65200.0 ... 64460.0 64080.0 LC
[36 rows x 12 columns]
2025-07-09 16:25:48,948 - future_1d - INFO - ak.get_gfex_daily('2025-07-03') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250703 7768.0 7786.0 ... 328647.72 7747.0 7726.0 AP
1 AP511 20250703 7557.0 7606.0 ... 447.30 7581.0 7559.0 AP
2 AP512 20250703 7589.0 7630.0 ... 83.75 7613.0 7602.0 AP
3 AP601 20250703 7654.0 7680.0 ... 13408.34 7649.0 7625.0 AP
4 AP603 20250703 7628.0 7667.0 ... 53.57 7653.0 7645.0 AP
5 AP604 20250703 7671.0 7729.0 ... 38.51 7703.0 7685.0 AP
6 AP605 20250703 7738.0 7777.0 ... 69.86 7762.0 7736.0 AP
7 CF507 20250703 13585.0 13585.0 ... 515.17 13555.0 13585.0 CF
8 CF509 20250703 13805.0 13825.0 ... 901136.00 13790.0 13785.0 CF
9 CF511 20250703 13730.0 13745.0 ... 136776.49 13710.0 13715.0 CF
10 CF601 20250703 13805.0 13835.0 ... 271114.23 13790.0 13800.0 CF
11 CF603 20250703 13790.0 13800.0 ... 1396.61 13760.0 13780.0 CF
12 CF605 20250703 13775.0 13820.0 ... 4959.69 13775.0 13805.0 CF
13 CJ507 20250703 0.0 0.0 ... 0.00 9660.0 9660.0 CJ
14 CJ509 20250703 9675.0 9745.0 ... 648723.46 9675.0 9725.0 CJ
15 CJ512 20250703 10930.0 10965.0 ... 23363.06 10785.0 10980.0 CJ
16 CJ601 20250703 11060.0 11120.0 ... 1527700.88 10940.0 11120.0 CJ
17 CJ603 20250703 11250.0 11355.0 ... 35378.38 11160.0 11300.0 CJ
18 CJ605 20250703 11525.0 11660.0 ... 160148.57 11465.0 11500.0 CJ
19 CY507 20250703 19950.0 19950.0 ... 9.98 19950.0 19970.0 CY
20 CY508 20250703 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250703 20065.0 20100.0 ... 88353.82 20060.0 20065.0 CY
22 CY510 20250703 0.0 0.0 ... 0.00 19680.0 19685.0 CY
23 CY511 20250703 20090.0 20090.0 ... 10.05 20090.0 19980.0 CY
24 CY512 20250703 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250703 0.0 0.0 ... 0.00 20040.0 20085.0 CY
26 CY602 20250703 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250703 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250703 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250703 0.0 0.0 ... 0.00 20070.0 20090.0 CY
30 CY606 20250703 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250703 960.0 960.0 ... 568.50 951.0 938.0 FG
32 FG508 20250703 1044.0 1067.0 ... 57731.46 1051.0 1033.0 FG
33 FG509 20250703 1049.0 1061.0 ... 6504748.88 1042.0 1023.0 FG
34 FG510 20250703 1095.0 1105.0 ... 32739.90 1089.0 1066.0 FG
35 FG511 20250703 1080.0 1097.0 ... 56883.90 1081.0 1057.0 FG
36 FG512 20250703 1154.0 1161.0 ... 21990.40 1143.0 1123.0 FG
37 FG601 20250703 1137.0 1150.0 ... 591334.32 1130.0 1114.0 FG
38 FG602 20250703 1172.0 1180.0 ... 1037.45 1163.0 1144.0 FG
39 FG603 20250703 1169.0 1178.0 ... 808.06 1161.0 1148.0 FG
40 FG604 20250703 1194.0 1206.0 ... 949.33 1190.0 1176.0 FG
41 FG605 20250703 1189.0 1204.0 ... 15857.70 1187.0 1171.0 FG
42 FG606 20250703 1202.0 1214.0 ... 516.16 1200.0 1185.0 FG
43 JR507 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250703 2418.0 2418.0 ... 33.85 2418.0 2424.0 MA
54 MA508 20250703 2433.0 2450.0 ... 12684.60 2436.0 2427.0 MA
55 MA509 20250703 2408.0 2428.0 ... 1699960.85 2408.0 2393.0 MA
56 MA510 20250703 2418.0 2435.0 ... 50106.38 2416.0 2399.0 MA
57 MA511 20250703 2423.0 2443.0 ... 54348.03 2424.0 2405.0 MA
58 MA512 20250703 2441.0 2459.0 ... 20498.29 2442.0 2425.0 MA
59 MA601 20250703 2440.0 2460.0 ... 145434.71 2444.0 2426.0 MA
60 MA602 20250703 2428.0 2437.0 ... 58.21 2425.0 2411.0 MA
61 MA603 20250703 2424.0 2435.0 ... 123.42 2420.0 2405.0 MA
62 MA604 20250703 2394.0 2399.0 ... 19.16 2395.0 2384.0 MA
63 MA605 20250703 2343.0 2371.0 ... 3957.27 2360.0 2340.0 MA
64 MA606 20250703 2354.0 2375.0 ... 42.52 2362.0 2350.0 MA
65 OI507 20250703 0.0 0.0 ... 0.00 9719.0 9719.0 OI
66 OI509 20250703 9630.0 9683.0 ... 2780985.86 9641.0 9543.0 OI
67 OI511 20250703 9617.0 9671.0 ... 117830.13 9629.0 9545.0 OI
68 OI601 20250703 9571.0 9613.0 ... 347289.96 9569.0 9497.0 OI
69 OI603 20250703 9502.0 9544.0 ... 2840.51 9500.0 9438.0 OI
70 OI605 20250703 9405.0 9438.0 ... 2002.59 9402.0 9331.0 OI
71 PF507 20250703 6714.0 6714.0 ... 13.40 6700.0 6688.0 PF
72 PF508 20250703 6640.0 6650.0 ... 324641.58 6594.0 6598.0 PF
73 PF509 20250703 6516.0 6516.0 ... 152814.98 6472.0 6480.0 PF
74 PF510 20250703 6496.0 6500.0 ... 69813.87 6458.0 6468.0 PF
75 PF511 20250703 6462.0 6462.0 ... 36633.78 6422.0 6428.0 PF
76 PF512 20250703 6422.0 6430.0 ... 10671.45 6398.0 6394.0 PF
77 PF601 20250703 6416.0 6442.0 ... 2553.88 6410.0 6412.0 PF
78 PF602 20250703 6420.0 6420.0 ... 12.84 6418.0 6382.0 PF
79 PF603 20250703 6416.0 6418.0 ... 28.85 6412.0 6400.0 PF
80 PF604 20250703 6418.0 6418.0 ... 12.82 6410.0 6424.0 PF
81 PF605 20250703 6414.0 6414.0 ... 12.82 6412.0 6414.0 PF
82 PF606 20250703 0.0 0.0 ... 0.00 6390.0 6390.0 PF
83 PK510 20250703 8268.0 8280.0 ... 140662.98 8262.0 8238.0 PK
84 PK511 20250703 8016.0 8024.0 ... 50886.36 7994.0 7984.0 PK
85 PK512 20250703 7994.0 8002.0 ... 339.25 7982.0 7972.0 PK
86 PK601 20250703 7990.0 7998.0 ... 2721.16 7980.0 7978.0 PK
87 PK603 20250703 7976.0 7982.0 ... 47.88 7980.0 7970.0 PK
88 PK604 20250703 7984.0 7990.0 ... 39.91 7982.0 7970.0 PK
89 PK605 20250703 7980.0 7990.0 ... 283.14 7976.0 7962.0 PK
90 PM507 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250703 5968.0 5968.0 ... 259.61 5968.0 5984.0 PR
97 PR508 20250703 5988.0 5998.0 ... 34331.00 5958.0 5972.0 PR
98 PR509 20250703 5956.0 5958.0 ... 416952.58 5916.0 5922.0 PR
99 PR510 20250703 5928.0 5936.0 ... 233408.90 5892.0 5886.0 PR
100 PR511 20250703 5890.0 5906.0 ... 67171.12 5874.0 5860.0 PR
101 PR512 20250703 5876.0 5876.0 ... 70.38 5866.0 5876.0 PR
102 PR601 20250703 5866.0 5878.0 ... 518.12 5854.0 5852.0 PR
103 PR602 20250703 5910.0 5910.0 ... 53.10 5900.0 5876.0 PR
104 PR603 20250703 5904.0 5914.0 ... 70.84 5904.0 5902.0 PR
105 PR604 20250703 5910.0 5910.0 ... 26.57 5904.0 5898.0 PR
106 PR605 20250703 5900.0 5900.0 ... 26.54 5898.0 5898.0 PR
107 PR606 20250703 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250703 6922.0 6922.0 ... 10.38 6922.0 6920.0 PX
109 PX508 20250703 6886.0 6886.0 ... 3921.95 6822.0 6826.0 PX
110 PX509 20250703 6806.0 6808.0 ... 752182.93 6748.0 6760.0 PX
111 PX510 20250703 6756.0 6758.0 ... 92329.37 6706.0 6716.0 PX
112 PX511 20250703 6708.0 6718.0 ... 138703.42 6664.0 6670.0 PX
113 PX512 20250703 6668.0 6688.0 ... 16248.39 6644.0 6640.0 PX
114 PX601 20250703 6664.0 6684.0 ... 53497.43 6632.0 6624.0 PX
115 PX602 20250703 6618.0 6618.0 ... 6.62 6618.0 6586.0 PX
116 PX603 20250703 6620.0 6620.0 ... 9.92 6616.0 6610.0 PX
117 PX604 20250703 0.0 0.0 ... 0.00 6568.0 6568.0 PX
118 PX605 20250703 6600.0 6630.0 ... 125.17 6588.0 6588.0 PX
119 PX606 20250703 6548.0 6568.0 ... 6.56 6558.0 6538.0 PX
120 RI507 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250703 2433.0 2484.0 ... 1291.41 2468.0 2438.0 RM
127 RM508 20250703 2589.0 2629.0 ... 17544.34 2610.0 2583.0 RM
128 RM509 20250703 2583.0 2626.0 ... 989615.79 2601.0 2577.0 RM
129 RM511 20250703 2403.0 2443.0 ... 3278.20 2421.0 2403.0 RM
130 RM601 20250703 2298.0 2340.0 ... 186800.64 2318.0 2301.0 RM
131 RM603 20250703 2284.0 2319.0 ... 12548.19 2299.0 2283.0 RM
132 RM605 20250703 2316.0 2341.0 ... 19773.51 2327.0 2316.0 RM
133 RS507 20250703 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250703 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250703 5147.0 5148.0 ... 339.08 5061.0 5156.0 RS
136 RS511 20250703 5229.0 5229.0 ... 15.39 5131.0 5252.0 RS
137 SA507 20250703 1166.0 1166.0 ... 205.19 1166.0 1166.0 SA
138 SA508 20250703 1202.0 1204.0 ... 19238.73 1188.0 1186.0 SA
139 SA509 20250703 1202.0 1208.0 ... 5171285.93 1188.0 1185.0 SA
140 SA510 20250703 1212.0 1215.0 ... 147076.85 1199.0 1191.0 SA
141 SA511 20250703 1215.0 1217.0 ... 155522.83 1200.0 1190.0 SA
142 SA512 20250703 1229.0 1233.0 ... 25599.33 1215.0 1210.0 SA
143 SA601 20250703 1219.0 1232.0 ... 965605.05 1213.0 1210.0 SA
144 SA602 20250703 1233.0 1240.0 ... 6961.96 1224.0 1223.0 SA
145 SA603 20250703 1232.0 1239.0 ... 5792.02 1221.0 1218.0 SA
146 SA604 20250703 1241.0 1248.0 ... 3826.56 1235.0 1232.0 SA
147 SA605 20250703 1236.0 1247.0 ... 28728.07 1233.0 1225.0 SA
148 SA606 20250703 1244.0 1250.0 ... 1507.94 1242.0 1236.0 SA
149 SF507 20250703 5482.0 5610.0 ... 5556.95 5496.0 5396.0 SF
150 SF508 20250703 5452.0 5452.0 ... 11934.46 5404.0 5374.0 SF
151 SF509 20250703 5436.0 5448.0 ... 408822.84 5400.0 5368.0 SF
152 SF510 20250703 5354.0 5358.0 ... 84472.78 5318.0 5280.0 SF
153 SF511 20250703 5464.0 5488.0 ... 112680.86 5446.0 5402.0 SF
154 SF512 20250703 5434.0 5448.0 ... 15109.77 5410.0 5358.0 SF
155 SF601 20250703 5416.0 5428.0 ... 10680.68 5382.0 5322.0 SF
156 SF602 20250703 5320.0 5344.0 ... 661.09 5310.0 5312.0 SF
157 SF603 20250703 5432.0 5488.0 ... 307.33 5440.0 5440.0 SF
158 SF604 20250703 0.0 0.0 ... 0.00 5444.0 5446.0 SF
159 SF605 20250703 5430.0 5460.0 ... 357.34 5414.0 5420.0 SF
160 SF606 20250703 5352.0 5402.0 ... 26.85 5370.0 5376.0 SF
161 SH507 20250703 0.0 0.0 ... 0.00 2349.0 2349.0 SH
162 SH508 20250703 2388.0 2392.0 ... 113897.83 2371.0 2368.0 SH
163 SH509 20250703 2395.0 2399.0 ... 2690813.85 2382.0 2374.0 SH
164 SH510 20250703 2431.0 2437.0 ... 252741.73 2418.0 2415.0 SH
165 SH511 20250703 2414.0 2422.0 ... 158119.36 2404.0 2402.0 SH
166 SH512 20250703 2421.0 2424.0 ... 32625.88 2409.0 2405.0 SH
167 SH601 20250703 2386.0 2391.0 ... 51728.87 2379.0 2371.0 SH
168 SH602 20250703 2398.0 2398.0 ... 157.86 2392.0 2382.0 SH
169 SH603 20250703 2404.0 2409.0 ... 216.17 2402.0 2395.0 SH
170 SH604 20250703 2441.0 2452.0 ... 161.41 2446.0 2431.0 SH
171 SH605 20250703 2438.0 2443.0 ... 1498.47 2437.0 2427.0 SH
172 SH606 20250703 2449.0 2459.0 ... 102.93 2451.0 2426.0 SH
173 SM507 20250703 5670.0 5670.0 ... 692.14 5670.0 5696.0 SM
174 SM508 20250703 5730.0 5730.0 ... 12607.12 5698.0 5684.0 SM
175 SM509 20250703 5726.0 5736.0 ... 530116.19 5706.0 5694.0 SM
176 SM510 20250703 5702.0 5704.0 ... 57083.65 5676.0 5652.0 SM
177 SM511 20250703 5800.0 5800.0 ... 83616.93 5764.0 5740.0 SM
178 SM512 20250703 5766.0 5772.0 ... 14612.96 5746.0 5720.0 SM
179 SM601 20250703 5776.0 5776.0 ... 36116.07 5746.0 5718.0 SM
180 SM602 20250703 5722.0 5768.0 ... 266.36 5728.0 5700.0 SM
181 SM603 20250703 5766.0 5778.0 ... 8.66 5774.0 5710.0 SM
182 SM604 20250703 5778.0 5778.0 ... 14.44 5778.0 5718.0 SM
183 SM605 20250703 5780.0 5806.0 ... 424.85 5780.0 5750.0 SM
184 SM606 20250703 0.0 0.0 ... 0.00 5784.0 5758.0 SM
185 SR507 20250703 5790.0 5830.0 ... 10581.58 5779.0 5779.0 SR
186 SR509 20250703 5760.0 5778.0 ... 852843.36 5763.0 5735.0 SR
187 SR511 20250703 5632.0 5644.0 ... 114702.98 5632.0 5606.0 SR
188 SR601 20250703 5580.0 5586.0 ... 99251.83 5577.0 5557.0 SR
189 SR603 20250703 5548.0 5560.0 ... 2302.47 5548.0 5535.0 SR
190 SR605 20250703 5526.0 5528.0 ... 4135.93 5522.0 5509.0 SR
191 TA507 20250703 4918.0 4918.0 ... 23276.82 4878.0 4918.0 TA
192 TA508 20250703 4862.0 4872.0 ... 61178.99 4820.0 4854.0 TA
193 TA509 20250703 4804.0 4804.0 ... 2533165.51 4762.0 4778.0 TA
194 TA510 20250703 4750.0 4756.0 ... 76502.69 4720.0 4724.0 TA
195 TA511 20250703 4732.0 4742.0 ... 58691.64 4704.0 4700.0 TA
196 TA512 20250703 4702.0 4720.0 ... 6741.20 4690.0 4680.0 TA
197 TA601 20250703 4690.0 4710.0 ... 439008.61 4678.0 4662.0 TA
198 TA602 20250703 4692.0 4692.0 ... 42.10 4678.0 4666.0 TA
199 TA603 20250703 4692.0 4694.0 ... 42.09 4678.0 4654.0 TA
200 TA604 20250703 4702.0 4710.0 ... 21.10 4688.0 4672.0 TA
201 TA605 20250703 4700.0 4720.0 ... 2331.80 4688.0 4678.0 TA
202 TA606 20250703 4672.0 4672.0 ... 2.34 4672.0 4678.0 TA
203 UR507 20250703 1744.0 1744.0 ... 369.73 1744.0 1744.0 UR
204 UR508 20250703 1746.0 1746.0 ... 271.39 1740.0 1742.0 UR
205 UR509 20250703 1739.0 1745.0 ... 540519.24 1733.0 1730.0 UR
206 UR510 20250703 1725.0 1729.0 ... 17643.85 1719.0 1720.0 UR
207 UR511 20250703 1736.0 1738.0 ... 16384.16 1728.0 1727.0 UR
208 UR512 20250703 1717.0 1717.0 ... 75.48 1715.0 1712.0 UR
209 UR601 20250703 1700.0 1705.0 ... 51453.65 1697.0 1691.0 UR
210 UR602 20250703 1698.0 1699.0 ... 345.04 1691.0 1687.0 UR
211 UR603 20250703 1717.0 1723.0 ... 27.52 1720.0 1715.0 UR
212 UR604 20250703 1715.0 1716.0 ... 72.02 1715.0 1707.0 UR
213 UR605 20250703 1712.0 1715.0 ... 2097.07 1708.0 1702.0 UR
214 UR606 20250703 1704.0 1709.0 ... 153.27 1703.0 1707.0 UR
215 WH507 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 16:25:49,260 - future_1d - INFO - ak.get_czce_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 SC2508 20250703 501.6 ... 503.7 498.5 SC
1 SC2509 20250703 496.3 ... 498.1 493 SC
2 SC2510 20250703 491.5 ... 492.4 487.4 SC
3 SC2511 20250703 485.4 ... 487.2 482.9 SC
4 SC2512 20250703 482.3 ... 484 480.7 SC
5 SC2601 20250703 480.6 ... 481.6 478.4 SC
6 SC2602 20250703 479.4 ... 480.4 476.5 SC
7 SC2603 20250703 478.5 ... 478 474 SC
8 SC2604 20250703 477.4 ... 476.8 473.3 SC
9 SC2605 20250703 475.7 ... 475.7 471.2 SC
10 SC2606 20250703 475.2 ... 475.7 472 SC
11 SC2607 20250703 ... 470.9 470.9 SC
12 SC2609 20250703 484.9 ... 474.2 467.3 SC
13 SC2612 20250703 ... 465.1 460.4 SC
14 SC2703 20250703 465 ... 465 468.4 SC
15 SC2706 20250703 ... 464.2 463.6 SC
16 SC2709 20250703 ... 464 463.9 SC
17 SC2712 20250703 ... 465.8 465.8 SC
18 SC2803 20250703 461 ... 464.7 460.4 SC
19 SC2806 20250703 463.8 ... 464.6 462.8 SC
21 LU2508 20250703 3605 ... 3622 3588 LU
22 LU2509 20250703 3619 ... 3616 3591 LU
23 LU2510 20250703 3596 ... 3593 3569 LU
24 LU2511 20250703 3565 ... 3568 3541 LU
25 LU2512 20250703 3528 ... 3546 3517 LU
26 LU2601 20250703 3516 ... 3526 3497 LU
27 LU2602 20250703 ... 3503 3480 LU
28 LU2603 20250703 3480 ... 3499 3461 LU
29 LU2604 20250703 3507 ... 3495 3447 LU
30 LU2605 20250703 3455 ... 3476 3429 LU
31 LU2606 20250703 3468 ... 3461 3436 LU
32 LU2607 20250703 3442 ... 3442 3416 LU
34 NR2507 20250703 12285 ... 12140 12245 NR
35 NR2508 20250703 12295 ... 12145 12270 NR
36 NR2509 20250703 12240 ... 12135 12225 NR
37 NR2510 20250703 12235 ... 12125 12210 NR
38 NR2511 20250703 12245 ... 12120 12220 NR
39 NR2512 20250703 12290 ... 12135 12220 NR
40 NR2601 20250703 12260 ... 12155 12220 NR
41 NR2602 20250703 12315 ... 12245 12255 NR
42 NR2603 20250703 12090 ... 12090 12220 NR
43 NR2604 20250703 12195 ... 12195 12240 NR
44 NR2605 20250703 12330 ... 12215 12285 NR
45 NR2606 20250703 ... 12260 12260 NR
47 BC2507 20250703 ... 71480 71480 BC
48 BC2508 20250703 71930 ... 71970 71850 BC
49 BC2509 20250703 71810 ... 71740 71670 BC
50 BC2510 20250703 ... 71400 71350 BC
51 BC2511 20250703 71960 ... 71800 72330 BC
52 BC2512 20250703 ... 70950 69450 BC
53 BC2601 20250703 71390 ... 71390 69570 BC
54 BC2602 20250703 ... 69410 69410 BC
55 BC2603 20250703 ... 69290 69290 BC
56 BC2604 20250703 71360 ... 71360 69760 BC
57 BC2605 20250703 71400 ... 71400 71000 BC
58 BC2606 20250703 ... 71590 71590 BC
60 EC2508 20250703 1915 ... 1882.1 1894.9 EC
61 EC2510 20250703 1381.5 ... 1366.8 1374.5 EC
62 EC2512 20250703 1524.9 ... 1531.6 1540.4 EC
63 EC2602 20250703 1328.7 ... 1332.6 1338.5 EC
64 EC2604 20250703 1178.9 ... 1167.8 1174.7 EC
65 EC2606 20250703 1332.4 ... 1316.1 1312.7 EC
68 SC_TAS2508 20250703 ... SC_TAS
69 SC_TAS2509 20250703 ... SC_TAS
70 SC_TAS2510 20250703 ... SC_TAS
71 SC_TAS2511 20250703 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 16:25:49,322 - future_1d - INFO - ak.get_ine_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 a2507 20250703 4191.00 ... 4205.00 4200.00 A
1 a2509 20250703 4153.00 ... 4148.00 4137.00 A
2 a2511 20250703 4082.00 ... 4077.00 4070.00 A
3 a2601 20250703 4063.00 ... 4059.00 4049.00 A
4 a2603 20250703 4052.00 ... 4049.00 4039.00 A
5 a2605 20250703 4083.00 ... 4085.00 4073.00 A
6 b2507 20250703 0.00 ... 3550.00 3550.00 B
7 b2508 20250703 3566.00 ... 3565.00 3554.00 B
8 b2509 20250703 3617.00 ... 3616.00 3591.00 B
9 b2510 20250703 3664.00 ... 3664.00 3642.00 B
10 b2511 20250703 3677.00 ... 3674.00 3654.00 B
11 b2512 20250703 3683.00 ... 3693.00 3668.00 B
12 b2601 20250703 3669.00 ... 3675.00 3653.00 B
13 b2602 20250703 3624.00 ... 3645.00 3610.00 B
14 b2603 20250703 3522.00 ... 3556.00 3514.00 B
15 b2604 20250703 3432.00 ... 3452.00 3420.00 B
16 b2605 20250703 3375.00 ... 3383.00 3364.00 B
17 b2606 20250703 3374.00 ... 3385.00 3367.00 B
18 bb2509 20250703 153.05 ... 153.45 153.35 BB
19 bb2511 20250703 154.25 ... 154.35 153.20 BB
20 bb2601 20250703 0.00 ... 162.00 170.50 BB
21 bb2603 20250703 0.00 ... 171.85 170.60 BB
22 bb2605 20250703 0.00 ... 171.85 170.60 BB
23 c2507 20250703 2347.00 ... 2347.00 2356.00 C
24 c2509 20250703 2363.00 ... 2364.00 2369.00 C
25 c2511 20250703 2305.00 ... 2307.00 2309.00 C
26 c2601 20250703 2264.00 ... 2264.00 2267.00 C
27 c2603 20250703 2257.00 ... 2260.00 2263.00 C
28 c2605 20250703 2289.00 ... 2294.00 2294.00 C
29 cs2507 20250703 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250703 2731.00 ... 2731.00 2735.00 CS
31 cs2511 20250703 2669.00 ... 2670.00 2671.00 CS
32 cs2601 20250703 2663.00 ... 2667.00 2667.00 CS
33 cs2603 20250703 2647.00 ... 2649.00 2647.00 CS
34 cs2605 20250703 2681.00 ... 2684.00 2685.00 CS
35 eb2507 20250703 7410.00 ... 7422.00 7397.00 EB
36 eb2508 20250703 7289.00 ... 7288.00 7250.00 EB
37 eb2509 20250703 7210.00 ... 7209.00 7166.00 EB
38 eb2510 20250703 7126.00 ... 7130.00 7082.00 EB
39 eb2511 20250703 7044.00 ... 7062.00 7012.00 EB
40 eb2512 20250703 7027.00 ... 7035.00 6987.00 EB
41 eb2601 20250703 7017.00 ... 7037.00 6998.00 EB
42 eb2602 20250703 7049.00 ... 7058.00 7016.00 EB
43 eb2603 20250703 7067.00 ... 7077.00 7022.00 EB
44 eb2604 20250703 7066.00 ... 7066.00 7019.00 EB
45 eb2605 20250703 7045.00 ... 7057.00 7016.00 EB
46 eb2606 20250703 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250703 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250703 4290.00 ... 4275.00 4272.00 EG
49 eg2509 20250703 4310.00 ... 4295.00 4289.00 EG
50 eg2510 20250703 4313.00 ... 4311.00 4297.00 EG
51 eg2511 20250703 4323.00 ... 4325.00 4309.00 EG
52 eg2512 20250703 4338.00 ... 4327.00 4310.00 EG
53 eg2601 20250703 4345.00 ... 4329.00 4314.00 EG
54 eg2602 20250703 4355.00 ... 4337.00 4311.00 EG
55 eg2603 20250703 0.00 ... 4311.00 4311.00 EG
56 eg2604 20250703 4369.00 ... 4367.00 4345.00 EG
57 eg2605 20250703 4358.00 ... 4342.00 4321.00 EG
58 eg2606 20250703 4378.00 ... 4378.00 4297.00 EG
59 fb2507 20250703 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250703 1331.50 ... 1329.50 1327.50 FB
61 fb2509 20250703 1310.50 ... 1313.00 1309.00 FB
62 fb2510 20250703 1328.00 ... 1327.50 1326.50 FB
63 fb2511 20250703 1325.00 ... 1325.00 1325.00 FB
64 fb2512 20250703 1325.00 ... 1324.50 1323.50 FB
65 fb2601 20250703 1302.50 ... 1312.50 1311.00 FB
66 fb2602 20250703 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250703 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250703 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250703 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250703 0.00 ... 1292.50 1292.50 FB
71 i2507 20250703 725.00 ... 722.50 710.50 I
72 i2508 20250703 732.00 ... 734.50 722.50 I
73 i2509 20250703 724.50 ... 728.00 715.50 I
74 i2510 20250703 719.00 ... 722.00 708.00 I
75 i2511 20250703 712.00 ... 715.00 702.00 I
76 i2512 20250703 705.00 ... 709.00 697.00 I
77 i2601 20250703 701.00 ... 702.50 689.50 I
78 i2602 20250703 696.50 ... 699.50 685.50 I
79 i2603 20250703 694.50 ... 697.50 683.00 I
80 i2604 20250703 689.00 ... 692.00 680.00 I
81 i2605 20250703 681.00 ... 685.50 672.00 I
82 i2606 20250703 675.00 ... 679.00 667.50 I
83 j2507 20250703 0.00 ... 1304.50 1304.50 J
84 j2508 20250703 1404.50 ... 1404.50 1393.00 J
85 j2509 20250703 1442.00 ... 1439.00 1416.50 J
86 j2510 20250703 1458.50 ... 1457.00 1440.50 J
87 j2511 20250703 1464.00 ... 1466.50 1428.50 J
88 j2512 20250703 1480.50 ... 1476.00 1432.00 J
89 j2601 20250703 1476.50 ... 1481.50 1453.50 J
90 j2602 20250703 1484.00 ... 1484.00 1460.50 J
91 j2603 20250703 1522.50 ... 1522.50 1491.00 J
92 j2604 20250703 1499.50 ... 1499.50 1497.50 J
93 j2605 20250703 1517.00 ... 1519.50 1477.00 J
94 j2606 20250703 0.00 ... 1528.00 1485.50 J
95 jd2507 20250703 2857.00 ... 2859.00 2836.00 JD
96 jd2508 20250703 3547.00 ... 3558.00 3561.00 JD
97 jd2509 20250703 3690.00 ... 3685.00 3687.00 JD
98 jd2510 20250703 3390.00 ... 3405.00 3412.00 JD
99 jd2511 20250703 3413.00 ... 3413.00 3418.00 JD
100 jd2512 20250703 3578.00 ... 3581.00 3583.00 JD
101 jd2601 20250703 3632.00 ... 3636.00 3629.00 JD
102 jd2602 20250703 3203.00 ... 3205.00 3199.00 JD
103 jd2603 20250703 3203.00 ... 3205.00 3202.00 JD
104 jd2604 20250703 3336.00 ... 3332.00 3329.00 JD
105 jd2605 20250703 3407.00 ... 3406.00 3404.00 JD
106 jd2606 20250703 3247.00 ... 3256.00 3250.00 JD
107 jm2507 20250703 0.00 ... 814.00 811.00 JM
108 jm2508 20250703 794.50 ... 801.50 780.00 JM
109 jm2509 20250703 847.00 ... 848.50 825.00 JM
110 jm2510 20250703 858.50 ... 864.00 844.50 JM
111 jm2511 20250703 872.00 ... 874.50 854.50 JM
112 jm2512 20250703 887.50 ... 887.00 865.00 JM
113 jm2601 20250703 891.50 ... 901.00 871.50 JM
114 jm2602 20250703 903.00 ... 907.00 885.00 JM
115 jm2603 20250703 905.00 ... 916.50 888.00 JM
116 jm2604 20250703 909.00 ... 917.00 893.50 JM
117 jm2605 20250703 916.00 ... 927.00 896.00 JM
118 jm2606 20250703 924.50 ... 940.50 911.00 JM
119 l2507 20250703 7327.00 ... 7298.00 7294.00 L
120 l2508 20250703 7295.00 ... 7295.00 7270.00 L
121 l2509 20250703 7300.00 ... 7293.00 7263.00 L
122 l2510 20250703 7311.00 ... 7287.00 7256.00 L
123 l2511 20250703 7291.00 ... 7283.00 7250.00 L
124 l2512 20250703 7303.00 ... 7281.00 7247.00 L
125 l2601 20250703 7270.00 ... 7269.00 7236.00 L
126 l2602 20250703 7231.00 ... 7253.00 7218.00 L
127 l2603 20250703 0.00 ... 7224.00 7224.00 L
128 l2604 20250703 7273.00 ... 7263.00 7248.00 L
129 l2605 20250703 7255.00 ... 7245.00 7214.00 L
130 l2606 20250703 7247.00 ... 7242.00 7235.00 L
131 lg2507 20250703 822.00 ... 822.00 818.50 LG
132 lg2509 20250703 793.00 ... 795.00 790.50 LG
133 lg2511 20250703 791.00 ... 788.50 784.50 LG
134 lg2601 20250703 782.00 ... 785.50 783.00 LG
135 lg2603 20250703 796.50 ... 786.50 783.50 LG
136 lg2605 20250703 806.00 ... 793.50 791.50 LG
137 lh2507 20250703 13915.00 ... 13920.00 13950.00 LH
138 lh2509 20250703 14345.00 ... 14315.00 14190.00 LH
139 lh2511 20250703 13530.00 ... 13585.00 13510.00 LH
140 lh2601 20250703 13575.00 ... 13685.00 13555.00 LH
141 lh2603 20250703 12895.00 ... 12940.00 12850.00 LH
142 lh2605 20250703 13050.00 ... 13085.00 13010.00 LH
143 m2507 20250703 2797.00 ... 2799.00 2824.00 M
144 m2508 20250703 2933.00 ... 2941.00 2929.00 M
145 m2509 20250703 2952.00 ... 2960.00 2947.00 M
146 m2511 20250703 2989.00 ... 3000.00 2985.00 M
147 m2512 20250703 3014.00 ... 3027.00 3009.00 M
148 m2601 20250703 2990.00 ... 3008.00 2990.00 M
149 m2603 20250703 2854.00 ... 2855.00 2849.00 M
150 m2605 20250703 2704.00 ... 2711.00 2698.00 M
151 p2507 20250703 0.00 ... 8452.00 8452.00 P
152 p2508 20250703 8506.00 ... 8516.00 8428.00 P
153 p2509 20250703 8470.00 ... 8478.00 8376.00 P
154 p2510 20250703 8470.00 ... 8486.00 8384.00 P
155 p2511 20250703 8448.00 ... 8482.00 8374.00 P
156 p2512 20250703 8450.00 ... 8484.00 8394.00 P
157 p2601 20250703 8466.00 ... 8482.00 8402.00 P
158 p2602 20250703 8440.00 ... 8458.00 8374.00 P
159 p2603 20250703 8414.00 ... 8416.00 8328.00 P
160 p2604 20250703 8374.00 ... 8372.00 8298.00 P
161 p2605 20250703 8332.00 ... 8336.00 8272.00 P
162 p2606 20250703 8308.00 ... 8312.00 8262.00 P
163 pg2507 20250703 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250703 4221.00 ... 4219.00 4202.00 PG
165 pg2509 20250703 4120.00 ... 4115.00 4100.00 PG
166 pg2510 20250703 4503.00 ... 4494.00 4480.00 PG
167 pg2511 20250703 4408.00 ... 4408.00 4392.00 PG
168 pg2512 20250703 4341.00 ... 4330.00 4322.00 PG
169 pg2601 20250703 4255.00 ... 4256.00 4240.00 PG
170 pg2602 20250703 4182.00 ... 4170.00 4163.00 PG
171 pg2603 20250703 4092.00 ... 4097.00 4084.00 PG
172 pg2604 20250703 4396.00 ... 4389.00 4374.00 PG
173 pg2605 20250703 4294.00 ... 4282.00 4266.00 PG
174 pg2606 20250703 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250703 7095.00 ... 7085.00 7073.00 PP
176 pp2508 20250703 7100.00 ... 7086.00 7064.00 PP
177 pp2509 20250703 7086.00 ... 7084.00 7058.00 PP
178 pp2510 20250703 7045.00 ... 7046.00 7017.00 PP
179 pp2511 20250703 7042.00 ... 7044.00 7016.00 PP
180 pp2512 20250703 7042.00 ... 7042.00 7021.00 PP
181 pp2601 20250703 7033.00 ... 7043.00 7012.00 PP
182 pp2602 20250703 7028.00 ... 7024.00 6981.00 PP
183 pp2603 20250703 0.00 ... 7008.00 6971.00 PP
184 pp2604 20250703 0.00 ... 6989.00 6989.00 PP
185 pp2605 20250703 7030.00 ... 7035.00 6990.00 PP
186 pp2606 20250703 7010.00 ... 7007.00 6974.00 PP
187 rr2507 20250703 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250703 3542.00 ... 3539.00 3549.00 RR
189 rr2509 20250703 3598.00 ... 3595.00 3600.00 RR
190 rr2510 20250703 3602.00 ... 3602.00 3602.00 RR
191 rr2511 20250703 3603.00 ... 3603.00 3608.00 RR
192 rr2512 20250703 3608.00 ... 3598.00 3608.00 RR
193 rr2601 20250703 3606.00 ... 3587.00 3610.00 RR
194 rr2602 20250703 3612.00 ... 3606.00 3612.00 RR
195 rr2603 20250703 3596.00 ... 3608.00 3607.00 RR
196 rr2604 20250703 3615.00 ... 3615.00 3619.00 RR
197 rr2605 20250703 3604.00 ... 3605.00 3602.00 RR
198 rr2606 20250703 0.00 ... 3608.00 3608.00 RR
199 v2507 20250703 4865.00 ... 4820.00 4819.00 V
200 v2508 20250703 4901.00 ... 4871.00 4847.00 V
201 v2509 20250703 4934.00 ... 4907.00 4877.00 V
202 v2510 20250703 4955.00 ... 4932.00 4906.00 V
203 v2511 20250703 4993.00 ... 4963.00 4932.00 V
204 v2512 20250703 5008.00 ... 4995.00 4968.00 V
205 v2601 20250703 5040.00 ... 5014.00 4975.00 V
206 v2602 20250703 5051.00 ... 5030.00 5000.00 V
207 v2603 20250703 5070.00 ... 5048.00 5029.00 V
208 v2604 20250703 5173.00 ... 5169.00 5127.00 V
209 v2605 20250703 5201.00 ... 5192.00 5146.00 V
210 v2606 20250703 5210.00 ... 5194.00 5174.00 V
211 y2507 20250703 8008.00 ... 8038.00 8038.00 Y
212 y2508 20250703 8036.00 ... 8028.00 7994.00 Y
213 y2509 20250703 8046.00 ... 8020.00 7982.00 Y
214 y2511 20250703 8040.00 ... 8030.00 7980.00 Y
215 y2512 20250703 8060.00 ... 8066.00 8010.00 Y
216 y2601 20250703 7988.00 ... 7988.00 7932.00 Y
217 y2603 20250703 7850.00 ... 7856.00 7800.00 Y
218 y2605 20250703 7636.00 ... 7648.00 7586.00 Y
[219 rows x 12 columns]
2025-07-09 16:25:49,877 - future_1d - INFO - ak.get_dce_daily('2025-07-03') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250703 ... 80910 80830 CU
1 1 CU2508 20250703 ... 80760 80620 CU
2 2 CU2509 20250703 ... 80560 80420 CU
3 3 CU2510 20250703 ... 80300 80150 CU
4 4 CU2511 20250703 ... 80040 79910 CU
5 5 CU2512 20250703 ... 79900 79680 CU
6 6 CU2601 20250703 ... 79680 79500 CU
7 7 CU2602 20250703 ... 79620 79400 CU
8 8 CU2603 20250703 ... 79580 79350 CU
9 9 CU2604 20250703 ... 79470 79300 CU
10 10 CU2605 20250703 ... 79470 79160 CU
11 11 CU2606 20250703 ... 79420 79160 CU
12 12 BC2507 20250703 ... 71480 71480 BC
13 13 BC2508 20250703 ... 71970 71850 BC
14 14 BC2509 20250703 ... 71740 71670 BC
15 15 BC2510 20250703 ... 71400 71350 BC
16 16 BC2511 20250703 ... 71800 72330 BC
17 17 BC2512 20250703 ... 70950 69450 BC
18 18 BC2601 20250703 ... 71390 69570 BC
19 19 BC2602 20250703 ... 69410 69410 BC
20 20 BC2603 20250703 ... 69290 69290 BC
21 21 BC2604 20250703 ... 71360 69760 BC
22 22 BC2605 20250703 ... 71400 71000 BC
23 23 BC2606 20250703 ... 71590 71590 BC
24 24 AL2507 20250703 ... 20870 20825 AL
25 25 AL2508 20250703 ... 20685 20665 AL
26 26 AL2509 20250703 ... 20620 20590 AL
27 27 AL2510 20250703 ... 20530 20490 AL
28 28 AL2511 20250703 ... 20435 20395 AL
29 29 AL2512 20250703 ... 20370 20295 AL
30 30 AL2601 20250703 ... 20320 20220 AL
31 31 AL2602 20250703 ... 20315 20215 AL
32 32 AL2603 20250703 ... 20300 20205 AL
33 33 AL2604 20250703 ... 20325 20220 AL
34 34 AL2605 20250703 ... 20335 20250 AL
35 35 AL2606 20250703 ... 20315 20245 AL
36 36 ZN2507 20250703 ... 22390 22295 ZN
37 37 ZN2508 20250703 ... 22335 22215 ZN
38 38 ZN2509 20250703 ... 22275 22160 ZN
39 39 ZN2510 20250703 ... 22225 22110 ZN
40 40 ZN2511 20250703 ... 22200 22050 ZN
41 41 ZN2512 20250703 ... 22135 22010 ZN
42 42 ZN2601 20250703 ... 22080 21965 ZN
43 43 ZN2602 20250703 ... 22060 21955 ZN
44 44 ZN2603 20250703 ... 22050 21955 ZN
45 45 ZN2604 20250703 ... 22065 21950 ZN
46 46 ZN2605 20250703 ... 22025 21945 ZN
47 47 ZN2606 20250703 ... 22020 21935 ZN
48 48 PB2507 20250703 ... 17220 17125 PB
49 49 PB2508 20250703 ... 17260 17160 PB
50 50 PB2509 20250703 ... 17275 17175 PB
51 51 PB2510 20250703 ... 17260 17180 PB
52 52 PB2511 20250703 ... 17260 17180 PB
53 53 PB2512 20250703 ... 17265 17170 PB
54 54 PB2601 20250703 ... 17245 17200 PB
55 55 PB2602 20250703 ... 17245 17160 PB
56 56 PB2603 20250703 ... 17255 17150 PB
57 57 PB2604 20250703 ... 17160 17160 PB
58 58 PB2605 20250703 ... 17155 17155 PB
59 59 PB2606 20250703 ... 17235 17115 PB
60 60 NI2507 20250703 ... 121410 120830 NI
61 61 NI2508 20250703 ... 121490 120820 NI
62 62 NI2509 20250703 ... 121620 121000 NI
63 63 NI2510 20250703 ... 121780 121180 NI
64 64 NI2511 20250703 ... 121940 121270 NI
65 65 NI2512 20250703 ... 122160 121440 NI
66 66 NI2601 20250703 ... 122330 121700 NI
67 67 NI2602 20250703 ... 122610 121970 NI
68 68 NI2603 20250703 ... 122760 122020 NI
69 69 NI2604 20250703 ... 122880 122270 NI
70 70 NI2605 20250703 ... 123150 122740 NI
71 71 NI2606 20250703 ... 123310 122860 NI
72 72 SN2507 20250703 ... 268540 269020 SN
73 73 SN2508 20250703 ... 269010 269300 SN
74 74 SN2509 20250703 ... 269000 269380 SN
75 75 SN2510 20250703 ... 268890 269210 SN
76 76 SN2511 20250703 ... 268190 268780 SN
77 77 SN2512 20250703 ... 268110 268330 SN
78 78 SN2601 20250703 ... 267660 268390 SN
79 79 SN2602 20250703 ... 267970 267960 SN
80 80 SN2603 20250703 ... 267790 267850 SN
81 81 SN2604 20250703 ... 266950 266880 SN
82 82 SN2605 20250703 ... 267460 267860 SN
83 83 SN2606 20250703 ... 266880 266640 SN
84 84 AO2507 20250703 ... 3152 3084 AO
85 85 AO2508 20250703 ... 3078 3045 AO
86 86 AO2509 20250703 ... 3042 2998 AO
87 87 AO2510 20250703 ... 3016 2980 AO
88 88 AO2511 20250703 ... 3004 2959 AO
89 89 AO2512 20250703 ... 2993 2951 AO
90 90 AO2601 20250703 ... 2988 2948 AO
91 91 AO2602 20250703 ... 2987 2921 AO
92 92 AO2603 20250703 ... 2971 2939 AO
93 93 AO2604 20250703 ... 2970 2954 AO
94 94 AO2605 20250703 ... 2961 2942 AO
95 95 AO2606 20250703 ... 2962 2939 AO
96 96 AD2511 20250703 ... 19935 19900 AD
97 97 AD2512 20250703 ... 19845 19790 AD
98 98 AD2601 20250703 ... 19775 19725 AD
99 99 AD2602 20250703 ... 19725 19695 AD
100 100 AD2603 20250703 ... 19690 19660 AD
101 101 AD2604 20250703 ... 19670 19625 AD
102 102 AD2605 20250703 ... 19620 19590 AD
103 103 AD2606 20250703 ... 19495 19495 AD
104 104 AU2507 20250703 ... 774.52 775.16 AU
105 105 AU2508 20250703 ... 776.62 775.44 AU
106 106 AU2509 20250703 ... 778.12 777.08 AU
107 107 AU2510 20250703 ... 778.78 777.62 AU
108 108 AU2512 20250703 ... 780.88 779.26 AU
109 109 AU2602 20250703 ... 782.84 781.5 AU
110 110 AU2604 20250703 ... 785.02 783.62 AU
111 111 AU2606 20250703 ... 787.34 785.82 AU
112 112 AG2507 20250703 ... 8843 8772 AG
113 113 AG2508 20250703 ... 8867 8783 AG
114 114 AG2509 20250703 ... 8881 8795 AG
115 115 AG2510 20250703 ... 8893 8806 AG
116 116 AG2511 20250703 ... 8903 8817 AG
117 117 AG2512 20250703 ... 8931 8823 AG
118 118 AG2601 20250703 ... 8933 8834 AG
119 119 AG2602 20250703 ... 8945 8845 AG
120 120 AG2603 20250703 ... 8963 8855 AG
121 121 AG2604 20250703 ... 8985 8868 AG
122 122 AG2605 20250703 ... 8983 8882 AG
123 123 AG2606 20250703 ... 8996 8896 AG
124 124 RB2507 20250703 ... 3049 3018 RB
125 125 RB2508 20250703 ... 3031 3002 RB
126 126 RB2509 20250703 ... 3032 2997 RB
127 127 RB2510 20250703 ... 3065 3032 RB
128 128 RB2511 20250703 ... 3072 3039 RB
129 129 RB2512 20250703 ... 3085 3049 RB
130 130 RB2601 20250703 ... 3083 3046 RB
131 131 RB2602 20250703 ... 3068 3045 RB
132 132 RB2603 20250703 ... 3068 3034 RB
133 133 RB2604 20250703 ... 3083 3051 RB
134 134 RB2605 20250703 ... 3090 3053 RB
135 135 RB2606 20250703 ... 3093 3056 RB
136 136 WR2507 20250703 ... 3356 3356 WR
137 137 WR2508 20250703 ... 3378 3376 WR
138 138 WR2509 20250703 ... 3297 3284 WR
139 139 WR2510 20250703 ... 3328 3328 WR
140 140 WR2511 20250703 ... 3365 3365 WR
141 141 WR2512 20250703 ... 3362 3362 WR
142 142 WR2601 20250703 ... 3368 3344 WR
143 143 WR2602 20250703 ... 3396 3396 WR
144 144 WR2603 20250703 ... 3387 3387 WR
145 145 WR2604 20250703 ... 3392 3392 WR
146 146 WR2605 20250703 ... 3370 3369 WR
147 147 WR2606 20250703 ... 3392 3367 WR
148 148 HC2507 20250703 ... 3195 3175 HC
149 149 HC2508 20250703 ... 3209 3170 HC
150 150 HC2509 20250703 ... 3205 3169 HC
151 151 HC2510 20250703 ... 3193 3162 HC
152 152 HC2511 20250703 ... 3195 3166 HC
153 153 HC2512 20250703 ... 3196 3187 HC
154 154 HC2601 20250703 ... 3196 3168 HC
155 155 HC2602 20250703 ... 3199 3165 HC
156 156 HC2603 20250703 ... 3195 3175 HC
157 157 HC2604 20250703 ... 3211 3168 HC
158 158 HC2605 20250703 ... 3195 3160 HC
159 159 HC2606 20250703 ... 3207 3163 HC
160 160 SS2507 20250703 ... 12575 12540 SS
161 161 SS2508 20250703 ... 12680 12640 SS
162 162 SS2509 20250703 ... 12640 12600 SS
163 163 SS2510 20250703 ... 12625 12570 SS
164 164 SS2511 20250703 ... 12625 12585 SS
165 165 SS2512 20250703 ... 12670 12595 SS
166 166 SS2601 20250703 ... 12705 12640 SS
167 167 SS2602 20250703 ... 12735 12680 SS
168 168 SS2603 20250703 ... 12755 12715 SS
169 169 SS2604 20250703 ... 12800 12745 SS
170 170 SS2605 20250703 ... 12830 12775 SS
171 171 SS2606 20250703 ... 12880 12810 SS
172 172 SC2508 20250703 ... 503.7 498.5 SC
173 173 SC2509 20250703 ... 498.1 493 SC
174 174 SC2510 20250703 ... 492.4 487.4 SC
175 175 SC2511 20250703 ... 487.2 482.9 SC
176 176 SC2512 20250703 ... 484 480.7 SC
177 177 SC2601 20250703 ... 481.6 478.4 SC
178 178 SC2602 20250703 ... 480.4 476.5 SC
179 179 SC2603 20250703 ... 478 474 SC
180 180 SC2604 20250703 ... 476.8 473.3 SC
181 181 SC2605 20250703 ... 475.7 471.2 SC
182 182 SC2606 20250703 ... 475.7 472 SC
183 183 SC2607 20250703 ... 470.9 470.9 SC
184 184 SC2609 20250703 ... 474.2 467.3 SC
185 185 SC2612 20250703 ... 465.1 460.4 SC
186 186 SC2703 20250703 ... 465 468.4 SC
187 187 SC2706 20250703 ... 464.2 463.6 SC
188 188 SC2709 20250703 ... 464 463.9 SC
189 189 SC2712 20250703 ... 465.8 465.8 SC
190 190 SC2803 20250703 ... 464.7 460.4 SC
191 191 SC2806 20250703 ... 464.6 462.8 SC
192 192 LU2508 20250703 ... 3622 3588 LU
193 193 LU2509 20250703 ... 3616 3591 LU
194 194 LU2510 20250703 ... 3593 3569 LU
195 195 LU2511 20250703 ... 3568 3541 LU
196 196 LU2512 20250703 ... 3546 3517 LU
197 197 LU2601 20250703 ... 3526 3497 LU
198 198 LU2602 20250703 ... 3503 3480 LU
199 199 LU2603 20250703 ... 3499 3461 LU
200 200 LU2604 20250703 ... 3495 3447 LU
201 201 LU2605 20250703 ... 3476 3429 LU
202 202 LU2606 20250703 ... 3461 3436 LU
203 203 LU2607 20250703 ... 3442 3416 LU
204 204 FU2508 20250703 ... 2950 2923 FU
205 205 FU2509 20250703 ... 2982 2956 FU
206 206 FU2510 20250703 ... 2938 2912 FU
207 207 FU2511 20250703 ... 2905 2882 FU
208 208 FU2512 20250703 ... 2875 2858 FU
209 209 FU2601 20250703 ... 2868 2852 FU
210 210 FU2602 20250703 ... 2853 2836 FU
211 211 FU2603 20250703 ... 2842 2826 FU
212 212 FU2604 20250703 ... 2830 2813 FU
213 213 FU2605 20250703 ... 2814 2800 FU
214 214 FU2606 20250703 ... 2800 2785 FU
215 215 FU2607 20250703 ... 2790 2779 FU
216 216 BU2507 20250703 ... 3612 3609 BU
217 217 BU2508 20250703 ... 3600 3598 BU
218 218 BU2509 20250703 ... 3580 3579 BU
219 219 BU2510 20250703 ... 3529 3530 BU
220 220 BU2511 20250703 ... 3464 3464 BU
221 221 BU2512 20250703 ... 3388 3382 BU
222 222 BU2601 20250703 ... 3359 3342 BU
223 223 BU2602 20250703 ... 3322 3338 BU
224 224 BU2603 20250703 ... 3320 3315 BU
225 225 BU2604 20250703 ... 3315 3304 BU
226 226 BU2605 20250703 ... 3305 3286 BU
227 227 BU2606 20250703 ... 3285 3257 BU
228 228 BU2609 20250703 ... 3268 3260 BU
229 229 BU2612 20250703 ... 3234 3230 BU
230 230 BU2703 20250703 ... 3243 3243 BU
231 231 BU2706 20250703 ... 3242 3228 BU
232 232 BR2507 20250703 ... 11395 11390 BR
233 233 BR2508 20250703 ... 11270 11230 BR
234 234 BR2509 20250703 ... 11175 11130 BR
235 235 BR2510 20250703 ... 11130 11080 BR
236 236 BR2511 20250703 ... 11100 11070 BR
237 237 BR2512 20250703 ... 11080 11060 BR
238 238 BR2601 20250703 ... 11100 11030 BR
239 239 BR2602 20250703 ... 11100 11040 BR
240 240 BR2603 20250703 ... 11140 11030 BR
241 241 BR2604 20250703 ... 11065 11010 BR
242 242 BR2605 20250703 ... 11105 11020 BR
243 243 BR2606 20250703 ... 11110 11055 BR
244 244 RU2507 20250703 ... 13945 14000 RU
245 245 RU2508 20250703 ... 13985 14070 RU
246 246 RU2509 20250703 ... 14055 14090 RU
247 247 RU2510 20250703 ... 14130 14070 RU
248 248 RU2511 20250703 ... 14045 14100 RU
249 249 RU2601 20250703 ... 14910 14955 RU
250 250 RU2603 20250703 ... 14910 14940 RU
251 251 RU2604 20250703 ... 14875 14975 RU
252 252 RU2605 20250703 ... 14980 15010 RU
253 253 RU2606 20250703 ... 14950 14980 RU
254 254 NR2507 20250703 ... 12140 12245 NR
255 255 NR2508 20250703 ... 12145 12270 NR
256 256 NR2509 20250703 ... 12135 12225 NR
257 257 NR2510 20250703 ... 12125 12210 NR
258 258 NR2511 20250703 ... 12120 12220 NR
259 259 NR2512 20250703 ... 12135 12220 NR
260 260 NR2601 20250703 ... 12155 12220 NR
261 261 NR2602 20250703 ... 12245 12255 NR
262 262 NR2603 20250703 ... 12090 12220 NR
263 263 NR2604 20250703 ... 12195 12240 NR
264 264 NR2605 20250703 ... 12215 12285 NR
265 265 NR2606 20250703 ... 12260 12260 NR
266 266 SP2507 20250703 ... 5060 5026 SP
267 267 SP2508 20250703 ... 5076 5032 SP
268 268 SP2509 20250703 ... 5086 5048 SP
269 269 SP2510 20250703 ... 5090 5052 SP
270 270 SP2511 20250703 ... 5080 5042 SP
271 271 SP2512 20250703 ... 5072 5040 SP
272 272 SP2601 20250703 ... 5292 5242 SP
273 273 SP2602 20250703 ... 5228 5192 SP
274 274 SP2603 20250703 ... 5232 5166 SP
275 275 SP2604 20250703 ... 5228 5162 SP
276 276 SP2605 20250703 ... 5238 5176 SP
277 277 SP2606 20250703 ... 5240 5198 SP
278 278 EC2508 20250703 ... 1882.1 1894.9 EC
279 279 EC2510 20250703 ... 1366.8 1374.5 EC
280 280 EC2512 20250703 ... 1531.6 1540.4 EC
281 281 EC2602 20250703 ... 1332.6 1338.5 EC
282 282 EC2604 20250703 ... 1167.8 1174.7 EC
283 283 EC2606 20250703 ... 1316.1 1312.7 EC
284 285 SC_TAS2508 20250703 ... SC_TAS
285 286 SC_TAS2509 20250703 ... SC_TAS
286 287 SC_TAS2510 20250703 ... SC_TAS
287 288 SC_TAS2511 20250703 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 16:25:49,972 - future_1d - INFO - ak.get_shfe_daily('2025-07-03') done
2025-07-09 16:25:51,708 - future_1d - INFO - save future_daily 2025-07-03 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250704 5866.000 ... 5870.000 5874.600 IC
1 IC2508 20250704 5819.800 ... 5812.400 5821.400 IC
2 IC2509 20250704 5761.800 ... 5760.000 5770.200 IC
3 IC2512 20250704 5639.600 ... 5635.000 5644.600 IC
4 IF2507 20250704 3938.400 ... 3957.400 3946.400 IF
5 IF2508 20250704 3922.400 ... 3938.000 3929.000 IF
6 IF2509 20250704 3918.200 ... 3930.000 3917.800 IF
7 IF2512 20250704 3878.000 ... 3892.200 3880.800 IF
8 IH2507 20250704 2705.000 ... 2717.400 2706.600 IH
9 IH2508 20250704 2698.800 ... 2710.600 2701.600 IH
10 IH2509 20250704 2699.800 ... 2711.200 2700.400 IH
11 IH2512 20250704 2699.600 ... 2709.400 2699.200 IH
12 IM2507 20250704 6279.600 ... 6259.200 6280.200 IM
13 IM2508 20250704 6205.000 ... 6184.400 6209.000 IM
14 IM2509 20250704 6130.000 ... 6107.200 6138.600 IM
15 IM2512 20250704 5953.800 ... 5929.600 5960.400 IM
16 T2509 20250704 109.090 ... 109.110 109.070 T
17 T2512 20250704 109.130 ... 109.195 109.155 T
18 T2603 20250704 109.165 ... 109.170 109.130 T
19 TF2509 20250704 106.230 ... 106.250 106.230 TF
20 TF2512 20250704 106.355 ... 106.335 106.335 TF
21 TF2603 20250704 106.385 ... 106.380 106.375 TF
22 TL2509 20250704 121.110 ... 121.200 121.070 TL
23 TL2512 20250704 121.050 ... 121.070 120.940 TL
24 TL2603 20250704 120.860 ... 120.880 120.780 TL
25 TS2509 20250704 102.510 ... 102.508 102.506 TS
26 TS2512 20250704 102.644 ... 102.632 102.636 TS
27 TS2603 20250704 102.746 ... 102.742 102.744 TS
[28 rows x 12 columns]
2025-07-09 16:25:55,803 - future_1d - INFO - ak.get_cffex_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 PS2507 20250704 35130.0 ... 35390.0 35130.0 PS
1 PS2508 20250704 35880.0 ... 35500.0 35270.0 PS
2 PS2509 20250704 35060.0 ... 34925.0 34670.0 PS
3 PS2510 20250704 34570.0 ... 34760.0 34460.0 PS
4 PS2511 20250704 34900.0 ... 34590.0 34260.0 PS
5 PS2512 20250704 36235.0 ... 36615.0 36235.0 PS
6 PS2601 20250704 36180.0 ... 36455.0 36035.0 PS
7 PS2602 20250704 36450.0 ... 36290.0 35925.0 PS
8 PS2603 20250704 36305.0 ... 36245.0 35820.0 PS
9 PS2604 20250704 36285.0 ... 36210.0 35765.0 PS
10 PS2605 20250704 36000.0 ... 36160.0 35535.0 PS
11 PS2606 20250704 37495.0 ... 37345.0 37040.0 PS
13 SI2507 20250704 8130.0 ... 8095.0 8055.0 SI
14 SI2508 20250704 8050.0 ... 8000.0 8050.0 SI
15 SI2509 20250704 8060.0 ... 7990.0 8035.0 SI
16 SI2510 20250704 8015.0 ... 7965.0 8015.0 SI
17 SI2511 20250704 8020.0 ... 7935.0 7975.0 SI
18 SI2512 20250704 8290.0 ... 8260.0 8300.0 SI
19 SI2601 20250704 8215.0 ... 8220.0 8260.0 SI
20 SI2602 20250704 8320.0 ... 8215.0 8240.0 SI
21 SI2603 20250704 8310.0 ... 8220.0 8255.0 SI
22 SI2604 20250704 8340.0 ... 8245.0 8260.0 SI
23 SI2605 20250704 8240.0 ... 8215.0 8235.0 SI
24 SI2606 20250704 8255.0 ... 8220.0 8250.0 SI
27 LC2507 20250704 64300.0 ... 63920.0 63920.0 LC
28 LC2508 20250704 63960.0 ... 63780.0 63940.0 LC
29 LC2509 20250704 64100.0 ... 63660.0 63760.0 LC
30 LC2510 20250704 63960.0 ... 63420.0 63620.0 LC
31 LC2511 20250704 63840.0 ... 63300.0 63420.0 LC
32 LC2512 20250704 64300.0 ... 63580.0 63700.0 LC
33 LC2601 20250704 64300.0 ... 63780.0 63840.0 LC
34 LC2602 20250704 64500.0 ... 63860.0 63860.0 LC
35 LC2603 20250704 64220.0 ... 63700.0 63760.0 LC
36 LC2604 20250704 64600.0 ... 64180.0 64260.0 LC
37 LC2605 20250704 64620.0 ... 64200.0 64380.0 LC
38 LC2606 20250704 64920.0 ... 64240.0 64460.0 LC
[36 rows x 12 columns]
2025-07-09 16:25:55,949 - future_1d - INFO - ak.get_gfex_daily('2025-07-04') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250704 7774.0 7835.0 ... 485163.28 7776.0 7747.0 AP
1 AP511 20250704 7651.0 7663.0 ... 1126.37 7611.0 7581.0 AP
2 AP512 20250704 7668.0 7688.0 ... 282.48 7634.0 7613.0 AP
3 AP601 20250704 7665.0 7731.0 ... 15887.37 7664.0 7649.0 AP
4 AP603 20250704 7725.0 7725.0 ... 314.28 7665.0 7653.0 AP
5 AP604 20250704 7771.0 7771.0 ... 69.42 7714.0 7703.0 AP
6 AP605 20250704 7789.0 7789.0 ... 217.11 7754.0 7762.0 AP
7 CF507 20250704 13565.0 13600.0 ... 25372.20 13585.0 13555.0 CF
8 CF509 20250704 13785.0 13830.0 ... 816508.67 13790.0 13790.0 CF
9 CF511 20250704 13705.0 13730.0 ... 113330.61 13695.0 13710.0 CF
10 CF601 20250704 13795.0 13815.0 ... 214873.44 13780.0 13790.0 CF
11 CF603 20250704 13755.0 13785.0 ... 742.65 13755.0 13760.0 CF
12 CF605 20250704 13770.0 13800.0 ... 4784.35 13770.0 13775.0 CF
13 CJ507 20250704 9450.0 9450.0 ... 23.63 9450.0 9660.0 CJ
14 CJ509 20250704 9675.0 9720.0 ... 642524.98 9530.0 9675.0 CJ
15 CJ512 20250704 10810.0 10825.0 ... 31179.50 10475.0 10785.0 CJ
16 CJ601 20250704 10955.0 10990.0 ... 2223923.43 10615.0 10940.0 CJ
17 CJ603 20250704 11150.0 11195.0 ... 46555.32 10745.0 11160.0 CJ
18 CJ605 20250704 11410.0 11500.0 ... 244248.07 11040.0 11465.0 CJ
19 CY507 20250704 0.0 0.0 ... 0.00 19920.0 19950.0 CY
20 CY508 20250704 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250704 20035.0 20080.0 ... 76790.18 20030.0 20060.0 CY
22 CY510 20250704 0.0 0.0 ... 0.00 19650.0 19680.0 CY
23 CY511 20250704 0.0 0.0 ... 0.00 20090.0 20090.0 CY
24 CY512 20250704 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250704 0.0 0.0 ... 0.00 20010.0 20040.0 CY
26 CY602 20250704 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250704 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250704 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250704 0.0 0.0 ... 0.00 20070.0 20070.0 CY
30 CY606 20250704 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250704 959.0 959.0 ... 3.84 959.0 951.0 FG
32 FG508 20250704 1038.0 1057.0 ... 32311.18 1045.0 1051.0 FG
33 FG509 20250704 1029.0 1044.0 ... 4612467.69 1031.0 1042.0 FG
34 FG510 20250704 1080.0 1093.0 ... 21896.58 1083.0 1089.0 FG
35 FG511 20250704 1070.0 1085.0 ... 35672.04 1072.0 1081.0 FG
36 FG512 20250704 1134.0 1150.0 ... 17461.46 1136.0 1143.0 FG
37 FG601 20250704 1121.0 1140.0 ... 432831.81 1126.0 1130.0 FG
38 FG602 20250704 1157.0 1175.0 ... 859.29 1161.0 1163.0 FG
39 FG603 20250704 1156.0 1172.0 ... 937.49 1160.0 1161.0 FG
40 FG604 20250704 1185.0 1208.0 ... 771.52 1194.0 1190.0 FG
41 FG605 20250704 1179.0 1205.0 ... 12056.28 1191.0 1187.0 FG
42 FG606 20250704 1195.0 1220.0 ... 376.41 1206.0 1200.0 FG
43 JR507 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250704 2419.0 2419.0 ... 45.78 2409.0 2418.0 MA
54 MA508 20250704 2436.0 2457.0 ... 11984.30 2436.0 2436.0 MA
55 MA509 20250704 2415.0 2432.0 ... 1701498.65 2415.0 2408.0 MA
56 MA510 20250704 2425.0 2440.0 ... 82042.41 2420.0 2416.0 MA
57 MA511 20250704 2433.0 2447.0 ... 70700.63 2426.0 2424.0 MA
58 MA512 20250704 2452.0 2461.0 ... 18231.02 2443.0 2442.0 MA
59 MA601 20250704 2457.0 2464.0 ... 124510.92 2450.0 2444.0 MA
60 MA602 20250704 2441.0 2443.0 ... 68.13 2433.0 2425.0 MA
61 MA603 20250704 2434.0 2438.0 ... 55.88 2429.0 2420.0 MA
62 MA604 20250704 2410.0 2410.0 ... 23.97 2397.0 2395.0 MA
63 MA605 20250704 2369.0 2378.0 ... 2796.55 2364.0 2360.0 MA
64 MA606 20250704 2378.0 2378.0 ... 37.87 2367.0 2362.0 MA
65 OI507 20250704 9913.0 9913.0 ... 9.91 9913.0 9719.0 OI
66 OI509 20250704 9638.0 9642.0 ... 2071615.91 9614.0 9641.0 OI
67 OI511 20250704 9627.0 9634.0 ... 100659.85 9603.0 9629.0 OI
68 OI601 20250704 9567.0 9577.0 ... 234035.79 9547.0 9569.0 OI
69 OI603 20250704 9490.0 9508.0 ... 1071.29 9480.0 9500.0 OI
70 OI605 20250704 9388.0 9397.0 ... 1415.29 9373.0 9402.0 OI
71 PF507 20250704 6700.0 6700.0 ... 453.78 6674.0 6700.0 PF
72 PF508 20250704 6564.0 6588.0 ... 351323.27 6550.0 6594.0 PF
73 PF509 20250704 6444.0 6466.0 ... 173517.06 6434.0 6472.0 PF
74 PF510 20250704 6434.0 6470.0 ... 65954.13 6432.0 6458.0 PF
75 PF511 20250704 6406.0 6440.0 ... 39119.55 6400.0 6422.0 PF
76 PF512 20250704 6378.0 6412.0 ... 8302.61 6378.0 6398.0 PF
77 PF601 20250704 6392.0 6420.0 ... 849.61 6388.0 6410.0 PF
78 PF602 20250704 6404.0 6404.0 ... 6.38 6380.0 6418.0 PF
79 PF603 20250704 0.0 0.0 ... 0.00 6384.0 6412.0 PF
80 PF604 20250704 6402.0 6402.0 ... 3.20 6402.0 6410.0 PF
81 PF605 20250704 6392.0 6432.0 ... 12.81 6406.0 6412.0 PF
82 PF606 20250704 6372.0 6372.0 ... 3.19 6372.0 6390.0 PF
83 PK510 20250704 8260.0 8274.0 ... 188400.09 8218.0 8262.0 PK
84 PK511 20250704 7990.0 7998.0 ... 64715.80 7944.0 7994.0 PK
85 PK512 20250704 7964.0 7966.0 ... 888.66 7934.0 7982.0 PK
86 PK601 20250704 7982.0 7984.0 ... 6718.98 7938.0 7980.0 PK
87 PK603 20250704 7956.0 7956.0 ... 131.03 7942.0 7980.0 PK
88 PK604 20250704 7974.0 7974.0 ... 35.83 7964.0 7982.0 PK
89 PK605 20250704 7978.0 7980.0 ... 401.58 7952.0 7976.0 PK
90 PM507 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250704 5960.0 5960.0 ... 125.15 5960.0 5968.0 PR
97 PR508 20250704 5954.0 5972.0 ... 23740.43 5938.0 5958.0 PR
98 PR509 20250704 5906.0 5926.0 ... 456941.35 5894.0 5916.0 PR
99 PR510 20250704 5876.0 5912.0 ... 213618.41 5880.0 5892.0 PR
100 PR511 20250704 5862.0 5892.0 ... 44122.20 5858.0 5874.0 PR
101 PR512 20250704 5848.0 5872.0 ... 105.07 5838.0 5866.0 PR
102 PR601 20250704 5858.0 5866.0 ... 455.70 5842.0 5854.0 PR
103 PR602 20250704 5858.0 5858.0 ... 8.79 5858.0 5900.0 PR
104 PR603 20250704 0.0 0.0 ... 0.00 5874.0 5904.0 PR
105 PR604 20250704 0.0 0.0 ... 0.00 5882.0 5904.0 PR
106 PR605 20250704 0.0 0.0 ... 0.00 5882.0 5898.0 PR
107 PR606 20250704 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250704 6922.0 6922.0 ... 10.38 6922.0 6922.0 PX
109 PX508 20250704 6818.0 6856.0 ... 4283.99 6800.0 6822.0 PX
110 PX509 20250704 6744.0 6786.0 ... 810776.54 6726.0 6748.0 PX
111 PX510 20250704 6710.0 6766.0 ... 93427.25 6698.0 6706.0 PX
112 PX511 20250704 6668.0 6722.0 ... 153399.84 6662.0 6664.0 PX
113 PX512 20250704 6700.0 6700.0 ... 11440.22 6636.0 6644.0 PX
114 PX601 20250704 6640.0 6666.0 ... 51714.14 6622.0 6632.0 PX
115 PX602 20250704 0.0 0.0 ... 0.00 6578.0 6618.0 PX
116 PX603 20250704 6642.0 6642.0 ... 6.64 6642.0 6616.0 PX
117 PX604 20250704 6584.0 6626.0 ... 9.92 6612.0 6568.0 PX
118 PX605 20250704 6594.0 6602.0 ... 68.99 6570.0 6588.0 PX
119 PX606 20250704 6548.0 6548.0 ... 3.27 6548.0 6558.0 PX
120 RI507 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250704 2468.0 2481.0 ... 1379.21 2463.0 2468.0 RM
127 RM508 20250704 2612.0 2624.0 ... 15179.33 2606.0 2610.0 RM
128 RM509 20250704 2607.0 2622.0 ... 775359.77 2607.0 2601.0 RM
129 RM511 20250704 2431.0 2439.0 ... 2386.31 2428.0 2421.0 RM
130 RM601 20250704 2328.0 2337.0 ... 149395.45 2329.0 2318.0 RM
131 RM603 20250704 2303.0 2315.0 ... 10071.29 2307.0 2299.0 RM
132 RM605 20250704 2332.0 2339.0 ... 12657.69 2331.0 2327.0 RM
133 RS507 20250704 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250704 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250704 5077.0 5099.0 ... 273.92 5073.0 5061.0 RS
136 RS511 20250704 0.0 0.0 ... 0.00 5109.0 5131.0 RS
137 SA507 20250704 1165.0 1165.0 ... 679.74 1152.0 1166.0 SA
138 SA508 20250704 1179.0 1201.0 ... 26220.77 1182.0 1188.0 SA
139 SA509 20250704 1175.0 1201.0 ... 5045284.33 1184.0 1188.0 SA
140 SA510 20250704 1188.0 1211.0 ... 60681.61 1194.0 1199.0 SA
141 SA511 20250704 1190.0 1212.0 ... 103839.37 1194.0 1200.0 SA
142 SA512 20250704 1208.0 1230.0 ... 61873.03 1213.0 1215.0 SA
143 SA601 20250704 1205.0 1231.0 ... 898039.41 1215.0 1213.0 SA
144 SA602 20250704 1216.0 1237.0 ... 6911.66 1225.0 1224.0 SA
145 SA603 20250704 1214.0 1239.0 ... 6179.11 1226.0 1221.0 SA
146 SA604 20250704 1233.0 1248.0 ... 1498.29 1238.0 1235.0 SA
147 SA605 20250704 1226.0 1248.0 ... 27464.50 1237.0 1233.0 SA
148 SA606 20250704 1235.0 1255.0 ... 898.29 1244.0 1242.0 SA
149 SF507 20250704 5550.0 5550.0 ... 154.74 5528.0 5496.0 SF
150 SF508 20250704 5420.0 5472.0 ... 9965.90 5408.0 5404.0 SF
151 SF509 20250704 5400.0 5462.0 ... 384091.66 5404.0 5400.0 SF
152 SF510 20250704 5330.0 5382.0 ... 68973.85 5326.0 5318.0 SF
153 SF511 20250704 5444.0 5518.0 ... 104407.47 5464.0 5446.0 SF
154 SF512 20250704 5430.0 5480.0 ... 19212.81 5430.0 5410.0 SF
155 SF601 20250704 5402.0 5452.0 ... 8047.42 5398.0 5382.0 SF
156 SF602 20250704 5338.0 5380.0 ... 638.38 5342.0 5310.0 SF
157 SF603 20250704 5482.0 5516.0 ... 475.20 5462.0 5440.0 SF
158 SF604 20250704 5490.0 5490.0 ... 5.46 5462.0 5444.0 SF
159 SF605 20250704 5466.0 5492.0 ... 453.83 5436.0 5414.0 SF
160 SF606 20250704 5368.0 5368.0 ... 16.09 5366.0 5370.0 SF
161 SH507 20250704 2330.0 2330.0 ... 244.65 2330.0 2349.0 SH
162 SH508 20250704 2360.0 2400.0 ... 240104.58 2375.0 2371.0 SH
163 SH509 20250704 2377.0 2407.0 ... 3604654.17 2384.0 2382.0 SH
164 SH510 20250704 2410.0 2442.0 ... 301620.55 2419.0 2418.0 SH
165 SH511 20250704 2399.0 2427.0 ... 219344.33 2400.0 2404.0 SH
166 SH512 20250704 2405.0 2430.0 ... 60394.41 2405.0 2409.0 SH
167 SH601 20250704 2377.0 2398.0 ... 72912.11 2380.0 2379.0 SH
168 SH602 20250704 2388.0 2413.0 ... 230.07 2397.0 2392.0 SH
169 SH603 20250704 2393.0 2410.0 ... 100.72 2398.0 2402.0 SH
170 SH604 20250704 2434.0 2445.0 ... 36.56 2438.0 2446.0 SH
171 SH605 20250704 2420.0 2453.0 ... 1454.72 2437.0 2437.0 SH
172 SH606 20250704 2455.0 2455.0 ... 22.06 2451.0 2451.0 SH
173 SM507 20250704 5706.0 5706.0 ... 350.14 5648.0 5670.0 SM
174 SM508 20250704 5698.0 5734.0 ... 15140.00 5672.0 5698.0 SM
175 SM509 20250704 5712.0 5746.0 ... 585074.28 5690.0 5706.0 SM
176 SM510 20250704 5710.0 5720.0 ... 43335.50 5672.0 5676.0 SM
177 SM511 20250704 5766.0 5798.0 ... 76139.45 5748.0 5764.0 SM
178 SM512 20250704 5746.0 5780.0 ... 15587.83 5738.0 5746.0 SM
179 SM601 20250704 5756.0 5784.0 ... 41792.12 5734.0 5746.0 SM
180 SM602 20250704 5728.0 5788.0 ... 166.32 5736.0 5728.0 SM
181 SM603 20250704 5798.0 5798.0 ... 71.87 5750.0 5774.0 SM
182 SM604 20250704 5800.0 5802.0 ... 23.12 5780.0 5778.0 SM
183 SM605 20250704 5806.0 5814.0 ... 470.29 5770.0 5780.0 SM
184 SM606 20250704 5800.0 5800.0 ... 2.90 5800.0 5784.0 SM
185 SR507 20250704 5800.0 5808.0 ... 2761.02 5788.0 5779.0 SR
186 SR509 20250704 5792.0 5810.0 ... 1173939.01 5790.0 5763.0 SR
187 SR511 20250704 5669.0 5673.0 ... 139592.16 5658.0 5632.0 SR
188 SR601 20250704 5601.0 5619.0 ... 186726.95 5608.0 5577.0 SR
189 SR603 20250704 5576.0 5589.0 ... 4848.61 5580.0 5548.0 SR
190 SR605 20250704 5551.0 5569.0 ... 6726.71 5555.0 5522.0 SR
191 TA507 20250704 4864.0 4882.0 ... 10826.34 4828.0 4878.0 TA
192 TA508 20250704 4802.0 4828.0 ... 60722.79 4782.0 4820.0 TA
193 TA509 20250704 4744.0 4780.0 ... 2503382.54 4738.0 4762.0 TA
194 TA510 20250704 4704.0 4742.0 ... 84392.60 4704.0 4720.0 TA
195 TA511 20250704 4698.0 4726.0 ... 52859.38 4690.0 4704.0 TA
196 TA512 20250704 4682.0 4712.0 ... 6578.22 4682.0 4690.0 TA
197 TA601 20250704 4670.0 4698.0 ... 346543.56 4664.0 4678.0 TA
198 TA602 20250704 4682.0 4694.0 ... 25.71 4674.0 4678.0 TA
199 TA603 20250704 4680.0 4688.0 ... 35.07 4676.0 4678.0 TA
200 TA604 20250704 4684.0 4702.0 ... 25.76 4684.0 4688.0 TA
201 TA605 20250704 4686.0 4712.0 ... 2509.16 4686.0 4688.0 TA
202 TA606 20250704 4688.0 4688.0 ... 11.69 4678.0 4672.0 TA
203 UR507 20250704 1744.0 1761.0 ... 1564.12 1753.0 1744.0 UR
204 UR508 20250704 1753.0 1779.0 ... 3069.42 1764.0 1740.0 UR
205 UR509 20250704 1740.0 1775.0 ... 1286912.07 1754.0 1733.0 UR
206 UR510 20250704 1726.0 1758.0 ... 24065.27 1739.0 1719.0 UR
207 UR511 20250704 1736.0 1762.0 ... 19302.52 1743.0 1728.0 UR
208 UR512 20250704 1719.0 1737.0 ... 96.91 1731.0 1715.0 UR
209 UR601 20250704 1698.0 1724.0 ... 112387.59 1712.0 1697.0 UR
210 UR602 20250704 1704.0 1717.0 ... 799.50 1708.0 1691.0 UR
211 UR603 20250704 1731.0 1740.0 ... 343.18 1733.0 1720.0 UR
212 UR604 20250704 1722.0 1732.0 ... 141.50 1726.0 1715.0 UR
213 UR605 20250704 1716.0 1726.0 ... 6027.13 1717.0 1708.0 UR
214 UR606 20250704 1714.0 1722.0 ... 370.48 1715.0 1703.0 UR
215 WH507 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 16:25:56,227 - future_1d - INFO - ak.get_czce_daily('2025-07-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250704 508.3 509.2 ... 6845017.9 506.4 503.7 SC
1 SC2509 20250704 503.3 503.6 ... 1304782.79 501.1 498.1 SC
2 SC2510 20250704 496.6 496.6 ... 274692.18 494.8 492.4 SC
3 SC2511 20250704 489.6 490.9 ... 32988 489.4 487.2 SC
4 SC2512 20250704 486.2 487.3 ... 23766.61 486 484 SC
5 SC2601 20250704 482.1 484.3 ... 14484.42 482.8 481.6 SC
6 SC2602 20250704 481.6 481.9 ... 15616.73 480.5 480.4 SC
7 SC2603 20250704 479 479 ... 2244.09 477.4 478 SC
8 SC2604 20250704 477.3 478 ... 142.98 476.6 476.8 SC
9 SC2605 20250704 473.1 473.1 ... 94.62 473.1 475.7 SC
10 SC2606 20250704 474 474.5 ... 663.31 473.7 475.7 SC
11 SC2607 20250704 485.5 485.5 ... 190.39 475.9 470.9 SC
12 SC2609 20250704 471 472 ... 94.3 471.5 474.2 SC
13 SC2612 20250704 ... 0 465.1 465.1 SC
14 SC2703 20250704 468 468 ... 140.29 467.6 465 SC
15 SC2706 20250704 ... 0 464.2 464.2 SC
16 SC2709 20250704 ... 0 464 464 SC
17 SC2712 20250704 ... 0 465.8 465.8 SC
18 SC2803 20250704 ... 0 464.7 464.7 SC
19 SC2806 20250704 463 464.3 ... 139.16 463.8 464.6 SC
21 LU2508 20250704 3660 3664 ... 13030.825 3643 3622 LU
22 LU2509 20250704 3641 3661 ... 243761.453 3636 3616 LU
23 LU2510 20250704 3625 3628 ... 94898.205 3605 3593 LU
24 LU2511 20250704 3587 3592 ... 2535.595 3571 3568 LU
25 LU2512 20250704 3557 3558 ... 434.487 3532 3546 LU
26 LU2601 20250704 3540 3541 ... 222.219 3527 3526 LU
27 LU2602 20250704 3521 3521 ... 17.594 3518 3503 LU
28 LU2603 20250704 3502 3502 ... 24.423 3489 3499 LU
29 LU2604 20250704 3475 3475 ... 10.377 3459 3495 LU
30 LU2605 20250704 3459 3459 ... 27.583 3447 3476 LU
31 LU2606 20250704 3453 3463 ... 34.441 3444 3461 LU
32 LU2607 20250704 3429 3429 ... 10.275 3425 3442 LU
34 NR2507 20250704 12160 12200 ... 4980.05 12145 12140 NR
35 NR2508 20250704 12120 12250 ... 847072.545 12180 12145 NR
36 NR2509 20250704 12140 12225 ... 469990.8 12160 12135 NR
37 NR2510 20250704 12105 12220 ... 42293.865 12155 12125 NR
38 NR2511 20250704 12155 12220 ... 2725.645 12165 12120 NR
39 NR2512 20250704 12180 12230 ... 134.175 12195 12135 NR
40 NR2601 20250704 12145 12230 ... 1754.815 12185 12155 NR
41 NR2602 20250704 12235 12235 ... 24.47 12235 12245 NR
42 NR2603 20250704 12205 12205 ... 24.395 12195 12090 NR
43 NR2604 20250704 ... 0 12195 12195 NR
44 NR2605 20250704 12195 12270 ... 24.465 12230 12215 NR
45 NR2606 20250704 ... 0 12260 12260 NR
47 BC2507 20250704 ... 0 71300 71480 BC
48 BC2508 20250704 71640 71940 ... 192088.51 71430 71970 BC
49 BC2509 20250704 71540 71790 ... 12957.175 71380 71740 BC
50 BC2510 20250704 71250 71250 ... 35.625 71250 71400 BC
51 BC2511 20250704 ... 0 71800 71800 BC
52 BC2512 20250704 ... 0 70950 70950 BC
53 BC2601 20250704 ... 0 71130 71390 BC
54 BC2602 20250704 ... 0 69410 69410 BC
55 BC2603 20250704 ... 0 69290 69290 BC
56 BC2604 20250704 ... 0 71340 71360 BC
57 BC2605 20250704 ... 0 71340 71400 BC
58 BC2606 20250704 69700 69700 ... 34.85 69700 71590 BC
60 EC2508 20250704 1889 1946 ... 451980.7905 1892.3 1882.1 EC
61 EC2510 20250704 1362.6 1392 ... 123740.117 1362.4 1366.8 EC
62 EC2512 20250704 1540.7 1564 ... 17473.25 1526.7 1531.6 EC
63 EC2602 20250704 1338.7 1355 ... 4026.0895 1326.5 1332.6 EC
64 EC2604 20250704 1175 1183 ... 5668.9265 1165.2 1167.8 EC
65 EC2606 20250704 1324 1328 ... 885.947 1312.5 1316.1 EC
68 SC_TAS2508 20250704 ... SC_TAS
69 SC_TAS2509 20250704 ... SC_TAS
70 SC_TAS2510 20250704 ... SC_TAS
71 SC_TAS2511 20250704 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 16:25:56,291 - future_1d - INFO - ak.get_ine_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 a2507 20250704 4190.00 ... 4190.00 4205.00 A
1 a2509 20250704 4147.00 ... 4133.00 4148.00 A
2 a2511 20250704 4073.00 ... 4067.00 4077.00 A
3 a2601 20250704 4055.00 ... 4048.00 4059.00 A
4 a2603 20250704 4044.00 ... 4036.00 4049.00 A
5 a2605 20250704 4084.00 ... 4072.00 4085.00 A
6 b2507 20250704 0.00 ... 3550.00 3550.00 B
7 b2508 20250704 3572.00 ... 3555.00 3565.00 B
8 b2509 20250704 3618.00 ... 3603.00 3616.00 B
9 b2510 20250704 3675.00 ... 3655.00 3664.00 B
10 b2511 20250704 3684.00 ... 3670.00 3674.00 B
11 b2512 20250704 3704.00 ... 3689.00 3693.00 B
12 b2601 20250704 3682.00 ... 3674.00 3675.00 B
13 b2602 20250704 3649.00 ... 3652.00 3645.00 B
14 b2603 20250704 3564.00 ... 3567.00 3556.00 B
15 b2604 20250704 3463.00 ... 3465.00 3452.00 B
16 b2605 20250704 3393.00 ... 3391.00 3383.00 B
17 b2606 20250704 3388.00 ... 3386.00 3385.00 B
18 bb2509 20250704 154.00 ... 153.20 153.45 BB
19 bb2511 20250704 154.85 ... 154.90 154.35 BB
20 bb2601 20250704 156.10 ... 155.25 162.00 BB
21 bb2603 20250704 0.00 ... 164.70 171.85 BB
22 bb2605 20250704 0.00 ... 164.70 171.85 BB
23 c2507 20250704 2350.00 ... 2337.00 2347.00 C
24 c2509 20250704 2363.00 ... 2358.00 2364.00 C
25 c2511 20250704 2307.00 ... 2304.00 2307.00 C
26 c2601 20250704 2265.00 ... 2264.00 2264.00 C
27 c2603 20250704 2258.00 ... 2259.00 2260.00 C
28 c2605 20250704 2294.00 ... 2294.00 2294.00 C
29 cs2507 20250704 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250704 2731.00 ... 2727.00 2731.00 CS
31 cs2511 20250704 2671.00 ... 2666.00 2670.00 CS
32 cs2601 20250704 2667.00 ... 2663.00 2667.00 CS
33 cs2603 20250704 2651.00 ... 2648.00 2649.00 CS
34 cs2605 20250704 2683.00 ... 2684.00 2684.00 CS
35 eb2507 20250704 7465.00 ... 7539.00 7422.00 EB
36 eb2508 20250704 7308.00 ... 7357.00 7288.00 EB
37 eb2509 20250704 7226.00 ... 7273.00 7209.00 EB
38 eb2510 20250704 7143.00 ... 7190.00 7130.00 EB
39 eb2511 20250704 7067.00 ... 7113.00 7062.00 EB
40 eb2512 20250704 7040.00 ... 7082.00 7035.00 EB
41 eb2601 20250704 7046.00 ... 7085.00 7037.00 EB
42 eb2602 20250704 7086.00 ... 7106.00 7058.00 EB
43 eb2603 20250704 7075.00 ... 7131.00 7077.00 EB
44 eb2604 20250704 7121.00 ... 7122.00 7066.00 EB
45 eb2605 20250704 7063.00 ... 7111.00 7057.00 EB
46 eb2606 20250704 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250704 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250704 4271.00 ... 4274.00 4275.00 EG
49 eg2509 20250704 4290.00 ... 4293.00 4295.00 EG
50 eg2510 20250704 4310.00 ... 4305.00 4311.00 EG
51 eg2511 20250704 4326.00 ... 4321.00 4325.00 EG
52 eg2512 20250704 4332.00 ... 4327.00 4327.00 EG
53 eg2601 20250704 4317.00 ... 4325.00 4329.00 EG
54 eg2602 20250704 4341.00 ... 4337.00 4337.00 EG
55 eg2603 20250704 4326.00 ... 4326.00 4311.00 EG
56 eg2604 20250704 4330.00 ... 4330.00 4367.00 EG
57 eg2605 20250704 4346.00 ... 4352.00 4342.00 EG
58 eg2606 20250704 4352.00 ... 4357.00 4378.00 EG
59 fb2507 20250704 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250704 1328.50 ... 1331.50 1329.50 FB
61 fb2509 20250704 1309.00 ... 1312.50 1313.00 FB
62 fb2510 20250704 1326.00 ... 1326.00 1327.50 FB
63 fb2511 20250704 1324.50 ... 1324.50 1325.00 FB
64 fb2512 20250704 1326.00 ... 1326.50 1324.50 FB
65 fb2601 20250704 1311.00 ... 1312.00 1312.50 FB
66 fb2602 20250704 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250704 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250704 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250704 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250704 0.00 ... 1292.50 1292.50 FB
71 i2507 20250704 750.00 ... 768.00 722.50 I
72 i2508 20250704 737.50 ... 740.50 734.50 I
73 i2509 20250704 731.00 ... 736.00 728.00 I
74 i2510 20250704 726.00 ... 729.00 722.00 I
75 i2511 20250704 720.00 ... 723.00 715.00 I
76 i2512 20250704 714.00 ... 717.00 709.00 I
77 i2601 20250704 708.50 ... 710.00 702.50 I
78 i2602 20250704 704.50 ... 708.00 699.50 I
79 i2603 20250704 700.50 ... 704.50 697.50 I
80 i2604 20250704 695.50 ... 699.50 692.00 I
81 i2605 20250704 688.50 ... 692.50 685.50 I
82 i2606 20250704 684.00 ... 687.00 679.00 I
83 j2507 20250704 0.00 ... 1304.50 1304.50 J
84 j2508 20250704 1406.00 ... 1405.50 1404.50 J
85 j2509 20250704 1435.00 ... 1436.00 1439.00 J
86 j2510 20250704 1456.00 ... 1454.50 1457.00 J
87 j2511 20250704 1465.00 ... 1464.50 1466.50 J
88 j2512 20250704 1466.00 ... 1473.50 1476.00 J
89 j2601 20250704 1488.00 ... 1479.00 1481.50 J
90 j2602 20250704 1485.50 ... 1481.50 1484.00 J
91 j2603 20250704 0.00 ... 1522.50 1522.50 J
92 j2604 20250704 0.00 ... 1499.50 1499.50 J
93 j2605 20250704 1523.00 ... 1521.50 1519.50 J
94 j2606 20250704 0.00 ... 1528.00 1528.00 J
95 jd2507 20250704 2860.00 ... 2872.00 2859.00 JD
96 jd2508 20250704 3577.00 ... 3583.00 3558.00 JD
97 jd2509 20250704 3698.00 ... 3697.00 3685.00 JD
98 jd2510 20250704 3420.00 ... 3422.00 3405.00 JD
99 jd2511 20250704 3430.00 ... 3428.00 3413.00 JD
100 jd2512 20250704 3588.00 ... 3583.00 3581.00 JD
101 jd2601 20250704 3644.00 ... 3634.00 3636.00 JD
102 jd2602 20250704 3209.00 ... 3204.00 3205.00 JD
103 jd2603 20250704 3211.00 ... 3208.00 3205.00 JD
104 jd2604 20250704 3341.00 ... 3332.00 3332.00 JD
105 jd2605 20250704 3410.00 ... 3405.00 3406.00 JD
106 jd2606 20250704 3260.00 ... 3260.00 3256.00 JD
107 jm2507 20250704 813.00 ... 841.00 814.00 JM
108 jm2508 20250704 808.00 ... 805.00 801.50 JM
109 jm2509 20250704 852.50 ... 850.00 848.50 JM
110 jm2510 20250704 869.00 ... 867.50 864.00 JM
111 jm2511 20250704 883.00 ... 881.00 874.50 JM
112 jm2512 20250704 900.50 ... 894.00 887.00 JM
113 jm2601 20250704 920.00 ... 905.00 901.00 JM
114 jm2602 20250704 920.00 ... 913.00 907.00 JM
115 jm2603 20250704 921.00 ... 913.50 916.50 JM
116 jm2604 20250704 917.00 ... 924.00 917.00 JM
117 jm2605 20250704 940.00 ... 934.00 927.00 JM
118 jm2606 20250704 947.50 ... 940.50 940.50 JM
119 l2507 20250704 7311.00 ... 7328.00 7298.00 L
120 l2508 20250704 7290.00 ... 7313.00 7295.00 L
121 l2509 20250704 7298.00 ... 7308.00 7293.00 L
122 l2510 20250704 7285.00 ... 7296.00 7287.00 L
123 l2511 20250704 7282.00 ... 7296.00 7283.00 L
124 l2512 20250704 7289.00 ... 7289.00 7281.00 L
125 l2601 20250704 7262.00 ... 7272.00 7269.00 L
126 l2602 20250704 7279.00 ... 7245.00 7253.00 L
127 l2603 20250704 7282.00 ... 7271.00 7224.00 L
128 l2604 20250704 7275.00 ... 7291.00 7263.00 L
129 l2605 20250704 7265.00 ... 7266.00 7245.00 L
130 l2606 20250704 7247.00 ... 7265.00 7242.00 L
131 lg2507 20250704 828.00 ... 828.50 822.00 LG
132 lg2509 20250704 796.00 ... 794.00 795.00 LG
133 lg2511 20250704 787.50 ... 787.00 788.50 LG
134 lg2601 20250704 785.50 ... 786.00 785.50 LG
135 lg2603 20250704 788.00 ... 787.00 786.50 LG
136 lg2605 20250704 793.50 ... 790.50 793.50 LG
137 lh2507 20250704 13915.00 ... 13935.00 13920.00 LH
138 lh2509 20250704 14310.00 ... 14340.00 14315.00 LH
139 lh2511 20250704 13655.00 ... 13730.00 13585.00 LH
140 lh2601 20250704 13835.00 ... 13820.00 13685.00 LH
141 lh2603 20250704 12940.00 ... 13010.00 12940.00 LH
142 lh2605 20250704 13070.00 ... 13165.00 13085.00 LH
143 m2507 20250704 2800.00 ... 2806.00 2799.00 M
144 m2508 20250704 2949.00 ... 2942.00 2941.00 M
145 m2509 20250704 2967.00 ... 2962.00 2960.00 M
146 m2511 20250704 3006.00 ... 3000.00 3000.00 M
147 m2512 20250704 3036.00 ... 3030.00 3027.00 M
148 m2601 20250704 3019.00 ... 3012.00 3008.00 M
149 m2603 20250704 2867.00 ... 2865.00 2855.00 M
150 m2605 20250704 2720.00 ... 2718.00 2711.00 M
151 p2507 20250704 8452.00 ... 8468.00 8452.00 P
152 p2508 20250704 8540.00 ... 8502.00 8516.00 P
153 p2509 20250704 8498.00 ... 8492.00 8478.00 P
154 p2510 20250704 8516.00 ... 8500.00 8486.00 P
155 p2511 20250704 8512.00 ... 8498.00 8482.00 P
156 p2512 20250704 8502.00 ... 8494.00 8484.00 P
157 p2601 20250704 8498.00 ... 8498.00 8482.00 P
158 p2602 20250704 8490.00 ... 8490.00 8458.00 P
159 p2603 20250704 8452.00 ... 8430.00 8416.00 P
160 p2604 20250704 8398.00 ... 8384.00 8372.00 P
161 p2605 20250704 8348.00 ... 8360.00 8336.00 P
162 p2606 20250704 8340.00 ... 8334.00 8312.00 P
163 pg2507 20250704 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250704 4229.00 ... 4215.00 4219.00 PG
165 pg2509 20250704 4123.00 ... 4108.00 4115.00 PG
166 pg2510 20250704 4494.00 ... 4489.00 4494.00 PG
167 pg2511 20250704 4409.00 ... 4403.00 4408.00 PG
168 pg2512 20250704 4336.00 ... 4331.00 4330.00 PG
169 pg2601 20250704 4259.00 ... 4252.00 4256.00 PG
170 pg2602 20250704 4173.00 ... 4177.00 4170.00 PG
171 pg2603 20250704 4097.00 ... 4096.00 4097.00 PG
172 pg2604 20250704 4399.00 ... 4383.00 4389.00 PG
173 pg2605 20250704 4295.00 ... 4274.00 4282.00 PG
174 pg2606 20250704 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250704 7080.00 ... 7080.00 7085.00 PP
176 pp2508 20250704 7075.00 ... 7089.00 7086.00 PP
177 pp2509 20250704 7088.00 ... 7091.00 7084.00 PP
178 pp2510 20250704 7048.00 ... 7065.00 7046.00 PP
179 pp2511 20250704 7045.00 ... 7059.00 7044.00 PP
180 pp2512 20250704 7047.00 ... 7057.00 7042.00 PP
181 pp2601 20250704 7044.00 ... 7053.00 7043.00 PP
182 pp2602 20250704 7034.00 ... 7034.00 7024.00 PP
183 pp2603 20250704 7032.00 ... 7032.00 7008.00 PP
184 pp2604 20250704 7051.00 ... 7051.00 6989.00 PP
185 pp2605 20250704 7040.00 ... 7043.00 7035.00 PP
186 pp2606 20250704 7033.00 ... 7036.00 7007.00 PP
187 rr2507 20250704 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250704 3529.00 ... 3552.00 3539.00 RR
189 rr2509 20250704 3595.00 ... 3601.00 3595.00 RR
190 rr2510 20250704 3605.00 ... 3602.00 3602.00 RR
191 rr2511 20250704 3602.00 ... 3600.00 3603.00 RR
192 rr2512 20250704 3601.00 ... 3599.00 3598.00 RR
193 rr2601 20250704 3598.00 ... 3602.00 3587.00 RR
194 rr2602 20250704 3614.00 ... 3609.00 3606.00 RR
195 rr2603 20250704 3615.00 ... 3612.00 3608.00 RR
196 rr2604 20250704 3612.00 ... 3614.00 3615.00 RR
197 rr2605 20250704 3606.00 ... 3613.00 3605.00 RR
198 rr2606 20250704 3606.00 ... 3606.00 3608.00 RR
199 v2507 20250704 4848.00 ... 4849.00 4820.00 V
200 v2508 20250704 4875.00 ... 4880.00 4871.00 V
201 v2509 20250704 4907.00 ... 4919.00 4907.00 V
202 v2510 20250704 4939.00 ... 4947.00 4932.00 V
203 v2511 20250704 4972.00 ... 4967.00 4963.00 V
204 v2512 20250704 4991.00 ... 5002.00 4995.00 V
205 v2601 20250704 5020.00 ... 5024.00 5014.00 V
206 v2602 20250704 5044.00 ... 5040.00 5030.00 V
207 v2603 20250704 5066.00 ... 5064.00 5048.00 V
208 v2604 20250704 5162.00 ... 5192.00 5169.00 V
209 v2605 20250704 5192.00 ... 5211.00 5192.00 V
210 v2606 20250704 5204.00 ... 5213.00 5194.00 V
211 y2507 20250704 0.00 ... 8038.00 8038.00 Y
212 y2508 20250704 8002.00 ... 7964.00 8028.00 Y
213 y2509 20250704 8010.00 ... 7968.00 8020.00 Y
214 y2511 20250704 8018.00 ... 7990.00 8030.00 Y
215 y2512 20250704 8030.00 ... 8014.00 8066.00 Y
216 y2601 20250704 7994.00 ... 7958.00 7988.00 Y
217 y2603 20250704 7856.00 ... 7850.00 7856.00 Y
218 y2605 20250704 7654.00 ... 7640.00 7648.00 Y
[219 rows x 12 columns]
2025-07-09 16:25:56,846 - future_1d - INFO - ak.get_dce_daily('2025-07-04') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250704 ... 80370 80910 CU
1 1 CU2508 20250704 ... 80170 80760 CU
2 2 CU2509 20250704 ... 79970 80560 CU
3 3 CU2510 20250704 ... 79670 80300 CU
4 4 CU2511 20250704 ... 79430 80040 CU
5 5 CU2512 20250704 ... 79180 79900 CU
6 6 CU2601 20250704 ... 79130 79680 CU
7 7 CU2602 20250704 ... 78880 79620 CU
8 8 CU2603 20250704 ... 78830 79580 CU
9 9 CU2604 20250704 ... 78880 79470 CU
10 10 CU2605 20250704 ... 78930 79470 CU
11 11 CU2606 20250704 ... 78810 79420 CU
12 12 BC2507 20250704 ... 71300 71480 BC
13 13 BC2508 20250704 ... 71430 71970 BC
14 14 BC2509 20250704 ... 71380 71740 BC
15 15 BC2510 20250704 ... 71250 71400 BC
16 16 BC2511 20250704 ... 71800 71800 BC
17 17 BC2512 20250704 ... 70950 70950 BC
18 18 BC2601 20250704 ... 71130 71390 BC
19 19 BC2602 20250704 ... 69410 69410 BC
20 20 BC2603 20250704 ... 69290 69290 BC
21 21 BC2604 20250704 ... 71340 71360 BC
22 22 BC2605 20250704 ... 71340 71400 BC
23 23 BC2606 20250704 ... 69700 71590 BC
24 24 AL2507 20250704 ... 20800 20870 AL
25 25 AL2508 20250704 ... 20640 20685 AL
26 26 AL2509 20250704 ... 20585 20620 AL
27 27 AL2510 20250704 ... 20510 20530 AL
28 28 AL2511 20250704 ... 20420 20435 AL
29 29 AL2512 20250704 ... 20335 20370 AL
30 30 AL2601 20250704 ... 20290 20320 AL
31 31 AL2602 20250704 ... 20285 20315 AL
32 32 AL2603 20250704 ... 20290 20300 AL
33 33 AL2604 20250704 ... 20305 20325 AL
34 34 AL2605 20250704 ... 20280 20335 AL
35 35 AL2606 20250704 ... 20285 20315 AL
36 36 ZN2507 20250704 ... 22395 22390 ZN
37 37 ZN2508 20250704 ... 22350 22335 ZN
38 38 ZN2509 20250704 ... 22290 22275 ZN
39 39 ZN2510 20250704 ... 22230 22225 ZN
40 40 ZN2511 20250704 ... 22175 22200 ZN
41 41 ZN2512 20250704 ... 22120 22135 ZN
42 42 ZN2601 20250704 ... 22060 22080 ZN
43 43 ZN2602 20250704 ... 22050 22060 ZN
44 44 ZN2603 20250704 ... 22055 22050 ZN
45 45 ZN2604 20250704 ... 22030 22065 ZN
46 46 ZN2605 20250704 ... 22020 22025 ZN
47 47 ZN2606 20250704 ... 22000 22020 ZN
48 48 PB2507 20250704 ... 17230 17220 PB
49 49 PB2508 20250704 ... 17270 17260 PB
50 50 PB2509 20250704 ... 17290 17275 PB
51 51 PB2510 20250704 ... 17285 17260 PB
52 52 PB2511 20250704 ... 17280 17260 PB
53 53 PB2512 20250704 ... 17260 17265 PB
54 54 PB2601 20250704 ... 17265 17245 PB
55 55 PB2602 20250704 ... 17255 17245 PB
56 56 PB2603 20250704 ... 17240 17255 PB
57 57 PB2604 20250704 ... 17240 17160 PB
58 58 PB2605 20250704 ... 17155 17155 PB
59 59 PB2606 20250704 ... 17275 17235 PB
60 60 NI2507 20250704 ... 122320 121410 NI
61 61 NI2508 20250704 ... 122480 121490 NI
62 62 NI2509 20250704 ... 122580 121620 NI
63 63 NI2510 20250704 ... 122700 121780 NI
64 64 NI2511 20250704 ... 122930 121940 NI
65 65 NI2512 20250704 ... 123060 122160 NI
66 66 NI2601 20250704 ... 123270 122330 NI
67 67 NI2602 20250704 ... 123280 122610 NI
68 68 NI2603 20250704 ... 123590 122760 NI
69 69 NI2604 20250704 ... 123810 122880 NI
70 70 NI2605 20250704 ... 123930 123150 NI
71 71 NI2606 20250704 ... 123740 123310 NI
72 72 SN2507 20250704 ... 268030 268540 SN
73 73 SN2508 20250704 ... 268980 269010 SN
74 74 SN2509 20250704 ... 268820 269000 SN
75 75 SN2510 20250704 ... 268840 268890 SN
76 76 SN2511 20250704 ... 268220 268190 SN
77 77 SN2512 20250704 ... 267490 268110 SN
78 78 SN2601 20250704 ... 267640 267660 SN
79 79 SN2602 20250704 ... 267100 267970 SN
80 80 SN2603 20250704 ... 268070 267790 SN
81 81 SN2604 20250704 ... 267020 266950 SN
82 82 SN2605 20250704 ... 266910 267460 SN
83 83 SN2606 20250704 ... 268060 266880 SN
84 84 AO2507 20250704 ... 3160 3152 AO
85 85 AO2508 20250704 ... 3071 3078 AO
86 86 AO2509 20250704 ... 3036 3042 AO
87 87 AO2510 20250704 ... 3009 3016 AO
88 88 AO2511 20250704 ... 2998 3004 AO
89 89 AO2512 20250704 ... 2990 2993 AO
90 90 AO2601 20250704 ... 2981 2988 AO
91 91 AO2602 20250704 ... 2975 2987 AO
92 92 AO2603 20250704 ... 2970 2971 AO
93 93 AO2604 20250704 ... 2971 2970 AO
94 94 AO2605 20250704 ... 2965 2961 AO
95 95 AO2606 20250704 ... 2967 2962 AO
96 96 AD2511 20250704 ... 19905 19935 AD
97 97 AD2512 20250704 ... 19820 19845 AD
98 98 AD2601 20250704 ... 19780 19775 AD
99 99 AD2602 20250704 ... 19725 19725 AD
100 100 AD2603 20250704 ... 19690 19690 AD
101 101 AD2604 20250704 ... 19670 19670 AD
102 102 AD2605 20250704 ... 19570 19620 AD
103 103 AD2606 20250704 ... 19495 19495 AD
104 104 AU2507 20250704 ... 771.62 774.52 AU
105 105 AU2508 20250704 ... 773.28 776.62 AU
106 106 AU2509 20250704 ... 774.44 778.12 AU
107 107 AU2510 20250704 ... 775.52 778.78 AU
108 108 AU2512 20250704 ... 777.5 780.88 AU
109 109 AU2602 20250704 ... 779.54 782.84 AU
110 110 AU2604 20250704 ... 781.36 785.02 AU
111 111 AU2606 20250704 ... 783.5 787.34 AU
112 112 AG2507 20250704 ... 8909 8843 AG
113 113 AG2508 20250704 ... 8917 8867 AG
114 114 AG2509 20250704 ... 8930 8881 AG
115 115 AG2510 20250704 ... 8944 8893 AG
116 116 AG2511 20250704 ... 8952 8903 AG
117 117 AG2512 20250704 ... 8961 8931 AG
118 118 AG2601 20250704 ... 8973 8933 AG
119 119 AG2602 20250704 ... 8984 8945 AG
120 120 AG2603 20250704 ... 8995 8963 AG
121 121 AG2604 20250704 ... 9007 8985 AG
122 122 AG2605 20250704 ... 9017 8983 AG
123 123 AG2606 20250704 ... 9031 8996 AG
124 124 RB2507 20250704 ... 3078 3049 RB
125 125 RB2508 20250704 ... 3042 3031 RB
126 126 RB2509 20250704 ... 3048 3032 RB
127 127 RB2510 20250704 ... 3082 3065 RB
128 128 RB2511 20250704 ... 3094 3072 RB
129 129 RB2512 20250704 ... 3106 3085 RB
130 130 RB2601 20250704 ... 3100 3083 RB
131 131 RB2602 20250704 ... 3087 3068 RB
132 132 RB2603 20250704 ... 3090 3068 RB
133 133 RB2604 20250704 ... 3097 3083 RB
134 134 RB2605 20250704 ... 3109 3090 RB
135 135 RB2606 20250704 ... 3114 3093 RB
136 136 WR2507 20250704 ... 3356 3356 WR
137 137 WR2508 20250704 ... 3378 3378 WR
138 138 WR2509 20250704 ... 3251 3297 WR
139 139 WR2510 20250704 ... 3343 3328 WR
140 140 WR2511 20250704 ... 3365 3365 WR
141 141 WR2512 20250704 ... 3362 3362 WR
142 142 WR2601 20250704 ... 3329 3368 WR
143 143 WR2602 20250704 ... 3396 3396 WR
144 144 WR2603 20250704 ... 3387 3387 WR
145 145 WR2604 20250704 ... 3392 3392 WR
146 146 WR2605 20250704 ... 3370 3370 WR
147 147 WR2606 20250704 ... 3352 3392 WR
148 148 HC2507 20250704 ... 3195 3195 HC
149 149 HC2508 20250704 ... 3222 3209 HC
150 150 HC2509 20250704 ... 3220 3205 HC
151 151 HC2510 20250704 ... 3211 3193 HC
152 152 HC2511 20250704 ... 3215 3195 HC
153 153 HC2512 20250704 ... 3219 3196 HC
154 154 HC2601 20250704 ... 3219 3196 HC
155 155 HC2602 20250704 ... 3222 3199 HC
156 156 HC2603 20250704 ... 3225 3195 HC
157 157 HC2604 20250704 ... 3233 3211 HC
158 158 HC2605 20250704 ... 3221 3195 HC
159 159 HC2606 20250704 ... 3229 3207 HC
160 160 SS2507 20250704 ... 12640 12575 SS
161 161 SS2508 20250704 ... 12760 12680 SS
162 162 SS2509 20250704 ... 12705 12640 SS
163 163 SS2510 20250704 ... 12685 12625 SS
164 164 SS2511 20250704 ... 12705 12625 SS
165 165 SS2512 20250704 ... 12725 12670 SS
166 166 SS2601 20250704 ... 12765 12705 SS
167 167 SS2602 20250704 ... 12775 12735 SS
168 168 SS2603 20250704 ... 12830 12755 SS
169 169 SS2604 20250704 ... 12865 12800 SS
170 170 SS2605 20250704 ... 12905 12830 SS
171 171 SS2606 20250704 ... 12930 12880 SS
172 172 SC2508 20250704 ... 506.4 503.7 SC
173 173 SC2509 20250704 ... 501.1 498.1 SC
174 174 SC2510 20250704 ... 494.8 492.4 SC
175 175 SC2511 20250704 ... 489.4 487.2 SC
176 176 SC2512 20250704 ... 486 484 SC
177 177 SC2601 20250704 ... 482.8 481.6 SC
178 178 SC2602 20250704 ... 480.5 480.4 SC
179 179 SC2603 20250704 ... 477.4 478 SC
180 180 SC2604 20250704 ... 476.6 476.8 SC
181 181 SC2605 20250704 ... 473.1 475.7 SC
182 182 SC2606 20250704 ... 473.7 475.7 SC
183 183 SC2607 20250704 ... 475.9 470.9 SC
184 184 SC2609 20250704 ... 471.5 474.2 SC
185 185 SC2612 20250704 ... 465.1 465.1 SC
186 186 SC2703 20250704 ... 467.6 465 SC
187 187 SC2706 20250704 ... 464.2 464.2 SC
188 188 SC2709 20250704 ... 464 464 SC
189 189 SC2712 20250704 ... 465.8 465.8 SC
190 190 SC2803 20250704 ... 464.7 464.7 SC
191 191 SC2806 20250704 ... 463.8 464.6 SC
192 192 LU2508 20250704 ... 3643 3622 LU
193 193 LU2509 20250704 ... 3636 3616 LU
194 194 LU2510 20250704 ... 3605 3593 LU
195 195 LU2511 20250704 ... 3571 3568 LU
196 196 LU2512 20250704 ... 3532 3546 LU
197 197 LU2601 20250704 ... 3527 3526 LU
198 198 LU2602 20250704 ... 3518 3503 LU
199 199 LU2603 20250704 ... 3489 3499 LU
200 200 LU2604 20250704 ... 3459 3495 LU
201 201 LU2605 20250704 ... 3447 3476 LU
202 202 LU2606 20250704 ... 3444 3461 LU
203 203 LU2607 20250704 ... 3425 3442 LU
204 204 FU2508 20250704 ... 2939 2950 FU
205 205 FU2509 20250704 ... 2977 2982 FU
206 206 FU2510 20250704 ... 2936 2938 FU
207 207 FU2511 20250704 ... 2907 2905 FU
208 208 FU2512 20250704 ... 2872 2875 FU
209 209 FU2601 20250704 ... 2864 2868 FU
210 210 FU2602 20250704 ... 2852 2853 FU
211 211 FU2603 20250704 ... 2837 2842 FU
212 212 FU2604 20250704 ... 2822 2830 FU
213 213 FU2605 20250704 ... 2809 2814 FU
214 214 FU2606 20250704 ... 2797 2800 FU
215 215 FU2607 20250704 ... 2785 2790 FU
216 216 BU2507 20250704 ... 3628 3612 BU
217 217 BU2508 20250704 ... 3608 3600 BU
218 218 BU2509 20250704 ... 3588 3580 BU
219 219 BU2510 20250704 ... 3536 3529 BU
220 220 BU2511 20250704 ... 3470 3464 BU
221 221 BU2512 20250704 ... 3391 3388 BU
222 222 BU2601 20250704 ... 3351 3359 BU
223 223 BU2602 20250704 ... 3322 3322 BU
224 224 BU2603 20250704 ... 3333 3320 BU
225 225 BU2604 20250704 ... 3313 3315 BU
226 226 BU2605 20250704 ... 3305 3305 BU
227 227 BU2606 20250704 ... 3292 3285 BU
228 228 BU2609 20250704 ... 3270 3268 BU
229 229 BU2612 20250704 ... 3235 3234 BU
230 230 BU2703 20250704 ... 3235 3243 BU
231 231 BU2706 20250704 ... 3227 3242 BU
232 232 BR2507 20250704 ... 11350 11395 BR
233 233 BR2508 20250704 ... 11270 11270 BR
234 234 BR2509 20250704 ... 11185 11175 BR
235 235 BR2510 20250704 ... 11150 11130 BR
236 236 BR2511 20250704 ... 11140 11100 BR
237 237 BR2512 20250704 ... 11140 11080 BR
238 238 BR2601 20250704 ... 11125 11100 BR
239 239 BR2602 20250704 ... 11115 11100 BR
240 240 BR2603 20250704 ... 11095 11140 BR
241 241 BR2604 20250704 ... 11150 11065 BR
242 242 BR2605 20250704 ... 11125 11105 BR
243 243 BR2606 20250704 ... 11155 11110 BR
244 244 RU2507 20250704 ... 13985 13945 RU
245 245 RU2508 20250704 ... 14045 13985 RU
246 246 RU2509 20250704 ... 14075 14055 RU
247 247 RU2510 20250704 ... 14095 14130 RU
248 248 RU2511 20250704 ... 14075 14045 RU
249 249 RU2601 20250704 ... 14935 14910 RU
250 250 RU2603 20250704 ... 14935 14910 RU
251 251 RU2604 20250704 ... 14975 14875 RU
252 252 RU2605 20250704 ... 15005 14980 RU
253 253 RU2606 20250704 ... 14950 14950 RU
254 254 NR2507 20250704 ... 12145 12140 NR
255 255 NR2508 20250704 ... 12180 12145 NR
256 256 NR2509 20250704 ... 12160 12135 NR
257 257 NR2510 20250704 ... 12155 12125 NR
258 258 NR2511 20250704 ... 12165 12120 NR
259 259 NR2512 20250704 ... 12195 12135 NR
260 260 NR2601 20250704 ... 12185 12155 NR
261 261 NR2602 20250704 ... 12235 12245 NR
262 262 NR2603 20250704 ... 12195 12090 NR
263 263 NR2604 20250704 ... 12195 12195 NR
264 264 NR2605 20250704 ... 12230 12215 NR
265 265 NR2606 20250704 ... 12260 12260 NR
266 266 SP2507 20250704 ... 5060 5060 SP
267 267 SP2508 20250704 ... 5068 5076 SP
268 268 SP2509 20250704 ... 5080 5086 SP
269 269 SP2510 20250704 ... 5090 5090 SP
270 270 SP2511 20250704 ... 5078 5080 SP
271 271 SP2512 20250704 ... 5072 5072 SP
272 272 SP2601 20250704 ... 5294 5292 SP
273 273 SP2602 20250704 ... 5220 5228 SP
274 274 SP2603 20250704 ... 5232 5232 SP
275 275 SP2604 20250704 ... 5224 5228 SP
276 276 SP2605 20250704 ... 5244 5238 SP
277 277 SP2606 20250704 ... 5226 5240 SP
278 278 EC2508 20250704 ... 1892.3 1882.1 EC
279 279 EC2510 20250704 ... 1362.4 1366.8 EC
280 280 EC2512 20250704 ... 1526.7 1531.6 EC
281 281 EC2602 20250704 ... 1326.5 1332.6 EC
282 282 EC2604 20250704 ... 1165.2 1167.8 EC
283 283 EC2606 20250704 ... 1312.5 1316.1 EC
284 284 SC_TAS2508 20250704 ... SC_TAS
285 285 SC_TAS2509 20250704 ... SC_TAS
286 286 SC_TAS2510 20250704 ... SC_TAS
287 287 SC_TAS2511 20250704 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 16:25:56,943 - future_1d - INFO - ak.get_shfe_daily('2025-07-04') done
2025-07-09 16:25:58,659 - future_1d - INFO - save future_daily 2025-07-04 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250707 5870.200 ... 5862.800 5870.000 IC
1 IC2508 20250707 5817.000 ... 5805.800 5812.400 IC
2 IC2509 20250707 5757.000 ... 5751.400 5760.000 IC
3 IC2512 20250707 5638.000 ... 5625.200 5635.000 IC
4 IF2507 20250707 3963.000 ... 3946.400 3957.400 IF
5 IF2508 20250707 3940.400 ... 3929.000 3938.000 IF
6 IF2509 20250707 3932.200 ... 3919.400 3930.000 IF
7 IF2512 20250707 3889.800 ... 3883.200 3892.200 IF
8 IH2507 20250707 2719.000 ... 2714.800 2717.400 IH
9 IH2508 20250707 2710.800 ... 2709.600 2710.600 IH
10 IH2509 20250707 2712.000 ... 2709.000 2711.200 IH
11 IH2512 20250707 2714.000 ... 2708.800 2709.400 IH
12 IM2507 20250707 6264.000 ... 6269.200 6259.200 IM
13 IM2508 20250707 6173.200 ... 6191.200 6184.400 IM
14 IM2509 20250707 6100.000 ... 6112.800 6107.200 IM
15 IM2512 20250707 5928.000 ... 5926.800 5929.600 IM
16 T2509 20250707 109.125 ... 109.105 109.110 T
17 T2512 20250707 109.210 ... 109.190 109.195 T
18 T2603 20250707 109.190 ... 109.155 109.170 T
19 TF2509 20250707 106.270 ... 106.220 106.250 TF
20 TF2512 20250707 106.335 ... 106.305 106.335 TF
21 TF2603 20250707 106.420 ... 106.340 106.380 TF
22 TL2509 20250707 121.250 ... 121.190 121.200 TL
23 TL2512 20250707 121.060 ... 121.070 121.070 TL
24 TL2603 20250707 120.950 ... 120.880 120.880 TL
25 TS2509 20250707 102.512 ... 102.496 102.508 TS
26 TS2512 20250707 102.640 ... 102.618 102.632 TS
27 TS2603 20250707 102.740 ... 102.728 102.742 TS
[28 rows x 12 columns]
2025-07-09 16:26:04,441 - future_1d - INFO - ak.get_cffex_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 PS2507 20250707 0.0 ... 36475.0 35390.0 PS
1 PS2508 20250707 35100.0 ... 35875.0 35500.0 PS
2 PS2509 20250707 34950.0 ... 35645.0 34925.0 PS
3 PS2510 20250707 34730.0 ... 35500.0 34760.0 PS
4 PS2511 20250707 34450.0 ... 35430.0 34590.0 PS
5 PS2512 20250707 36895.0 ... 37900.0 36615.0 PS
6 PS2601 20250707 36220.0 ... 37710.0 36455.0 PS
7 PS2602 20250707 36620.0 ... 37740.0 36290.0 PS
8 PS2603 20250707 36340.0 ... 37710.0 36245.0 PS
9 PS2604 20250707 36020.0 ... 37245.0 36210.0 PS
10 PS2605 20250707 37000.0 ... 37265.0 36160.0 PS
11 PS2606 20250707 37355.0 ... 38355.0 37345.0 PS
13 SI2507 20250707 8080.0 ... 8010.0 8095.0 SI
14 SI2508 20250707 7870.0 ... 8000.0 8000.0 SI
15 SI2509 20250707 7980.0 ... 7990.0 7990.0 SI
16 SI2510 20250707 8030.0 ... 7965.0 7965.0 SI
17 SI2511 20250707 7915.0 ... 7925.0 7935.0 SI
18 SI2512 20250707 8250.0 ... 8240.0 8260.0 SI
19 SI2601 20250707 8220.0 ... 8200.0 8220.0 SI
20 SI2602 20250707 8195.0 ... 8215.0 8215.0 SI
21 SI2603 20250707 8170.0 ... 8210.0 8220.0 SI
22 SI2604 20250707 8110.0 ... 8180.0 8245.0 SI
23 SI2605 20250707 8120.0 ... 8190.0 8215.0 SI
24 SI2606 20250707 8150.0 ... 8205.0 8220.0 SI
27 LC2507 20250707 64000.0 ... 63820.0 63920.0 LC
28 LC2508 20250707 63760.0 ... 63700.0 63780.0 LC
29 LC2509 20250707 63200.0 ... 63440.0 63660.0 LC
30 LC2510 20250707 63020.0 ... 63300.0 63420.0 LC
31 LC2511 20250707 63200.0 ... 63160.0 63300.0 LC
32 LC2512 20250707 63060.0 ... 63340.0 63580.0 LC
33 LC2601 20250707 63500.0 ... 63480.0 63780.0 LC
34 LC2602 20250707 63420.0 ... 63480.0 63860.0 LC
35 LC2603 20250707 63320.0 ... 63500.0 63700.0 LC
36 LC2604 20250707 63420.0 ... 63860.0 64180.0 LC
37 LC2605 20250707 63620.0 ... 63960.0 64200.0 LC
38 LC2606 20250707 63560.0 ... 63920.0 64240.0 LC
[36 rows x 12 columns]
2025-07-09 16:26:04,579 - future_1d - INFO - ak.get_gfex_daily('2025-07-07') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250707 7736.0 7750.0 ... 295800.71 7723.0 7776.0 AP
1 AP511 20250707 7569.0 7583.0 ... 960.37 7562.0 7611.0 AP
2 AP512 20250707 7584.0 7606.0 ... 75.82 7582.0 7634.0 AP
3 AP601 20250707 7628.0 7652.0 ... 9709.30 7627.0 7664.0 AP
4 AP603 20250707 7604.0 7637.0 ... 45.72 7621.0 7665.0 AP
5 AP604 20250707 7665.0 7690.0 ... 30.70 7676.0 7714.0 AP
6 AP605 20250707 7727.0 7730.0 ... 208.51 7723.0 7754.0 AP
7 CF507 20250707 13585.0 13600.0 ... 7692.53 13570.0 13585.0 CF
8 CF509 20250707 13770.0 13875.0 ... 1342565.81 13795.0 13790.0 CF
9 CF511 20250707 13690.0 13775.0 ... 163909.80 13710.0 13695.0 CF
10 CF601 20250707 13770.0 13850.0 ... 288021.22 13790.0 13780.0 CF
11 CF603 20250707 13750.0 13820.0 ... 833.14 13770.0 13755.0 CF
12 CF605 20250707 13765.0 13835.0 ... 4806.12 13770.0 13770.0 CF
13 CJ507 20250707 0.0 0.0 ... 0.00 9450.0 9450.0 CJ
14 CJ509 20250707 9480.0 9535.0 ... 238293.74 9450.0 9530.0 CJ
15 CJ512 20250707 10345.0 10465.0 ... 14007.26 10365.0 10475.0 CJ
16 CJ601 20250707 10520.0 10590.0 ... 1007981.53 10495.0 10615.0 CJ
17 CJ603 20250707 10650.0 10715.0 ... 18983.84 10570.0 10745.0 CJ
18 CJ605 20250707 10855.0 11010.0 ... 109445.94 10860.0 11040.0 CJ
19 CY507 20250707 0.0 0.0 ... 0.00 19910.0 19920.0 CY
20 CY508 20250707 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250707 19995.0 20090.0 ... 67880.59 20020.0 20030.0 CY
22 CY510 20250707 0.0 0.0 ... 0.00 19640.0 19650.0 CY
23 CY511 20250707 0.0 0.0 ... 0.00 20060.0 20090.0 CY
24 CY512 20250707 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250707 20070.0 20070.0 ... 259.18 19935.0 20010.0 CY
26 CY602 20250707 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250707 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250707 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250707 0.0 0.0 ... 0.00 20025.0 20070.0 CY
30 CY606 20250707 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250707 947.0 960.0 ... 522.83 954.0 959.0 FG
32 FG508 20250707 1042.0 1048.0 ... 17716.37 1040.0 1045.0 FG
33 FG509 20250707 1024.0 1035.0 ... 2832555.17 1025.0 1031.0 FG
34 FG510 20250707 1080.0 1085.0 ... 14946.93 1075.0 1083.0 FG
35 FG511 20250707 1066.0 1072.0 ... 22484.89 1062.0 1072.0 FG
36 FG512 20250707 1130.0 1136.0 ... 8026.04 1127.0 1136.0 FG
37 FG601 20250707 1118.0 1126.0 ... 298495.09 1117.0 1126.0 FG
38 FG602 20250707 1156.0 1163.0 ... 593.17 1154.0 1161.0 FG
39 FG603 20250707 1153.0 1161.0 ... 608.67 1153.0 1160.0 FG
40 FG604 20250707 1190.0 1199.0 ... 479.26 1192.0 1194.0 FG
41 FG605 20250707 1183.0 1196.0 ... 4590.62 1189.0 1191.0 FG
42 FG606 20250707 1200.0 1207.0 ... 127.49 1203.0 1206.0 FG
43 JR507 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250707 2399.0 2399.0 ... 97.31 2373.0 2409.0 MA
54 MA508 20250707 2414.0 2427.0 ... 14327.98 2407.0 2436.0 MA
55 MA509 20250707 2390.0 2404.0 ... 1309483.88 2393.0 2415.0 MA
56 MA510 20250707 2406.0 2412.0 ... 57181.11 2402.0 2420.0 MA
57 MA511 20250707 2411.0 2421.0 ... 63287.28 2411.0 2426.0 MA
58 MA512 20250707 2430.0 2441.0 ... 23646.21 2430.0 2443.0 MA
59 MA601 20250707 2433.0 2443.0 ... 116718.00 2433.0 2450.0 MA
60 MA602 20250707 2420.0 2424.0 ... 65.28 2418.0 2433.0 MA
61 MA603 20250707 2414.0 2425.0 ... 207.77 2416.0 2429.0 MA
62 MA604 20250707 2389.0 2394.0 ... 21.50 2389.0 2397.0 MA
63 MA605 20250707 2354.0 2367.0 ... 2564.89 2357.0 2364.0 MA
64 MA606 20250707 2364.0 2371.0 ... 11.84 2369.0 2367.0 MA
65 OI507 20250707 9550.0 9550.0 ... 9.55 9550.0 9913.0 OI
66 OI509 20250707 9590.0 9608.0 ... 2534887.64 9558.0 9614.0 OI
67 OI511 20250707 9586.0 9597.0 ... 114648.36 9547.0 9603.0 OI
68 OI601 20250707 9522.0 9549.0 ... 343837.72 9500.0 9547.0 OI
69 OI603 20250707 9446.0 9482.0 ... 2055.87 9431.0 9480.0 OI
70 OI605 20250707 9336.0 9369.0 ... 1669.44 9326.0 9373.0 OI
71 PF507 20250707 6626.0 6626.0 ... 46.38 6626.0 6674.0 PF
72 PF508 20250707 6506.0 6560.0 ... 279885.34 6530.0 6550.0 PF
73 PF509 20250707 6392.0 6424.0 ... 143673.73 6402.0 6434.0 PF
74 PF510 20250707 6394.0 6408.0 ... 54243.15 6394.0 6432.0 PF
75 PF511 20250707 6366.0 6380.0 ... 26725.54 6366.0 6400.0 PF
76 PF512 20250707 6338.0 6354.0 ... 7489.81 6340.0 6378.0 PF
77 PF601 20250707 6350.0 6360.0 ... 1021.54 6346.0 6388.0 PF
78 PF602 20250707 6310.0 6348.0 ... 12.67 6334.0 6380.0 PF
79 PF603 20250707 6314.0 6372.0 ... 28.60 6356.0 6384.0 PF
80 PF604 20250707 6366.0 6380.0 ... 31.88 6376.0 6402.0 PF
81 PF605 20250707 6362.0 6362.0 ... 3.18 6362.0 6406.0 PF
82 PF606 20250707 0.0 0.0 ... 0.00 6370.0 6372.0 PF
83 PK510 20250707 8154.0 8156.0 ... 298398.11 8106.0 8218.0 PK
84 PK511 20250707 7900.0 7922.0 ... 78503.02 7894.0 7944.0 PK
85 PK512 20250707 7900.0 7924.0 ... 1491.93 7894.0 7934.0 PK
86 PK601 20250707 7902.0 7920.0 ... 6220.06 7898.0 7938.0 PK
87 PK603 20250707 7896.0 7916.0 ... 98.82 7906.0 7942.0 PK
88 PK604 20250707 7916.0 7924.0 ... 11.88 7918.0 7964.0 PK
89 PK605 20250707 7930.0 7942.0 ... 202.10 7926.0 7952.0 PK
90 PM507 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250707 0.0 0.0 ... 0.00 5960.0 5960.0 PR
97 PR508 20250707 5904.0 5928.0 ... 13252.17 5910.0 5938.0 PR
98 PR509 20250707 5864.0 5882.0 ... 337274.04 5868.0 5894.0 PR
99 PR510 20250707 5846.0 5864.0 ... 163586.09 5850.0 5880.0 PR
100 PR511 20250707 5830.0 5848.0 ... 36290.51 5828.0 5858.0 PR
101 PR512 20250707 5834.0 5834.0 ... 17.48 5826.0 5838.0 PR
102 PR601 20250707 5812.0 5838.0 ... 419.30 5824.0 5842.0 PR
103 PR602 20250707 5894.0 5894.0 ... 17.66 5888.0 5858.0 PR
104 PR603 20250707 5906.0 5906.0 ... 17.69 5898.0 5874.0 PR
105 PR604 20250707 0.0 0.0 ... 0.00 5882.0 5882.0 PR
106 PR605 20250707 5876.0 5878.0 ... 35.26 5876.0 5882.0 PR
107 PR606 20250707 5860.0 5860.0 ... 17.57 5858.0 5860.0 PR
108 PX507 20250707 0.0 0.0 ... 0.00 6868.0 6922.0 PX
109 PX508 20250707 6726.0 6732.0 ... 4400.72 6704.0 6800.0 PX
110 PX509 20250707 6662.0 6704.0 ... 538155.45 6674.0 6726.0 PX
111 PX510 20250707 6644.0 6672.0 ... 55412.39 6648.0 6698.0 PX
112 PX511 20250707 6620.0 6632.0 ... 90476.33 6610.0 6662.0 PX
113 PX512 20250707 6600.0 6616.0 ... 8295.73 6590.0 6636.0 PX
114 PX601 20250707 6584.0 6592.0 ... 33634.30 6564.0 6622.0 PX
115 PX602 20250707 0.0 0.0 ... 0.00 6570.0 6578.0 PX
116 PX603 20250707 6546.0 6546.0 ... 6.55 6546.0 6642.0 PX
117 PX604 20250707 6552.0 6552.0 ... 6.55 6552.0 6612.0 PX
118 PX605 20250707 6540.0 6552.0 ... 134.20 6546.0 6570.0 PX
119 PX606 20250707 0.0 0.0 ... 0.00 6548.0 6548.0 PX
120 RI507 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250707 2463.0 2471.0 ... 1819.92 2459.0 2463.0 RM
127 RM508 20250707 2601.0 2624.0 ... 17549.20 2601.0 2606.0 RM
128 RM509 20250707 2597.0 2621.0 ... 866651.19 2600.0 2607.0 RM
129 RM511 20250707 2424.0 2439.0 ... 2693.98 2425.0 2428.0 RM
130 RM601 20250707 2326.0 2343.0 ... 169696.47 2327.0 2329.0 RM
131 RM603 20250707 2304.0 2315.0 ... 17000.17 2303.0 2307.0 RM
132 RM605 20250707 2328.0 2346.0 ... 27412.63 2327.0 2331.0 RM
133 RS507 20250707 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250707 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250707 5021.0 5058.0 ... 211.16 5028.0 5073.0 RS
136 RS511 20250707 0.0 0.0 ... 0.00 5103.0 5109.0 RS
137 SA507 20250707 1145.0 1145.0 ... 516.81 1133.0 1152.0 SA
138 SA508 20250707 1170.0 1174.0 ... 14346.09 1167.0 1182.0 SA
139 SA509 20250707 1170.0 1177.0 ... 2699801.84 1171.0 1184.0 SA
140 SA510 20250707 1183.0 1192.0 ... 72683.84 1187.0 1194.0 SA
141 SA511 20250707 1188.0 1194.0 ... 93553.44 1189.0 1194.0 SA
142 SA512 20250707 1208.0 1215.0 ... 26825.45 1208.0 1213.0 SA
143 SA601 20250707 1203.0 1215.0 ... 511144.59 1207.0 1215.0 SA
144 SA602 20250707 1220.0 1224.0 ... 1029.23 1219.0 1225.0 SA
145 SA603 20250707 1219.0 1226.0 ... 1945.23 1222.0 1226.0 SA
146 SA604 20250707 1231.0 1240.0 ... 2289.35 1235.0 1238.0 SA
147 SA605 20250707 1226.0 1240.0 ... 15579.77 1235.0 1237.0 SA
148 SA606 20250707 1238.0 1247.0 ... 757.66 1242.0 1244.0 SA
149 SF507 20250707 5482.0 5490.0 ... 1688.53 5456.0 5528.0 SF
150 SF508 20250707 5382.0 5412.0 ... 13771.74 5380.0 5408.0 SF
151 SF509 20250707 5372.0 5404.0 ... 263498.48 5374.0 5404.0 SF
152 SF510 20250707 5314.0 5342.0 ... 50767.07 5308.0 5326.0 SF
153 SF511 20250707 5418.0 5470.0 ... 77218.27 5438.0 5464.0 SF
154 SF512 20250707 5404.0 5432.0 ... 16066.21 5406.0 5430.0 SF
155 SF601 20250707 5366.0 5408.0 ... 6433.03 5374.0 5398.0 SF
156 SF602 20250707 5318.0 5340.0 ... 201.75 5310.0 5342.0 SF
157 SF603 20250707 5454.0 5468.0 ... 19.07 5450.0 5462.0 SF
158 SF604 20250707 5392.0 5392.0 ... 8.09 5392.0 5462.0 SF
159 SF605 20250707 5410.0 5432.0 ... 51.46 5418.0 5436.0 SF
160 SF606 20250707 5374.0 5374.0 ... 2.69 5374.0 5366.0 SF
161 SH507 20250707 0.0 0.0 ... 0.00 2380.0 2330.0 SH
162 SH508 20250707 2378.0 2446.0 ... 202969.48 2415.0 2375.0 SH
163 SH509 20250707 2376.0 2416.0 ... 3653001.47 2395.0 2384.0 SH
164 SH510 20250707 2410.0 2422.0 ... 386334.43 2411.0 2419.0 SH
165 SH511 20250707 2371.0 2395.0 ... 195862.33 2384.0 2400.0 SH
166 SH512 20250707 2393.0 2408.0 ... 29589.02 2396.0 2405.0 SH
167 SH601 20250707 2370.0 2384.0 ... 86386.57 2375.0 2380.0 SH
168 SH602 20250707 2392.0 2432.0 ... 1008.44 2401.0 2397.0 SH
169 SH603 20250707 2390.0 2409.0 ... 669.48 2400.0 2398.0 SH
170 SH604 20250707 2435.0 2451.0 ... 335.87 2434.0 2438.0 SH
171 SH605 20250707 2430.0 2434.0 ... 4241.15 2421.0 2437.0 SH
172 SH606 20250707 2445.0 2449.0 ... 51.28 2442.0 2451.0 SH
173 SM507 20250707 5624.0 5624.0 ... 252.12 5604.0 5648.0 SM
174 SM508 20250707 5636.0 5672.0 ... 9232.58 5634.0 5672.0 SM
175 SM509 20250707 5654.0 5682.0 ... 430362.77 5648.0 5690.0 SM
176 SM510 20250707 5660.0 5666.0 ... 40079.73 5638.0 5672.0 SM
177 SM511 20250707 5728.0 5744.0 ... 70547.82 5716.0 5748.0 SM
178 SM512 20250707 5722.0 5730.0 ... 8850.41 5704.0 5738.0 SM
179 SM601 20250707 5698.0 5724.0 ... 17761.44 5696.0 5734.0 SM
180 SM602 20250707 5714.0 5720.0 ... 225.30 5704.0 5736.0 SM
181 SM603 20250707 5738.0 5738.0 ... 185.51 5708.0 5750.0 SM
182 SM604 20250707 5740.0 5740.0 ... 34.32 5720.0 5780.0 SM
183 SM605 20250707 5756.0 5766.0 ... 430.03 5734.0 5770.0 SM
184 SM606 20250707 5748.0 5748.0 ... 2.87 5748.0 5800.0 SM
185 SR507 20250707 5771.0 5788.0 ... 1309.54 5769.0 5788.0 SR
186 SR509 20250707 5764.0 5785.0 ... 856237.72 5758.0 5790.0 SR
187 SR511 20250707 5648.0 5673.0 ... 105939.28 5651.0 5658.0 SR
188 SR601 20250707 5603.0 5615.0 ... 98023.92 5598.0 5608.0 SR
189 SR603 20250707 5573.0 5585.0 ... 1292.37 5571.0 5580.0 SR
190 SR605 20250707 5542.0 5562.0 ... 5820.87 5549.0 5555.0 SR
191 TA507 20250707 4772.0 4816.0 ... 9405.99 4778.0 4828.0 TA
192 TA508 20250707 4756.0 4770.0 ... 53850.79 4750.0 4782.0 TA
193 TA509 20250707 4696.0 4722.0 ... 2030700.87 4704.0 4738.0 TA
194 TA510 20250707 4672.0 4688.0 ... 70711.02 4676.0 4704.0 TA
195 TA511 20250707 4652.0 4674.0 ... 53810.87 4662.0 4690.0 TA
196 TA512 20250707 4650.0 4662.0 ... 8860.90 4648.0 4682.0 TA
197 TA601 20250707 4650.0 4652.0 ... 393147.12 4632.0 4664.0 TA
198 TA602 20250707 4630.0 4640.0 ... 27.80 4634.0 4674.0 TA
199 TA603 20250707 4638.0 4646.0 ... 60.29 4638.0 4676.0 TA
200 TA604 20250707 4646.0 4648.0 ... 13.92 4638.0 4684.0 TA
201 TA605 20250707 4664.0 4666.0 ... 1749.22 4646.0 4686.0 TA
202 TA606 20250707 4648.0 4654.0 ... 39.50 4648.0 4678.0 TA
203 UR507 20250707 1736.0 1744.0 ... 353.82 1734.0 1753.0 UR
204 UR508 20250707 1750.0 1753.0 ... 1201.04 1746.0 1764.0 UR
205 UR509 20250707 1739.0 1755.0 ... 493610.64 1746.0 1754.0 UR
206 UR510 20250707 1731.0 1742.0 ... 13722.03 1733.0 1739.0 UR
207 UR511 20250707 1729.0 1746.0 ... 17833.24 1737.0 1743.0 UR
208 UR512 20250707 1722.0 1730.0 ... 55.13 1723.0 1731.0 UR
209 UR601 20250707 1702.0 1719.0 ... 50835.61 1710.0 1712.0 UR
210 UR602 20250707 1709.0 1712.0 ... 382.31 1707.0 1708.0 UR
211 UR603 20250707 1724.0 1731.0 ... 165.84 1727.0 1733.0 UR
212 UR604 20250707 1719.0 1727.0 ... 61.98 1722.0 1726.0 UR
213 UR605 20250707 1713.0 1724.0 ... 2135.96 1714.0 1717.0 UR
214 UR606 20250707 1705.0 1713.0 ... 102.66 1711.0 1715.0 UR
215 WH507 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 16:26:04,903 - future_1d - INFO - ak.get_czce_daily('2025-07-07') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250707 501.6 505.6 ... 6692519.93 501.3 506.4 SC
1 SC2509 20250707 497.4 500.9 ... 1209278.78 496.9 501.1 SC
2 SC2510 20250707 491.8 494.6 ... 187003.4 490.6 494.8 SC
3 SC2511 20250707 486.6 489.3 ... 22644.28 485.9 489.4 SC
4 SC2512 20250707 483.7 485.8 ... 12595 482.5 486 SC
5 SC2601 20250707 482 482.8 ... 8264.69 480.5 482.8 SC
6 SC2602 20250707 478.8 480.9 ... 5694.36 478.5 480.5 SC
7 SC2603 20250707 472.2 475.4 ... 2562.08 474.4 477.4 SC
8 SC2604 20250707 473.6 473.6 ... 236.7 473.4 476.6 SC
9 SC2605 20250707 ... 0 473.1 473.1 SC
10 SC2606 20250707 472.1 472.2 ... 565.19 470.9 473.7 SC
11 SC2607 20250707 ... 0 471.9 475.9 SC
12 SC2609 20250707 469.3 469.3 ... 140.4 468 471.5 SC
13 SC2612 20250707 ... 0 465.1 465.1 SC
14 SC2703 20250707 468 468 ... 233.14 466.2 467.6 SC
15 SC2706 20250707 463.6 467 ... 185.75 464.3 464.2 SC
16 SC2709 20250707 ... 0 464 464 SC
17 SC2712 20250707 461 461 ... 46.1 461 465.8 SC
18 SC2803 20250707 461.4 461.7 ... 138.45 461.5 464.7 SC
19 SC2806 20250707 462.8 462.8 ... 276.78 461.3 463.8 SC
21 LU2508 20250707 3626 3640 ... 10808.435 3617 3643 LU
22 LU2509 20250707 3599 3627 ... 231604.198 3602 3636 LU
23 LU2510 20250707 3578 3597 ... 72674.591 3573 3605 LU
24 LU2511 20250707 3544 3565 ... 3382.013 3545 3571 LU
25 LU2512 20250707 3523 3523 ... 73.539 3501 3532 LU
26 LU2601 20250707 3501 3505 ... 132.551 3488 3527 LU
27 LU2602 20250707 3469 3482 ... 6.951 3475 3518 LU
28 LU2603 20250707 ... 0 3475 3489 LU
29 LU2604 20250707 3424 3426 ... 6.85 3425 3459 LU
30 LU2605 20250707 3412 3426 ... 27.31 3413 3447 LU
31 LU2606 20250707 3398 3398 ... 3.398 3398 3444 LU
32 LU2607 20250707 3405 3405 ... 10.211 3403 3425 LU
34 NR2507 20250707 12010 12090 ... 7176.75 11960 12145 NR
35 NR2508 20250707 12085 12095 ... 846431.395 12005 12180 NR
36 NR2509 20250707 12070 12085 ... 504155.71 11995 12160 NR
37 NR2510 20250707 12070 12090 ... 68792.105 12005 12155 NR
38 NR2511 20250707 12040 12090 ... 4983.63 12005 12165 NR
39 NR2512 20250707 12025 12100 ... 1672.25 12030 12195 NR
40 NR2601 20250707 12070 12125 ... 9210.315 12055 12185 NR
41 NR2602 20250707 12085 12085 ... 36.235 12075 12235 NR
42 NR2603 20250707 12060 12085 ... 84.49 12070 12195 NR
43 NR2604 20250707 12065 12075 ... 48.27 12065 12195 NR
44 NR2605 20250707 12150 12150 ... 84.74 12105 12230 NR
45 NR2606 20250707 ... 0 12260 12260 NR
47 BC2507 20250707 ... 0 70600 71300 BC
48 BC2508 20250707 71060 71170 ... 130500.34 70770 71430 BC
49 BC2509 20250707 70930 71030 ... 8577.72 70590 71380 BC
50 BC2510 20250707 70980 70980 ... 35.49 70980 71250 BC
51 BC2511 20250707 ... 0 71800 71800 BC
52 BC2512 20250707 ... 0 70700 70950 BC
53 BC2601 20250707 ... 0 71130 71130 BC
54 BC2602 20250707 ... 0 69410 69410 BC
55 BC2603 20250707 ... 0 69290 69290 BC
56 BC2604 20250707 ... 0 70800 71340 BC
57 BC2605 20250707 ... 0 70970 71340 BC
58 BC2606 20250707 70490 70490 ... 35.245 70490 69700 BC
60 EC2508 20250707 1860 1896 ... 197359.7185 1872.2 1892.3 EC
61 EC2510 20250707 1313 1353 ... 50665.5525 1341.2 1362.4 EC
62 EC2512 20250707 1540 1540 ... 8855.7095 1518.9 1526.7 EC
63 EC2602 20250707 1310.3 1340 ... 2393.9695 1326.2 1326.5 EC
64 EC2604 20250707 1166.5 1170 ... 2955.0315 1163.3 1165.2 EC
65 EC2606 20250707 1301.1 1321 ... 440.4575 1314.7 1312.5 EC
68 SC_TAS2508 20250707 ... SC_TAS
69 SC_TAS2509 20250707 ... SC_TAS
70 SC_TAS2510 20250707 ... SC_TAS
71 SC_TAS2511 20250707 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 16:26:04,966 - future_1d - INFO - ak.get_ine_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 a2507 20250707 4170.00 ... 4156.00 4190.00 A
1 a2509 20250707 4103.00 ... 4091.00 4133.00 A
2 a2511 20250707 4050.00 ... 4040.00 4067.00 A
3 a2601 20250707 4039.00 ... 4022.00 4048.00 A
4 a2603 20250707 4031.00 ... 4014.00 4036.00 A
5 a2605 20250707 4053.00 ... 4049.00 4072.00 A
6 b2507 20250707 0.00 ... 3550.00 3550.00 B
7 b2508 20250707 3536.00 ... 3533.00 3555.00 B
8 b2509 20250707 3591.00 ... 3579.00 3603.00 B
9 b2510 20250707 3646.00 ... 3626.00 3655.00 B
10 b2511 20250707 3659.00 ... 3642.00 3670.00 B
11 b2512 20250707 3683.00 ... 3670.00 3689.00 B
12 b2601 20250707 3663.00 ... 3655.00 3674.00 B
13 b2602 20250707 3631.00 ... 3628.00 3652.00 B
14 b2603 20250707 3545.00 ... 3543.00 3567.00 B
15 b2604 20250707 3450.00 ... 3449.00 3465.00 B
16 b2605 20250707 3383.00 ... 3382.00 3391.00 B
17 b2606 20250707 3380.00 ... 3380.00 3386.00 B
18 bb2509 20250707 153.30 ... 153.70 153.20 BB
19 bb2511 20250707 154.60 ... 156.65 154.90 BB
20 bb2601 20250707 155.55 ... 155.35 155.25 BB
21 bb2603 20250707 0.00 ... 164.80 164.70 BB
22 bb2605 20250707 0.00 ... 164.80 164.70 BB
23 c2507 20250707 2337.00 ... 2335.00 2337.00 C
24 c2509 20250707 2351.00 ... 2337.00 2358.00 C
25 c2511 20250707 2301.00 ... 2292.00 2304.00 C
26 c2601 20250707 2261.00 ... 2257.00 2264.00 C
27 c2603 20250707 2260.00 ... 2255.00 2259.00 C
28 c2605 20250707 2294.00 ... 2289.00 2294.00 C
29 cs2507 20250707 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250707 2717.00 ... 2692.00 2727.00 CS
31 cs2511 20250707 2658.00 ... 2642.00 2666.00 CS
32 cs2601 20250707 2656.00 ... 2642.00 2663.00 CS
33 cs2603 20250707 2641.00 ... 2627.00 2648.00 CS
34 cs2605 20250707 2675.00 ... 2669.00 2684.00 CS
35 eb2507 20250707 0.00 ... 7539.00 7539.00 EB
36 eb2508 20250707 7335.00 ... 7354.00 7357.00 EB
37 eb2509 20250707 7233.00 ... 7262.00 7273.00 EB
38 eb2510 20250707 7153.00 ... 7178.00 7190.00 EB
39 eb2511 20250707 7093.00 ... 7103.00 7113.00 EB
40 eb2512 20250707 7066.00 ... 7064.00 7082.00 EB
41 eb2601 20250707 7052.00 ... 7061.00 7085.00 EB
42 eb2602 20250707 7081.00 ... 7088.00 7106.00 EB
43 eb2603 20250707 7116.00 ... 7102.00 7131.00 EB
44 eb2604 20250707 7103.00 ... 7082.00 7122.00 EB
45 eb2605 20250707 7093.00 ... 7088.00 7111.00 EB
46 eb2606 20250707 7103.00 ... 7080.00 7037.00 EB
47 eg2507 20250707 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250707 4263.00 ... 4266.00 4274.00 EG
49 eg2509 20250707 4288.00 ... 4282.00 4293.00 EG
50 eg2510 20250707 4294.00 ... 4290.00 4305.00 EG
51 eg2511 20250707 4300.00 ... 4298.00 4321.00 EG
52 eg2512 20250707 4318.00 ... 4308.00 4327.00 EG
53 eg2601 20250707 4319.00 ... 4314.00 4325.00 EG
54 eg2602 20250707 4328.00 ... 4319.00 4337.00 EG
55 eg2603 20250707 4319.00 ... 4318.00 4326.00 EG
56 eg2604 20250707 0.00 ... 4330.00 4330.00 EG
57 eg2605 20250707 4326.00 ... 4325.00 4352.00 EG
58 eg2606 20250707 0.00 ... 4357.00 4357.00 EG
59 fb2507 20250707 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250707 1331.50 ... 1331.00 1331.50 FB
61 fb2509 20250707 1308.50 ... 1309.00 1312.50 FB
62 fb2510 20250707 1327.50 ... 1327.50 1326.00 FB
63 fb2511 20250707 1327.50 ... 1325.00 1324.50 FB
64 fb2512 20250707 1326.50 ... 1324.00 1326.50 FB
65 fb2601 20250707 1306.00 ... 1306.00 1312.00 FB
66 fb2602 20250707 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250707 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250707 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250707 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250707 0.00 ... 1292.50 1292.50 FB
71 i2507 20250707 720.00 ... 729.50 768.00 I
72 i2508 20250707 735.50 ... 737.00 740.50 I
73 i2509 20250707 732.00 ... 732.00 736.00 I
74 i2510 20250707 726.50 ... 725.50 729.00 I
75 i2511 20250707 719.50 ... 720.00 723.00 I
76 i2512 20250707 714.50 ... 713.00 717.00 I
77 i2601 20250707 705.00 ... 706.50 710.00 I
78 i2602 20250707 705.50 ... 704.50 708.00 I
79 i2603 20250707 702.00 ... 700.50 704.50 I
80 i2604 20250707 695.50 ... 696.50 699.50 I
81 i2605 20250707 689.50 ... 688.50 692.50 I
82 i2606 20250707 685.00 ... 683.50 687.00 I
83 j2507 20250707 0.00 ... 1304.50 1304.50 J
84 j2508 20250707 1395.00 ... 1391.00 1405.50 J
85 j2509 20250707 1433.00 ... 1422.50 1436.00 J
86 j2510 20250707 1448.00 ... 1440.50 1454.50 J
87 j2511 20250707 1447.00 ... 1450.00 1464.50 J
88 j2512 20250707 1452.00 ... 1452.00 1473.50 J
89 j2601 20250707 1466.50 ... 1464.00 1479.00 J
90 j2602 20250707 0.00 ... 1481.50 1481.50 J
91 j2603 20250707 0.00 ... 1522.50 1522.50 J
92 j2604 20250707 0.00 ... 1499.50 1499.50 J
93 j2605 20250707 1509.50 ... 1504.50 1521.50 J
94 j2606 20250707 0.00 ... 1528.00 1528.00 J
95 jd2507 20250707 2828.00 ... 2814.00 2872.00 JD
96 jd2508 20250707 3532.00 ... 3491.00 3583.00 JD
97 jd2509 20250707 3636.00 ... 3609.00 3697.00 JD
98 jd2510 20250707 3400.00 ... 3375.00 3422.00 JD
99 jd2511 20250707 3408.00 ... 3420.00 3428.00 JD
100 jd2512 20250707 3577.00 ... 3575.00 3583.00 JD
101 jd2601 20250707 3645.00 ... 3629.00 3634.00 JD
102 jd2602 20250707 3198.00 ... 3197.00 3204.00 JD
103 jd2603 20250707 3207.00 ... 3203.00 3208.00 JD
104 jd2604 20250707 3330.00 ... 3336.00 3332.00 JD
105 jd2605 20250707 3405.00 ... 3404.00 3405.00 JD
106 jd2606 20250707 3250.00 ... 3258.00 3260.00 JD
107 jm2507 20250707 800.00 ... 800.00 841.00 JM
108 jm2508 20250707 794.00 ... 793.50 805.00 JM
109 jm2509 20250707 836.00 ... 836.50 850.00 JM
110 jm2510 20250707 855.50 ... 854.50 867.50 JM
111 jm2511 20250707 868.00 ... 866.50 881.00 JM
112 jm2512 20250707 881.50 ... 878.50 894.00 JM
113 jm2601 20250707 883.00 ... 885.50 905.00 JM
114 jm2602 20250707 901.00 ... 896.00 913.00 JM
115 jm2603 20250707 898.50 ... 897.00 913.50 JM
116 jm2604 20250707 908.00 ... 908.50 924.00 JM
117 jm2605 20250707 916.50 ... 917.00 934.00 JM
118 jm2606 20250707 924.50 ... 926.50 940.50 JM
119 l2507 20250707 7270.00 ... 7291.00 7328.00 L
120 l2508 20250707 7297.00 ... 7257.00 7313.00 L
121 l2509 20250707 7272.00 ... 7250.00 7308.00 L
122 l2510 20250707 7262.00 ... 7241.00 7296.00 L
123 l2511 20250707 7256.00 ... 7240.00 7296.00 L
124 l2512 20250707 7264.00 ... 7233.00 7289.00 L
125 l2601 20250707 7232.00 ... 7220.00 7272.00 L
126 l2602 20250707 7219.00 ... 7210.00 7245.00 L
127 l2603 20250707 7219.00 ... 7214.00 7271.00 L
128 l2604 20250707 0.00 ... 7291.00 7291.00 L
129 l2605 20250707 7219.00 ... 7201.00 7266.00 L
130 l2606 20250707 7274.00 ... 7215.00 7265.00 L
131 lg2507 20250707 821.00 ... 823.00 828.50 LG
132 lg2509 20250707 791.00 ... 788.50 794.00 LG
133 lg2511 20250707 786.00 ... 784.00 787.00 LG
134 lg2601 20250707 786.50 ... 784.00 786.00 LG
135 lg2603 20250707 787.50 ... 786.50 787.00 LG
136 lg2605 20250707 789.50 ... 787.50 790.50 LG
137 lh2507 20250707 13925.00 ... 13970.00 13935.00 LH
138 lh2509 20250707 14250.00 ... 14255.00 14340.00 LH
139 lh2511 20250707 13655.00 ... 13720.00 13730.00 LH
140 lh2601 20250707 13750.00 ... 13800.00 13820.00 LH
141 lh2603 20250707 12980.00 ... 13000.00 13010.00 LH
142 lh2605 20250707 13145.00 ... 13180.00 13165.00 LH
143 m2507 20250707 2820.00 ... 2808.00 2806.00 M
144 m2508 20250707 2934.00 ... 2929.00 2942.00 M
145 m2509 20250707 2954.00 ... 2948.00 2962.00 M
146 m2511 20250707 2992.00 ... 2984.00 3000.00 M
147 m2512 20250707 3023.00 ... 3021.00 3030.00 M
148 m2601 20250707 3007.00 ... 3002.00 3012.00 M
149 m2603 20250707 2864.00 ... 2861.00 2865.00 M
150 m2605 20250707 2711.00 ... 2710.00 2718.00 M
151 p2507 20250707 0.00 ... 8468.00 8468.00 P
152 p2508 20250707 8464.00 ... 8470.00 8502.00 P
153 p2509 20250707 8450.00 ... 8446.00 8492.00 P
154 p2510 20250707 8466.00 ... 8452.00 8500.00 P
155 p2511 20250707 8462.00 ... 8450.00 8498.00 P
156 p2512 20250707 8460.00 ... 8450.00 8494.00 P
157 p2601 20250707 8452.00 ... 8454.00 8498.00 P
158 p2602 20250707 8418.00 ... 8446.00 8490.00 P
159 p2603 20250707 8394.00 ... 8416.00 8430.00 P
160 p2604 20250707 8366.00 ... 8374.00 8384.00 P
161 p2605 20250707 8312.00 ... 8324.00 8360.00 P
162 p2606 20250707 8300.00 ... 8312.00 8334.00 P
163 pg2507 20250707 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250707 4176.00 ... 4179.00 4215.00 PG
165 pg2509 20250707 4089.00 ... 4078.00 4108.00 PG
166 pg2510 20250707 4472.00 ... 4477.00 4489.00 PG
167 pg2511 20250707 4391.00 ... 4393.00 4403.00 PG
168 pg2512 20250707 4328.00 ... 4315.00 4331.00 PG
169 pg2601 20250707 4237.00 ... 4232.00 4252.00 PG
170 pg2602 20250707 4156.00 ... 4158.00 4177.00 PG
171 pg2603 20250707 4081.00 ... 4072.00 4096.00 PG
172 pg2604 20250707 4374.00 ... 4369.00 4383.00 PG
173 pg2605 20250707 4269.00 ... 4267.00 4274.00 PG
174 pg2606 20250707 4204.00 ... 4205.00 4204.00 PG
175 pp2507 20250707 7050.00 ... 7051.00 7080.00 PP
176 pp2508 20250707 7058.00 ... 7057.00 7089.00 PP
177 pp2509 20250707 7074.00 ... 7059.00 7091.00 PP
178 pp2510 20250707 7059.00 ... 7030.00 7065.00 PP
179 pp2511 20250707 7055.00 ... 7028.00 7059.00 PP
180 pp2512 20250707 7052.00 ... 7030.00 7057.00 PP
181 pp2601 20250707 7042.00 ... 7023.00 7053.00 PP
182 pp2602 20250707 7020.00 ... 7015.00 7034.00 PP
183 pp2603 20250707 7018.00 ... 7004.00 7032.00 PP
184 pp2604 20250707 7019.00 ... 7015.00 7051.00 PP
185 pp2605 20250707 7016.00 ... 7009.00 7043.00 PP
186 pp2606 20250707 0.00 ... 7011.00 7036.00 PP
187 rr2507 20250707 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250707 3582.00 ... 3585.00 3552.00 RR
189 rr2509 20250707 3602.00 ... 3598.00 3601.00 RR
190 rr2510 20250707 3609.00 ... 3611.00 3602.00 RR
191 rr2511 20250707 3610.00 ... 3606.00 3600.00 RR
192 rr2512 20250707 0.00 ... 3604.00 3599.00 RR
193 rr2601 20250707 3602.00 ... 3604.00 3602.00 RR
194 rr2602 20250707 3609.00 ... 3614.00 3609.00 RR
195 rr2603 20250707 3612.00 ... 3614.00 3612.00 RR
196 rr2604 20250707 3616.00 ... 3619.00 3614.00 RR
197 rr2605 20250707 3610.00 ... 3617.00 3613.00 RR
198 rr2606 20250707 3604.00 ... 3609.00 3606.00 RR
199 v2507 20250707 4837.00 ... 4818.00 4849.00 V
200 v2508 20250707 4872.00 ... 4855.00 4880.00 V
201 v2509 20250707 4905.00 ... 4891.00 4919.00 V
202 v2510 20250707 4936.00 ... 4917.00 4947.00 V
203 v2511 20250707 4954.00 ... 4948.00 4967.00 V
204 v2512 20250707 4981.00 ... 4978.00 5002.00 V
205 v2601 20250707 5000.00 ... 4989.00 5024.00 V
206 v2602 20250707 5018.00 ... 5004.00 5040.00 V
207 v2603 20250707 5032.00 ... 5029.00 5064.00 V
208 v2604 20250707 5186.00 ... 5169.00 5192.00 V
209 v2605 20250707 5184.00 ... 5190.00 5211.00 V
210 v2606 20250707 5212.00 ... 5199.00 5213.00 V
211 y2507 20250707 0.00 ... 8038.00 8038.00 Y
212 y2508 20250707 7920.00 ... 7894.00 7964.00 Y
213 y2509 20250707 7936.00 ... 7896.00 7968.00 Y
214 y2511 20250707 7958.00 ... 7920.00 7990.00 Y
215 y2512 20250707 7972.00 ... 7956.00 8014.00 Y
216 y2601 20250707 7930.00 ... 7896.00 7958.00 Y
217 y2603 20250707 7812.00 ... 7800.00 7850.00 Y
218 y2605 20250707 7628.00 ... 7602.00 7640.00 Y
[219 rows x 12 columns]
2025-07-09 16:26:05,550 - future_1d - INFO - ak.get_dce_daily('2025-07-07') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250707 ... 79720 80370 CU
1 1 CU2508 20250707 ... 79510 80170 CU
2 2 CU2509 20250707 ... 79290 79970 CU
3 3 CU2510 20250707 ... 79040 79670 CU
4 4 CU2511 20250707 ... 78820 79430 CU
5 5 CU2512 20250707 ... 78640 79180 CU
6 6 CU2601 20250707 ... 78480 79130 CU
7 7 CU2602 20250707 ... 78430 78880 CU
8 8 CU2603 20250707 ... 78350 78830 CU
9 9 CU2604 20250707 ... 78330 78880 CU
10 10 CU2605 20250707 ... 78370 78930 CU
11 11 CU2606 20250707 ... 78230 78810 CU
12 12 BC2507 20250707 ... 70600 71300 BC
13 13 BC2508 20250707 ... 70770 71430 BC
14 14 BC2509 20250707 ... 70590 71380 BC
15 15 BC2510 20250707 ... 70980 71250 BC
16 16 BC2511 20250707 ... 71800 71800 BC
17 17 BC2512 20250707 ... 70700 70950 BC
18 18 BC2601 20250707 ... 71130 71130 BC
19 19 BC2602 20250707 ... 69410 69410 BC
20 20 BC2603 20250707 ... 69290 69290 BC
21 21 BC2604 20250707 ... 70800 71340 BC
22 22 BC2605 20250707 ... 70970 71340 BC
23 23 BC2606 20250707 ... 70490 69700 BC
24 24 AL2507 20250707 ... 20670 20800 AL
25 25 AL2508 20250707 ... 20500 20640 AL
26 26 AL2509 20250707 ... 20425 20585 AL
27 27 AL2510 20250707 ... 20335 20510 AL
28 28 AL2511 20250707 ... 20225 20420 AL
29 29 AL2512 20250707 ... 20160 20335 AL
30 30 AL2601 20250707 ... 20075 20290 AL
31 31 AL2602 20250707 ... 20055 20285 AL
32 32 AL2603 20250707 ... 20055 20290 AL
33 33 AL2604 20250707 ... 20080 20305 AL
34 34 AL2605 20250707 ... 20095 20280 AL
35 35 AL2606 20250707 ... 20105 20285 AL
36 36 ZN2507 20250707 ... 22185 22395 ZN
37 37 ZN2508 20250707 ... 22185 22350 ZN
38 38 ZN2509 20250707 ... 22115 22290 ZN
39 39 ZN2510 20250707 ... 22050 22230 ZN
40 40 ZN2511 20250707 ... 21980 22175 ZN
41 41 ZN2512 20250707 ... 22020 22120 ZN
42 42 ZN2601 20250707 ... 21865 22060 ZN
43 43 ZN2602 20250707 ... 21975 22050 ZN
44 44 ZN2603 20250707 ... 21835 22055 ZN
45 45 ZN2604 20250707 ... 21780 22030 ZN
46 46 ZN2605 20250707 ... 21830 22020 ZN
47 47 ZN2606 20250707 ... 21800 22000 ZN
48 48 PB2507 20250707 ... 17140 17230 PB
49 49 PB2508 20250707 ... 17210 17270 PB
50 50 PB2509 20250707 ... 17220 17290 PB
51 51 PB2510 20250707 ... 17215 17285 PB
52 52 PB2511 20250707 ... 17205 17280 PB
53 53 PB2512 20250707 ... 17205 17260 PB
54 54 PB2601 20250707 ... 17160 17265 PB
55 55 PB2602 20250707 ... 17235 17255 PB
56 56 PB2603 20250707 ... 17190 17240 PB
57 57 PB2604 20250707 ... 17240 17240 PB
58 58 PB2605 20250707 ... 17230 17155 PB
59 59 PB2606 20250707 ... 17205 17275 PB
60 60 NI2507 20250707 ... 120990 122320 NI
61 61 NI2508 20250707 ... 121180 122480 NI
62 62 NI2509 20250707 ... 121230 122580 NI
63 63 NI2510 20250707 ... 121300 122700 NI
64 64 NI2511 20250707 ... 121490 122930 NI
65 65 NI2512 20250707 ... 121580 123060 NI
66 66 NI2601 20250707 ... 121800 123270 NI
67 67 NI2602 20250707 ... 121860 123280 NI
68 68 NI2603 20250707 ... 121940 123590 NI
69 69 NI2604 20250707 ... 122520 123810 NI
70 70 NI2605 20250707 ... 122830 123930 NI
71 71 NI2606 20250707 ... 122890 123740 NI
72 72 SN2507 20250707 ... 265940 268030 SN
73 73 SN2508 20250707 ... 265680 268980 SN
74 74 SN2509 20250707 ... 265560 268820 SN
75 75 SN2510 20250707 ... 265230 268840 SN
76 76 SN2511 20250707 ... 264030 268220 SN
77 77 SN2512 20250707 ... 263190 267490 SN
78 78 SN2601 20250707 ... 262930 267640 SN
79 79 SN2602 20250707 ... 262230 267100 SN
80 80 SN2603 20250707 ... 262980 268070 SN
81 81 SN2604 20250707 ... 262990 267020 SN
82 82 SN2605 20250707 ... 262960 266910 SN
83 83 SN2606 20250707 ... 265830 268060 SN
84 84 AO2507 20250707 ... 3187 3160 AO
85 85 AO2508 20250707 ... 3073 3071 AO
86 86 AO2509 20250707 ... 3026 3036 AO
87 87 AO2510 20250707 ... 2998 3009 AO
88 88 AO2511 20250707 ... 2988 2998 AO
89 89 AO2512 20250707 ... 2982 2990 AO
90 90 AO2601 20250707 ... 2971 2981 AO
91 91 AO2602 20250707 ... 2968 2975 AO
92 92 AO2603 20250707 ... 2962 2970 AO
93 93 AO2604 20250707 ... 2967 2971 AO
94 94 AO2605 20250707 ... 2958 2965 AO
95 95 AO2606 20250707 ... 2963 2967 AO
96 96 AD2511 20250707 ... 19760 19905 AD
97 97 AD2512 20250707 ... 19675 19820 AD
98 98 AD2601 20250707 ... 19615 19780 AD
99 99 AD2602 20250707 ... 19595 19725 AD
100 100 AD2603 20250707 ... 19465 19690 AD
101 101 AD2604 20250707 ... 19670 19670 AD
102 102 AD2605 20250707 ... 19455 19570 AD
103 103 AD2606 20250707 ... 19495 19495 AD
104 104 AU2507 20250707 ... 770.7 771.62 AU
105 105 AU2508 20250707 ... 770.94 773.28 AU
106 106 AU2509 20250707 ... 771.38 774.44 AU
107 107 AU2510 20250707 ... 772.92 775.52 AU
108 108 AU2512 20250707 ... 774.38 777.5 AU
109 109 AU2602 20250707 ... 776.44 779.54 AU
110 110 AU2604 20250707 ... 778.1 781.36 AU
111 111 AU2606 20250707 ... 780.28 783.5 AU
112 112 AG2507 20250707 ... 8881 8909 AG
113 113 AG2508 20250707 ... 8908 8917 AG
114 114 AG2509 20250707 ... 8917 8930 AG
115 115 AG2510 20250707 ... 8933 8944 AG
116 116 AG2511 20250707 ... 8939 8952 AG
117 117 AG2512 20250707 ... 8949 8961 AG
118 118 AG2601 20250707 ... 8963 8973 AG
119 119 AG2602 20250707 ... 8972 8984 AG
120 120 AG2603 20250707 ... 8979 8995 AG
121 121 AG2604 20250707 ... 8993 9007 AG
122 122 AG2605 20250707 ... 9001 9017 AG
123 123 AG2606 20250707 ... 9019 9031 AG
124 124 RB2507 20250707 ... 3082 3078 RB
125 125 RB2508 20250707 ... 3027 3042 RB
126 126 RB2509 20250707 ... 3032 3048 RB
127 127 RB2510 20250707 ... 3067 3082 RB
128 128 RB2511 20250707 ... 3080 3094 RB
129 129 RB2512 20250707 ... 3094 3106 RB
130 130 RB2601 20250707 ... 3086 3100 RB
131 131 RB2602 20250707 ... 3071 3087 RB
132 132 RB2603 20250707 ... 3077 3090 RB
133 133 RB2604 20250707 ... 3075 3097 RB
134 134 RB2605 20250707 ... 3094 3109 RB
135 135 RB2606 20250707 ... 3100 3114 RB
136 136 WR2507 20250707 ... 3356 3356 WR
137 137 WR2508 20250707 ... 3378 3378 WR
138 138 WR2509 20250707 ... 3251 3251 WR
139 139 WR2510 20250707 ... 3305 3343 WR
140 140 WR2511 20250707 ... 3365 3365 WR
141 141 WR2512 20250707 ... 3362 3362 WR
142 142 WR2601 20250707 ... 3245 3329 WR
143 143 WR2602 20250707 ... 3396 3396 WR
144 144 WR2603 20250707 ... 3387 3387 WR
145 145 WR2604 20250707 ... 3392 3392 WR
146 146 WR2605 20250707 ... 3370 3370 WR
147 147 WR2606 20250707 ... 3268 3352 WR
148 148 HC2507 20250707 ... 3195 3195 HC
149 149 HC2508 20250707 ... 3202 3222 HC
150 150 HC2509 20250707 ... 3205 3220 HC
151 151 HC2510 20250707 ... 3193 3211 HC
152 152 HC2511 20250707 ... 3198 3215 HC
153 153 HC2512 20250707 ... 3199 3219 HC
154 154 HC2601 20250707 ... 3201 3219 HC
155 155 HC2602 20250707 ... 3213 3222 HC
156 156 HC2603 20250707 ... 3210 3225 HC
157 157 HC2604 20250707 ... 3208 3233 HC
158 158 HC2605 20250707 ... 3203 3221 HC
159 159 HC2606 20250707 ... 3220 3229 HC
160 160 SS2507 20250707 ... 12525 12640 SS
161 161 SS2508 20250707 ... 12660 12760 SS
162 162 SS2509 20250707 ... 12610 12705 SS
163 163 SS2510 20250707 ... 12595 12685 SS
164 164 SS2511 20250707 ... 12620 12705 SS
165 165 SS2512 20250707 ... 12645 12725 SS
166 166 SS2601 20250707 ... 12685 12765 SS
167 167 SS2602 20250707 ... 12740 12775 SS
168 168 SS2603 20250707 ... 12770 12830 SS
169 169 SS2604 20250707 ... 12780 12865 SS
170 170 SS2605 20250707 ... 12820 12905 SS
171 171 SS2606 20250707 ... 12840 12930 SS
172 172 SC2508 20250707 ... 501.3 506.4 SC
173 173 SC2509 20250707 ... 496.9 501.1 SC
174 174 SC2510 20250707 ... 490.6 494.8 SC
175 175 SC2511 20250707 ... 485.9 489.4 SC
176 176 SC2512 20250707 ... 482.5 486 SC
177 177 SC2601 20250707 ... 480.5 482.8 SC
178 178 SC2602 20250707 ... 478.5 480.5 SC
179 179 SC2603 20250707 ... 474.4 477.4 SC
180 180 SC2604 20250707 ... 473.4 476.6 SC
181 181 SC2605 20250707 ... 473.1 473.1 SC
182 182 SC2606 20250707 ... 470.9 473.7 SC
183 183 SC2607 20250707 ... 471.9 475.9 SC
184 184 SC2609 20250707 ... 468 471.5 SC
185 185 SC2612 20250707 ... 465.1 465.1 SC
186 186 SC2703 20250707 ... 466.2 467.6 SC
187 187 SC2706 20250707 ... 464.3 464.2 SC
188 188 SC2709 20250707 ... 464 464 SC
189 189 SC2712 20250707 ... 461 465.8 SC
190 190 SC2803 20250707 ... 461.5 464.7 SC
191 191 SC2806 20250707 ... 461.3 463.8 SC
192 192 LU2508 20250707 ... 3617 3643 LU
193 193 LU2509 20250707 ... 3602 3636 LU
194 194 LU2510 20250707 ... 3573 3605 LU
195 195 LU2511 20250707 ... 3545 3571 LU
196 196 LU2512 20250707 ... 3501 3532 LU
197 197 LU2601 20250707 ... 3488 3527 LU
198 198 LU2602 20250707 ... 3475 3518 LU
199 199 LU2603 20250707 ... 3475 3489 LU
200 200 LU2604 20250707 ... 3425 3459 LU
201 201 LU2605 20250707 ... 3413 3447 LU
202 202 LU2606 20250707 ... 3398 3444 LU
203 203 LU2607 20250707 ... 3403 3425 LU
204 204 FU2508 20250707 ... 2906 2939 FU
205 205 FU2509 20250707 ... 2940 2977 FU
206 206 FU2510 20250707 ... 2907 2936 FU
207 207 FU2511 20250707 ... 2881 2907 FU
208 208 FU2512 20250707 ... 2848 2872 FU
209 209 FU2601 20250707 ... 2838 2864 FU
210 210 FU2602 20250707 ... 2829 2852 FU
211 211 FU2603 20250707 ... 2813 2837 FU
212 212 FU2604 20250707 ... 2797 2822 FU
213 213 FU2605 20250707 ... 2785 2809 FU
214 214 FU2606 20250707 ... 2775 2797 FU
215 215 FU2607 20250707 ... 2762 2785 FU
216 216 BU2507 20250707 ... 3615 3628 BU
217 217 BU2508 20250707 ... 3589 3608 BU
218 218 BU2509 20250707 ... 3562 3588 BU
219 219 BU2510 20250707 ... 3512 3536 BU
220 220 BU2511 20250707 ... 3444 3470 BU
221 221 BU2512 20250707 ... 3369 3391 BU
222 222 BU2601 20250707 ... 3328 3351 BU
223 223 BU2602 20250707 ... 3319 3322 BU
224 224 BU2603 20250707 ... 3305 3333 BU
225 225 BU2604 20250707 ... 3299 3313 BU
226 226 BU2605 20250707 ... 3288 3305 BU
227 227 BU2606 20250707 ... 3279 3292 BU
228 228 BU2609 20250707 ... 3270 3270 BU
229 229 BU2612 20250707 ... 3226 3235 BU
230 230 BU2703 20250707 ... 3223 3235 BU
231 231 BU2706 20250707 ... 3227 3227 BU
232 232 BR2507 20250707 ... 11160 11350 BR
233 233 BR2508 20250707 ... 11030 11270 BR
234 234 BR2509 20250707 ... 10965 11185 BR
235 235 BR2510 20250707 ... 10935 11150 BR
236 236 BR2511 20250707 ... 10920 11140 BR
237 237 BR2512 20250707 ... 10910 11140 BR
238 238 BR2601 20250707 ... 10920 11125 BR
239 239 BR2602 20250707 ... 10910 11115 BR
240 240 BR2603 20250707 ... 10900 11095 BR
241 241 BR2604 20250707 ... 10895 11150 BR
242 242 BR2605 20250707 ... 10925 11125 BR
243 243 BR2606 20250707 ... 10960 11155 BR
244 244 RU2507 20250707 ... 13845 13985 RU
245 245 RU2508 20250707 ... 13915 14045 RU
246 246 RU2509 20250707 ... 13935 14075 RU
247 247 RU2510 20250707 ... 13950 14095 RU
248 248 RU2511 20250707 ... 13955 14075 RU
249 249 RU2601 20250707 ... 14805 14935 RU
250 250 RU2603 20250707 ... 14820 14935 RU
251 251 RU2604 20250707 ... 14845 14975 RU
252 252 RU2605 20250707 ... 14870 15005 RU
253 253 RU2606 20250707 ... 14950 14950 RU
254 254 NR2507 20250707 ... 11960 12145 NR
255 255 NR2508 20250707 ... 12005 12180 NR
256 256 NR2509 20250707 ... 11995 12160 NR
257 257 NR2510 20250707 ... 12005 12155 NR
258 258 NR2511 20250707 ... 12005 12165 NR
259 259 NR2512 20250707 ... 12030 12195 NR
260 260 NR2601 20250707 ... 12055 12185 NR
261 261 NR2602 20250707 ... 12075 12235 NR
262 262 NR2603 20250707 ... 12070 12195 NR
263 263 NR2604 20250707 ... 12065 12195 NR
264 264 NR2605 20250707 ... 12105 12230 NR
265 265 NR2606 20250707 ... 12260 12260 NR
266 266 SP2507 20250707 ... 5044 5060 SP
267 267 SP2508 20250707 ... 5062 5068 SP
268 268 SP2509 20250707 ... 5080 5080 SP
269 269 SP2510 20250707 ... 5092 5090 SP
270 270 SP2511 20250707 ... 5080 5078 SP
271 271 SP2512 20250707 ... 5078 5072 SP
272 272 SP2601 20250707 ... 5284 5294 SP
273 273 SP2602 20250707 ... 5224 5220 SP
274 274 SP2603 20250707 ... 5222 5232 SP
275 275 SP2604 20250707 ... 5230 5224 SP
276 276 SP2605 20250707 ... 5226 5244 SP
277 277 SP2606 20250707 ... 5236 5226 SP
278 278 EC2508 20250707 ... 1872.2 1892.3 EC
279 279 EC2510 20250707 ... 1341.2 1362.4 EC
280 280 EC2512 20250707 ... 1518.9 1526.7 EC
281 281 EC2602 20250707 ... 1326.2 1326.5 EC
282 282 EC2604 20250707 ... 1163.3 1165.2 EC
283 283 EC2606 20250707 ... 1314.7 1312.5 EC
284 284 SC_TAS2508 20250707 ... SC_TAS
285 285 SC_TAS2509 20250707 ... SC_TAS
286 286 SC_TAS2510 20250707 ... SC_TAS
287 287 SC_TAS2511 20250707 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 16:26:05,645 - future_1d - INFO - ak.get_shfe_daily('2025-07-07') done
2025-07-09 16:26:07,371 - future_1d - INFO - save future_daily 2025-07-07 completed
symbol date open ... settle pre_settle variety
0 IC2507 20250708 5863.600 ... 5952.600 5862.800 IC
1 IC2508 20250708 5804.400 ... 5897.200 5805.800 IC
2 IC2509 20250708 5743.200 ... 5848.000 5751.400 IC
3 IC2512 20250708 5634.000 ... 5726.000 5625.200 IC
4 IF2507 20250708 3942.000 ... 3983.000 3946.400 IF
5 IF2508 20250708 3927.400 ... 3966.200 3929.000 IF
6 IF2509 20250708 3921.200 ... 3959.200 3919.400 IF
7 IF2512 20250708 3884.000 ... 3923.400 3883.200 IF
8 IH2507 20250708 2715.800 ... 2733.400 2714.800 IH
9 IH2508 20250708 2708.400 ... 2729.400 2709.600 IH
10 IH2509 20250708 2710.600 ... 2728.800 2709.000 IH
11 IH2512 20250708 2710.200 ... 2728.600 2708.800 IH
12 IM2507 20250708 6265.000 ... 6369.800 6269.200 IM
13 IM2508 20250708 6190.400 ... 6297.800 6191.200 IM
14 IM2509 20250708 6114.200 ... 6226.200 6112.800 IM
15 IM2512 20250708 5931.200 ... 6040.200 5926.800 IM
16 T2509 20250708 109.105 ... 108.995 109.105 T
17 T2512 20250708 109.180 ... 109.075 109.190 T
18 T2603 20250708 109.125 ... 109.045 109.155 T
19 TF2509 20250708 106.210 ... 106.125 106.220 TF
20 TF2512 20250708 106.295 ... 106.225 106.305 TF
21 TF2603 20250708 106.355 ... 106.270 106.340 TF
22 TL2509 20250708 121.070 ... 120.860 121.190 TL
23 TL2512 20250708 120.940 ... 120.740 121.070 TL
24 TL2603 20250708 120.710 ... 120.560 120.880 TL
25 TS2509 20250708 102.492 ... 102.466 102.496 TS
26 TS2512 20250708 102.610 ... 102.582 102.618 TS
27 TS2603 20250708 102.720 ... 102.690 102.728 TS
[28 rows x 12 columns]
2025-07-09 16:26:12,027 - future_1d - INFO - ak.get_cffex_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 PS2507 20250708 36465.0 ... 37535.0 36475.0 PS
1 PS2508 20250708 36505.0 ... 37390.0 35875.0 PS
2 PS2509 20250708 36395.0 ... 37220.0 35645.0 PS
3 PS2510 20250708 35855.0 ... 37130.0 35500.0 PS
4 PS2511 20250708 36100.0 ... 36950.0 35430.0 PS
5 PS2512 20250708 38600.0 ... 39675.0 37900.0 PS
6 PS2601 20250708 38310.0 ... 39670.0 37710.0 PS
7 PS2602 20250708 38025.0 ... 39890.0 37740.0 PS
8 PS2603 20250708 38010.0 ... 39660.0 37710.0 PS
9 PS2604 20250708 38020.0 ... 39050.0 37245.0 PS
10 PS2605 20250708 37955.0 ... 38930.0 37265.0 PS
11 PS2606 20250708 38950.0 ... 40130.0 38355.0 PS
13 SI2507 20250708 8010.0 ... 8035.0 8010.0 SI
14 SI2508 20250708 8050.0 ... 8170.0 8000.0 SI
15 SI2509 20250708 8060.0 ... 8195.0 7990.0 SI
16 SI2510 20250708 8025.0 ... 8195.0 7965.0 SI
17 SI2511 20250708 7990.0 ... 8130.0 7925.0 SI
18 SI2512 20250708 8270.0 ... 8460.0 8240.0 SI
19 SI2601 20250708 8235.0 ... 8415.0 8200.0 SI
20 SI2602 20250708 8245.0 ... 8425.0 8215.0 SI
21 SI2603 20250708 8210.0 ... 8440.0 8210.0 SI
22 SI2604 20250708 8235.0 ... 8450.0 8180.0 SI
23 SI2605 20250708 8270.0 ... 8390.0 8190.0 SI
24 SI2606 20250708 8240.0 ... 8365.0 8205.0 SI
27 LC2507 20250708 63820.0 ... 64320.0 63820.0 LC
28 LC2508 20250708 64280.0 ... 64600.0 63700.0 LC
29 LC2509 20250708 63860.0 ... 64300.0 63440.0 LC
30 LC2510 20250708 63620.0 ... 64180.0 63300.0 LC
31 LC2511 20250708 63480.0 ... 63940.0 63160.0 LC
32 LC2512 20250708 63740.0 ... 64160.0 63340.0 LC
33 LC2601 20250708 63500.0 ... 64200.0 63480.0 LC
34 LC2602 20250708 63760.0 ... 64200.0 63480.0 LC
35 LC2603 20250708 63780.0 ... 64200.0 63500.0 LC
36 LC2604 20250708 64220.0 ... 64540.0 63860.0 LC
37 LC2605 20250708 64120.0 ... 64600.0 63960.0 LC
38 LC2606 20250708 64260.0 ... 64620.0 63920.0 LC
[36 rows x 12 columns]
2025-07-09 16:26:12,150 - future_1d - INFO - ak.get_gfex_daily('2025-07-08') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250708 7726.0 7730.0 ... 548642.10 7666.0 7723.0 AP
1 AP511 20250708 7546.0 7553.0 ... 2274.27 7506.0 7562.0 AP
2 AP512 20250708 7575.0 7575.0 ... 173.62 7549.0 7582.0 AP
3 AP601 20250708 7645.0 7645.0 ... 18624.44 7574.0 7627.0 AP
4 AP603 20250708 7600.0 7600.0 ... 83.12 7556.0 7621.0 AP
5 AP604 20250708 7648.0 7648.0 ... 61.11 7638.0 7676.0 AP
6 AP605 20250708 7709.0 7720.0 ... 307.33 7683.0 7723.0 AP
7 CF507 20250708 13545.0 13580.0 ... 1910.57 13550.0 13570.0 CF
8 CF509 20250708 13740.0 13830.0 ... 1095629.92 13760.0 13795.0 CF
9 CF511 20250708 13655.0 13735.0 ... 126299.52 13670.0 13710.0 CF
10 CF601 20250708 13740.0 13795.0 ... 294997.83 13735.0 13790.0 CF
11 CF603 20250708 13710.0 13770.0 ... 739.87 13700.0 13770.0 CF
12 CF605 20250708 13745.0 13780.0 ... 3801.19 13725.0 13770.0 CF
13 CJ507 20250708 0.0 0.0 ... 0.00 9450.0 9450.0 CJ
14 CJ509 20250708 9420.0 9515.0 ... 166933.87 9460.0 9450.0 CJ
15 CJ512 20250708 10295.0 10410.0 ... 9394.90 10330.0 10365.0 CJ
16 CJ601 20250708 10455.0 10555.0 ... 702720.34 10470.0 10495.0 CJ
17 CJ603 20250708 10560.0 10645.0 ... 12623.52 10580.0 10570.0 CJ
18 CJ605 20250708 10810.0 10940.0 ... 79152.98 10855.0 10860.0 CJ
19 CY507 20250708 0.0 0.0 ... 0.00 19840.0 19910.0 CY
20 CY508 20250708 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250708 19925.0 20020.0 ... 64012.77 19950.0 20020.0 CY
22 CY510 20250708 0.0 0.0 ... 0.00 19570.0 19640.0 CY
23 CY511 20250708 0.0 0.0 ... 0.00 20060.0 20060.0 CY
24 CY512 20250708 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250708 0.0 0.0 ... 0.00 19935.0 19935.0 CY
26 CY602 20250708 0.0 0.0 ... 0.00 19830.0 19810.0 CY
27 CY603 20250708 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250708 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250708 0.0 0.0 ... 0.00 20025.0 20025.0 CY
30 CY606 20250708 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250708 956.0 969.0 ... 184.35 960.0 954.0 FG
32 FG508 20250708 1036.0 1051.0 ... 20509.53 1041.0 1040.0 FG
33 FG509 20250708 1017.0 1034.0 ... 2314344.48 1024.0 1025.0 FG
34 FG510 20250708 1075.0 1083.0 ... 12415.79 1075.0 1075.0 FG
35 FG511 20250708 1058.0 1072.0 ... 22652.93 1063.0 1062.0 FG
36 FG512 20250708 1123.0 1139.0 ... 7304.73 1129.0 1127.0 FG
37 FG601 20250708 1112.0 1131.0 ... 279669.86 1120.0 1117.0 FG
38 FG602 20250708 1153.0 1169.0 ... 387.35 1160.0 1154.0 FG
39 FG603 20250708 1152.0 1166.0 ... 418.59 1156.0 1153.0 FG
40 FG604 20250708 1190.0 1205.0 ... 296.32 1195.0 1192.0 FG
41 FG605 20250708 1189.0 1202.0 ... 7420.52 1191.0 1189.0 FG
42 FG606 20250708 1204.0 1216.0 ... 272.91 1208.0 1203.0 FG
43 JR507 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250708 2353.0 2353.0 ... 2.35 2353.0 2373.0 MA
54 MA508 20250708 2407.0 2407.0 ... 16355.86 2391.0 2407.0 MA
55 MA509 20250708 2396.0 2400.0 ... 1484213.38 2382.0 2393.0 MA
56 MA510 20250708 2402.0 2410.0 ... 55405.27 2394.0 2402.0 MA
57 MA511 20250708 2415.0 2419.0 ... 57345.39 2404.0 2411.0 MA
58 MA512 20250708 2437.0 2440.0 ... 14147.85 2426.0 2430.0 MA
59 MA601 20250708 2437.0 2443.0 ... 133765.05 2428.0 2433.0 MA
60 MA602 20250708 2420.0 2420.0 ... 31.39 2415.0 2418.0 MA
61 MA603 20250708 2423.0 2424.0 ... 48.27 2414.0 2416.0 MA
62 MA604 20250708 2399.0 2400.0 ... 28.72 2393.0 2389.0 MA
63 MA605 20250708 2363.0 2369.0 ... 3066.75 2359.0 2357.0 MA
64 MA606 20250708 2360.0 2360.0 ... 2.36 2360.0 2369.0 MA
65 OI507 20250708 0.0 0.0 ... 0.00 9600.0 9550.0 OI
66 OI509 20250708 9545.0 9617.0 ... 3136464.64 9535.0 9558.0 OI
67 OI511 20250708 9529.0 9609.0 ... 142754.23 9528.0 9547.0 OI
68 OI601 20250708 9481.0 9562.0 ... 479878.54 9484.0 9500.0 OI
69 OI603 20250708 9432.0 9509.0 ... 2467.01 9452.0 9431.0 OI
70 OI605 20250708 9331.0 9400.0 ... 1681.07 9339.0 9326.0 OI
71 PF507 20250708 0.0 0.0 ... 0.00 6626.0 6626.0 PF
72 PF508 20250708 6528.0 6538.0 ... 293314.15 6520.0 6530.0 PF
73 PF509 20250708 6402.0 6418.0 ... 160759.15 6398.0 6402.0 PF
74 PF510 20250708 6394.0 6404.0 ... 44740.19 6388.0 6394.0 PF
75 PF511 20250708 6362.0 6374.0 ... 24942.24 6358.0 6366.0 PF
76 PF512 20250708 6354.0 6358.0 ... 7016.95 6340.0 6340.0 PF
77 PF601 20250708 6340.0 6370.0 ... 1924.31 6352.0 6346.0 PF
78 PF602 20250708 0.0 0.0 ... 0.00 6356.0 6334.0 PF
79 PF603 20250708 6366.0 6366.0 ... 6.37 6366.0 6356.0 PF
80 PF604 20250708 6362.0 6378.0 ... 25.49 6372.0 6376.0 PF
81 PF605 20250708 6364.0 6372.0 ... 19.10 6366.0 6362.0 PF
82 PF606 20250708 6366.0 6366.0 ... 6.37 6366.0 6370.0 PF
83 PK510 20250708 8098.0 8128.0 ... 166387.53 8106.0 8106.0 PK
84 PK511 20250708 7910.0 7934.0 ... 44778.86 7914.0 7894.0 PK
85 PK512 20250708 7906.0 7928.0 ... 173.95 7908.0 7894.0 PK
86 PK601 20250708 7916.0 7926.0 ... 2571.97 7914.0 7898.0 PK
87 PK603 20250708 7912.0 7920.0 ... 106.81 7912.0 7906.0 PK
88 PK604 20250708 7908.0 7932.0 ... 47.55 7924.0 7918.0 PK
89 PK605 20250708 7920.0 7954.0 ... 293.70 7938.0 7926.0 PK
90 PM507 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250708 5922.0 5922.0 ... 88.83 5922.0 5960.0 PR
97 PR508 20250708 5924.0 5928.0 ... 13094.31 5898.0 5910.0 PR
98 PR509 20250708 5884.0 5894.0 ... 288298.09 5870.0 5868.0 PR
99 PR510 20250708 5864.0 5874.0 ... 114788.21 5856.0 5850.0 PR
100 PR511 20250708 5854.0 5860.0 ... 39434.75 5842.0 5828.0 PR
101 PR512 20250708 5850.0 5854.0 ... 43.78 5838.0 5826.0 PR
102 PR601 20250708 5850.0 5856.0 ... 192.72 5840.0 5824.0 PR
103 PR602 20250708 5878.0 5878.0 ... 17.63 5878.0 5888.0 PR
104 PR603 20250708 5882.0 5886.0 ... 35.31 5886.0 5898.0 PR
105 PR604 20250708 5882.0 5882.0 ... 8.82 5882.0 5882.0 PR
106 PR605 20250708 5882.0 5882.0 ... 26.45 5878.0 5876.0 PR
107 PR606 20250708 0.0 0.0 ... 0.00 5858.0 5858.0 PR
108 PX507 20250708 0.0 0.0 ... 0.00 6868.0 6868.0 PX
109 PX508 20250708 6726.0 6752.0 ... 2261.81 6722.0 6704.0 PX
110 PX509 20250708 6698.0 6724.0 ... 602715.95 6696.0 6674.0 PX
111 PX510 20250708 6682.0 6704.0 ... 81425.26 6676.0 6648.0 PX
112 PX511 20250708 6636.0 6672.0 ... 110832.43 6642.0 6610.0 PX
113 PX512 20250708 6610.0 6652.0 ... 13238.85 6624.0 6590.0 PX
114 PX601 20250708 6588.0 6632.0 ... 31953.81 6604.0 6564.0 PX
115 PX602 20250708 6566.0 6566.0 ... 3.28 6566.0 6570.0 PX
116 PX603 20250708 6600.0 6600.0 ... 16.45 6578.0 6546.0 PX
117 PX604 20250708 6576.0 6584.0 ... 45.94 6562.0 6552.0 PX
118 PX605 20250708 6566.0 6580.0 ... 347.63 6560.0 6546.0 PX
119 PX606 20250708 6564.0 6564.0 ... 16.36 6544.0 6548.0 PX
120 RI507 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250708 2460.0 2471.0 ... 974.76 2455.0 2459.0 RM
127 RM508 20250708 2584.0 2591.0 ... 23671.60 2577.0 2601.0 RM
128 RM509 20250708 2585.0 2592.0 ... 634831.45 2581.0 2600.0 RM
129 RM511 20250708 2412.0 2418.0 ... 1968.22 2412.0 2425.0 RM
130 RM601 20250708 2320.0 2322.0 ... 109321.25 2312.0 2327.0 RM
131 RM603 20250708 2298.0 2303.0 ... 12043.91 2294.0 2303.0 RM
132 RM605 20250708 2318.0 2318.0 ... 11464.67 2312.0 2327.0 RM
133 RS507 20250708 0.0 0.0 ... 0.00 4961.0 4950.0 RS
134 RS508 20250708 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250708 5030.0 5048.0 ... 40.31 5039.0 5028.0 RS
136 RS511 20250708 5029.0 5073.0 ... 20.20 5049.0 5103.0 RS
137 SA507 20250708 1133.0 1139.0 ... 2514.14 1136.0 1133.0 SA
138 SA508 20250708 1160.0 1184.0 ... 24600.14 1174.0 1167.0 SA
139 SA509 20250708 1166.0 1188.0 ... 3082677.17 1177.0 1171.0 SA
140 SA510 20250708 1185.0 1204.0 ... 108192.01 1192.0 1187.0 SA
141 SA511 20250708 1188.0 1207.0 ... 136259.45 1195.0 1189.0 SA
142 SA512 20250708 1208.0 1225.0 ... 25407.26 1216.0 1208.0 SA
143 SA601 20250708 1206.0 1228.0 ... 655391.48 1215.0 1207.0 SA
144 SA602 20250708 1220.0 1237.0 ... 3446.95 1228.0 1219.0 SA
145 SA603 20250708 1222.0 1239.0 ... 3153.84 1228.0 1222.0 SA
146 SA604 20250708 1236.0 1252.0 ... 1243.48 1243.0 1235.0 SA
147 SA605 20250708 1235.0 1254.0 ... 15598.39 1244.0 1235.0 SA
148 SA606 20250708 1245.0 1260.0 ... 1131.98 1255.0 1242.0 SA
149 SF507 20250708 5456.0 5468.0 ... 3621.57 5430.0 5456.0 SF
150 SF508 20250708 5360.0 5398.0 ... 14838.51 5346.0 5380.0 SF
151 SF509 20250708 5360.0 5402.0 ... 329390.50 5352.0 5374.0 SF
152 SF510 20250708 5288.0 5348.0 ... 61128.01 5288.0 5308.0 SF
153 SF511 20250708 5396.0 5478.0 ... 97969.54 5420.0 5438.0 SF
154 SF512 20250708 5384.0 5450.0 ... 17012.16 5400.0 5406.0 SF
155 SF601 20250708 5356.0 5418.0 ... 8907.52 5362.0 5374.0 SF
156 SF602 20250708 5274.0 5350.0 ... 198.74 5300.0 5310.0 SF
157 SF603 20250708 5410.0 5460.0 ... 10.85 5424.0 5450.0 SF
158 SF604 20250708 5388.0 5434.0 ... 5.41 5412.0 5392.0 SF
159 SF605 20250708 5386.0 5450.0 ... 70.34 5412.0 5418.0 SF
160 SF606 20250708 5326.0 5386.0 ... 5.36 5356.0 5374.0 SF
161 SH507 20250708 0.0 0.0 ... 0.00 2380.0 2380.0 SH
162 SH508 20250708 2437.0 2461.0 ... 142520.27 2442.0 2415.0 SH
163 SH509 20250708 2411.0 2439.0 ... 3977284.21 2418.0 2395.0 SH
164 SH510 20250708 2415.0 2455.0 ... 274815.13 2427.0 2411.0 SH
165 SH511 20250708 2387.0 2427.0 ... 181384.84 2403.0 2384.0 SH
166 SH512 20250708 2399.0 2428.0 ... 29380.58 2410.0 2396.0 SH
167 SH601 20250708 2378.0 2401.0 ... 89735.81 2389.0 2375.0 SH
168 SH602 20250708 2405.0 2420.0 ... 1200.22 2410.0 2401.0 SH
169 SH603 20250708 2402.0 2424.0 ... 644.18 2413.0 2400.0 SH
170 SH604 20250708 2431.0 2453.0 ... 285.57 2441.0 2434.0 SH
171 SH605 20250708 2417.0 2442.0 ... 7064.79 2428.0 2421.0 SH
172 SH606 20250708 0.0 0.0 ... 0.00 2446.0 2442.0 SH
173 SM507 20250708 5598.0 5650.0 ... 939.77 5612.0 5604.0 SM
174 SM508 20250708 5640.0 5684.0 ... 14913.18 5644.0 5634.0 SM
175 SM509 20250708 5640.0 5686.0 ... 454696.44 5646.0 5648.0 SM
176 SM510 20250708 5626.0 5670.0 ... 36405.61 5632.0 5638.0 SM
177 SM511 20250708 5704.0 5748.0 ... 77016.53 5716.0 5716.0 SM
178 SM512 20250708 5710.0 5736.0 ... 8856.10 5704.0 5704.0 SM
179 SM601 20250708 5686.0 5730.0 ... 21102.79 5694.0 5696.0 SM
180 SM602 20250708 5692.0 5716.0 ... 22.85 5714.0 5704.0 SM
181 SM603 20250708 5738.0 5738.0 ... 8.59 5728.0 5708.0 SM
182 SM604 20250708 5736.0 5736.0 ... 2.87 5736.0 5720.0 SM
183 SM605 20250708 5722.0 5760.0 ... 263.57 5730.0 5734.0 SM
184 SM606 20250708 5766.0 5766.0 ... 5.76 5764.0 5748.0 SM
185 SR507 20250708 5772.0 5772.0 ... 431.58 5754.0 5769.0 SR
186 SR509 20250708 5764.0 5766.0 ... 789553.08 5744.0 5758.0 SR
187 SR511 20250708 5654.0 5661.0 ... 121185.10 5639.0 5651.0 SR
188 SR601 20250708 5610.0 5610.0 ... 90513.53 5589.0 5598.0 SR
189 SR603 20250708 5574.0 5581.0 ... 962.23 5562.0 5571.0 SR
190 SR605 20250708 5554.0 5559.0 ... 7462.91 5545.0 5549.0 SR
191 TA507 20250708 4800.0 4808.0 ... 3713.95 4786.0 4778.0 TA
192 TA508 20250708 4758.0 4766.0 ... 44175.25 4744.0 4750.0 TA
193 TA509 20250708 4720.0 4730.0 ... 2002040.93 4710.0 4704.0 TA
194 TA510 20250708 4692.0 4706.0 ... 67439.18 4688.0 4676.0 TA
195 TA511 20250708 4676.0 4694.0 ... 49846.13 4678.0 4662.0 TA
196 TA512 20250708 4664.0 4684.0 ... 8862.62 4670.0 4648.0 TA
197 TA601 20250708 4654.0 4678.0 ... 346084.03 4658.0 4632.0 TA
198 TA602 20250708 4660.0 4676.0 ... 46.62 4662.0 4634.0 TA
199 TA603 20250708 4664.0 4668.0 ... 93.12 4656.0 4638.0 TA
200 TA604 20250708 4666.0 4682.0 ... 28.01 4670.0 4638.0 TA
201 TA605 20250708 4662.0 4694.0 ... 3616.90 4670.0 4646.0 TA
202 TA606 20250708 4670.0 4688.0 ... 9.36 4680.0 4648.0 TA
203 UR507 20250708 1744.0 1754.0 ... 52.52 1751.0 1734.0 UR
204 UR508 20250708 1738.0 1761.0 ... 1819.29 1749.0 1746.0 UR
205 UR509 20250708 1745.0 1769.0 ... 678928.14 1755.0 1746.0 UR
206 UR510 20250708 1732.0 1755.0 ... 20017.08 1744.0 1733.0 UR
207 UR511 20250708 1738.0 1756.0 ... 22811.05 1747.0 1737.0 UR
208 UR512 20250708 1729.0 1739.0 ... 287.18 1730.0 1723.0 UR
209 UR601 20250708 1707.0 1729.0 ... 66183.29 1718.0 1710.0 UR
210 UR602 20250708 1702.0 1722.0 ... 367.03 1715.0 1707.0 UR
211 UR603 20250708 1732.0 1742.0 ... 83.40 1737.0 1727.0 UR
212 UR604 20250708 1729.0 1733.0 ... 62.35 1732.0 1722.0 UR
213 UR605 20250708 1711.0 1730.0 ... 2853.76 1721.0 1714.0 UR
214 UR606 20250708 1708.0 1722.0 ... 75.56 1717.0 1711.0 UR
215 WH507 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 16:26:12,443 - future_1d - INFO - ak.get_czce_daily('2025-07-08') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250708 505.5 513.8 ... 7741069.04 509.9 501.3 SC
1 SC2509 20250708 502.7 508.4 ... 1711097.24 505 496.9 SC
2 SC2510 20250708 496 500.3 ... 366004.61 497.6 490.6 SC
3 SC2511 20250708 490.6 494.9 ... 50024.83 491.4 485.9 SC
4 SC2512 20250708 486.6 490.7 ... 50669.61 487.2 482.5 SC
5 SC2601 20250708 484.2 487.8 ... 26193.5 484.1 480.5 SC
6 SC2602 20250708 482.2 484.6 ... 13084.75 477.5 478.5 SC
7 SC2603 20250708 476.1 481.6 ... 1386.43 478 474.4 SC
8 SC2604 20250708 475.6 475.6 ... 95.12 475.6 473.4 SC
9 SC2605 20250708 ... 0 473.2 473.1 SC
10 SC2606 20250708 477 477 ... 664.64 474.7 470.9 SC
11 SC2607 20250708 ... 0 471.9 471.9 SC
12 SC2609 20250708 473.4 474.1 ... 141.74 472.4 468 SC
13 SC2612 20250708 468.3 473.8 ... 188.39 470.9 465.1 SC
14 SC2703 20250708 ... 0 466.9 466.2 SC
15 SC2706 20250708 473.5 473.5 ... 94.1 470.5 464.3 SC
16 SC2709 20250708 ... 0 464.9 464 SC
17 SC2712 20250708 466.5 466.5 ... 46.65 466.5 461 SC
18 SC2803 20250708 465.4 465.4 ... 139.6 465.3 461.5 SC
19 SC2806 20250708 463.8 463.9 ... 231.64 463.2 461.3 SC
21 LU2508 20250708 3663 3699 ... 8779.438 3678 3617 LU
22 LU2509 20250708 3637 3684 ... 309091.246 3662 3602 LU
23 LU2510 20250708 3610 3643 ... 92684.189 3625 3573 LU
24 LU2511 20250708 3578 3607 ... 3229.28 3588 3545 LU
25 LU2512 20250708 3547 3568 ... 191.752 3550 3501 LU
26 LU2601 20250708 3524 3537 ... 194.019 3527 3488 LU
27 LU2602 20250708 3503 3512 ... 10.519 3506 3475 LU
28 LU2603 20250708 3484 3498 ... 27.912 3489 3475 LU
29 LU2604 20250708 3485 3487 ... 13.944 3486 3425 LU
30 LU2605 20250708 3456 3470 ... 34.63 3463 3413 LU
31 LU2606 20250708 3450 3450 ... 17.247 3449 3398 LU
32 LU2607 20250708 3445 3445 ... 3.445 3445 3403 LU
34 NR2507 20250708 11980 12060 ... 2865.85 11940 11960 NR
35 NR2508 20250708 12030 12130 ... 671760.75 12045 12005 NR
36 NR2509 20250708 12055 12130 ... 394393.425 12050 11995 NR
37 NR2510 20250708 12045 12135 ... 71143.42 12055 12005 NR
38 NR2511 20250708 12050 12145 ... 10366.365 12080 12005 NR
39 NR2512 20250708 12110 12170 ... 5859.625 12105 12030 NR
40 NR2601 20250708 12120 12190 ... 10453.56 12125 12055 NR
41 NR2602 20250708 12170 12170 ... 24.34 12170 12075 NR
42 NR2603 20250708 12165 12165 ... 48.62 12155 12070 NR
43 NR2604 20250708 12155 12235 ... 60.875 12175 12065 NR
44 NR2605 20250708 12180 12255 ... 73.295 12215 12105 NR
45 NR2606 20250708 ... 0 12260 12260 NR
47 BC2507 20250708 70600 70600 ... 353 70600 70600 BC
48 BC2508 20250708 70660 70900 ... 102008.585 70690 70770 BC
49 BC2509 20250708 70490 70770 ... 7935.07 70530 70590 BC
50 BC2510 20250708 ... 0 70980 70980 BC
51 BC2511 20250708 ... 0 71800 71800 BC
52 BC2512 20250708 ... 0 70700 70700 BC
53 BC2601 20250708 ... 0 70900 71130 BC
54 BC2602 20250708 ... 0 69410 69410 BC
55 BC2603 20250708 ... 0 69290 69290 BC
56 BC2604 20250708 ... 0 70800 70800 BC
57 BC2605 20250708 ... 0 70970 70970 BC
58 BC2606 20250708 ... 0 70490 70490 BC
60 EC2508 20250708 1900 2038 ... 570605.501 1979 1872.2 EC
61 EC2510 20250708 1358 1414 ... 149230.498 1387.7 1341.2 EC
62 EC2512 20250708 1552.1 1611.3 ... 29338.399 1571.8 1518.9 EC
63 EC2602 20250708 1337.1 1380 ... 5019.276 1356.5 1326.2 EC
64 EC2604 20250708 1170 1195 ... 8057.382 1181.4 1163.3 EC
65 EC2606 20250708 1330 1344 ... 866.5095 1333 1314.7 EC
68 SC_TAS2508 20250708 ... SC_TAS
69 SC_TAS2509 20250708 ... SC_TAS
70 SC_TAS2510 20250708 ... SC_TAS
71 SC_TAS2511 20250708 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 16:26:12,511 - future_1d - INFO - ak.get_ine_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 a2507 20250708 4150.0 ... 4150.00 4156.00 A
1 a2509 20250708 4083.0 ... 4090.00 4091.00 A
2 a2511 20250708 4033.0 ... 4037.00 4040.00 A
3 a2601 20250708 4018.0 ... 4022.00 4022.00 A
4 a2603 20250708 4012.0 ... 4014.00 4014.00 A
5 a2605 20250708 4040.0 ... 4052.00 4049.00 A
6 b2507 20250708 0.0 ... 3550.00 3550.00 B
7 b2508 20250708 3507.0 ... 3515.00 3533.00 B
8 b2509 20250708 3568.0 ... 3571.00 3579.00 B
9 b2510 20250708 3615.0 ... 3614.00 3626.00 B
10 b2511 20250708 3624.0 ... 3635.00 3642.00 B
11 b2512 20250708 3660.0 ... 3656.00 3670.00 B
12 b2601 20250708 3645.0 ... 3643.00 3655.00 B
13 b2602 20250708 3617.0 ... 3619.00 3628.00 B
14 b2603 20250708 3541.0 ... 3540.00 3543.00 B
15 b2604 20250708 3443.0 ... 3445.00 3449.00 B
16 b2605 20250708 3380.0 ... 3377.00 3382.00 B
17 b2606 20250708 3377.0 ... 3373.00 3380.00 B
18 bb2509 20250708 153.4 ... 154.15 153.70 BB
19 bb2511 20250708 157.5 ... 158.00 156.65 BB
20 bb2601 20250708 156.5 ... 156.25 155.35 BB
21 bb2603 20250708 0.0 ... 165.75 164.80 BB
22 bb2605 20250708 0.0 ... 165.75 164.80 BB
23 bz2603 20250708 5900.0 ... 5922.00 5900.00 BZ
24 bz2604 20250708 5950.0 ... 5919.00 5900.00 BZ
25 bz2605 20250708 6050.0 ... 5924.00 5900.00 BZ
26 bz2606 20250708 5900.0 ... 5913.00 5900.00 BZ
27 c2507 20250708 2335.0 ... 2316.00 2335.00 C
28 c2509 20250708 2326.0 ... 2320.00 2337.00 C
29 c2511 20250708 2284.0 ... 2276.00 2292.00 C
30 c2601 20250708 2245.0 ... 2240.00 2257.00 C
31 c2603 20250708 2244.0 ... 2240.00 2255.00 C
32 c2605 20250708 2280.0 ... 2266.00 2289.00 C
33 cs2507 20250708 0.0 ... 2729.00 2729.00 CS
34 cs2509 20250708 2680.0 ... 2675.00 2692.00 CS
35 cs2511 20250708 2629.0 ... 2630.00 2642.00 CS
36 cs2601 20250708 2630.0 ... 2629.00 2642.00 CS
37 cs2603 20250708 2619.0 ... 2616.00 2627.00 CS
38 cs2605 20250708 2660.0 ... 2652.00 2669.00 CS
39 eb2507 20250708 0.0 ... 7499.00 7539.00 EB
40 eb2508 20250708 7356.0 ... 7334.00 7354.00 EB
41 eb2509 20250708 7275.0 ... 7241.00 7262.00 EB
42 eb2510 20250708 7191.0 ... 7157.00 7178.00 EB
43 eb2511 20250708 7107.0 ... 7087.00 7103.00 EB
44 eb2512 20250708 7069.0 ... 7050.00 7064.00 EB
45 eb2601 20250708 7061.0 ... 7048.00 7061.00 EB
46 eb2602 20250708 7099.0 ... 7062.00 7088.00 EB
47 eb2603 20250708 7093.0 ... 7082.00 7102.00 EB
48 eb2604 20250708 7085.0 ... 7069.00 7082.00 EB
49 eb2605 20250708 7081.0 ... 7056.00 7088.00 EB
50 eb2606 20250708 7080.0 ... 7060.00 7080.00 EB
51 eg2507 20250708 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250708 4262.0 ... 4257.00 4266.00 EG
53 eg2509 20250708 4285.0 ... 4273.00 4282.00 EG
54 eg2510 20250708 4292.0 ... 4284.00 4290.00 EG
55 eg2511 20250708 4305.0 ... 4291.00 4298.00 EG
56 eg2512 20250708 4297.0 ... 4285.00 4308.00 EG
57 eg2601 20250708 4319.0 ... 4300.00 4314.00 EG
58 eg2602 20250708 4298.0 ... 4299.00 4319.00 EG
59 eg2603 20250708 4334.0 ... 4334.00 4318.00 EG
60 eg2604 20250708 0.0 ... 4330.00 4330.00 EG
61 eg2605 20250708 4326.0 ... 4331.00 4325.00 EG
62 eg2606 20250708 4329.0 ... 4329.00 4357.00 EG
63 fb2507 20250708 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250708 1325.0 ... 1325.00 1331.00 FB
65 fb2509 20250708 1310.5 ... 1310.50 1309.00 FB
66 fb2510 20250708 1327.0 ... 1325.00 1327.50 FB
67 fb2511 20250708 1324.0 ... 1325.00 1325.00 FB
68 fb2512 20250708 1322.0 ... 1323.50 1324.00 FB
69 fb2601 20250708 1297.0 ... 1300.50 1306.00 FB
70 fb2602 20250708 0.0 ... 1290.50 1295.50 FB
71 fb2603 20250708 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250708 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250708 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250708 0.0 ... 1292.50 1292.50 FB
75 i2507 20250708 0.0 ... 748.00 729.50 I
76 i2508 20250708 736.0 ... 736.50 737.00 I
77 i2509 20250708 731.0 ... 731.50 732.00 I
78 i2510 20250708 724.5 ... 725.50 725.50 I
79 i2511 20250708 718.5 ... 719.00 720.00 I
80 i2512 20250708 711.0 ... 712.00 713.00 I
81 i2601 20250708 708.0 ... 705.00 706.50 I
82 i2602 20250708 703.0 ... 702.00 704.50 I
83 i2603 20250708 698.5 ... 699.00 700.50 I
84 i2604 20250708 695.5 ... 695.00 696.50 I
85 i2605 20250708 687.5 ... 688.50 688.50 I
86 i2606 20250708 680.5 ... 682.50 683.50 I
87 j2507 20250708 0.0 ... 1304.50 1304.50 J
88 j2508 20250708 1381.5 ... 1392.50 1391.00 J
89 j2509 20250708 1417.0 ... 1421.50 1422.50 J
90 j2510 20250708 1428.0 ... 1433.00 1440.50 J
91 j2511 20250708 0.0 ... 1450.00 1450.00 J
92 j2512 20250708 1459.0 ... 1464.00 1452.00 J
93 j2601 20250708 1468.0 ... 1466.50 1464.00 J
94 j2602 20250708 0.0 ... 1481.50 1481.50 J
95 j2603 20250708 1506.0 ... 1505.00 1522.50 J
96 j2604 20250708 0.0 ... 1499.50 1499.50 J
97 j2605 20250708 1504.0 ... 1509.00 1504.50 J
98 j2606 20250708 0.0 ... 1528.00 1528.00 J
99 jd2507 20250708 2820.0 ... 2778.00 2814.00 JD
100 jd2508 20250708 3450.0 ... 3447.00 3491.00 JD
101 jd2509 20250708 3566.0 ... 3577.00 3609.00 JD
102 jd2510 20250708 3362.0 ... 3369.00 3375.00 JD
103 jd2511 20250708 3411.0 ... 3413.00 3420.00 JD
104 jd2512 20250708 3570.0 ... 3568.00 3575.00 JD
105 jd2601 20250708 3620.0 ... 3628.00 3629.00 JD
106 jd2602 20250708 3196.0 ... 3199.00 3197.00 JD
107 jd2603 20250708 3200.0 ... 3203.00 3203.00 JD
108 jd2604 20250708 3344.0 ... 3340.00 3336.00 JD
109 jd2605 20250708 3410.0 ... 3412.00 3404.00 JD
110 jd2606 20250708 3253.0 ... 3266.00 3258.00 JD
111 jm2507 20250708 822.0 ... 830.00 800.00 JM
112 jm2508 20250708 795.5 ... 798.00 793.50 JM
113 jm2509 20250708 832.0 ... 839.50 836.50 JM
114 jm2510 20250708 852.5 ... 856.50 854.50 JM
115 jm2511 20250708 867.0 ... 869.50 866.50 JM
116 jm2512 20250708 878.0 ... 880.00 878.50 JM
117 jm2601 20250708 885.0 ... 887.50 885.50 JM
118 jm2602 20250708 896.5 ... 896.00 896.00 JM
119 jm2603 20250708 899.0 ... 900.50 897.00 JM
120 jm2604 20250708 916.0 ... 914.00 908.50 JM
121 jm2605 20250708 918.5 ... 918.00 917.00 JM
122 jm2606 20250708 923.5 ... 928.50 926.50 JM
123 l2507 20250708 0.0 ... 7291.00 7291.00 L
124 l2508 20250708 7257.0 ... 7256.00 7257.00 L
125 l2509 20250708 7255.0 ... 7250.00 7250.00 L
126 l2510 20250708 7247.0 ... 7245.00 7241.00 L
127 l2511 20250708 7244.0 ... 7242.00 7240.00 L
128 l2512 20250708 7241.0 ... 7236.00 7233.00 L
129 l2601 20250708 7223.0 ... 7229.00 7220.00 L
130 l2602 20250708 7197.0 ... 7199.00 7210.00 L
131 l2603 20250708 7199.0 ... 7194.00 7214.00 L
132 l2604 20250708 7221.0 ... 7215.00 7291.00 L
133 l2605 20250708 7199.0 ... 7205.00 7201.00 L
134 l2606 20250708 7209.0 ... 7210.00 7215.00 L
135 lg2507 20250708 820.0 ... 819.50 823.00 LG
136 lg2509 20250708 785.0 ... 787.00 788.50 LG
137 lg2511 20250708 784.0 ... 784.00 784.00 LG
138 lg2601 20250708 783.0 ... 783.00 784.00 LG
139 lg2603 20250708 783.5 ... 785.00 786.50 LG
140 lg2605 20250708 787.5 ... 790.50 787.50 LG
141 lh2507 20250708 0.0 ... 13970.00 13970.00 LH
142 lh2509 20250708 14240.0 ... 14270.00 14255.00 LH
143 lh2511 20250708 13700.0 ... 13680.00 13720.00 LH
144 lh2601 20250708 13810.0 ... 13730.00 13800.00 LH
145 lh2603 20250708 12990.0 ... 12995.00 13000.00 LH
146 lh2605 20250708 13200.0 ... 13180.00 13180.00 LH
147 m2507 20250708 2808.0 ... 2802.00 2808.00 M
148 m2508 20250708 2913.0 ... 2919.00 2929.00 M
149 m2509 20250708 2935.0 ... 2938.00 2948.00 M
150 m2511 20250708 2973.0 ... 2975.00 2984.00 M
151 m2512 20250708 3011.0 ... 3012.00 3021.00 M
152 m2601 20250708 2988.0 ... 2990.00 3002.00 M
153 m2603 20250708 2855.0 ... 2856.00 2861.00 M
154 m2605 20250708 2710.0 ... 2706.00 2710.00 M
155 p2507 20250708 0.0 ... 8468.00 8468.00 P
156 p2508 20250708 8496.0 ... 8588.00 8470.00 P
157 p2509 20250708 8476.0 ... 8554.00 8446.00 P
158 p2510 20250708 8482.0 ... 8576.00 8452.00 P
159 p2511 20250708 8492.0 ... 8556.00 8450.00 P
160 p2512 20250708 8486.0 ... 8568.00 8450.00 P
161 p2601 20250708 8480.0 ... 8564.00 8454.00 P
162 p2602 20250708 8466.0 ... 8572.00 8446.00 P
163 p2603 20250708 8434.0 ... 8518.00 8416.00 P
164 p2604 20250708 8394.0 ... 8482.00 8374.00 P
165 p2605 20250708 8350.0 ... 8414.00 8324.00 P
166 p2606 20250708 8328.0 ... 8402.00 8312.00 P
167 pg2507 20250708 0.0 ... 4205.00 4205.00 PG
168 pg2508 20250708 4199.0 ... 4184.00 4179.00 PG
169 pg2509 20250708 4089.0 ... 4078.00 4078.00 PG
170 pg2510 20250708 4494.0 ... 4484.00 4477.00 PG
171 pg2511 20250708 4406.0 ... 4399.00 4393.00 PG
172 pg2512 20250708 4328.0 ... 4319.00 4315.00 PG
173 pg2601 20250708 4248.0 ... 4244.00 4232.00 PG
174 pg2602 20250708 4164.0 ... 4164.00 4158.00 PG
175 pg2603 20250708 4075.0 ... 4083.00 4072.00 PG
176 pg2604 20250708 4370.0 ... 4379.00 4369.00 PG
177 pg2605 20250708 4265.0 ... 4274.00 4267.00 PG
178 pg2606 20250708 4204.0 ... 4204.00 4205.00 PG
179 pp2507 20250708 7068.0 ... 7068.00 7051.00 PP
180 pp2508 20250708 7056.0 ... 7051.00 7057.00 PP
181 pp2509 20250708 7066.0 ... 7054.00 7059.00 PP
182 pp2510 20250708 7033.0 ... 7017.00 7030.00 PP
183 pp2511 20250708 7028.0 ... 7014.00 7028.00 PP
184 pp2512 20250708 7034.0 ... 7017.00 7030.00 PP
185 pp2601 20250708 7026.0 ... 7014.00 7023.00 PP
186 pp2602 20250708 0.0 ... 7015.00 7015.00 PP
187 pp2603 20250708 0.0 ... 7004.00 7004.00 PP
188 pp2604 20250708 7006.0 ... 7006.00 7015.00 PP
189 pp2605 20250708 7016.0 ... 7001.00 7009.00 PP
190 pp2606 20250708 7000.0 ... 7005.00 7011.00 PP
191 rr2507 20250708 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250708 3594.0 ... 3587.00 3585.00 RR
193 rr2509 20250708 3597.0 ... 3595.00 3598.00 RR
194 rr2510 20250708 3610.0 ... 3608.00 3611.00 RR
195 rr2511 20250708 3605.0 ... 3605.00 3606.00 RR
196 rr2512 20250708 3596.0 ... 3596.00 3604.00 RR
197 rr2601 20250708 3603.0 ... 3598.00 3604.00 RR
198 rr2602 20250708 3617.0 ... 3610.00 3614.00 RR
199 rr2603 20250708 3611.0 ... 3611.00 3614.00 RR
200 rr2604 20250708 3625.0 ... 3622.00 3619.00 RR
201 rr2605 20250708 3615.0 ... 3614.00 3617.00 RR
202 rr2606 20250708 0.0 ... 3609.00 3609.00 RR
203 v2507 20250708 4821.0 ... 4812.00 4818.00 V
204 v2508 20250708 4856.0 ... 4848.00 4855.00 V
205 v2509 20250708 4882.0 ... 4886.00 4891.00 V
206 v2510 20250708 4919.0 ... 4915.00 4917.00 V
207 v2511 20250708 4950.0 ... 4944.00 4948.00 V
208 v2512 20250708 4966.0 ... 4969.00 4978.00 V
209 v2601 20250708 4995.0 ... 4991.00 4989.00 V
210 v2602 20250708 5003.0 ... 5013.00 5004.00 V
211 v2603 20250708 5035.0 ... 5035.00 5029.00 V
212 v2604 20250708 5181.0 ... 5177.00 5169.00 V
213 v2605 20250708 5190.0 ... 5198.00 5190.00 V
214 v2606 20250708 5204.0 ... 5209.00 5199.00 V
215 y2507 20250708 0.0 ... 8038.00 8038.00 Y
216 y2508 20250708 7884.0 ... 7884.00 7894.00 Y
217 y2509 20250708 7888.0 ... 7908.00 7896.00 Y
218 y2511 20250708 7920.0 ... 7930.00 7920.00 Y
219 y2512 20250708 7956.0 ... 7972.00 7956.00 Y
220 y2601 20250708 7902.0 ... 7910.00 7896.00 Y
221 y2603 20250708 7818.0 ... 7820.00 7800.00 Y
222 y2605 20250708 7604.0 ... 7612.00 7602.00 Y
[223 rows x 12 columns]
2025-07-09 16:26:13,156 - future_1d - INFO - ak.get_dce_daily('2025-07-08') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250708 ... 79720 79720 CU
1 1 CU2508 20250708 ... 79480 79510 CU
2 2 CU2509 20250708 ... 79310 79290 CU
3 3 CU2510 20250708 ... 79040 79040 CU
4 4 CU2511 20250708 ... 78800 78820 CU
5 5 CU2512 20250708 ... 78630 78640 CU
6 6 CU2601 20250708 ... 78520 78480 CU
7 7 CU2602 20250708 ... 78360 78430 CU
8 8 CU2603 20250708 ... 78250 78350 CU
9 9 CU2604 20250708 ... 78280 78330 CU
10 10 CU2605 20250708 ... 78300 78370 CU
11 11 CU2606 20250708 ... 78440 78230 CU
12 12 BC2507 20250708 ... 70600 70600 BC
13 13 BC2508 20250708 ... 70690 70770 BC
14 14 BC2509 20250708 ... 70530 70590 BC
15 15 BC2510 20250708 ... 70980 70980 BC
16 16 BC2511 20250708 ... 71800 71800 BC
17 17 BC2512 20250708 ... 70700 70700 BC
18 18 BC2601 20250708 ... 70900 71130 BC
19 19 BC2602 20250708 ... 69410 69410 BC
20 20 BC2603 20250708 ... 69290 69290 BC
21 21 BC2604 20250708 ... 70800 70800 BC
22 22 BC2605 20250708 ... 70970 70970 BC
23 23 BC2606 20250708 ... 70490 70490 BC
24 24 AL2507 20250708 ... 20670 20670 AL
25 25 AL2508 20250708 ... 20495 20500 AL
26 26 AL2509 20250708 ... 20435 20425 AL
27 27 AL2510 20250708 ... 20360 20335 AL
28 28 AL2511 20250708 ... 20275 20225 AL
29 29 AL2512 20250708 ... 20185 20160 AL
30 30 AL2601 20250708 ... 20130 20075 AL
31 31 AL2602 20250708 ... 20125 20055 AL
32 32 AL2603 20250708 ... 20145 20055 AL
33 33 AL2604 20250708 ... 20140 20080 AL
34 34 AL2605 20250708 ... 20160 20095 AL
35 35 AL2606 20250708 ... 20165 20105 AL
36 36 ZN2507 20250708 ... 22020 22185 ZN
37 37 ZN2508 20250708 ... 22005 22185 ZN
38 38 ZN2509 20250708 ... 21910 22115 ZN
39 39 ZN2510 20250708 ... 21845 22050 ZN
40 40 ZN2511 20250708 ... 21785 21980 ZN
41 41 ZN2512 20250708 ... 21745 22020 ZN
42 42 ZN2601 20250708 ... 21710 21865 ZN
43 43 ZN2602 20250708 ... 21685 21975 ZN
44 44 ZN2603 20250708 ... 21705 21835 ZN
45 45 ZN2604 20250708 ... 21675 21780 ZN
46 46 ZN2605 20250708 ... 21660 21830 ZN
47 47 ZN2606 20250708 ... 21640 21800 ZN
48 48 PB2507 20250708 ... 17065 17140 PB
49 49 PB2508 20250708 ... 17115 17210 PB
50 50 PB2509 20250708 ... 17135 17220 PB
51 51 PB2510 20250708 ... 17130 17215 PB
52 52 PB2511 20250708 ... 17135 17205 PB
53 53 PB2512 20250708 ... 17150 17205 PB
54 54 PB2601 20250708 ... 17160 17160 PB
55 55 PB2602 20250708 ... 17140 17235 PB
56 56 PB2603 20250708 ... 17125 17190 PB
57 57 PB2604 20250708 ... 17140 17240 PB
58 58 PB2605 20250708 ... 17120 17230 PB
59 59 PB2606 20250708 ... 17115 17205 PB
60 60 NI2507 20250708 ... 120260 120990 NI
61 61 NI2508 20250708 ... 120590 121180 NI
62 62 NI2509 20250708 ... 120670 121230 NI
63 63 NI2510 20250708 ... 120790 121300 NI
64 64 NI2511 20250708 ... 121000 121490 NI
65 65 NI2512 20250708 ... 121160 121580 NI
66 66 NI2601 20250708 ... 121290 121800 NI
67 67 NI2602 20250708 ... 121530 121860 NI
68 68 NI2603 20250708 ... 121700 121940 NI
69 69 NI2604 20250708 ... 121890 122520 NI
70 70 NI2605 20250708 ... 122350 122830 NI
71 71 NI2606 20250708 ... 122370 122890 NI
72 72 SN2507 20250708 ... 264710 265940 SN
73 73 SN2508 20250708 ... 264240 265680 SN
74 74 SN2509 20250708 ... 264440 265560 SN
75 75 SN2510 20250708 ... 264220 265230 SN
76 76 SN2511 20250708 ... 264030 264030 SN
77 77 SN2512 20250708 ... 263910 263190 SN
78 78 SN2601 20250708 ... 263970 262930 SN
79 79 SN2602 20250708 ... 263730 262230 SN
80 80 SN2603 20250708 ... 264130 262980 SN
81 81 SN2604 20250708 ... 263550 262990 SN
82 82 SN2605 20250708 ... 263190 262960 SN
83 83 SN2606 20250708 ... 262100 265830 SN
84 84 AO2507 20250708 ... 3340 3187 AO
85 85 AO2508 20250708 ... 3143 3073 AO
86 86 AO2509 20250708 ... 3064 3026 AO
87 87 AO2510 20250708 ... 3021 2998 AO
88 88 AO2511 20250708 ... 3006 2988 AO
89 89 AO2512 20250708 ... 2996 2982 AO
90 90 AO2601 20250708 ... 2987 2971 AO
91 91 AO2602 20250708 ... 2990 2968 AO
92 92 AO2603 20250708 ... 2979 2962 AO
93 93 AO2604 20250708 ... 2978 2967 AO
94 94 AO2605 20250708 ... 2971 2958 AO
95 95 AO2606 20250708 ... 2971 2963 AO
96 96 AD2511 20250708 ... 19810 19760 AD
97 97 AD2512 20250708 ... 19740 19675 AD
98 98 AD2601 20250708 ... 19645 19615 AD
99 99 AD2602 20250708 ... 19665 19595 AD
100 100 AD2603 20250708 ... 19605 19465 AD
101 101 AD2604 20250708 ... 19670 19670 AD
102 102 AD2605 20250708 ... 19525 19455 AD
103 103 AD2606 20250708 ... 19495 19495 AD
104 104 AU2507 20250708 ... 772.88 770.7 AU
105 105 AU2508 20250708 ... 772.5 770.94 AU
106 106 AU2509 20250708 ... 771.42 771.38 AU
107 107 AU2510 20250708 ... 774.54 772.92 AU
108 108 AU2512 20250708 ... 776.36 774.38 AU
109 109 AU2602 20250708 ... 778.54 776.44 AU
110 110 AU2604 20250708 ... 780.96 778.1 AU
111 111 AU2606 20250708 ... 782.16 780.28 AU
112 112 AG2507 20250708 ... 8909 8881 AG
113 113 AG2508 20250708 ... 8883 8908 AG
114 114 AG2509 20250708 ... 8894 8917 AG
115 115 AG2510 20250708 ... 8917 8933 AG
116 116 AG2511 20250708 ... 8919 8939 AG
117 117 AG2512 20250708 ... 8934 8949 AG
118 118 AG2601 20250708 ... 8942 8963 AG
119 119 AG2602 20250708 ... 8958 8972 AG
120 120 AG2603 20250708 ... 8964 8979 AG
121 121 AG2604 20250708 ... 8986 8993 AG
122 122 AG2605 20250708 ... 8994 9001 AG
123 123 AG2606 20250708 ... 9006 9019 AG
124 124 RB2507 20250708 ... 3070 3082 RB
125 125 RB2508 20250708 ... 3026 3027 RB
126 126 RB2509 20250708 ... 3027 3032 RB
127 127 RB2510 20250708 ... 3061 3067 RB
128 128 RB2511 20250708 ... 3074 3080 RB
129 129 RB2512 20250708 ... 3088 3094 RB
130 130 RB2601 20250708 ... 3081 3086 RB
131 131 RB2602 20250708 ... 3070 3071 RB
132 132 RB2603 20250708 ... 3078 3077 RB
133 133 RB2604 20250708 ... 3078 3075 RB
134 134 RB2605 20250708 ... 3094 3094 RB
135 135 RB2606 20250708 ... 3097 3100 RB
136 136 WR2507 20250708 ... 3356 3356 WR
137 137 WR2508 20250708 ... 3378 3378 WR
138 138 WR2509 20250708 ... 3251 3251 WR
139 139 WR2510 20250708 ... 3306 3305 WR
140 140 WR2511 20250708 ... 3350 3365 WR
141 141 WR2512 20250708 ... 3362 3362 WR
142 142 WR2601 20250708 ... 3298 3245 WR
143 143 WR2602 20250708 ... 3396 3396 WR
144 144 WR2603 20250708 ... 3387 3387 WR
145 145 WR2604 20250708 ... 3392 3392 WR
146 146 WR2605 20250708 ... 3370 3370 WR
147 147 WR2606 20250708 ... 3321 3268 WR
148 148 HC2507 20250708 ... 3191 3195 HC
149 149 HC2508 20250708 ... 3199 3202 HC
150 150 HC2509 20250708 ... 3196 3205 HC
151 151 HC2510 20250708 ... 3187 3193 HC
152 152 HC2511 20250708 ... 3192 3198 HC
153 153 HC2512 20250708 ... 3193 3199 HC
154 154 HC2601 20250708 ... 3198 3201 HC
155 155 HC2602 20250708 ... 3203 3213 HC
156 156 HC2603 20250708 ... 3196 3210 HC
157 157 HC2604 20250708 ... 3207 3208 HC
158 158 HC2605 20250708 ... 3201 3203 HC
159 159 HC2606 20250708 ... 3215 3220 HC
160 160 SS2507 20250708 ... 12560 12525 SS
161 161 SS2508 20250708 ... 12725 12660 SS
162 162 SS2509 20250708 ... 12660 12610 SS
163 163 SS2510 20250708 ... 12650 12595 SS
164 164 SS2511 20250708 ... 12685 12620 SS
165 165 SS2512 20250708 ... 12705 12645 SS
166 166 SS2601 20250708 ... 12745 12685 SS
167 167 SS2602 20250708 ... 12790 12740 SS
168 168 SS2603 20250708 ... 12815 12770 SS
169 169 SS2604 20250708 ... 12855 12780 SS
170 170 SS2605 20250708 ... 12875 12820 SS
171 171 SS2606 20250708 ... 12920 12840 SS
172 172 SC2508 20250708 ... 509.9 501.3 SC
173 173 SC2509 20250708 ... 505 496.9 SC
174 174 SC2510 20250708 ... 497.6 490.6 SC
175 175 SC2511 20250708 ... 491.4 485.9 SC
176 176 SC2512 20250708 ... 487.2 482.5 SC
177 177 SC2601 20250708 ... 484.1 480.5 SC
178 178 SC2602 20250708 ... 477.5 478.5 SC
179 179 SC2603 20250708 ... 478 474.4 SC
180 180 SC2604 20250708 ... 475.6 473.4 SC
181 181 SC2605 20250708 ... 473.2 473.1 SC
182 182 SC2606 20250708 ... 474.7 470.9 SC
183 183 SC2607 20250708 ... 471.9 471.9 SC
184 184 SC2609 20250708 ... 472.4 468 SC
185 185 SC2612 20250708 ... 470.9 465.1 SC
186 186 SC2703 20250708 ... 466.9 466.2 SC
187 187 SC2706 20250708 ... 470.5 464.3 SC
188 188 SC2709 20250708 ... 464.9 464 SC
189 189 SC2712 20250708 ... 466.5 461 SC
190 190 SC2803 20250708 ... 465.3 461.5 SC
191 191 SC2806 20250708 ... 463.2 461.3 SC
192 192 LU2508 20250708 ... 3678 3617 LU
193 193 LU2509 20250708 ... 3662 3602 LU
194 194 LU2510 20250708 ... 3625 3573 LU
195 195 LU2511 20250708 ... 3588 3545 LU
196 196 LU2512 20250708 ... 3550 3501 LU
197 197 LU2601 20250708 ... 3527 3488 LU
198 198 LU2602 20250708 ... 3506 3475 LU
199 199 LU2603 20250708 ... 3489 3475 LU
200 200 LU2604 20250708 ... 3486 3425 LU
201 201 LU2605 20250708 ... 3463 3413 LU
202 202 LU2606 20250708 ... 3449 3398 LU
203 203 LU2607 20250708 ... 3445 3403 LU
204 204 FU2508 20250708 ... 2931 2906 FU
205 205 FU2509 20250708 ... 2967 2940 FU
206 206 FU2510 20250708 ... 2941 2907 FU
207 207 FU2511 20250708 ... 2907 2881 FU
208 208 FU2512 20250708 ... 2877 2848 FU
209 209 FU2601 20250708 ... 2865 2838 FU
210 210 FU2602 20250708 ... 2854 2829 FU
211 211 FU2603 20250708 ... 2836 2813 FU
212 212 FU2604 20250708 ... 2823 2797 FU
213 213 FU2605 20250708 ... 2808 2785 FU
214 214 FU2606 20250708 ... 2793 2775 FU
215 215 FU2607 20250708 ... 2778 2762 FU
216 216 BU2507 20250708 ... 3665 3615 BU
217 217 BU2508 20250708 ... 3620 3589 BU
218 218 BU2509 20250708 ... 3592 3562 BU
219 219 BU2510 20250708 ... 3541 3512 BU
220 220 BU2511 20250708 ... 3471 3444 BU
221 221 BU2512 20250708 ... 3393 3369 BU
222 222 BU2601 20250708 ... 3351 3328 BU
223 223 BU2602 20250708 ... 3345 3319 BU
224 224 BU2603 20250708 ... 3305 3305 BU
225 225 BU2604 20250708 ... 3320 3299 BU
226 226 BU2605 20250708 ... 3315 3288 BU
227 227 BU2606 20250708 ... 3299 3279 BU
228 228 BU2609 20250708 ... 3282 3270 BU
229 229 BU2612 20250708 ... 3243 3226 BU
230 230 BU2703 20250708 ... 3247 3223 BU
231 231 BU2706 20250708 ... 3240 3227 BU
232 232 BR2507 20250708 ... 11200 11160 BR
233 233 BR2508 20250708 ... 11205 11030 BR
234 234 BR2509 20250708 ... 11130 10965 BR
235 235 BR2510 20250708 ... 11100 10935 BR
236 236 BR2511 20250708 ... 11075 10920 BR
237 237 BR2512 20250708 ... 11045 10910 BR
238 238 BR2601 20250708 ... 11060 10920 BR
239 239 BR2602 20250708 ... 11045 10910 BR
240 240 BR2603 20250708 ... 11065 10900 BR
241 241 BR2604 20250708 ... 11015 10895 BR
242 242 BR2605 20250708 ... 11025 10925 BR
243 243 BR2606 20250708 ... 11010 10960 BR
244 244 RU2507 20250708 ... 13855 13845 RU
245 245 RU2508 20250708 ... 13940 13915 RU
246 246 RU2509 20250708 ... 13990 13935 RU
247 247 RU2510 20250708 ... 14040 13950 RU
248 248 RU2511 20250708 ... 14010 13955 RU
249 249 RU2601 20250708 ... 14860 14805 RU
250 250 RU2603 20250708 ... 14840 14820 RU
251 251 RU2604 20250708 ... 14845 14845 RU
252 252 RU2605 20250708 ... 14910 14870 RU
253 253 RU2606 20250708 ... 14950 14950 RU
254 254 NR2507 20250708 ... 11940 11960 NR
255 255 NR2508 20250708 ... 12045 12005 NR
256 256 NR2509 20250708 ... 12050 11995 NR
257 257 NR2510 20250708 ... 12055 12005 NR
258 258 NR2511 20250708 ... 12080 12005 NR
259 259 NR2512 20250708 ... 12105 12030 NR
260 260 NR2601 20250708 ... 12125 12055 NR
261 261 NR2602 20250708 ... 12170 12075 NR
262 262 NR2603 20250708 ... 12155 12070 NR
263 263 NR2604 20250708 ... 12175 12065 NR
264 264 NR2605 20250708 ... 12215 12105 NR
265 265 NR2606 20250708 ... 12260 12260 NR
266 266 SP2507 20250708 ... 5030 5044 SP
267 267 SP2508 20250708 ... 5050 5062 SP
268 268 SP2509 20250708 ... 5072 5080 SP
269 269 SP2510 20250708 ... 5088 5092 SP
270 270 SP2511 20250708 ... 5078 5080 SP
271 271 SP2512 20250708 ... 5078 5078 SP
272 272 SP2601 20250708 ... 5282 5284 SP
273 273 SP2602 20250708 ... 5238 5224 SP
274 274 SP2603 20250708 ... 5224 5222 SP
275 275 SP2604 20250708 ... 5232 5230 SP
276 276 SP2605 20250708 ... 5226 5226 SP
277 277 SP2606 20250708 ... 5234 5236 SP
278 278 EC2508 20250708 ... 1979 1872.2 EC
279 279 EC2510 20250708 ... 1387.7 1341.2 EC
280 280 EC2512 20250708 ... 1571.8 1518.9 EC
281 281 EC2602 20250708 ... 1356.5 1326.2 EC
282 282 EC2604 20250708 ... 1181.4 1163.3 EC
283 283 EC2606 20250708 ... 1333 1314.7 EC
284 284 SC_TAS2508 20250708 ... SC_TAS
285 285 SC_TAS2509 20250708 ... SC_TAS
286 286 SC_TAS2510 20250708 ... SC_TAS
287 287 SC_TAS2511 20250708 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 16:26:13,270 - future_1d - INFO - ak.get_shfe_daily('2025-07-08') done
2025-07-09 16:26:14,988 - future_1d - INFO - save future_daily 2025-07-08 completed
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]
2025-07-09 16:26:22,958 - 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]
2025-07-09 16:26:23,096 - future_1d - INFO - ak.get_gfex_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]
2025-07-09 16:26:23,383 - future_1d - INFO - ak.get_czce_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]
2025-07-09 16:26:23,447 - future_1d - INFO - ak.get_ine_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]
2025-07-09 16:26:24,103 - future_1d - INFO - ak.get_dce_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]
2025-07-09 16:26:24,210 - future_1d - INFO - ak.get_shfe_daily('2025-07-09') done
2025-07-09 16:26:26,005 - future_1d - INFO - save future_daily 2025-07-09 add
2025-07-09 16:26:26,012 - future_1d - INFO - 0 1 2 3 4
symbol IC2507 IC2508 IC2509 IC2512 IF2507
date 2025-07-09 2025-07-09 2025-07-09 2025-07-09 2025-07-09
opencol 5959.8 5906.4 5850.0 5735.6 3981.6
high 5967.2 5909.0 5858.0 5735.6 4002.2
low 5924.4 5867.8 5818.0 5694.2 3973.2
close 5930.0 5876.6 5823.4 5700.0 3977.0
volume 29791.0 5355.0 26515.0 9123.0 27671.0
open_interest 65998.0 10750.0 90098.0 55332.0 58688.0
turnover 3544379.328 631010.432 3097598.856 1043294.196 3310654.35
settle 5937.2 5882.4 5830.0 5706.8 3981.8
pre_settle 5952.6 5897.2 5848.0 5726.0 3983.0
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 -8 23 54 145 -8
=========================================================================
2025-07-09 18:25:41 Wed START TASK.01 future_1d future_daily
=========================================================================
2025-07-09 18:25:43,520 - future_1d - INFO - future_daily check=True check_last=7 start...
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250701 7678.0 7735.0 ... 360261.78 7700.0 7699.0 AP
1 AP511 20250701 7530.0 7554.0 ... 806.44 7537.0 7527.0 AP
2 AP512 20250701 7564.0 7591.0 ... 68.09 7566.0 7569.0 AP
3 AP601 20250701 7566.0 7630.0 ... 10522.48 7603.0 7598.0 AP
4 AP603 20250701 7625.0 7638.0 ... 99.14 7626.0 7627.0 AP
5 AP604 20250701 7676.0 7698.0 ... 23.06 7685.0 7682.0 AP
6 AP605 20250701 7745.0 7753.0 ... 208.51 7723.0 7722.0 AP
7 CF507 20250701 13505.0 13530.0 ... 3816.86 13515.0 13620.0 CF
8 CF509 20250701 13760.0 13780.0 ... 1296433.16 13735.0 13815.0 CF
9 CF511 20250701 13675.0 13700.0 ... 129178.71 13660.0 13740.0 CF
10 CF601 20250701 13725.0 13785.0 ... 318377.51 13750.0 13830.0 CF
11 CF603 20250701 13755.0 13760.0 ... 1145.27 13715.0 13795.0 CF
12 CF605 20250701 13760.0 13780.0 ... 8848.99 13750.0 13820.0 CF
13 CJ507 20250701 9465.0 9495.0 ... 236.57 9465.0 9495.0 CJ
14 CJ509 20250701 9550.0 9770.0 ... 938605.48 9650.0 9620.0 CJ
15 CJ512 20250701 10575.0 10845.0 ... 17583.73 10700.0 10580.0 CJ
16 CJ601 20250701 10730.0 10980.0 ... 720610.29 10840.0 10715.0 CJ
17 CJ603 20250701 10815.0 11125.0 ... 13006.69 10960.0 10815.0 CJ
18 CJ605 20250701 11000.0 11300.0 ... 41948.62 11155.0 11000.0 CJ
19 CY507 20250701 0.0 0.0 ... 0.00 20035.0 20065.0 CY
20 CY508 20250701 0.0 0.0 ... 0.00 19665.0 19630.0 CY
21 CY509 20250701 19965.0 20055.0 ... 73358.52 20000.0 20110.0 CY
22 CY510 20250701 0.0 0.0 ... 0.00 19620.0 19730.0 CY
23 CY511 20250701 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250701 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250701 0.0 0.0 ... 0.00 20030.0 20085.0 CY
26 CY602 20250701 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250701 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250701 0.0 0.0 ... 0.00 19725.0 19555.0 CY
29 CY605 20250701 0.0 0.0 ... 0.00 20135.0 20135.0 CY
30 CY606 20250701 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250701 902.0 905.0 ... 972.71 901.0 935.0 FG
32 FG508 20250701 1011.0 1014.0 ... 28597.26 995.0 1025.0 FG
33 FG509 20250701 1005.0 1006.0 ... 3176519.12 988.0 1018.0 FG
34 FG510 20250701 1042.0 1047.0 ... 22475.27 1034.0 1054.0 FG
35 FG511 20250701 1034.0 1036.0 ... 28432.62 1022.0 1043.0 FG
36 FG512 20250701 1100.0 1100.0 ... 10938.45 1082.0 1099.0 FG
37 FG601 20250701 1082.0 1086.0 ... 282747.65 1070.0 1087.0 FG
38 FG602 20250701 1117.0 1117.0 ... 397.80 1105.0 1121.0 FG
39 FG603 20250701 1111.0 1115.0 ... 853.33 1100.0 1115.0 FG
40 FG604 20250701 1135.0 1138.0 ... 479.88 1126.0 1139.0 FG
41 FG605 20250701 1130.0 1131.0 ... 5061.98 1116.0 1132.0 FG
42 FG606 20250701 1145.0 1145.0 ... 416.75 1132.0 1142.0 FG
43 JR507 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250701 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250701 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250701 2421.0 2425.0 ... 285.65 2421.0 2430.0 MA
54 MA508 20250701 2417.0 2429.0 ... 20543.30 2415.0 2425.0 MA
55 MA509 20250701 2380.0 2385.0 ... 1945243.80 2374.0 2386.0 MA
56 MA510 20250701 2391.0 2393.0 ... 72797.55 2384.0 2391.0 MA
57 MA511 20250701 2396.0 2401.0 ... 86742.69 2392.0 2397.0 MA
58 MA512 20250701 2414.0 2419.0 ... 12119.45 2405.0 2417.0 MA
59 MA601 20250701 2413.0 2420.0 ... 155567.38 2410.0 2415.0 MA
60 MA602 20250701 2399.0 2399.0 ... 2173.44 2399.0 2399.0 MA
61 MA603 20250701 2396.0 2399.0 ... 2180.30 2396.0 2396.0 MA
62 MA604 20250701 2359.0 2362.0 ... 14.16 2360.0 2366.0 MA
63 MA605 20250701 2324.0 2335.0 ... 2635.79 2324.0 2324.0 MA
64 MA606 20250701 2331.0 2340.0 ... 37.30 2331.0 2334.0 MA
65 OI507 20250701 9586.0 9586.0 ... 9.59 9586.0 9547.0 OI
66 OI509 20250701 9437.0 9506.0 ... 2811059.76 9461.0 9427.0 OI
67 OI511 20250701 9423.0 9501.0 ... 96915.08 9458.0 9419.0 OI
68 OI601 20250701 9386.0 9455.0 ... 325897.27 9410.0 9371.0 OI
69 OI603 20250701 9319.0 9395.0 ... 1057.51 9359.0 9319.0 OI
70 OI605 20250701 9260.0 9300.0 ... 2659.41 9266.0 9227.0 OI
71 PF507 20250701 6680.0 6860.0 ... 904.83 6678.0 6650.0 PF
72 PF508 20250701 6560.0 6626.0 ... 589383.71 6578.0 6546.0 PF
73 PF509 20250701 6472.0 6532.0 ... 242233.79 6482.0 6472.0 PF
74 PF510 20250701 6480.0 6522.0 ... 158511.41 6480.0 6476.0 PF
75 PF511 20250701 6438.0 6472.0 ... 142366.59 6426.0 6428.0 PF
76 PF512 20250701 6414.0 6440.0 ... 30760.71 6376.0 6402.0 PF
77 PF601 20250701 6420.0 6442.0 ... 1112.51 6394.0 6410.0 PF
78 PF602 20250701 6376.0 6414.0 ... 19.20 6402.0 6530.0 PF
79 PF603 20250701 6400.0 6420.0 ... 12.82 6410.0 6402.0 PF
80 PF604 20250701 6414.0 6414.0 ... 9.60 6402.0 6436.0 PF
81 PF605 20250701 6402.0 6402.0 ... 3.20 6402.0 6396.0 PF
82 PF606 20250701 6404.0 6404.0 ... 3.20 6404.0 6372.0 PF
83 PK510 20250701 8166.0 8228.0 ... 188273.69 8196.0 8162.0 PK
84 PK511 20250701 7926.0 7982.0 ... 49641.61 7958.0 7926.0 PK
85 PK512 20250701 7938.0 7968.0 ... 386.04 7960.0 7932.0 PK
86 PK601 20250701 7958.0 7968.0 ... 3335.63 7962.0 7950.0 PK
87 PK603 20250701 7950.0 7956.0 ... 135.19 7952.0 7952.0 PK
88 PK604 20250701 7948.0 7950.0 ... 27.82 7950.0 7956.0 PK
89 PK605 20250701 7950.0 7952.0 ... 119.26 7952.0 7952.0 PK
90 PM507 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250701 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250701 6010.0 6010.0 ... 98.74 5984.0 6010.0 PR
97 PR508 20250701 6010.0 6046.0 ... 48814.05 6000.0 6022.0 PR
98 PR509 20250701 5948.0 5974.0 ... 507324.11 5932.0 5956.0 PR
99 PR510 20250701 5902.0 5930.0 ... 360901.70 5884.0 5904.0 PR
100 PR511 20250701 5888.0 5912.0 ... 119335.45 5870.0 5896.0 PR
101 PR512 20250701 5860.0 5874.0 ... 166.62 5846.0 5852.0 PR
102 PR601 20250701 5862.0 5874.0 ... 253.91 5838.0 5866.0 PR
103 PR602 20250701 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250701 0.0 0.0 ... 0.00 5874.0 5874.0 PR
105 PR604 20250701 0.0 0.0 ... 0.00 5864.0 5864.0 PR
106 PR605 20250701 0.0 0.0 ... 0.00 5860.0 5860.0 PR
107 PR606 20250701 0.0 0.0 ... 0.00 5848.0 5848.0 PR
108 PX507 20250701 6984.0 6984.0 ... 14956.24 6984.0 6984.0 PX
109 PX508 20250701 6898.0 6938.0 ... 13268.60 6862.0 6904.0 PX
110 PX509 20250701 6816.0 6870.0 ... 954627.77 6798.0 6826.0 PX
111 PX510 20250701 6734.0 6782.0 ... 80379.82 6712.0 6732.0 PX
112 PX511 20250701 6684.0 6740.0 ... 117567.69 6668.0 6686.0 PX
113 PX512 20250701 6666.0 6696.0 ... 19741.27 6636.0 6684.0 PX
114 PX601 20250701 6618.0 6678.0 ... 48705.72 6614.0 6602.0 PX
115 PX602 20250701 0.0 0.0 ... 0.00 6606.0 6572.0 PX
116 PX603 20250701 0.0 0.0 ... 0.00 6584.0 6570.0 PX
117 PX604 20250701 6604.0 6604.0 ... 16.42 6570.0 6554.0 PX
118 PX605 20250701 6602.0 6612.0 ... 118.49 6584.0 6562.0 PX
119 PX606 20250701 6564.0 6564.0 ... 9.80 6536.0 6522.0 PX
120 RI507 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250701 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250701 2433.0 2453.0 ... 4995.96 2445.0 2437.0 RM
127 RM508 20250701 2583.0 2600.0 ... 19040.96 2590.0 2578.0 RM
128 RM509 20250701 2575.0 2597.0 ... 954504.43 2583.0 2569.0 RM
129 RM511 20250701 2405.0 2420.0 ... 8929.70 2411.0 2405.0 RM
130 RM601 20250701 2304.0 2316.0 ... 110269.55 2308.0 2300.0 RM
131 RM603 20250701 2286.0 2293.0 ... 14581.93 2288.0 2284.0 RM
132 RM605 20250701 2313.0 2323.0 ... 11338.07 2318.0 2316.0 RM
133 RS507 20250701 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250701 5083.0 5130.0 ... 10.21 5107.0 5120.0 RS
135 RS509 20250701 5104.0 5117.0 ... 96.85 5097.0 5152.0 RS
136 RS511 20250701 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250701 1255.0 1255.0 ... 235.75 1156.0 1173.0 SA
138 SA508 20250701 1182.0 1185.0 ... 22702.34 1172.0 1202.0 SA
139 SA509 20250701 1178.0 1180.0 ... 3157410.25 1169.0 1199.0 SA
140 SA510 20250701 1195.0 1197.0 ... 67075.95 1189.0 1212.0 SA
141 SA511 20250701 1191.0 1194.0 ... 78551.81 1187.0 1212.0 SA
142 SA512 20250701 1205.0 1206.0 ... 25602.63 1197.0 1225.0 SA
143 SA601 20250701 1193.0 1194.0 ... 496098.28 1182.0 1211.0 SA
144 SA602 20250701 1209.0 1209.0 ... 4357.17 1194.0 1226.0 SA
145 SA603 20250701 1204.0 1207.0 ... 6868.89 1191.0 1224.0 SA
146 SA604 20250701 1219.0 1220.0 ... 8561.90 1203.0 1243.0 SA
147 SA605 20250701 1215.0 1217.0 ... 29004.57 1202.0 1229.0 SA
148 SA606 20250701 1224.0 1225.0 ... 2829.06 1203.0 1244.0 SA
149 SF507 20250701 5386.0 5464.0 ... 4221.16 5350.0 5514.0 SF
150 SF508 20250701 5324.0 5326.0 ... 18289.05 5268.0 5400.0 SF
151 SF509 20250701 5320.0 5326.0 ... 529354.16 5258.0 5380.0 SF
152 SF510 20250701 5236.0 5242.0 ... 110075.01 5172.0 5294.0 SF
153 SF511 20250701 5360.0 5360.0 ... 142772.36 5296.0 5420.0 SF
154 SF512 20250701 5290.0 5290.0 ... 26673.38 5264.0 5358.0 SF
155 SF601 20250701 5302.0 5302.0 ... 12071.39 5236.0 5348.0 SF
156 SF602 20250701 5224.0 5232.0 ... 872.15 5176.0 5268.0 SF
157 SF603 20250701 5368.0 5368.0 ... 47.75 5306.0 5392.0 SF
158 SF604 20250701 5312.0 5312.0 ... 10.61 5304.0 5370.0 SF
159 SF605 20250701 5330.0 5330.0 ... 250.94 5284.0 5380.0 SF
160 SF606 20250701 5260.0 5260.0 ... 33.90 5216.0 5328.0 SF
161 SH507 20250701 2400.0 2414.0 ... 548.62 2406.0 2391.0 SH
162 SH508 20250701 2288.0 2347.0 ... 191005.93 2301.0 2315.0 SH
163 SH509 20250701 2317.0 2361.0 ... 4002167.99 2317.0 2340.0 SH
164 SH510 20250701 2360.0 2400.0 ... 324305.14 2358.0 2380.0 SH
165 SH511 20250701 2350.0 2386.0 ... 210076.76 2345.0 2365.0 SH
166 SH512 20250701 2345.0 2387.0 ... 20487.74 2351.0 2368.0 SH
167 SH601 20250701 2327.0 2355.0 ... 88616.44 2323.0 2337.0 SH
168 SH602 20250701 2333.0 2370.0 ... 386.17 2340.0 2360.0 SH
169 SH603 20250701 2338.0 2378.0 ... 169.28 2351.0 2369.0 SH
170 SH604 20250701 2374.0 2406.0 ... 35.77 2384.0 2404.0 SH
171 SH605 20250701 2373.0 2410.0 ... 1892.12 2380.0 2397.0 SH
172 SH606 20250701 2391.0 2426.0 ... 50.40 2400.0 2414.0 SH
173 SM507 20250701 5584.0 5604.0 ... 547.26 5584.0 5660.0 SM
174 SM508 20250701 5620.0 5638.0 ... 31535.84 5604.0 5670.0 SM
175 SM509 20250701 5638.0 5644.0 ... 565565.68 5610.0 5678.0 SM
176 SM510 20250701 5602.0 5608.0 ... 34860.60 5578.0 5646.0 SM
177 SM511 20250701 5684.0 5692.0 ... 74618.20 5666.0 5728.0 SM
178 SM512 20250701 5682.0 5682.0 ... 29246.98 5658.0 5684.0 SM
179 SM601 20250701 5676.0 5676.0 ... 21189.98 5642.0 5708.0 SM
180 SM602 20250701 5672.0 5676.0 ... 121.29 5642.0 5696.0 SM
181 SM603 20250701 5678.0 5686.0 ... 62.18 5654.0 5708.0 SM
182 SM604 20250701 5662.0 5676.0 ... 36.80 5662.0 5712.0 SM
183 SM605 20250701 5672.0 5694.0 ... 170.05 5668.0 5736.0 SM
184 SM606 20250701 5674.0 5684.0 ... 5.68 5680.0 5728.0 SM
185 SR507 20250701 5796.0 5805.0 ... 1263.63 5796.0 5817.0 SR
186 SR509 20250701 5773.0 5795.0 ... 1100524.80 5781.0 5802.0 SR
187 SR511 20250701 5661.0 5675.0 ... 98163.84 5662.0 5681.0 SR
188 SR601 20250701 5598.0 5615.0 ... 139980.50 5601.0 5620.0 SR
189 SR603 20250701 5573.0 5584.0 ... 3204.33 5573.0 5591.0 SR
190 SR605 20250701 5557.0 5557.0 ... 5138.72 5543.0 5559.0 SR
191 TA507 20250701 5016.0 5030.0 ... 6247.75 4968.0 5016.0 TA
192 TA508 20250701 4926.0 4958.0 ... 64316.04 4906.0 4940.0 TA
193 TA509 20250701 4818.0 4850.0 ... 2823690.82 4804.0 4824.0 TA
194 TA510 20250701 4730.0 4774.0 ... 131623.75 4730.0 4738.0 TA
195 TA511 20250701 4702.0 4736.0 ... 62709.24 4704.0 4700.0 TA
196 TA512 20250701 4674.0 4720.0 ... 4547.51 4676.0 4676.0 TA
197 TA601 20250701 4668.0 4702.0 ... 670356.22 4664.0 4650.0 TA
198 TA602 20250701 4676.0 4708.0 ... 312.55 4700.0 4662.0 TA
199 TA603 20250701 4668.0 4702.0 ... 135.34 4668.0 4662.0 TA
200 TA604 20250701 4666.0 4706.0 ... 18.71 4678.0 4674.0 TA
201 TA605 20250701 4674.0 4712.0 ... 2240.24 4678.0 4664.0 TA
202 TA606 20250701 4708.0 4708.0 ... 7.06 4706.0 4674.0 TA
203 UR507 20250701 1702.0 1732.0 ... 190.14 1729.0 1724.0 UR
204 UR508 20250701 1710.0 1735.0 ... 247.56 1719.0 1727.0 UR
205 UR509 20250701 1707.0 1728.0 ... 935589.85 1710.0 1715.0 UR
206 UR510 20250701 1692.0 1715.0 ... 7274.90 1700.0 1701.0 UR
207 UR511 20250701 1704.0 1724.0 ... 4820.79 1707.0 1710.0 UR
208 UR512 20250701 1701.0 1708.0 ... 156.01 1696.0 1707.0 UR
209 UR601 20250701 1677.0 1687.0 ... 66453.34 1675.0 1683.0 UR
210 UR602 20250701 1674.0 1683.0 ... 782.77 1673.0 1679.0 UR
211 UR603 20250701 1703.0 1703.0 ... 27.19 1700.0 1700.0 UR
212 UR604 20250701 1692.0 1699.0 ... 33.88 1694.0 1699.0 UR
213 UR605 20250701 1690.0 1698.0 ... 2010.32 1689.0 1696.0 UR
214 UR606 20250701 1684.0 1692.0 ... 138.21 1685.0 1690.0 UR
215 WH507 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250701 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250701 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 18:25:43,973 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 a2507 20250701 4250.00 ... 4204.0 4209.00 A
1 a2509 20250701 4136.00 ... 4129.0 4147.00 A
2 a2511 20250701 4078.00 ... 4069.0 4080.00 A
3 a2601 20250701 4057.00 ... 4051.0 4062.00 A
4 a2603 20250701 4044.00 ... 4039.0 4050.00 A
5 a2605 20250701 4067.00 ... 4075.0 4084.00 A
6 b2507 20250701 3560.00 ... 3550.0 3479.00 B
7 b2508 20250701 3592.00 ... 3576.0 3578.00 B
8 b2509 20250701 3618.00 ... 3608.0 3611.00 B
9 b2510 20250701 3670.00 ... 3660.0 3660.00 B
10 b2511 20250701 3671.00 ... 3665.0 3667.00 B
11 b2512 20250701 3674.00 ... 3677.0 3675.00 B
12 b2601 20250701 3663.00 ... 3662.0 3662.00 B
13 b2602 20250701 3629.00 ... 3618.0 3622.00 B
14 b2603 20250701 3528.00 ... 3528.0 3523.00 B
15 b2604 20250701 3439.00 ... 3434.0 3432.00 B
16 b2605 20250701 3383.00 ... 3380.0 3378.00 B
17 b2606 20250701 3381.00 ... 3380.0 3379.00 B
18 bb2509 20250701 152.75 ... 153.2 153.75 BB
19 bb2511 20250701 152.90 ... 152.8 152.70 BB
20 bb2601 20250701 0.00 ... 170.1 170.00 BB
21 bb2603 20250701 0.00 ... 170.2 170.10 BB
22 bb2605 20250701 0.00 ... 170.2 170.10 BB
23 c2507 20250701 2353.00 ... 2358.0 2359.00 C
24 c2509 20250701 2379.00 ... 2381.0 2376.00 C
25 c2511 20250701 2316.00 ... 2319.0 2319.00 C
26 c2601 20250701 2274.00 ... 2277.0 2272.00 C
27 c2603 20250701 2273.00 ... 2273.0 2268.00 C
28 c2605 20250701 2305.00 ... 2303.0 2298.00 C
29 cs2507 20250701 2740.00 ... 2727.0 2750.00 CS
30 cs2509 20250701 2732.00 ... 2743.0 2731.00 CS
31 cs2511 20250701 2673.00 ... 2678.0 2673.00 CS
32 cs2601 20250701 2674.00 ... 2677.0 2671.00 CS
33 cs2603 20250701 2656.00 ... 2659.0 2652.00 CS
34 cs2605 20250701 2691.00 ... 2694.0 2687.00 CS
35 eb2507 20250701 7408.00 ... 7422.0 7429.00 EB
36 eb2508 20250701 7307.00 ... 7273.0 7306.00 EB
37 eb2509 20250701 7223.00 ... 7186.0 7223.00 EB
38 eb2510 20250701 7118.00 ... 7104.0 7139.00 EB
39 eb2511 20250701 7052.00 ... 7033.0 7066.00 EB
40 eb2512 20250701 7032.00 ... 7006.0 7030.00 EB
41 eb2601 20250701 7031.00 ... 7015.0 7031.00 EB
42 eb2602 20250701 7057.00 ... 7047.0 7031.00 EB
43 eb2603 20250701 7053.00 ... 7099.0 7038.00 EB
44 eb2604 20250701 7101.00 ... 7042.0 7026.00 EB
45 eb2605 20250701 7099.00 ... 7065.0 7039.00 EB
46 eb2606 20250701 7020.00 ... 7014.0 6900.00 EB
47 eg2507 20250701 4201.00 ... 4203.0 4218.00 EG
48 eg2508 20250701 4246.00 ... 4245.0 4253.00 EG
49 eg2509 20250701 4272.00 ... 4262.0 4272.00 EG
50 eg2510 20250701 4281.00 ... 4269.0 4276.00 EG
51 eg2511 20250701 4289.00 ... 4271.0 4287.00 EG
52 eg2512 20250701 4289.00 ... 4276.0 4299.00 EG
53 eg2601 20250701 4294.00 ... 4286.0 4304.00 EG
54 eg2602 20250701 4283.00 ... 4284.0 4302.00 EG
55 eg2603 20250701 4308.00 ... 4288.0 4303.00 EG
56 eg2604 20250701 0.00 ... 4311.0 4311.00 EG
57 eg2605 20250701 4320.00 ... 4302.0 4322.00 EG
58 eg2606 20250701 4280.00 ... 4285.0 4337.00 EG
59 fb2507 20250701 0.00 ... 1341.5 1341.50 FB
60 fb2508 20250701 1309.00 ... 1311.0 1309.00 FB
61 fb2509 20250701 1299.50 ... 1306.0 1303.00 FB
62 fb2510 20250701 1326.50 ... 1327.5 1322.50 FB
63 fb2511 20250701 1324.00 ... 1325.5 1322.50 FB
64 fb2512 20250701 1323.00 ... 1323.5 1323.50 FB
65 fb2601 20250701 1287.50 ... 1300.5 1284.50 FB
66 fb2602 20250701 0.00 ... 1295.5 1295.50 FB
67 fb2603 20250701 0.00 ... 1313.5 1313.50 FB
68 fb2604 20250701 0.00 ... 1310.5 1310.50 FB
69 fb2605 20250701 0.00 ... 1292.5 1292.50 FB
70 fb2606 20250701 0.00 ... 1292.5 1292.50 FB
71 i2507 20250701 723.50 ... 719.0 723.50 I
72 i2508 20250701 724.00 ... 719.0 725.00 I
73 i2509 20250701 715.00 ... 710.5 718.00 I
74 i2510 20250701 709.00 ... 704.5 712.00 I
75 i2511 20250701 702.50 ... 698.5 706.50 I
76 i2512 20250701 696.50 ... 692.5 698.50 I
77 i2601 20250701 688.00 ... 686.5 692.50 I
78 i2602 20250701 686.50 ... 684.0 689.00 I
79 i2603 20250701 683.50 ... 681.0 687.00 I
80 i2604 20250701 679.00 ... 676.5 682.50 I
81 i2605 20250701 672.50 ... 669.0 675.00 I
82 i2606 20250701 666.00 ... 664.0 669.00 I
83 j2507 20250701 1304.50 ... 1304.5 1324.00 J
84 j2508 20250701 1376.00 ... 1371.5 1395.00 J
85 j2509 20250701 1404.00 ... 1398.0 1423.50 J
86 j2510 20250701 1423.50 ... 1415.0 1441.00 J
87 j2511 20250701 1431.00 ... 1428.5 1449.00 J
88 j2512 20250701 1433.50 ... 1431.5 1465.50 J
89 j2601 20250701 1439.00 ... 1433.0 1464.00 J
90 j2602 20250701 1440.00 ... 1440.0 1472.50 J
91 j2603 20250701 0.00 ... 1470.0 1470.00 J
92 j2604 20250701 0.00 ... 1497.5 1497.50 J
93 j2605 20250701 1481.00 ... 1463.5 1505.00 J
94 j2606 20250701 0.00 ... 1474.0 1474.00 J
95 jd2507 20250701 2819.00 ... 2835.0 2776.00 JD
96 jd2508 20250701 3566.00 ... 3568.0 3539.00 JD
97 jd2509 20250701 3690.00 ... 3690.0 3673.00 JD
98 jd2510 20250701 3406.00 ... 3417.0 3401.00 JD
99 jd2511 20250701 3430.00 ... 3433.0 3418.00 JD
100 jd2512 20250701 3589.00 ... 3594.0 3592.00 JD
101 jd2601 20250701 3636.00 ... 3637.0 3647.00 JD
102 jd2602 20250701 3205.00 ... 3203.0 3204.00 JD
103 jd2603 20250701 3205.00 ... 3206.0 3205.00 JD
104 jd2604 20250701 3341.00 ... 3343.0 3337.00 JD
105 jd2605 20250701 3417.00 ... 3422.0 3416.00 JD
106 jd2606 20250701 3264.00 ... 3266.0 3257.00 JD
107 jm2507 20250701 818.00 ... 821.0 824.00 JM
108 jm2508 20250701 800.00 ... 784.0 817.00 JM
109 jm2509 20250701 824.50 ... 817.5 842.50 JM
110 jm2510 20250701 838.00 ... 832.5 853.50 JM
111 jm2511 20250701 846.00 ... 840.5 864.00 JM
112 jm2512 20250701 852.50 ... 848.0 874.50 JM
113 jm2601 20250701 858.00 ... 854.0 886.00 JM
114 jm2602 20250701 861.50 ... 862.5 891.50 JM
115 jm2603 20250701 876.00 ... 868.5 897.00 JM
116 jm2604 20250701 874.00 ... 877.5 903.50 JM
117 jm2605 20250701 891.50 ... 883.5 913.00 JM
118 jm2606 20250701 902.00 ... 896.0 918.50 JM
119 l2507 20250701 7293.00 ... 7282.0 7337.00 L
120 l2508 20250701 7271.00 ... 7252.0 7297.00 L
121 l2509 20250701 7266.00 ... 7246.0 7286.00 L
122 l2510 20250701 7241.00 ... 7229.0 7256.00 L
123 l2511 20250701 7242.00 ... 7222.0 7246.00 L
124 l2512 20250701 7240.00 ... 7219.0 7249.00 L
125 l2601 20250701 7233.00 ... 7210.0 7236.00 L
126 l2602 20250701 7204.00 ... 7202.0 7229.00 L
127 l2603 20250701 7195.00 ... 7198.0 7208.00 L
128 l2604 20250701 7212.00 ... 7219.0 7265.00 L
129 l2605 20250701 7212.00 ... 7196.0 7215.00 L
130 l2606 20250701 7208.00 ... 7195.0 7229.00 L
131 lg2507 20250701 813.00 ... 815.5 820.00 LG
132 lg2509 20250701 784.00 ... 782.5 792.50 LG
133 lg2511 20250701 779.00 ... 778.5 785.00 LG
134 lg2601 20250701 780.00 ... 781.5 785.50 LG
135 lg2603 20250701 782.00 ... 784.5 787.50 LG
136 lg2605 20250701 782.00 ... 785.5 788.00 LG
137 lh2507 20250701 13945.00 ... 13820.0 13825.00 LH
138 lh2509 20250701 13880.00 ... 13895.0 13890.00 LH
139 lh2511 20250701 13370.00 ... 13400.0 13365.00 LH
140 lh2601 20250701 13485.00 ... 13495.0 13505.00 LH
141 lh2603 20250701 12810.00 ... 12800.0 12800.00 LH
142 lh2605 20250701 12940.00 ... 12955.0 12975.00 LH
143 m2507 20250701 2844.00 ... 2832.0 2843.00 M
144 m2508 20250701 2951.00 ... 2944.0 2943.00 M
145 m2509 20250701 2968.00 ... 2961.0 2958.00 M
146 m2511 20250701 3004.00 ... 3000.0 2997.00 M
147 m2512 20250701 3025.00 ... 3022.0 3020.00 M
148 m2601 20250701 3004.00 ... 3002.0 2995.00 M
149 m2603 20250701 2860.00 ... 2861.0 2851.00 M
150 m2605 20250701 2715.00 ... 2713.0 2711.00 M
151 p2507 20250701 8310.00 ... 8328.0 8398.00 P
152 p2508 20250701 8392.00 ... 8372.0 8368.00 P
153 p2509 20250701 8340.00 ... 8314.0 8312.00 P
154 p2510 20250701 8340.00 ... 8310.0 8308.00 P
155 p2511 20250701 8338.00 ... 8302.0 8318.00 P
156 p2512 20250701 8342.00 ... 8310.0 8320.00 P
157 p2601 20250701 8350.00 ... 8334.0 8326.00 P
158 p2602 20250701 8292.00 ... 8316.0 8294.00 P
159 p2603 20250701 8310.00 ... 8274.0 8274.00 P
160 p2604 20250701 8252.00 ... 8234.0 8208.00 P
161 p2605 20250701 8226.00 ... 8220.0 8212.00 P
162 p2606 20250701 8172.00 ... 8210.0 8184.00 P
163 pg2507 20250701 4209.00 ... 4203.0 4235.00 PG
164 pg2508 20250701 4231.00 ... 4194.0 4230.00 PG
165 pg2509 20250701 4125.00 ... 4098.0 4136.00 PG
166 pg2510 20250701 4500.00 ... 4470.0 4507.00 PG
167 pg2511 20250701 4406.00 ... 4383.0 4421.00 PG
168 pg2512 20250701 4316.00 ... 4305.0 4344.00 PG
169 pg2601 20250701 4239.00 ... 4236.0 4266.00 PG
170 pg2602 20250701 4156.00 ... 4155.0 4201.00 PG
171 pg2603 20250701 4096.00 ... 4072.0 4109.00 PG
172 pg2604 20250701 4356.00 ... 4360.0 4394.00 PG
173 pg2605 20250701 4253.00 ... 4245.0 4296.00 PG
174 pg2606 20250701 4204.00 ... 4202.0 4254.00 PG
175 pp2507 20250701 7083.00 ... 7073.0 7108.00 PP
176 pp2508 20250701 7095.00 ... 7055.0 7109.00 PP
177 pp2509 20250701 7077.00 ... 7048.0 7092.00 PP
178 pp2510 20250701 7019.00 ... 7003.0 7045.00 PP
179 pp2511 20250701 7016.00 ... 6999.0 7039.00 PP
180 pp2512 20250701 7011.00 ... 6993.0 7033.00 PP
181 pp2601 20250701 7013.00 ... 6997.0 7028.00 PP
182 pp2602 20250701 6987.00 ... 6978.0 6986.00 PP
183 pp2603 20250701 6969.00 ... 6976.0 7006.00 PP
184 pp2604 20250701 6993.00 ... 6989.0 7044.00 PP
185 pp2605 20250701 6992.00 ... 6976.0 7012.00 PP
186 pp2606 20250701 6993.00 ... 6985.0 7046.00 PP
187 rr2507 20250701 0.00 ... 3578.0 3578.00 RR
188 rr2508 20250701 3585.00 ... 3579.0 3585.00 RR
189 rr2509 20250701 3608.00 ... 3608.0 3607.00 RR
190 rr2510 20250701 3588.00 ... 3596.0 3591.00 RR
191 rr2511 20250701 3592.00 ... 3596.0 3596.00 RR
192 rr2512 20250701 3593.00 ... 3599.0 3605.00 RR
193 rr2601 20250701 3608.00 ... 3607.0 3606.00 RR
194 rr2602 20250701 3606.00 ... 3614.0 3609.00 RR
195 rr2603 20250701 3607.00 ... 3607.0 3605.00 RR
196 rr2604 20250701 3614.00 ... 3619.0 3603.00 RR
197 rr2605 20250701 3602.00 ... 3602.0 3601.00 RR
198 rr2606 20250701 3599.00 ... 3603.0 3606.00 RR
199 v2507 20250701 4801.00 ... 4767.0 4853.00 V
200 v2508 20250701 4850.00 ... 4800.0 4890.00 V
201 v2509 20250701 4885.00 ... 4839.0 4924.00 V
202 v2510 20250701 4910.00 ... 4867.0 4951.00 V
203 v2511 20250701 4935.00 ... 4897.0 4978.00 V
204 v2512 20250701 4958.00 ... 4922.0 5003.00 V
205 v2601 20250701 4977.00 ... 4932.0 5016.00 V
206 v2602 20250701 4988.00 ... 4959.0 5017.00 V
207 v2603 20250701 5007.00 ... 4983.0 5046.00 V
208 v2604 20250701 5100.00 ... 5078.0 5129.00 V
209 v2605 20250701 5129.00 ... 5090.0 5155.00 V
210 v2606 20250701 5110.00 ... 5100.0 5166.00 V
211 y2507 20250701 8022.00 ... 8038.0 8068.00 Y
212 y2508 20250701 8038.00 ... 8002.0 8026.00 Y
213 y2509 20250701 7996.00 ... 7968.0 7974.00 Y
214 y2511 20250701 8000.00 ... 7974.0 7980.00 Y
215 y2512 20250701 8018.00 ... 7998.0 8000.00 Y
216 y2601 20250701 7950.00 ... 7926.0 7930.00 Y
217 y2603 20250701 7808.00 ... 7804.0 7796.00 Y
218 y2605 20250701 7620.00 ... 7608.0 7598.00 Y
[219 rows x 12 columns]
2025-07-09 18:25:44,729 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 IC2507 20250701 5851.000 ... 5872.000 5867.400 IC
1 IC2508 20250701 5818.800 ... 5824.000 5825.400 IC
2 IC2509 20250701 5759.000 ... 5770.600 5775.800 IC
3 IC2512 20250701 5645.000 ... 5644.400 5655.600 IC
4 IF2507 20250701 3905.000 ... 3915.000 3907.800 IF
5 IF2508 20250701 3895.400 ... 3899.200 3894.600 IF
6 IF2509 20250701 3889.200 ... 3889.400 3887.000 IF
7 IF2512 20250701 3860.600 ... 3854.800 3856.600 IF
8 IH2507 20250701 2692.000 ... 2698.400 2691.800 IH
9 IH2508 20250701 2689.400 ... 2693.600 2687.800 IH
10 IH2509 20250701 2691.000 ... 2692.600 2687.600 IH
11 IH2512 20250701 2690.000 ... 2692.200 2687.400 IH
12 IM2507 20250701 6275.000 ... 6287.000 6289.400 IM
13 IM2508 20250701 6220.000 ... 6211.000 6224.400 IM
14 IM2509 20250701 6143.000 ... 6134.000 6155.600 IM
15 IM2512 20250701 5975.000 ... 5953.400 5979.800 IM
16 T2509 20250701 108.925 ... 108.975 108.900 T
17 T2512 20250701 108.960 ... 109.010 108.935 T
18 T2603 20250701 108.960 ... 108.995 108.910 T
19 TF2509 20250701 106.170 ... 106.175 106.145 TF
20 TF2512 20250701 106.265 ... 106.270 106.240 TF
21 TF2603 20250701 106.295 ... 106.320 106.295 TF
22 TL2509 20250701 120.450 ... 120.700 120.400 TL
23 TL2512 20250701 120.310 ... 120.560 120.260 TL
24 TL2603 20250701 120.100 ... 120.390 120.100 TL
25 TS2509 20250701 102.498 ... 102.482 102.496 TS
26 TS2512 20250701 102.638 ... 102.626 102.640 TS
27 TS2603 20250701 102.740 ... 102.738 102.748 TS
[28 rows x 12 columns]
2025-07-09 18:25:44,891 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250701 ... 80140 79970 CU
1 1 CU2508 20250701 ... 80020 79770 CU
2 2 CU2509 20250701 ... 79790 79620 CU
3 3 CU2510 20250701 ... 79550 79410 CU
4 4 CU2511 20250701 ... 79320 79180 CU
5 5 CU2512 20250701 ... 79130 78930 CU
6 6 CU2601 20250701 ... 78970 78750 CU
7 7 CU2602 20250701 ... 78890 78560 CU
8 8 CU2603 20250701 ... 78560 78430 CU
9 9 CU2604 20250701 ... 78600 78380 CU
10 10 CU2605 20250701 ... 78440 78350 CU
11 11 CU2606 20250701 ... 78280 78290 CU
12 12 BC2507 20250701 ... 71500 71090 BC
13 13 BC2508 20250701 ... 71280 71100 BC
14 14 BC2509 20250701 ... 70970 70860 BC
15 15 BC2510 20250701 ... 71300 70700 BC
16 16 BC2511 20250701 ... 69520 69520 BC
17 17 BC2512 20250701 ... 69450 69450 BC
18 18 BC2601 20250701 ... 69570 69570 BC
19 19 BC2602 20250701 ... 69410 69410 BC
20 20 BC2603 20250701 ... 69290 69290 BC
21 21 BC2604 20250701 ... 69760 69760 BC
22 22 BC2605 20250701 ... 69710 68610 BC
23 23 BC2606 20250701 ... 71590 68610 BC
24 24 AL2507 20250701 ... 20750 20735 AL
25 25 AL2508 20250701 ... 20560 20550 AL
26 26 AL2509 20250701 ... 20475 20455 AL
27 27 AL2510 20250701 ... 20365 20360 AL
28 28 AL2511 20250701 ... 20255 20235 AL
29 29 AL2512 20250701 ... 20160 20115 AL
30 30 AL2601 20250701 ... 20090 20055 AL
31 31 AL2602 20250701 ... 20100 20030 AL
32 32 AL2603 20250701 ... 20100 20020 AL
33 33 AL2604 20250701 ... 20135 20020 AL
34 34 AL2605 20250701 ... 20100 20050 AL
35 35 AL2606 20250701 ... 20125 20045 AL
36 36 ZN2507 20250701 ... 22310 22490 ZN
37 37 ZN2508 20250701 ... 22255 22435 ZN
38 38 ZN2509 20250701 ... 22190 22390 ZN
39 39 ZN2510 20250701 ... 22140 22330 ZN
40 40 ZN2511 20250701 ... 22085 22250 ZN
41 41 ZN2512 20250701 ... 22060 22200 ZN
42 42 ZN2601 20250701 ... 22045 22130 ZN
43 43 ZN2602 20250701 ... 21995 22100 ZN
44 44 ZN2603 20250701 ... 21995 22000 ZN
45 45 ZN2604 20250701 ... 22005 22025 ZN
46 46 ZN2605 20250701 ... 21990 22010 ZN
47 47 ZN2606 20250701 ... 21955 22010 ZN
48 48 PB2507 20250701 ... 17085 17100 PB
49 49 PB2508 20250701 ... 17135 17145 PB
50 50 PB2509 20250701 ... 17150 17170 PB
51 51 PB2510 20250701 ... 17145 17165 PB
52 52 PB2511 20250701 ... 17125 17150 PB
53 53 PB2512 20250701 ... 17115 17125 PB
54 54 PB2601 20250701 ... 17140 17155 PB
55 55 PB2602 20250701 ... 17120 17150 PB
56 56 PB2603 20250701 ... 17150 17150 PB
57 57 PB2604 20250701 ... 17165 17165 PB
58 58 PB2605 20250701 ... 17155 17155 PB
59 59 PB2606 20250701 ... 17115 17185 PB
60 60 NI2507 20250701 ... 120250 120740 NI
61 61 NI2508 20250701 ... 120390 120970 NI
62 62 NI2509 20250701 ... 120460 121030 NI
63 63 NI2510 20250701 ... 120600 121150 NI
64 64 NI2511 20250701 ... 120750 121340 NI
65 65 NI2512 20250701 ... 121010 121630 NI
66 66 NI2601 20250701 ... 121140 121770 NI
67 67 NI2602 20250701 ... 121300 121840 NI
68 68 NI2603 20250701 ... 122170 122170 NI
69 69 NI2604 20250701 ... 122640 122640 NI
70 70 NI2605 20250701 ... 121940 122520 NI
71 71 NI2606 20250701 ... 122680 122680 NI
72 72 SN2507 20250701 ... 266880 267860 SN
73 73 SN2508 20250701 ... 267340 268140 SN
74 74 SN2509 20250701 ... 267450 268090 SN
75 75 SN2510 20250701 ... 267400 267790 SN
76 76 SN2511 20250701 ... 266490 267280 SN
77 77 SN2512 20250701 ... 265990 266680 SN
78 78 SN2601 20250701 ... 266150 266910 SN
79 79 SN2602 20250701 ... 266050 267310 SN
80 80 SN2603 20250701 ... 266060 267190 SN
81 81 SN2604 20250701 ... 266230 266590 SN
82 82 SN2605 20250701 ... 265950 266070 SN
83 83 SN2606 20250701 ... 266200 266430 SN
84 84 AO2507 20250701 ... 3071 3106 AO
85 85 AO2508 20250701 ... 2977 3023 AO
86 86 AO2509 20250701 ... 2941 2987 AO
87 87 AO2510 20250701 ... 2916 2959 AO
88 88 AO2511 20250701 ... 2907 2949 AO
89 89 AO2512 20250701 ... 2899 2943 AO
90 90 AO2601 20250701 ... 2892 2933 AO
91 91 AO2602 20250701 ... 2888 2932 AO
92 92 AO2603 20250701 ... 2886 2926 AO
93 93 AO2604 20250701 ... 2886 2924 AO
94 94 AO2605 20250701 ... 2886 2918 AO
95 95 AO2606 20250701 ... 2879 2913 AO
96 96 AD2511 20250701 ... 19795 19775 AD
97 97 AD2512 20250701 ... 19700 19695 AD
98 98 AD2601 20250701 ... 19635 19625 AD
99 99 AD2602 20250701 ... 19610 19570 AD
100 100 AD2603 20250701 ... 19490 19490 AD
101 101 AD2604 20250701 ... 19520 19360 AD
102 102 AD2605 20250701 ... 19465 19410 AD
103 103 AD2606 20250701 ... 19400 19415 AD
104 104 AU2507 20250701 ... 769.12 761.7 AU
105 105 AU2508 20250701 ... 768.62 762.5 AU
106 106 AU2509 20250701 ... 771.02 763.52 AU
107 107 AU2510 20250701 ... 770.64 764.86 AU
108 108 AU2512 20250701 ... 773.24 766.6 AU
109 109 AU2602 20250701 ... 775.18 768.48 AU
110 110 AU2604 20250701 ... 777.5 770.68 AU
111 111 AU2606 20250701 ... 779.96 773.18 AU
112 112 AG2507 20250701 ... 8728 8705 AG
113 113 AG2508 20250701 ... 8739 8713 AG
114 114 AG2509 20250701 ... 8752 8724 AG
115 115 AG2510 20250701 ... 8764 8738 AG
116 116 AG2511 20250701 ... 8777 8742 AG
117 117 AG2512 20250701 ... 8784 8756 AG
118 118 AG2601 20250701 ... 8795 8763 AG
119 119 AG2602 20250701 ... 8804 8772 AG
120 120 AG2603 20250701 ... 8821 8786 AG
121 121 AG2604 20250701 ... 8833 8800 AG
122 122 AG2605 20250701 ... 8843 8815 AG
123 123 AG2606 20250701 ... 8858 8829 AG
124 124 RB2507 20250701 ... 2988 2999 RB
125 125 RB2508 20250701 ... 2955 2975 RB
126 126 RB2509 20250701 ... 2954 2971 RB
127 127 RB2510 20250701 ... 2987 3009 RB
128 128 RB2511 20250701 ... 2996 3015 RB
129 129 RB2512 20250701 ... 3007 3024 RB
130 130 RB2601 20250701 ... 3005 3023 RB
131 131 RB2602 20250701 ... 3011 3010 RB
132 132 RB2603 20250701 ... 2996 3009 RB
133 133 RB2604 20250701 ... 3011 3033 RB
134 134 RB2605 20250701 ... 3012 3026 RB
135 135 RB2606 20250701 ... 3018 3032 RB
136 136 WR2507 20250701 ... 3356 3356 WR
137 137 WR2508 20250701 ... 3359 3359 WR
138 138 WR2509 20250701 ... 3257 3245 WR
139 139 WR2510 20250701 ... 3303 3328 WR
140 140 WR2511 20250701 ... 3361 3361 WR
141 141 WR2512 20250701 ... 3337 3337 WR
142 142 WR2601 20250701 ... 3325 3330 WR
143 143 WR2602 20250701 ... 3396 3396 WR
144 144 WR2603 20250701 ... 3387 3387 WR
145 145 WR2604 20250701 ... 3392 3392 WR
146 146 WR2605 20250701 ... 3369 3369 WR
147 147 WR2606 20250701 ... 3367 3373 WR
148 148 HC2507 20250701 ... 3124 3147 HC
149 149 HC2508 20250701 ... 3131 3151 HC
150 150 HC2509 20250701 ... 3129 3141 HC
151 151 HC2510 20250701 ... 3121 3134 HC
152 152 HC2511 20250701 ... 3120 3137 HC
153 153 HC2512 20250701 ... 3123 3147 HC
154 154 HC2601 20250701 ... 3125 3140 HC
155 155 HC2602 20250701 ... 3126 3150 HC
156 156 HC2603 20250701 ... 3127 3154 HC
157 157 HC2604 20250701 ... 3132 3155 HC
158 158 HC2605 20250701 ... 3121 3142 HC
159 159 HC2606 20250701 ... 3124 3151 HC
160 160 SS2507 20250701 ... 12440 12580 SS
161 161 SS2508 20250701 ... 12535 12670 SS
162 162 SS2509 20250701 ... 12505 12620 SS
163 163 SS2510 20250701 ... 12475 12580 SS
164 164 SS2511 20250701 ... 12490 12595 SS
165 165 SS2512 20250701 ... 12510 12600 SS
166 166 SS2601 20250701 ... 12555 12635 SS
167 167 SS2602 20250701 ... 12595 12680 SS
168 168 SS2603 20250701 ... 12635 12700 SS
169 169 SS2604 20250701 ... 12630 12730 SS
170 170 SS2605 20250701 ... 12675 12765 SS
171 171 SS2606 20250701 ... 12700 12785 SS
172 172 SC2508 20250701 ... 497 496.1 SC
173 173 SC2509 20250701 ... 490.9 490.3 SC
174 174 SC2510 20250701 ... 485.4 484.8 SC
175 175 SC2511 20250701 ... 481.8 481.7 SC
176 176 SC2512 20250701 ... 478.8 480 SC
177 177 SC2601 20250701 ... 476.5 478.4 SC
178 178 SC2602 20250701 ... 475 476.9 SC
179 179 SC2603 20250701 ... 473.9 476.5 SC
180 180 SC2604 20250701 ... 476.3 474.9 SC
181 181 SC2605 20250701 ... 470.6 473.2 SC
182 182 SC2606 20250701 ... 470.2 472.6 SC
183 183 SC2607 20250701 ... 470.9 472.6 SC
184 184 SC2609 20250701 ... 467.3 472.5 SC
185 185 SC2612 20250701 ... 470.6 470.6 SC
186 186 SC2703 20250701 ... 468.4 468.4 SC
187 187 SC2706 20250701 ... 462.7 466.8 SC
188 188 SC2709 20250701 ... 465.7 465.7 SC
189 189 SC2712 20250701 ... 465.8 465.8 SC
190 190 SC2803 20250701 ... 460.4 461.3 SC
191 191 SC2806 20250701 ... 459.9 465.6 SC
192 192 LU2508 20250701 ... 3591 3621 LU
193 193 LU2509 20250701 ... 3576 3591 LU
194 194 LU2510 20250701 ... 3553 3564 LU
195 195 LU2511 20250701 ... 3528 3543 LU
196 196 LU2512 20250701 ... 3505 3514 LU
197 197 LU2601 20250701 ... 3499 3518 LU
198 198 LU2602 20250701 ... 3480 3507 LU
199 199 LU2603 20250701 ... 3456 3487 LU
200 200 LU2604 20250701 ... 3450 3472 LU
201 201 LU2605 20250701 ... 3427 3437 LU
202 202 LU2606 20250701 ... 3423 3416 LU
203 203 LU2607 20250701 ... 3416 3416 LU
204 204 FU2508 20250701 ... 2937 2964 FU
205 205 FU2509 20250701 ... 2973 2990 FU
206 206 FU2510 20250701 ... 2921 2935 FU
207 207 FU2511 20250701 ... 2882 2892 FU
208 208 FU2512 20250701 ... 2858 2863 FU
209 209 FU2601 20250701 ... 2850 2849 FU
210 210 FU2602 20250701 ... 2832 2827 FU
211 211 FU2603 20250701 ... 2823 2819 FU
212 212 FU2604 20250701 ... 2811 2806 FU
213 213 FU2605 20250701 ... 2802 2800 FU
214 214 FU2606 20250701 ... 2790 2788 FU
215 215 FU2607 20250701 ... 2781 2788 FU
216 216 BU2507 20250701 ... 3592 3570 BU
217 217 BU2508 20250701 ... 3580 3567 BU
218 218 BU2509 20250701 ... 3566 3556 BU
219 219 BU2510 20250701 ... 3520 3514 BU
220 220 BU2511 20250701 ... 3451 3450 BU
221 221 BU2512 20250701 ... 3373 3376 BU
222 222 BU2601 20250701 ... 3334 3338 BU
223 223 BU2602 20250701 ... 3303 3309 BU
224 224 BU2603 20250701 ... 3307 3310 BU
225 225 BU2604 20250701 ... 3292 3299 BU
226 226 BU2605 20250701 ... 3274 3282 BU
227 227 BU2606 20250701 ... 3242 3259 BU
228 228 BU2609 20250701 ... 3253 3249 BU
229 229 BU2612 20250701 ... 3212 3219 BU
230 230 BU2703 20250701 ... 3215 3229 BU
231 231 BU2706 20250701 ... 3228 3235 BU
232 232 BR2507 20250701 ... 11350 11360 BR
233 233 BR2508 20250701 ... 11220 11270 BR
234 234 BR2509 20250701 ... 11110 11165 BR
235 235 BR2510 20250701 ... 11055 11130 BR
236 236 BR2511 20250701 ... 11020 11095 BR
237 237 BR2512 20250701 ... 10985 11070 BR
238 238 BR2601 20250701 ... 10980 11035 BR
239 239 BR2602 20250701 ... 11010 11020 BR
240 240 BR2603 20250701 ... 11015 11025 BR
241 241 BR2604 20250701 ... 11065 11045 BR
242 242 BR2605 20250701 ... 11000 11060 BR
243 243 BR2606 20250701 ... 11000 11035 BR
244 244 RU2507 20250701 ... 13905 13935 RU
245 245 RU2508 20250701 ... 13945 13985 RU
246 246 RU2509 20250701 ... 13975 14010 RU
247 247 RU2510 20250701 ... 13975 14020 RU
248 248 RU2511 20250701 ... 13995 14005 RU
249 249 RU2601 20250701 ... 14850 14850 RU
250 250 RU2603 20250701 ... 14875 14890 RU
251 251 RU2604 20250701 ... 14975 14880 RU
252 252 RU2605 20250701 ... 14875 14895 RU
253 253 RU2606 20250701 ... 14915 14915 RU
254 254 NR2507 20250701 ... 12175 12130 NR
255 255 NR2508 20250701 ... 12210 12170 NR
256 256 NR2509 20250701 ... 12170 12125 NR
257 257 NR2510 20250701 ... 12165 12115 NR
258 258 NR2511 20250701 ... 12180 12130 NR
259 259 NR2512 20250701 ... 12180 12130 NR
260 260 NR2601 20250701 ... 12165 12115 NR
261 261 NR2602 20250701 ... 12185 12180 NR
262 262 NR2603 20250701 ... 12175 12115 NR
263 263 NR2604 20250701 ... 12185 12200 NR
264 264 NR2605 20250701 ... 12225 12225 NR
265 265 NR2606 20250701 ... 12260 12260 NR
266 266 SP2507 20250701 ... 5024 5048 SP
267 267 SP2508 20250701 ... 5044 5068 SP
268 268 SP2509 20250701 ... 5044 5066 SP
269 269 SP2510 20250701 ... 5046 5064 SP
270 270 SP2511 20250701 ... 5034 5052 SP
271 271 SP2512 20250701 ... 5032 5050 SP
272 272 SP2601 20250701 ... 5230 5262 SP
273 273 SP2602 20250701 ... 5170 5198 SP
274 274 SP2603 20250701 ... 5170 5186 SP
275 275 SP2604 20250701 ... 5172 5190 SP
276 276 SP2605 20250701 ... 5178 5198 SP
277 277 SP2606 20250701 ... 5190 5200 SP
278 278 EC2508 20250701 ... 1852.6 1767.1 EC
279 279 EC2510 20250701 ... 1368.8 1339.8 EC
280 280 EC2512 20250701 ... 1526.5 1498 EC
281 281 EC2602 20250701 ... 1331.2 1316.5 EC
282 282 EC2604 20250701 ... 1175.5 1169 EC
283 283 EC2606 20250701 ... 1313.6 1169 EC
284 286 SC_TAS2508 20250701 ... SC_TAS
285 287 SC_TAS2509 20250701 ... SC_TAS
286 288 SC_TAS2510 20250701 ... SC_TAS
287 289 SC_TAS2511 20250701 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 18:25:45,000 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 PS2507 20250701 33640.0 ... 33355.0 33640.0 PS
1 PS2508 20250701 33470.0 ... 32760.0 33500.0 PS
2 PS2509 20250701 32640.0 ... 32065.0 32860.0 PS
3 PS2510 20250701 32490.0 ... 31840.0 32660.0 PS
4 PS2511 20250701 32500.0 ... 31725.0 32525.0 PS
5 PS2512 20250701 34230.0 ... 33800.0 34605.0 PS
6 PS2601 20250701 34045.0 ... 33565.0 34375.0 PS
7 PS2602 20250701 33660.0 ... 33425.0 34205.0 PS
8 PS2603 20250701 33555.0 ... 33460.0 34110.0 PS
9 PS2604 20250701 33610.0 ... 33235.0 33900.0 PS
10 PS2605 20250701 33600.0 ... 33315.0 33990.0 PS
11 PS2606 20250701 35130.0 ... 34660.0 35360.0 PS
13 SI2507 20250701 8130.0 ... 7950.0 8150.0 SI
14 SI2508 20250701 8095.0 ... 7845.0 8125.0 SI
15 SI2509 20250701 8000.0 ... 7835.0 8115.0 SI
16 SI2510 20250701 8020.0 ... 7790.0 8105.0 SI
17 SI2511 20250701 7970.0 ... 7775.0 8030.0 SI
18 SI2512 20250701 8245.0 ... 8055.0 8295.0 SI
19 SI2601 20250701 8195.0 ... 7980.0 8240.0 SI
20 SI2602 20250701 8075.0 ... 7945.0 8225.0 SI
21 SI2603 20250701 8090.0 ... 7945.0 8215.0 SI
22 SI2604 20250701 8085.0 ... 7960.0 8210.0 SI
23 SI2605 20250701 8150.0 ... 7955.0 8210.0 SI
24 SI2606 20250701 8265.0 ... 7960.0 8200.0 SI
27 LC2507 20250701 63120.0 ... 62120.0 62880.0 LC
28 LC2508 20250701 62440.0 ... 62200.0 62780.0 LC
29 LC2509 20250701 62140.0 ... 61980.0 62680.0 LC
30 LC2510 20250701 62000.0 ... 61800.0 62600.0 LC
31 LC2511 20250701 61940.0 ... 61700.0 62460.0 LC
32 LC2512 20250701 62300.0 ... 62020.0 62860.0 LC
33 LC2601 20250701 62520.0 ... 62080.0 62920.0 LC
34 LC2602 20250701 62360.0 ... 62040.0 62760.0 LC
35 LC2603 20250701 62580.0 ... 62020.0 62920.0 LC
36 LC2604 20250701 62840.0 ... 62580.0 63400.0 LC
37 LC2605 20250701 62700.0 ... 62600.0 63500.0 LC
38 LC2606 20250701 62860.0 ... 62480.0 63480.0 LC
[36 rows x 12 columns]
2025-07-09 18:25:45,152 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
symbol date open ... settle pre_settle variety
0 SC2508 20250701 498 ... 497 496.1 SC
1 SC2509 20250701 492.5 ... 490.9 490.3 SC
2 SC2510 20250701 485.8 ... 485.4 484.8 SC
3 SC2511 20250701 482.6 ... 481.8 481.7 SC
4 SC2512 20250701 477.1 ... 478.8 480 SC
5 SC2601 20250701 476.6 ... 476.5 478.4 SC
6 SC2602 20250701 475.8 ... 475 476.9 SC
7 SC2603 20250701 478 ... 473.9 476.5 SC
8 SC2604 20250701 476.3 ... 476.3 474.9 SC
9 SC2605 20250701 470.6 ... 470.6 473.2 SC
10 SC2606 20250701 463.8 ... 470.2 472.6 SC
11 SC2607 20250701 470.9 ... 470.9 472.6 SC
12 SC2609 20250701 460.7 ... 467.3 472.5 SC
13 SC2612 20250701 ... 470.6 470.6 SC
14 SC2703 20250701 ... 468.4 468.4 SC
15 SC2706 20250701 462.7 ... 462.7 466.8 SC
16 SC2709 20250701 ... 465.7 465.7 SC
17 SC2712 20250701 ... 465.8 465.8 SC
18 SC2803 20250701 461.8 ... 460.4 461.3 SC
19 SC2806 20250701 459.9 ... 459.9 465.6 SC
21 LU2508 20250701 3611 ... 3591 3621 LU
22 LU2509 20250701 3582 ... 3576 3591 LU
23 LU2510 20250701 3562 ... 3553 3564 LU
24 LU2511 20250701 3535 ... 3528 3543 LU
25 LU2512 20250701 3518 ... 3505 3514 LU
26 LU2601 20250701 3514 ... 3499 3518 LU
27 LU2602 20250701 3478 ... 3480 3507 LU
28 LU2603 20250701 3471 ... 3456 3487 LU
29 LU2604 20250701 3450 ... 3450 3472 LU
30 LU2605 20250701 3419 ... 3427 3437 LU
31 LU2606 20250701 ... 3423 3416 LU
32 LU2607 20250701 ... 3416 3416 LU
34 NR2507 20250701 12130 ... 12175 12130 NR
35 NR2508 20250701 12185 ... 12210 12170 NR
36 NR2509 20250701 12115 ... 12170 12125 NR
37 NR2510 20250701 12115 ... 12165 12115 NR
38 NR2511 20250701 12115 ... 12180 12130 NR
39 NR2512 20250701 12125 ... 12180 12130 NR
40 NR2601 20250701 12130 ... 12165 12115 NR
41 NR2602 20250701 12150 ... 12185 12180 NR
42 NR2603 20250701 12155 ... 12175 12115 NR
43 NR2604 20250701 12185 ... 12185 12200 NR
44 NR2605 20250701 ... 12225 12225 NR
45 NR2606 20250701 ... 12260 12260 NR
47 BC2507 20250701 71500 ... 71500 71090 BC
48 BC2508 20250701 70910 ... 71280 71100 BC
49 BC2509 20250701 70860 ... 70970 70860 BC
50 BC2510 20250701 ... 71300 70700 BC
51 BC2511 20250701 ... 69520 69520 BC
52 BC2512 20250701 ... 69450 69450 BC
53 BC2601 20250701 ... 69570 69570 BC
54 BC2602 20250701 ... 69410 69410 BC
55 BC2603 20250701 ... 69290 69290 BC
56 BC2604 20250701 ... 69760 69760 BC
57 BC2605 20250701 ... 69710 68610 BC
58 BC2606 20250701 71790 ... 71590 68610 BC
60 EC2508 20250701 1784.2 ... 1852.6 1767.1 EC
61 EC2510 20250701 1352.6 ... 1368.8 1339.8 EC
62 EC2512 20250701 1518.3 ... 1526.5 1498 EC
63 EC2602 20250701 1323.3 ... 1331.2 1316.5 EC
64 EC2604 20250701 1150 ... 1175.5 1169 EC
65 EC2606 20250701 1300 ... 1313.6 1169 EC
68 SC_TAS2508 20250701 ... SC_TAS
69 SC_TAS2509 20250701 ... SC_TAS
70 SC_TAS2510 20250701 ... SC_TAS
71 SC_TAS2511 20250701 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 18:25:45,243 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
2025-07-09 18:25:47,001 - future_1d - INFO - save future_daily 2025-07-01 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250702 7719.0 7768.0 ... 375185.48 7726.0 7700.0 AP
1 AP511 20250702 7570.0 7579.0 ... 627.37 7559.0 7537.0 AP
2 AP512 20250702 7561.0 7625.0 ... 159.64 7602.0 7566.0 AP
3 AP601 20250702 7611.0 7661.0 ... 13992.74 7625.0 7603.0 AP
4 AP603 20250702 7644.0 7679.0 ... 145.25 7645.0 7626.0 AP
5 AP604 20250702 0.0 0.0 ... 0.00 7685.0 7685.0 AP
6 AP605 20250702 7722.0 7747.0 ... 116.04 7736.0 7723.0 AP
7 CF507 20250702 13515.0 13605.0 ... 7341.40 13585.0 13515.0 CF
8 CF509 20250702 13730.0 13850.0 ... 1258431.50 13785.0 13735.0 CF
9 CF511 20250702 13660.0 13770.0 ... 148788.19 13715.0 13660.0 CF
10 CF601 20250702 13745.0 13865.0 ... 367955.66 13800.0 13750.0 CF
11 CF603 20250702 13710.0 13825.0 ... 1130.06 13780.0 13715.0 CF
12 CF605 20250702 13735.0 13850.0 ... 6521.99 13805.0 13750.0 CF
13 CJ507 20250702 9660.0 9660.0 ... 24.15 9660.0 9465.0 CJ
14 CJ509 20250702 9800.0 9855.0 ... 1289254.14 9725.0 9650.0 CJ
15 CJ512 20250702 10960.0 11145.0 ... 47087.27 10980.0 10700.0 CJ
16 CJ601 20250702 11100.0 11325.0 ... 1494422.98 11120.0 10840.0 CJ
17 CJ603 20250702 11155.0 11500.0 ... 53753.77 11300.0 10960.0 CJ
18 CJ605 20250702 11430.0 11695.0 ... 141600.74 11500.0 11155.0 CJ
19 CY507 20250702 19845.0 20035.0 ... 59.91 19970.0 20035.0 CY
20 CY508 20250702 0.0 0.0 ... 0.00 19700.0 19665.0 CY
21 CY509 20250702 20040.0 20140.0 ... 74104.71 20065.0 20000.0 CY
22 CY510 20250702 0.0 0.0 ... 0.00 19685.0 19620.0 CY
23 CY511 20250702 0.0 0.0 ... 0.00 19980.0 19980.0 CY
24 CY512 20250702 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250702 20080.0 20085.0 ... 20.08 20085.0 20030.0 CY
26 CY602 20250702 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250702 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250702 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250702 20090.0 20090.0 ... 20.09 20090.0 20135.0 CY
30 CY606 20250702 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250702 901.0 957.0 ... 435.09 938.0 901.0 FG
32 FG508 20250702 994.0 1056.0 ... 62101.31 1033.0 995.0 FG
33 FG509 20250702 984.0 1056.0 ... 7491517.71 1023.0 988.0 FG
34 FG510 20250702 1030.0 1099.0 ... 37790.82 1066.0 1034.0 FG
35 FG511 20250702 1021.0 1091.0 ... 59758.34 1057.0 1022.0 FG
36 FG512 20250702 1081.0 1156.0 ... 24464.52 1123.0 1082.0 FG
37 FG601 20250702 1072.0 1143.0 ... 780134.31 1114.0 1070.0 FG
38 FG602 20250702 1103.0 1175.0 ... 2240.40 1144.0 1105.0 FG
39 FG603 20250702 1097.0 1172.0 ... 2507.85 1148.0 1100.0 FG
40 FG604 20250702 1125.0 1198.0 ... 1874.01 1176.0 1126.0 FG
41 FG605 20250702 1115.0 1195.0 ... 20041.08 1171.0 1116.0 FG
42 FG606 20250702 1132.0 1203.0 ... 949.97 1185.0 1132.0 FG
43 JR507 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250702 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250702 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250702 2419.0 2443.0 ... 75.16 2424.0 2421.0 MA
54 MA508 20250702 2425.0 2439.0 ... 17255.77 2427.0 2415.0 MA
55 MA509 20250702 2386.0 2407.0 ... 1665903.10 2393.0 2374.0 MA
56 MA510 20250702 2393.0 2414.0 ... 69342.88 2399.0 2384.0 MA
57 MA511 20250702 2401.0 2422.0 ... 73814.67 2405.0 2392.0 MA
58 MA512 20250702 2425.0 2437.0 ... 8084.00 2425.0 2405.0 MA
59 MA601 20250702 2420.0 2439.0 ... 118606.01 2426.0 2410.0 MA
60 MA602 20250702 2393.0 2420.0 ... 24.11 2411.0 2399.0 MA
61 MA603 20250702 2406.0 2417.0 ... 38.48 2405.0 2396.0 MA
62 MA604 20250702 2371.0 2390.0 ... 11.92 2384.0 2360.0 MA
63 MA605 20250702 2336.0 2351.0 ... 1891.05 2340.0 2324.0 MA
64 MA606 20250702 2346.0 2358.0 ... 21.15 2350.0 2331.0 MA
65 OI507 20250702 0.0 0.0 ... 0.00 9719.0 9586.0 OI
66 OI509 20250702 9495.0 9632.0 ... 3296684.31 9543.0 9461.0 OI
67 OI511 20250702 9474.0 9624.0 ... 142673.46 9545.0 9458.0 OI
68 OI601 20250702 9440.0 9573.0 ... 537560.05 9497.0 9410.0 OI
69 OI603 20250702 9374.0 9510.0 ... 2982.54 9438.0 9359.0 OI
70 OI605 20250702 9281.0 9405.0 ... 2435.33 9331.0 9266.0 OI
71 PF507 20250702 6748.0 6748.0 ... 143.79 6688.0 6678.0 PF
72 PF508 20250702 6600.0 6640.0 ... 363015.31 6598.0 6578.0 PF
73 PF509 20250702 6486.0 6514.0 ... 143595.93 6480.0 6482.0 PF
74 PF510 20250702 6478.0 6496.0 ... 60117.08 6468.0 6480.0 PF
75 PF511 20250702 6446.0 6458.0 ... 31190.35 6428.0 6426.0 PF
76 PF512 20250702 6410.0 6424.0 ... 9159.95 6394.0 6376.0 PF
77 PF601 20250702 6410.0 6426.0 ... 512.94 6412.0 6394.0 PF
78 PF602 20250702 6382.0 6382.0 ... 6.38 6382.0 6402.0 PF
79 PF603 20250702 6408.0 6408.0 ... 6.40 6400.0 6410.0 PF
80 PF604 20250702 6424.0 6436.0 ... 9.63 6424.0 6402.0 PF
81 PF605 20250702 6408.0 6434.0 ... 16.03 6414.0 6402.0 PF
82 PF606 20250702 6390.0 6390.0 ... 3.20 6390.0 6404.0 PF
83 PK510 20250702 8210.0 8276.0 ... 182555.23 8238.0 8196.0 PK
84 PK511 20250702 7972.0 8014.0 ... 48839.94 7984.0 7958.0 PK
85 PK512 20250702 7964.0 7990.0 ... 274.99 7972.0 7960.0 PK
86 PK601 20250702 7972.0 7990.0 ... 4495.59 7978.0 7962.0 PK
87 PK603 20250702 7962.0 7978.0 ... 139.47 7970.0 7952.0 PK
88 PK604 20250702 7964.0 7976.0 ... 15.94 7970.0 7950.0 PK
89 PK605 20250702 7950.0 7972.0 ... 358.26 7962.0 7952.0 PK
90 PM507 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250702 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250702 5984.0 5984.0 ... 385.97 5984.0 5984.0 PR
97 PR508 20250702 6012.0 6026.0 ... 64670.70 5972.0 6000.0 PR
98 PR509 20250702 5944.0 5954.0 ... 421273.39 5922.0 5932.0 PR
99 PR510 20250702 5900.0 5926.0 ... 289209.23 5886.0 5884.0 PR
100 PR511 20250702 5884.0 5902.0 ... 91160.08 5860.0 5870.0 PR
101 PR512 20250702 5880.0 5880.0 ... 44.06 5876.0 5846.0 PR
102 PR601 20250702 5844.0 5878.0 ... 456.36 5852.0 5838.0 PR
103 PR602 20250702 0.0 0.0 ... 0.00 5876.0 5876.0 PR
104 PR603 20250702 0.0 0.0 ... 0.00 5902.0 5874.0 PR
105 PR604 20250702 5898.0 5898.0 ... 8.85 5898.0 5864.0 PR
106 PR605 20250702 5886.0 5906.0 ... 53.08 5898.0 5860.0 PR
107 PR606 20250702 0.0 0.0 ... 0.00 5860.0 5848.0 PR
108 PX507 20250702 7000.0 7000.0 ... 6933.93 6920.0 6984.0 PX
109 PX508 20250702 6892.0 6894.0 ... 10835.27 6826.0 6862.0 PX
110 PX509 20250702 6812.0 6830.0 ... 723735.28 6760.0 6798.0 PX
111 PX510 20250702 6774.0 6774.0 ... 81218.20 6716.0 6712.0 PX
112 PX511 20250702 6692.0 6726.0 ... 117408.29 6670.0 6668.0 PX
113 PX512 20250702 6668.0 6678.0 ... 6157.72 6640.0 6636.0 PX
114 PX601 20250702 6658.0 6664.0 ... 52017.03 6624.0 6614.0 PX
115 PX602 20250702 6576.0 6600.0 ... 36.22 6586.0 6606.0 PX
116 PX603 20250702 0.0 0.0 ... 0.00 6610.0 6584.0 PX
117 PX604 20250702 6570.0 6570.0 ... 6.57 6568.0 6570.0 PX
118 PX605 20250702 6618.0 6624.0 ... 62.58 6588.0 6584.0 PX
119 PX606 20250702 6538.0 6538.0 ... 3.27 6538.0 6536.0 PX
120 RI507 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250702 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250702 2447.0 2449.0 ... 4013.17 2438.0 2445.0 RM
127 RM508 20250702 2588.0 2593.0 ... 16803.55 2583.0 2590.0 RM
128 RM509 20250702 2581.0 2588.0 ... 780781.64 2577.0 2583.0 RM
129 RM511 20250702 2408.0 2410.0 ... 4145.31 2403.0 2411.0 RM
130 RM601 20250702 2303.0 2309.0 ... 112056.32 2301.0 2308.0 RM
131 RM603 20250702 2285.0 2290.0 ... 9047.03 2283.0 2288.0 RM
132 RM605 20250702 2318.0 2322.0 ... 10646.88 2316.0 2318.0 RM
133 RS507 20250702 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250702 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250702 5141.0 5185.0 ... 195.92 5156.0 5097.0 RS
136 RS511 20250702 0.0 0.0 ... 0.00 5252.0 5252.0 RS
137 SA507 20250702 1145.0 1187.0 ... 1315.73 1166.0 1156.0 SA
138 SA508 20250702 1168.0 1206.0 ... 32348.74 1186.0 1172.0 SA
139 SA509 20250702 1163.0 1211.0 ... 6406411.38 1185.0 1169.0 SA
140 SA510 20250702 1182.0 1219.0 ... 103125.93 1191.0 1189.0 SA
141 SA511 20250702 1179.0 1219.0 ... 118144.79 1190.0 1187.0 SA
142 SA512 20250702 1191.0 1230.0 ... 47118.44 1210.0 1197.0 SA
143 SA601 20250702 1180.0 1231.0 ... 1321284.24 1210.0 1182.0 SA
144 SA602 20250702 1192.0 1236.0 ... 7685.99 1223.0 1194.0 SA
145 SA603 20250702 1188.0 1236.0 ... 8360.74 1218.0 1191.0 SA
146 SA604 20250702 1199.0 1244.0 ... 7468.79 1232.0 1203.0 SA
147 SA605 20250702 1195.0 1243.0 ... 43896.95 1225.0 1202.0 SA
148 SA606 20250702 1201.0 1245.0 ... 3839.08 1236.0 1203.0 SA
149 SF507 20250702 5352.0 5550.0 ... 6850.37 5396.0 5350.0 SF
150 SF508 20250702 5282.0 5476.0 ... 24057.99 5374.0 5268.0 SF
151 SF509 20250702 5280.0 5468.0 ... 736112.59 5368.0 5258.0 SF
152 SF510 20250702 5198.0 5380.0 ... 112883.22 5280.0 5172.0 SF
153 SF511 20250702 5318.0 5514.0 ... 164170.99 5402.0 5296.0 SF
154 SF512 20250702 5276.0 5474.0 ... 30020.24 5358.0 5264.0 SF
155 SF601 20250702 5258.0 5446.0 ... 20501.80 5322.0 5236.0 SF
156 SF602 20250702 5172.0 5380.0 ... 2395.26 5312.0 5176.0 SF
157 SF603 20250702 5318.0 5502.0 ... 97.91 5440.0 5306.0 SF
158 SF604 20250702 5372.0 5488.0 ... 27.23 5446.0 5304.0 SF
159 SF605 20250702 5248.0 5476.0 ... 314.37 5420.0 5284.0 SF
160 SF606 20250702 5296.0 5400.0 ... 21.50 5376.0 5216.0 SF
161 SH507 20250702 2370.0 2370.0 ... 387.61 2349.0 2406.0 SH
162 SH508 20250702 2349.0 2394.0 ... 224774.89 2368.0 2301.0 SH
163 SH509 20250702 2363.0 2396.0 ... 4350271.76 2374.0 2317.0 SH
164 SH510 20250702 2403.0 2434.0 ... 310963.14 2415.0 2358.0 SH
165 SH511 20250702 2391.0 2420.0 ... 186434.50 2402.0 2345.0 SH
166 SH512 20250702 2396.0 2424.0 ... 37010.77 2405.0 2351.0 SH
167 SH601 20250702 2356.0 2390.0 ... 84687.08 2371.0 2323.0 SH
168 SH602 20250702 2380.0 2403.0 ... 871.68 2382.0 2340.0 SH
169 SH603 20250702 2382.0 2409.0 ... 273.01 2395.0 2351.0 SH
170 SH604 20250702 2422.0 2447.0 ... 51.05 2431.0 2384.0 SH
171 SH605 20250702 2412.0 2446.0 ... 2256.75 2427.0 2380.0 SH
172 SH606 20250702 2430.0 2449.0 ... 167.37 2426.0 2400.0 SH
173 SM507 20250702 5614.0 5732.0 ... 1455.32 5696.0 5584.0 SM
174 SM508 20250702 5598.0 5752.0 ... 19786.84 5684.0 5604.0 SM
175 SM509 20250702 5624.0 5758.0 ... 869273.36 5694.0 5610.0 SM
176 SM510 20250702 5592.0 5720.0 ... 57503.64 5652.0 5578.0 SM
177 SM511 20250702 5680.0 5802.0 ... 102222.05 5740.0 5666.0 SM
178 SM512 20250702 5666.0 5784.0 ... 33088.87 5720.0 5658.0 SM
179 SM601 20250702 5660.0 5788.0 ... 45573.84 5718.0 5642.0 SM
180 SM602 20250702 5662.0 5786.0 ... 282.13 5700.0 5642.0 SM
181 SM603 20250702 5672.0 5802.0 ... 262.68 5710.0 5654.0 SM
182 SM604 20250702 5672.0 5814.0 ... 171.51 5718.0 5662.0 SM
183 SM605 20250702 5702.0 5814.0 ... 1003.23 5750.0 5668.0 SM
184 SM606 20250702 5694.0 5808.0 ... 37.43 5758.0 5680.0 SM
185 SR507 20250702 5790.0 5800.0 ... 11164.37 5779.0 5796.0 SR
186 SR509 20250702 5740.0 5772.0 ... 1628936.65 5735.0 5781.0 SR
187 SR511 20250702 5624.0 5638.0 ... 154161.54 5606.0 5662.0 SR
188 SR601 20250702 5567.0 5583.0 ... 203284.02 5557.0 5601.0 SR
189 SR603 20250702 5550.0 5557.0 ... 4151.26 5535.0 5573.0 SR
190 SR605 20250702 5525.0 5528.0 ... 15391.61 5509.0 5543.0 SR
191 TA507 20250702 4946.0 4950.0 ... 10507.50 4918.0 4968.0 TA
192 TA508 20250702 4898.0 4904.0 ... 90380.90 4854.0 4906.0 TA
193 TA509 20250702 4810.0 4818.0 ... 2236780.06 4778.0 4804.0 TA
194 TA510 20250702 4748.0 4760.0 ... 75416.51 4724.0 4730.0 TA
195 TA511 20250702 4728.0 4732.0 ... 48069.96 4700.0 4704.0 TA
196 TA512 20250702 4704.0 4710.0 ... 4818.34 4680.0 4676.0 TA
197 TA601 20250702 4678.0 4692.0 ... 423862.03 4662.0 4664.0 TA
198 TA602 20250702 4676.0 4690.0 ... 107.31 4666.0 4700.0 TA
199 TA603 20250702 4666.0 4680.0 ... 74.44 4654.0 4668.0 TA
200 TA604 20250702 4668.0 4688.0 ... 23.35 4672.0 4678.0 TA
201 TA605 20250702 4696.0 4702.0 ... 1798.52 4678.0 4678.0 TA
202 TA606 20250702 4678.0 4678.0 ... 2.34 4678.0 4706.0 TA
203 UR507 20250702 1740.0 1751.0 ... 791.96 1744.0 1729.0 UR
204 UR508 20250702 1730.0 1754.0 ... 554.10 1742.0 1719.0 UR
205 UR509 20250702 1717.0 1747.0 ... 915051.52 1730.0 1710.0 UR
206 UR510 20250702 1707.0 1734.0 ... 18134.29 1720.0 1700.0 UR
207 UR511 20250702 1717.0 1740.0 ... 8336.03 1727.0 1707.0 UR
208 UR512 20250702 1699.0 1720.0 ... 75.33 1712.0 1696.0 UR
209 UR601 20250702 1680.0 1706.0 ... 77513.22 1691.0 1675.0 UR
210 UR602 20250702 1679.0 1702.0 ... 873.85 1687.0 1673.0 UR
211 UR603 20250702 1711.0 1726.0 ... 78.88 1715.0 1700.0 UR
212 UR604 20250702 1704.0 1716.0 ... 61.45 1707.0 1694.0 UR
213 UR605 20250702 1699.0 1716.0 ... 3118.89 1702.0 1689.0 UR
214 UR606 20250702 1690.0 1714.0 ... 430.07 1707.0 1685.0 UR
215 WH507 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250702 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250702 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 18:25:56,934 - future_1d - INFO - ak.get_czce_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 a2507 20250702 4200.00 ... 4200.00 4204.0 A
1 a2509 20250702 4125.00 ... 4137.00 4129.0 A
2 a2511 20250702 4061.00 ... 4070.00 4069.0 A
3 a2601 20250702 4047.00 ... 4049.00 4051.0 A
4 a2603 20250702 4039.00 ... 4039.00 4039.0 A
5 a2605 20250702 4071.00 ... 4073.00 4075.0 A
6 b2507 20250702 0.00 ... 3550.00 3550.0 B
7 b2508 20250702 3546.00 ... 3554.00 3576.0 B
8 b2509 20250702 3590.00 ... 3591.00 3608.0 B
9 b2510 20250702 3648.00 ... 3642.00 3660.0 B
10 b2511 20250702 3663.00 ... 3654.00 3665.0 B
11 b2512 20250702 3667.00 ... 3668.00 3677.0 B
12 b2601 20250702 3655.00 ... 3653.00 3662.0 B
13 b2602 20250702 3607.00 ... 3610.00 3618.0 B
14 b2603 20250702 3516.00 ... 3514.00 3528.0 B
15 b2604 20250702 3422.00 ... 3420.00 3434.0 B
16 b2605 20250702 3370.00 ... 3364.00 3380.0 B
17 b2606 20250702 3378.00 ... 3367.00 3380.0 B
18 bb2509 20250702 153.25 ... 153.35 153.2 BB
19 bb2511 20250702 153.35 ... 153.20 152.8 BB
20 bb2601 20250702 0.00 ... 170.50 170.1 BB
21 bb2603 20250702 0.00 ... 170.60 170.2 BB
22 bb2605 20250702 0.00 ... 170.60 170.2 BB
23 c2507 20250702 2358.00 ... 2356.00 2358.0 C
24 c2509 20250702 2383.00 ... 2369.00 2381.0 C
25 c2511 20250702 2328.00 ... 2309.00 2319.0 C
26 c2601 20250702 2279.00 ... 2267.00 2277.0 C
27 c2603 20250702 2274.00 ... 2263.00 2273.0 C
28 c2605 20250702 2303.00 ... 2294.00 2303.0 C
29 cs2507 20250702 2729.00 ... 2729.00 2727.0 CS
30 cs2509 20250702 2746.00 ... 2735.00 2743.0 CS
31 cs2511 20250702 2682.00 ... 2671.00 2678.0 CS
32 cs2601 20250702 2677.00 ... 2667.00 2677.0 CS
33 cs2603 20250702 2665.00 ... 2647.00 2659.0 CS
34 cs2605 20250702 2697.00 ... 2685.00 2694.0 CS
35 eb2507 20250702 7389.00 ... 7397.00 7422.0 EB
36 eb2508 20250702 7279.00 ... 7250.00 7273.0 EB
37 eb2509 20250702 7210.00 ... 7166.00 7186.0 EB
38 eb2510 20250702 7125.00 ... 7082.00 7104.0 EB
39 eb2511 20250702 7040.00 ... 7012.00 7033.0 EB
40 eb2512 20250702 7010.00 ... 6987.00 7006.0 EB
41 eb2601 20250702 7018.00 ... 6998.00 7015.0 EB
42 eb2602 20250702 7023.00 ... 7016.00 7047.0 EB
43 eb2603 20250702 7047.00 ... 7022.00 7099.0 EB
44 eb2604 20250702 7006.00 ... 7019.00 7042.0 EB
45 eb2605 20250702 7014.00 ... 7016.00 7065.0 EB
46 eb2606 20250702 7002.00 ... 7037.00 7014.0 EB
47 eg2507 20250702 4232.00 ... 4226.00 4203.0 EG
48 eg2508 20250702 4274.00 ... 4272.00 4245.0 EG
49 eg2509 20250702 4290.00 ... 4289.00 4262.0 EG
50 eg2510 20250702 4290.00 ... 4297.00 4269.0 EG
51 eg2511 20250702 4291.00 ... 4309.00 4271.0 EG
52 eg2512 20250702 4302.00 ... 4310.00 4276.0 EG
53 eg2601 20250702 4305.00 ... 4314.00 4286.0 EG
54 eg2602 20250702 4308.00 ... 4311.00 4284.0 EG
55 eg2603 20250702 4313.00 ... 4311.00 4288.0 EG
56 eg2604 20250702 0.00 ... 4345.00 4311.0 EG
57 eg2605 20250702 4314.00 ... 4321.00 4302.0 EG
58 eg2606 20250702 0.00 ... 4297.00 4285.0 EG
59 fb2507 20250702 0.00 ... 1341.50 1341.5 FB
60 fb2508 20250702 1327.50 ... 1327.50 1311.0 FB
61 fb2509 20250702 1299.50 ... 1309.00 1306.0 FB
62 fb2510 20250702 1324.50 ... 1326.50 1327.5 FB
63 fb2511 20250702 1326.50 ... 1325.00 1325.5 FB
64 fb2512 20250702 1323.00 ... 1323.50 1323.5 FB
65 fb2601 20250702 1310.50 ... 1311.00 1300.5 FB
66 fb2602 20250702 0.00 ... 1295.50 1295.5 FB
67 fb2603 20250702 0.00 ... 1313.50 1313.5 FB
68 fb2604 20250702 0.00 ... 1310.50 1310.5 FB
69 fb2605 20250702 0.00 ... 1292.50 1292.5 FB
70 fb2606 20250702 0.00 ... 1292.50 1292.5 FB
71 i2507 20250702 711.00 ... 710.50 719.0 I
72 i2508 20250702 715.00 ... 722.50 719.0 I
73 i2509 20250702 708.00 ... 715.50 710.5 I
74 i2510 20250702 702.00 ... 708.00 704.5 I
75 i2511 20250702 696.00 ... 702.00 698.5 I
76 i2512 20250702 692.50 ... 697.00 692.5 I
77 i2601 20250702 683.50 ... 689.50 686.5 I
78 i2602 20250702 682.50 ... 685.50 684.0 I
79 i2603 20250702 680.00 ... 683.00 681.0 I
80 i2604 20250702 676.50 ... 680.00 676.5 I
81 i2605 20250702 666.00 ... 672.00 669.0 I
82 i2606 20250702 663.50 ... 667.50 664.0 I
83 j2507 20250702 0.00 ... 1304.50 1304.5 J
84 j2508 20250702 1361.00 ... 1393.00 1371.5 J
85 j2509 20250702 1390.00 ... 1416.50 1398.0 J
86 j2510 20250702 1404.50 ... 1440.50 1415.0 J
87 j2511 20250702 0.00 ... 1428.50 1428.5 J
88 j2512 20250702 1432.00 ... 1432.00 1431.5 J
89 j2601 20250702 1433.50 ... 1453.50 1433.0 J
90 j2602 20250702 0.00 ... 1460.50 1440.0 J
91 j2603 20250702 0.00 ... 1491.00 1470.0 J
92 j2604 20250702 0.00 ... 1497.50 1497.5 J
93 j2605 20250702 1463.50 ... 1477.00 1463.5 J
94 j2606 20250702 1485.50 ... 1485.50 1474.0 J
95 jd2507 20250702 2845.00 ... 2836.00 2835.0 JD
96 jd2508 20250702 3561.00 ... 3561.00 3568.0 JD
97 jd2509 20250702 3683.00 ... 3687.00 3690.0 JD
98 jd2510 20250702 3415.00 ... 3412.00 3417.0 JD
99 jd2511 20250702 3430.00 ... 3418.00 3433.0 JD
100 jd2512 20250702 3598.00 ... 3583.00 3594.0 JD
101 jd2601 20250702 3633.00 ... 3629.00 3637.0 JD
102 jd2602 20250702 3200.00 ... 3199.00 3203.0 JD
103 jd2603 20250702 3206.00 ... 3202.00 3206.0 JD
104 jd2604 20250702 3349.00 ... 3329.00 3343.0 JD
105 jd2605 20250702 3422.00 ... 3404.00 3422.0 JD
106 jd2606 20250702 3262.00 ... 3250.00 3266.0 JD
107 jm2507 20250702 811.00 ... 811.00 821.0 JM
108 jm2508 20250702 780.00 ... 780.00 784.0 JM
109 jm2509 20250702 813.50 ... 825.00 817.5 JM
110 jm2510 20250702 830.00 ... 844.50 832.5 JM
111 jm2511 20250702 839.50 ... 854.50 840.5 JM
112 jm2512 20250702 849.50 ... 865.00 848.0 JM
113 jm2601 20250702 860.00 ... 871.50 854.0 JM
114 jm2602 20250702 871.00 ... 885.00 862.5 JM
115 jm2603 20250702 865.00 ... 888.00 868.5 JM
116 jm2604 20250702 872.00 ... 893.50 877.5 JM
117 jm2605 20250702 884.50 ... 896.00 883.5 JM
118 jm2606 20250702 886.00 ... 911.00 896.0 JM
119 l2507 20250702 7301.00 ... 7294.00 7282.0 L
120 l2508 20250702 7275.00 ... 7270.00 7252.0 L
121 l2509 20250702 7240.00 ... 7263.00 7246.0 L
122 l2510 20250702 7247.00 ... 7256.00 7229.0 L
123 l2511 20250702 7226.00 ... 7250.00 7222.0 L
124 l2512 20250702 7236.00 ... 7247.00 7219.0 L
125 l2601 20250702 7230.00 ... 7236.00 7210.0 L
126 l2602 20250702 7192.00 ... 7218.00 7202.0 L
127 l2603 20250702 7224.00 ... 7224.00 7198.0 L
128 l2604 20250702 7234.00 ... 7248.00 7219.0 L
129 l2605 20250702 7207.00 ... 7214.00 7196.0 L
130 l2606 20250702 7222.00 ... 7235.00 7195.0 L
131 lg2507 20250702 815.50 ... 818.50 815.5 LG
132 lg2509 20250702 789.50 ... 790.50 782.5 LG
133 lg2511 20250702 782.00 ... 784.50 778.5 LG
134 lg2601 20250702 781.50 ... 783.00 781.5 LG
135 lg2603 20250702 782.50 ... 783.50 784.5 LG
136 lg2605 20250702 789.50 ... 791.50 785.5 LG
137 lh2507 20250702 13950.00 ... 13950.00 13820.0 LH
138 lh2509 20250702 13880.00 ... 14190.00 13895.0 LH
139 lh2511 20250702 13340.00 ... 13510.00 13400.0 LH
140 lh2601 20250702 13455.00 ... 13555.00 13495.0 LH
141 lh2603 20250702 12775.00 ... 12850.00 12800.0 LH
142 lh2605 20250702 12990.00 ... 13010.00 12955.0 LH
143 m2507 20250702 2820.00 ... 2824.00 2832.0 M
144 m2508 20250702 2939.00 ... 2929.00 2944.0 M
145 m2509 20250702 2951.00 ... 2947.00 2961.0 M
146 m2511 20250702 2995.00 ... 2985.00 3000.0 M
147 m2512 20250702 3015.00 ... 3009.00 3022.0 M
148 m2601 20250702 2997.00 ... 2990.00 3002.0 M
149 m2603 20250702 2856.00 ... 2849.00 2861.0 M
150 m2605 20250702 2707.00 ... 2698.00 2713.0 M
151 p2507 20250702 8452.00 ... 8452.00 8328.0 P
152 p2508 20250702 8394.00 ... 8428.00 8372.0 P
153 p2509 20250702 8338.00 ... 8376.00 8314.0 P
154 p2510 20250702 8338.00 ... 8384.00 8310.0 P
155 p2511 20250702 8334.00 ... 8374.00 8302.0 P
156 p2512 20250702 8334.00 ... 8394.00 8310.0 P
157 p2601 20250702 8344.00 ... 8402.00 8334.0 P
158 p2602 20250702 8330.00 ... 8374.00 8316.0 P
159 p2603 20250702 8296.00 ... 8328.00 8274.0 P
160 p2604 20250702 8254.00 ... 8298.00 8234.0 P
161 p2605 20250702 8252.00 ... 8272.00 8220.0 P
162 p2606 20250702 8216.00 ... 8262.00 8210.0 P
163 pg2507 20250702 4205.00 ... 4205.00 4203.0 PG
164 pg2508 20250702 4205.00 ... 4202.00 4194.0 PG
165 pg2509 20250702 4103.00 ... 4100.00 4098.0 PG
166 pg2510 20250702 4480.00 ... 4480.00 4470.0 PG
167 pg2511 20250702 4394.00 ... 4392.00 4383.0 PG
168 pg2512 20250702 4311.00 ... 4322.00 4305.0 PG
169 pg2601 20250702 4249.00 ... 4240.00 4236.0 PG
170 pg2602 20250702 4148.00 ... 4163.00 4155.0 PG
171 pg2603 20250702 4080.00 ... 4084.00 4072.0 PG
172 pg2604 20250702 4374.00 ... 4374.00 4360.0 PG
173 pg2605 20250702 4264.00 ... 4266.00 4245.0 PG
174 pg2606 20250702 4223.00 ... 4204.00 4202.0 PG
175 pp2507 20250702 7088.00 ... 7073.00 7073.0 PP
176 pp2508 20250702 7064.00 ... 7064.00 7055.0 PP
177 pp2509 20250702 7055.00 ... 7058.00 7048.0 PP
178 pp2510 20250702 7001.00 ... 7017.00 7003.0 PP
179 pp2511 20250702 7014.00 ... 7016.00 6999.0 PP
180 pp2512 20250702 7011.00 ... 7021.00 6993.0 PP
181 pp2601 20250702 7000.00 ... 7012.00 6997.0 PP
182 pp2602 20250702 6969.00 ... 6981.00 6978.0 PP
183 pp2603 20250702 6966.00 ... 6971.00 6976.0 PP
184 pp2604 20250702 0.00 ... 6989.00 6989.0 PP
185 pp2605 20250702 6986.00 ... 6990.00 6976.0 PP
186 pp2606 20250702 6964.00 ... 6974.00 6985.0 PP
187 rr2507 20250702 0.00 ... 3578.00 3578.0 RR
188 rr2508 20250702 3568.00 ... 3549.00 3579.0 RR
189 rr2509 20250702 3602.00 ... 3600.00 3608.0 RR
190 rr2510 20250702 3598.00 ... 3602.00 3596.0 RR
191 rr2511 20250702 3601.00 ... 3608.00 3596.0 RR
192 rr2512 20250702 3605.00 ... 3608.00 3599.0 RR
193 rr2601 20250702 3606.00 ... 3610.00 3607.0 RR
194 rr2602 20250702 3612.00 ... 3612.00 3614.0 RR
195 rr2603 20250702 3607.00 ... 3607.00 3607.0 RR
196 rr2604 20250702 0.00 ... 3619.00 3619.0 RR
197 rr2605 20250702 0.00 ... 3602.00 3602.0 RR
198 rr2606 20250702 0.00 ... 3608.00 3603.0 RR
199 v2507 20250702 4760.00 ... 4819.00 4767.0 V
200 v2508 20250702 4788.00 ... 4847.00 4800.0 V
201 v2509 20250702 4819.00 ... 4877.00 4839.0 V
202 v2510 20250702 4855.00 ... 4906.00 4867.0 V
203 v2511 20250702 4886.00 ... 4932.00 4897.0 V
204 v2512 20250702 4905.00 ... 4968.00 4922.0 V
205 v2601 20250702 4916.00 ... 4975.00 4932.0 V
206 v2602 20250702 4956.00 ... 5000.00 4959.0 V
207 v2603 20250702 4970.00 ... 5029.00 4983.0 V
208 v2604 20250702 5080.00 ... 5127.00 5078.0 V
209 v2605 20250702 5085.00 ... 5146.00 5090.0 V
210 v2606 20250702 5113.00 ... 5174.00 5100.0 V
211 y2507 20250702 0.00 ... 8038.00 8038.0 Y
212 y2508 20250702 8000.00 ... 7994.00 8002.0 Y
213 y2509 20250702 8004.00 ... 7982.00 7968.0 Y
214 y2511 20250702 7980.00 ... 7980.00 7974.0 Y
215 y2512 20250702 8010.00 ... 8010.00 7998.0 Y
216 y2601 20250702 7926.00 ... 7932.00 7926.0 Y
217 y2603 20250702 7802.00 ... 7800.00 7804.0 Y
218 y2605 20250702 7610.00 ... 7586.00 7608.0 Y
[219 rows x 12 columns]
2025-07-09 18:25:57,641 - future_1d - INFO - ak.get_dce_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 IC2507 20250702 5857.400 ... 5849.600 5872.000 IC
1 IC2508 20250702 5813.200 ... 5799.000 5824.000 IC
2 IC2509 20250702 5748.000 ... 5748.800 5770.600 IC
3 IC2512 20250702 5635.000 ... 5625.000 5644.400 IC
4 IF2507 20250702 3915.000 ... 3919.600 3915.000 IF
5 IF2508 20250702 3899.000 ... 3902.200 3899.200 IF
6 IF2509 20250702 3890.200 ... 3891.800 3889.400 IF
7 IF2512 20250702 3850.600 ... 3854.200 3854.800 IF
8 IH2507 20250702 2697.200 ... 2703.400 2698.400 IH
9 IH2508 20250702 2694.400 ... 2698.200 2693.600 IH
10 IH2509 20250702 2692.000 ... 2696.800 2692.600 IH
11 IH2512 20250702 2690.600 ... 2695.000 2692.200 IH
12 IM2507 20250702 6280.800 ... 6251.800 6287.000 IM
13 IM2508 20250702 6200.000 ... 6177.200 6211.000 IM
14 IM2509 20250702 6130.000 ... 6107.400 6134.000 IM
15 IM2512 20250702 5945.000 ... 5929.000 5953.400 IM
16 T2509 20250702 109.030 ... 109.110 108.975 T
17 T2512 20250702 109.055 ... 109.185 109.010 T
18 T2603 20250702 109.080 ... 109.140 108.995 T
19 TF2509 20250702 106.205 ... 106.240 106.175 TF
20 TF2512 20250702 106.300 ... 106.335 106.270 TF
21 TF2603 20250702 106.335 ... 106.375 106.320 TF
22 TL2509 20250702 120.980 ... 121.160 120.700 TL
23 TL2512 20250702 120.770 ... 121.020 120.560 TL
24 TL2603 20250702 120.610 ... 120.800 120.390 TL
25 TS2509 20250702 102.490 ... 102.506 102.482 TS
26 TS2512 20250702 102.638 ... 102.638 102.626 TS
27 TS2603 20250702 102.752 ... 102.744 102.738 TS
[28 rows x 12 columns]
2025-07-09 18:25:57,766 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250702 ... 80830 80140 CU
1 1 CU2508 20250702 ... 80620 80020 CU
2 2 CU2509 20250702 ... 80420 79790 CU
3 3 CU2510 20250702 ... 80150 79550 CU
4 4 CU2511 20250702 ... 79910 79320 CU
5 5 CU2512 20250702 ... 79680 79130 CU
6 6 CU2601 20250702 ... 79500 78970 CU
7 7 CU2602 20250702 ... 79400 78890 CU
8 8 CU2603 20250702 ... 79350 78560 CU
9 9 CU2604 20250702 ... 79300 78600 CU
10 10 CU2605 20250702 ... 79160 78440 CU
11 11 CU2606 20250702 ... 79160 78280 CU
12 12 BC2507 20250702 ... 71480 71500 BC
13 13 BC2508 20250702 ... 71850 71280 BC
14 14 BC2509 20250702 ... 71670 70970 BC
15 15 BC2510 20250702 ... 71350 71300 BC
16 16 BC2511 20250702 ... 72330 69520 BC
17 17 BC2512 20250702 ... 69450 69450 BC
18 18 BC2601 20250702 ... 69570 69570 BC
19 19 BC2602 20250702 ... 69410 69410 BC
20 20 BC2603 20250702 ... 69290 69290 BC
21 21 BC2604 20250702 ... 69760 69760 BC
22 22 BC2605 20250702 ... 71000 69710 BC
23 23 BC2606 20250702 ... 71590 71590 BC
24 24 AL2507 20250702 ... 20825 20750 AL
25 25 AL2508 20250702 ... 20665 20560 AL
26 26 AL2509 20250702 ... 20590 20475 AL
27 27 AL2510 20250702 ... 20490 20365 AL
28 28 AL2511 20250702 ... 20395 20255 AL
29 29 AL2512 20250702 ... 20295 20160 AL
30 30 AL2601 20250702 ... 20220 20090 AL
31 31 AL2602 20250702 ... 20215 20100 AL
32 32 AL2603 20250702 ... 20205 20100 AL
33 33 AL2604 20250702 ... 20220 20135 AL
34 34 AL2605 20250702 ... 20250 20100 AL
35 35 AL2606 20250702 ... 20245 20125 AL
36 36 ZN2507 20250702 ... 22295 22310 ZN
37 37 ZN2508 20250702 ... 22215 22255 ZN
38 38 ZN2509 20250702 ... 22160 22190 ZN
39 39 ZN2510 20250702 ... 22110 22140 ZN
40 40 ZN2511 20250702 ... 22050 22085 ZN
41 41 ZN2512 20250702 ... 22010 22060 ZN
42 42 ZN2601 20250702 ... 21965 22045 ZN
43 43 ZN2602 20250702 ... 21955 21995 ZN
44 44 ZN2603 20250702 ... 21955 21995 ZN
45 45 ZN2604 20250702 ... 21950 22005 ZN
46 46 ZN2605 20250702 ... 21945 21990 ZN
47 47 ZN2606 20250702 ... 21935 21955 ZN
48 48 PB2507 20250702 ... 17125 17085 PB
49 49 PB2508 20250702 ... 17160 17135 PB
50 50 PB2509 20250702 ... 17175 17150 PB
51 51 PB2510 20250702 ... 17180 17145 PB
52 52 PB2511 20250702 ... 17180 17125 PB
53 53 PB2512 20250702 ... 17170 17115 PB
54 54 PB2601 20250702 ... 17200 17140 PB
55 55 PB2602 20250702 ... 17160 17120 PB
56 56 PB2603 20250702 ... 17150 17150 PB
57 57 PB2604 20250702 ... 17160 17165 PB
58 58 PB2605 20250702 ... 17155 17155 PB
59 59 PB2606 20250702 ... 17115 17115 PB
60 60 NI2507 20250702 ... 120830 120250 NI
61 61 NI2508 20250702 ... 120820 120390 NI
62 62 NI2509 20250702 ... 121000 120460 NI
63 63 NI2510 20250702 ... 121180 120600 NI
64 64 NI2511 20250702 ... 121270 120750 NI
65 65 NI2512 20250702 ... 121440 121010 NI
66 66 NI2601 20250702 ... 121700 121140 NI
67 67 NI2602 20250702 ... 121970 121300 NI
68 68 NI2603 20250702 ... 122020 122170 NI
69 69 NI2604 20250702 ... 122270 122640 NI
70 70 NI2605 20250702 ... 122740 121940 NI
71 71 NI2606 20250702 ... 122860 122680 NI
72 72 SN2507 20250702 ... 269020 266880 SN
73 73 SN2508 20250702 ... 269300 267340 SN
74 74 SN2509 20250702 ... 269380 267450 SN
75 75 SN2510 20250702 ... 269210 267400 SN
76 76 SN2511 20250702 ... 268780 266490 SN
77 77 SN2512 20250702 ... 268330 265990 SN
78 78 SN2601 20250702 ... 268390 266150 SN
79 79 SN2602 20250702 ... 267960 266050 SN
80 80 SN2603 20250702 ... 267850 266060 SN
81 81 SN2604 20250702 ... 266880 266230 SN
82 82 SN2605 20250702 ... 267860 265950 SN
83 83 SN2606 20250702 ... 266640 266200 SN
84 84 AO2507 20250702 ... 3084 3071 AO
85 85 AO2508 20250702 ... 3045 2977 AO
86 86 AO2509 20250702 ... 2998 2941 AO
87 87 AO2510 20250702 ... 2980 2916 AO
88 88 AO2511 20250702 ... 2959 2907 AO
89 89 AO2512 20250702 ... 2951 2899 AO
90 90 AO2601 20250702 ... 2948 2892 AO
91 91 AO2602 20250702 ... 2921 2888 AO
92 92 AO2603 20250702 ... 2939 2886 AO
93 93 AO2604 20250702 ... 2954 2886 AO
94 94 AO2605 20250702 ... 2942 2886 AO
95 95 AO2606 20250702 ... 2939 2879 AO
96 96 AD2511 20250702 ... 19900 19795 AD
97 97 AD2512 20250702 ... 19790 19700 AD
98 98 AD2601 20250702 ... 19725 19635 AD
99 99 AD2602 20250702 ... 19695 19610 AD
100 100 AD2603 20250702 ... 19660 19490 AD
101 101 AD2604 20250702 ... 19625 19520 AD
102 102 AD2605 20250702 ... 19590 19465 AD
103 103 AD2606 20250702 ... 19495 19400 AD
104 104 AU2507 20250702 ... 775.16 769.12 AU
105 105 AU2508 20250702 ... 775.44 768.62 AU
106 106 AU2509 20250702 ... 777.08 771.02 AU
107 107 AU2510 20250702 ... 777.62 770.64 AU
108 108 AU2512 20250702 ... 779.26 773.24 AU
109 109 AU2602 20250702 ... 781.5 775.18 AU
110 110 AU2604 20250702 ... 783.62 777.5 AU
111 111 AU2606 20250702 ... 785.82 779.96 AU
112 112 AG2507 20250702 ... 8772 8728 AG
113 113 AG2508 20250702 ... 8783 8739 AG
114 114 AG2509 20250702 ... 8795 8752 AG
115 115 AG2510 20250702 ... 8806 8764 AG
116 116 AG2511 20250702 ... 8817 8777 AG
117 117 AG2512 20250702 ... 8823 8784 AG
118 118 AG2601 20250702 ... 8834 8795 AG
119 119 AG2602 20250702 ... 8845 8804 AG
120 120 AG2603 20250702 ... 8855 8821 AG
121 121 AG2604 20250702 ... 8868 8833 AG
122 122 AG2605 20250702 ... 8882 8843 AG
123 123 AG2606 20250702 ... 8896 8858 AG
124 124 RB2507 20250702 ... 3018 2988 RB
125 125 RB2508 20250702 ... 3002 2955 RB
126 126 RB2509 20250702 ... 2997 2954 RB
127 127 RB2510 20250702 ... 3032 2987 RB
128 128 RB2511 20250702 ... 3039 2996 RB
129 129 RB2512 20250702 ... 3049 3007 RB
130 130 RB2601 20250702 ... 3046 3005 RB
131 131 RB2602 20250702 ... 3045 3011 RB
132 132 RB2603 20250702 ... 3034 2996 RB
133 133 RB2604 20250702 ... 3051 3011 RB
134 134 RB2605 20250702 ... 3053 3012 RB
135 135 RB2606 20250702 ... 3056 3018 RB
136 136 WR2507 20250702 ... 3356 3356 WR
137 137 WR2508 20250702 ... 3376 3359 WR
138 138 WR2509 20250702 ... 3284 3257 WR
139 139 WR2510 20250702 ... 3328 3303 WR
140 140 WR2511 20250702 ... 3365 3361 WR
141 141 WR2512 20250702 ... 3362 3337 WR
142 142 WR2601 20250702 ... 3344 3325 WR
143 143 WR2602 20250702 ... 3396 3396 WR
144 144 WR2603 20250702 ... 3387 3387 WR
145 145 WR2604 20250702 ... 3392 3392 WR
146 146 WR2605 20250702 ... 3369 3369 WR
147 147 WR2606 20250702 ... 3367 3367 WR
148 148 HC2507 20250702 ... 3175 3124 HC
149 149 HC2508 20250702 ... 3170 3131 HC
150 150 HC2509 20250702 ... 3169 3129 HC
151 151 HC2510 20250702 ... 3162 3121 HC
152 152 HC2511 20250702 ... 3166 3120 HC
153 153 HC2512 20250702 ... 3187 3123 HC
154 154 HC2601 20250702 ... 3168 3125 HC
155 155 HC2602 20250702 ... 3165 3126 HC
156 156 HC2603 20250702 ... 3175 3127 HC
157 157 HC2604 20250702 ... 3168 3132 HC
158 158 HC2605 20250702 ... 3160 3121 HC
159 159 HC2606 20250702 ... 3163 3124 HC
160 160 SS2507 20250702 ... 12540 12440 SS
161 161 SS2508 20250702 ... 12640 12535 SS
162 162 SS2509 20250702 ... 12600 12505 SS
163 163 SS2510 20250702 ... 12570 12475 SS
164 164 SS2511 20250702 ... 12585 12490 SS
165 165 SS2512 20250702 ... 12595 12510 SS
166 166 SS2601 20250702 ... 12640 12555 SS
167 167 SS2602 20250702 ... 12680 12595 SS
168 168 SS2603 20250702 ... 12715 12635 SS
169 169 SS2604 20250702 ... 12745 12630 SS
170 170 SS2605 20250702 ... 12775 12675 SS
171 171 SS2606 20250702 ... 12810 12700 SS
172 172 SC2508 20250702 ... 498.5 497 SC
173 173 SC2509 20250702 ... 493 490.9 SC
174 174 SC2510 20250702 ... 487.4 485.4 SC
175 175 SC2511 20250702 ... 482.9 481.8 SC
176 176 SC2512 20250702 ... 480.7 478.8 SC
177 177 SC2601 20250702 ... 478.4 476.5 SC
178 178 SC2602 20250702 ... 476.5 475 SC
179 179 SC2603 20250702 ... 474 473.9 SC
180 180 SC2604 20250702 ... 473.3 476.3 SC
181 181 SC2605 20250702 ... 471.2 470.6 SC
182 182 SC2606 20250702 ... 472 470.2 SC
183 183 SC2607 20250702 ... 470.9 470.9 SC
184 184 SC2609 20250702 ... 467.3 467.3 SC
185 185 SC2612 20250702 ... 460.4 470.6 SC
186 186 SC2703 20250702 ... 468.4 468.4 SC
187 187 SC2706 20250702 ... 463.6 462.7 SC
188 188 SC2709 20250702 ... 463.9 465.7 SC
189 189 SC2712 20250702 ... 465.8 465.8 SC
190 190 SC2803 20250702 ... 460.4 460.4 SC
191 191 SC2806 20250702 ... 462.8 459.9 SC
192 192 LU2508 20250702 ... 3588 3591 LU
193 193 LU2509 20250702 ... 3591 3576 LU
194 194 LU2510 20250702 ... 3569 3553 LU
195 195 LU2511 20250702 ... 3541 3528 LU
196 196 LU2512 20250702 ... 3517 3505 LU
197 197 LU2601 20250702 ... 3497 3499 LU
198 198 LU2602 20250702 ... 3480 3480 LU
199 199 LU2603 20250702 ... 3461 3456 LU
200 200 LU2604 20250702 ... 3447 3450 LU
201 201 LU2605 20250702 ... 3429 3427 LU
202 202 LU2606 20250702 ... 3436 3423 LU
203 203 LU2607 20250702 ... 3416 3416 LU
204 204 FU2508 20250702 ... 2923 2937 FU
205 205 FU2509 20250702 ... 2956 2973 FU
206 206 FU2510 20250702 ... 2912 2921 FU
207 207 FU2511 20250702 ... 2882 2882 FU
208 208 FU2512 20250702 ... 2858 2858 FU
209 209 FU2601 20250702 ... 2852 2850 FU
210 210 FU2602 20250702 ... 2836 2832 FU
211 211 FU2603 20250702 ... 2826 2823 FU
212 212 FU2604 20250702 ... 2813 2811 FU
213 213 FU2605 20250702 ... 2800 2802 FU
214 214 FU2606 20250702 ... 2785 2790 FU
215 215 FU2607 20250702 ... 2779 2781 FU
216 216 BU2507 20250702 ... 3609 3592 BU
217 217 BU2508 20250702 ... 3598 3580 BU
218 218 BU2509 20250702 ... 3579 3566 BU
219 219 BU2510 20250702 ... 3530 3520 BU
220 220 BU2511 20250702 ... 3464 3451 BU
221 221 BU2512 20250702 ... 3382 3373 BU
222 222 BU2601 20250702 ... 3342 3334 BU
223 223 BU2602 20250702 ... 3338 3303 BU
224 224 BU2603 20250702 ... 3315 3307 BU
225 225 BU2604 20250702 ... 3304 3292 BU
226 226 BU2605 20250702 ... 3286 3274 BU
227 227 BU2606 20250702 ... 3257 3242 BU
228 228 BU2609 20250702 ... 3260 3253 BU
229 229 BU2612 20250702 ... 3230 3212 BU
230 230 BU2703 20250702 ... 3243 3215 BU
231 231 BU2706 20250702 ... 3228 3228 BU
232 232 BR2507 20250702 ... 11390 11350 BR
233 233 BR2508 20250702 ... 11230 11220 BR
234 234 BR2509 20250702 ... 11130 11110 BR
235 235 BR2510 20250702 ... 11080 11055 BR
236 236 BR2511 20250702 ... 11070 11020 BR
237 237 BR2512 20250702 ... 11060 10985 BR
238 238 BR2601 20250702 ... 11030 10980 BR
239 239 BR2602 20250702 ... 11040 11010 BR
240 240 BR2603 20250702 ... 11030 11015 BR
241 241 BR2604 20250702 ... 11010 11065 BR
242 242 BR2605 20250702 ... 11020 11000 BR
243 243 BR2606 20250702 ... 11055 11000 BR
244 244 RU2507 20250702 ... 14000 13905 RU
245 245 RU2508 20250702 ... 14070 13945 RU
246 246 RU2509 20250702 ... 14090 13975 RU
247 247 RU2510 20250702 ... 14070 13975 RU
248 248 RU2511 20250702 ... 14100 13995 RU
249 249 RU2601 20250702 ... 14955 14850 RU
250 250 RU2603 20250702 ... 14940 14875 RU
251 251 RU2604 20250702 ... 14975 14975 RU
252 252 RU2605 20250702 ... 15010 14875 RU
253 253 RU2606 20250702 ... 14980 14915 RU
254 254 NR2507 20250702 ... 12245 12175 NR
255 255 NR2508 20250702 ... 12270 12210 NR
256 256 NR2509 20250702 ... 12225 12170 NR
257 257 NR2510 20250702 ... 12210 12165 NR
258 258 NR2511 20250702 ... 12220 12180 NR
259 259 NR2512 20250702 ... 12220 12180 NR
260 260 NR2601 20250702 ... 12220 12165 NR
261 261 NR2602 20250702 ... 12255 12185 NR
262 262 NR2603 20250702 ... 12220 12175 NR
263 263 NR2604 20250702 ... 12240 12185 NR
264 264 NR2605 20250702 ... 12285 12225 NR
265 265 NR2606 20250702 ... 12260 12260 NR
266 266 SP2507 20250702 ... 5026 5024 SP
267 267 SP2508 20250702 ... 5032 5044 SP
268 268 SP2509 20250702 ... 5048 5044 SP
269 269 SP2510 20250702 ... 5052 5046 SP
270 270 SP2511 20250702 ... 5042 5034 SP
271 271 SP2512 20250702 ... 5040 5032 SP
272 272 SP2601 20250702 ... 5242 5230 SP
273 273 SP2602 20250702 ... 5192 5170 SP
274 274 SP2603 20250702 ... 5166 5170 SP
275 275 SP2604 20250702 ... 5162 5172 SP
276 276 SP2605 20250702 ... 5176 5178 SP
277 277 SP2606 20250702 ... 5198 5190 SP
278 278 EC2508 20250702 ... 1894.9 1852.6 EC
279 279 EC2510 20250702 ... 1374.5 1368.8 EC
280 280 EC2512 20250702 ... 1540.4 1526.5 EC
281 281 EC2602 20250702 ... 1338.5 1331.2 EC
282 282 EC2604 20250702 ... 1174.7 1175.5 EC
283 283 EC2606 20250702 ... 1312.7 1313.6 EC
284 285 SC_TAS2508 20250702 ... SC_TAS
285 286 SC_TAS2509 20250702 ... SC_TAS
286 287 SC_TAS2510 20250702 ... SC_TAS
287 288 SC_TAS2511 20250702 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 18:25:57,866 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
symbol date open ... settle pre_settle variety
0 PS2507 20250702 35000.0 ... 35000.0 33355.0 PS
1 PS2508 20250702 33350.0 ... 34315.0 32760.0 PS
2 PS2509 20250702 34000.0 ... 33635.0 32065.0 PS
3 PS2510 20250702 33855.0 ... 33515.0 31840.0 PS
4 PS2511 20250702 32735.0 ... 33365.0 31725.0 PS
5 PS2512 20250702 33990.0 ... 35485.0 33800.0 PS
6 PS2601 20250702 34030.0 ... 35380.0 33565.0 PS
7 PS2602 20250702 34470.0 ... 35250.0 33425.0 PS
8 PS2603 20250702 34450.0 ... 35475.0 33460.0 PS
9 PS2604 20250702 34250.0 ... 35155.0 33235.0 PS
10 PS2605 20250702 33945.0 ... 35040.0 33315.0 PS
11 PS2606 20250702 35395.0 ... 36605.0 34660.0 PS
13 SI2507 20250702 7825.0 ... 8130.0 7950.0 SI
14 SI2508 20250702 7815.0 ... 8070.0 7845.0 SI
15 SI2509 20250702 7805.0 ... 8085.0 7835.0 SI
16 SI2510 20250702 7775.0 ... 8060.0 7790.0 SI
17 SI2511 20250702 7740.0 ... 8005.0 7775.0 SI
18 SI2512 20250702 7950.0 ... 8280.0 8055.0 SI
19 SI2601 20250702 7960.0 ... 8245.0 7980.0 SI
20 SI2602 20250702 7970.0 ... 8230.0 7945.0 SI
21 SI2603 20250702 7985.0 ... 8260.0 7945.0 SI
22 SI2604 20250702 7960.0 ... 8265.0 7960.0 SI
23 SI2605 20250702 7980.0 ... 8250.0 7955.0 SI
24 SI2606 20250702 8095.0 ... 8230.0 7960.0 SI
27 LC2507 20250702 62920.0 ... 63620.0 62120.0 LC
28 LC2508 20250702 63040.0 ... 63640.0 62200.0 LC
29 LC2509 20250702 62800.0 ... 63500.0 61980.0 LC
30 LC2510 20250702 62720.0 ... 63320.0 61800.0 LC
31 LC2511 20250702 62520.0 ... 63140.0 61700.0 LC
32 LC2512 20250702 62700.0 ... 63480.0 62020.0 LC
33 LC2601 20250702 62620.0 ... 63540.0 62080.0 LC
34 LC2602 20250702 62100.0 ... 63360.0 62040.0 LC
35 LC2603 20250702 62660.0 ... 63380.0 62020.0 LC
36 LC2604 20250702 63240.0 ... 63940.0 62580.0 LC
37 LC2605 20250702 63240.0 ... 63960.0 62600.0 LC
38 LC2606 20250702 63340.0 ... 64080.0 62480.0 LC
[36 rows x 12 columns]
2025-07-09 18:25:58,001 - future_1d - INFO - ak.get_gfex_daily('2025-07-02') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250702 503.1 503.8 ... 6855778.27 498.5 497 SC
1 SC2509 20250702 496.2 496.8 ... 1100915.04 493 490.9 SC
2 SC2510 20250702 491 491 ... 255544.92 487.4 485.4 SC
3 SC2511 20250702 486 486 ... 57418.79 482.9 481.8 SC
4 SC2512 20250702 482.9 483 ... 12883.41 480.7 478.8 SC
5 SC2601 20250702 480.5 480.5 ... 8994.35 478.4 476.5 SC
6 SC2602 20250702 478.6 479.1 ... 6910.05 476.5 475 SC
7 SC2603 20250702 474.8 475.5 ... 5072.65 474 473.9 SC
8 SC2604 20250702 472.3 474.7 ... 189.32 473.3 476.3 SC
9 SC2605 20250702 471.2 471.2 ... 47.12 471.2 470.6 SC
10 SC2606 20250702 473.2 473.2 ... 141.6 472 470.2 SC
11 SC2607 20250702 ... 0 470.9 470.9 SC
12 SC2609 20250702 ... 0 467.3 467.3 SC
13 SC2612 20250702 460.4 460.4 ... 92.08 460.4 470.6 SC
14 SC2703 20250702 ... 0 468.4 468.4 SC
15 SC2706 20250702 463.7 464 ... 185.47 463.6 462.7 SC
16 SC2709 20250702 464.1 464.1 ... 92.79 463.9 465.7 SC
17 SC2712 20250702 ... 0 465.8 465.8 SC
18 SC2803 20250702 ... 0 460.4 460.4 SC
19 SC2806 20250702 462.8 462.8 ... 92.56 462.8 459.9 SC
21 LU2508 20250702 3604 3620 ... 39503.524 3588 3591 LU
22 LU2509 20250702 3605 3610 ... 237458.723 3591 3576 LU
23 LU2510 20250702 3583 3586 ... 103616.981 3569 3553 LU
24 LU2511 20250702 3554 3554 ... 3183.934 3541 3528 LU
25 LU2512 20250702 3532 3532 ... 98.495 3517 3505 LU
26 LU2601 20250702 3500 3506 ... 115.427 3497 3499 LU
27 LU2602 20250702 3493 3493 ... 17.4 3480 3480 LU
28 LU2603 20250702 3463 3470 ... 31.15 3461 3456 LU
29 LU2604 20250702 3449 3449 ... 17.236 3447 3450 LU
30 LU2605 20250702 3438 3438 ... 44.584 3429 3427 LU
31 LU2606 20250702 3495 3495 ... 103.084 3436 3423 LU
32 LU2607 20250702 ... 0 3416 3416 LU
34 NR2507 20250702 12240 12300 ... 4531.05 12245 12175 NR
35 NR2508 20250702 12290 12340 ... 918463.29 12270 12210 NR
36 NR2509 20250702 12225 12305 ... 460022.205 12225 12170 NR
37 NR2510 20250702 12230 12285 ... 43347.725 12210 12165 NR
38 NR2511 20250702 12225 12280 ... 3519.91 12220 12180 NR
39 NR2512 20250702 12210 12315 ... 1381.27 12220 12180 NR
40 NR2601 20250702 12220 12315 ... 6477.67 12220 12165 NR
41 NR2602 20250702 12255 12265 ... 36.775 12255 12185 NR
42 NR2603 20250702 12215 12290 ... 109.99 12220 12175 NR
43 NR2604 20250702 12245 12260 ... 134.65 12240 12185 NR
44 NR2605 20250702 12280 12350 ... 86.015 12285 12225 NR
45 NR2606 20250702 ... 0 12260 12260 NR
47 BC2507 20250702 71480 71480 ... 357.4 71480 71500 BC
48 BC2508 20250702 71710 72140 ... 194978.41 71850 71280 BC
49 BC2509 20250702 71610 71880 ... 27379.02 71670 70970 BC
50 BC2510 20250702 ... 0 71350 71300 BC
51 BC2511 20250702 72330 72340 ... 72.335 72330 69520 BC
52 BC2512 20250702 ... 0 69450 69450 BC
53 BC2601 20250702 ... 0 69570 69570 BC
54 BC2602 20250702 ... 0 69410 69410 BC
55 BC2603 20250702 ... 0 69290 69290 BC
56 BC2604 20250702 ... 0 69760 69760 BC
57 BC2605 20250702 71000 71000 ... 35.5 71000 69710 BC
58 BC2606 20250702 ... 0 71590 71590 BC
60 EC2508 20250702 1900 1931.4 ... 418725.264 1894.9 1852.6 EC
61 EC2510 20250702 1370 1397 ... 100077.645 1374.5 1368.8 EC
62 EC2512 20250702 1520 1578.8 ... 22983.672 1540.4 1526.5 EC
63 EC2602 20250702 1320 1359.6 ... 3366.515 1338.5 1331.2 EC
64 EC2604 20250702 1166 1182.2 ... 6566.737 1174.7 1175.5 EC
65 EC2606 20250702 1295 1327.1 ... 1404.6885 1312.7 1313.6 EC
68 SC_TAS2508 20250702 ... SC_TAS
69 SC_TAS2509 20250702 ... SC_TAS
70 SC_TAS2510 20250702 ... SC_TAS
71 SC_TAS2511 20250702 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 18:25:58,095 - future_1d - INFO - ak.get_ine_daily('2025-07-02') done
2025-07-09 18:25:59,814 - future_1d - INFO - save future_daily 2025-07-02 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250703 7768.0 7786.0 ... 328647.72 7747.0 7726.0 AP
1 AP511 20250703 7557.0 7606.0 ... 447.30 7581.0 7559.0 AP
2 AP512 20250703 7589.0 7630.0 ... 83.75 7613.0 7602.0 AP
3 AP601 20250703 7654.0 7680.0 ... 13408.34 7649.0 7625.0 AP
4 AP603 20250703 7628.0 7667.0 ... 53.57 7653.0 7645.0 AP
5 AP604 20250703 7671.0 7729.0 ... 38.51 7703.0 7685.0 AP
6 AP605 20250703 7738.0 7777.0 ... 69.86 7762.0 7736.0 AP
7 CF507 20250703 13585.0 13585.0 ... 515.17 13555.0 13585.0 CF
8 CF509 20250703 13805.0 13825.0 ... 901136.00 13790.0 13785.0 CF
9 CF511 20250703 13730.0 13745.0 ... 136776.49 13710.0 13715.0 CF
10 CF601 20250703 13805.0 13835.0 ... 271114.23 13790.0 13800.0 CF
11 CF603 20250703 13790.0 13800.0 ... 1396.61 13760.0 13780.0 CF
12 CF605 20250703 13775.0 13820.0 ... 4959.69 13775.0 13805.0 CF
13 CJ507 20250703 0.0 0.0 ... 0.00 9660.0 9660.0 CJ
14 CJ509 20250703 9675.0 9745.0 ... 648723.46 9675.0 9725.0 CJ
15 CJ512 20250703 10930.0 10965.0 ... 23363.06 10785.0 10980.0 CJ
16 CJ601 20250703 11060.0 11120.0 ... 1527700.88 10940.0 11120.0 CJ
17 CJ603 20250703 11250.0 11355.0 ... 35378.38 11160.0 11300.0 CJ
18 CJ605 20250703 11525.0 11660.0 ... 160148.57 11465.0 11500.0 CJ
19 CY507 20250703 19950.0 19950.0 ... 9.98 19950.0 19970.0 CY
20 CY508 20250703 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250703 20065.0 20100.0 ... 88353.82 20060.0 20065.0 CY
22 CY510 20250703 0.0 0.0 ... 0.00 19680.0 19685.0 CY
23 CY511 20250703 20090.0 20090.0 ... 10.05 20090.0 19980.0 CY
24 CY512 20250703 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250703 0.0 0.0 ... 0.00 20040.0 20085.0 CY
26 CY602 20250703 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250703 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250703 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250703 0.0 0.0 ... 0.00 20070.0 20090.0 CY
30 CY606 20250703 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250703 960.0 960.0 ... 568.50 951.0 938.0 FG
32 FG508 20250703 1044.0 1067.0 ... 57731.46 1051.0 1033.0 FG
33 FG509 20250703 1049.0 1061.0 ... 6504748.88 1042.0 1023.0 FG
34 FG510 20250703 1095.0 1105.0 ... 32739.90 1089.0 1066.0 FG
35 FG511 20250703 1080.0 1097.0 ... 56883.90 1081.0 1057.0 FG
36 FG512 20250703 1154.0 1161.0 ... 21990.40 1143.0 1123.0 FG
37 FG601 20250703 1137.0 1150.0 ... 591334.32 1130.0 1114.0 FG
38 FG602 20250703 1172.0 1180.0 ... 1037.45 1163.0 1144.0 FG
39 FG603 20250703 1169.0 1178.0 ... 808.06 1161.0 1148.0 FG
40 FG604 20250703 1194.0 1206.0 ... 949.33 1190.0 1176.0 FG
41 FG605 20250703 1189.0 1204.0 ... 15857.70 1187.0 1171.0 FG
42 FG606 20250703 1202.0 1214.0 ... 516.16 1200.0 1185.0 FG
43 JR507 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250703 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250703 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250703 2418.0 2418.0 ... 33.85 2418.0 2424.0 MA
54 MA508 20250703 2433.0 2450.0 ... 12684.60 2436.0 2427.0 MA
55 MA509 20250703 2408.0 2428.0 ... 1699960.85 2408.0 2393.0 MA
56 MA510 20250703 2418.0 2435.0 ... 50106.38 2416.0 2399.0 MA
57 MA511 20250703 2423.0 2443.0 ... 54348.03 2424.0 2405.0 MA
58 MA512 20250703 2441.0 2459.0 ... 20498.29 2442.0 2425.0 MA
59 MA601 20250703 2440.0 2460.0 ... 145434.71 2444.0 2426.0 MA
60 MA602 20250703 2428.0 2437.0 ... 58.21 2425.0 2411.0 MA
61 MA603 20250703 2424.0 2435.0 ... 123.42 2420.0 2405.0 MA
62 MA604 20250703 2394.0 2399.0 ... 19.16 2395.0 2384.0 MA
63 MA605 20250703 2343.0 2371.0 ... 3957.27 2360.0 2340.0 MA
64 MA606 20250703 2354.0 2375.0 ... 42.52 2362.0 2350.0 MA
65 OI507 20250703 0.0 0.0 ... 0.00 9719.0 9719.0 OI
66 OI509 20250703 9630.0 9683.0 ... 2780985.86 9641.0 9543.0 OI
67 OI511 20250703 9617.0 9671.0 ... 117830.13 9629.0 9545.0 OI
68 OI601 20250703 9571.0 9613.0 ... 347289.96 9569.0 9497.0 OI
69 OI603 20250703 9502.0 9544.0 ... 2840.51 9500.0 9438.0 OI
70 OI605 20250703 9405.0 9438.0 ... 2002.59 9402.0 9331.0 OI
71 PF507 20250703 6714.0 6714.0 ... 13.40 6700.0 6688.0 PF
72 PF508 20250703 6640.0 6650.0 ... 324641.58 6594.0 6598.0 PF
73 PF509 20250703 6516.0 6516.0 ... 152814.98 6472.0 6480.0 PF
74 PF510 20250703 6496.0 6500.0 ... 69813.87 6458.0 6468.0 PF
75 PF511 20250703 6462.0 6462.0 ... 36633.78 6422.0 6428.0 PF
76 PF512 20250703 6422.0 6430.0 ... 10671.45 6398.0 6394.0 PF
77 PF601 20250703 6416.0 6442.0 ... 2553.88 6410.0 6412.0 PF
78 PF602 20250703 6420.0 6420.0 ... 12.84 6418.0 6382.0 PF
79 PF603 20250703 6416.0 6418.0 ... 28.85 6412.0 6400.0 PF
80 PF604 20250703 6418.0 6418.0 ... 12.82 6410.0 6424.0 PF
81 PF605 20250703 6414.0 6414.0 ... 12.82 6412.0 6414.0 PF
82 PF606 20250703 0.0 0.0 ... 0.00 6390.0 6390.0 PF
83 PK510 20250703 8268.0 8280.0 ... 140662.98 8262.0 8238.0 PK
84 PK511 20250703 8016.0 8024.0 ... 50886.36 7994.0 7984.0 PK
85 PK512 20250703 7994.0 8002.0 ... 339.25 7982.0 7972.0 PK
86 PK601 20250703 7990.0 7998.0 ... 2721.16 7980.0 7978.0 PK
87 PK603 20250703 7976.0 7982.0 ... 47.88 7980.0 7970.0 PK
88 PK604 20250703 7984.0 7990.0 ... 39.91 7982.0 7970.0 PK
89 PK605 20250703 7980.0 7990.0 ... 283.14 7976.0 7962.0 PK
90 PM507 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250703 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250703 5968.0 5968.0 ... 259.61 5968.0 5984.0 PR
97 PR508 20250703 5988.0 5998.0 ... 34331.00 5958.0 5972.0 PR
98 PR509 20250703 5956.0 5958.0 ... 416952.58 5916.0 5922.0 PR
99 PR510 20250703 5928.0 5936.0 ... 233408.90 5892.0 5886.0 PR
100 PR511 20250703 5890.0 5906.0 ... 67171.12 5874.0 5860.0 PR
101 PR512 20250703 5876.0 5876.0 ... 70.38 5866.0 5876.0 PR
102 PR601 20250703 5866.0 5878.0 ... 518.12 5854.0 5852.0 PR
103 PR602 20250703 5910.0 5910.0 ... 53.10 5900.0 5876.0 PR
104 PR603 20250703 5904.0 5914.0 ... 70.84 5904.0 5902.0 PR
105 PR604 20250703 5910.0 5910.0 ... 26.57 5904.0 5898.0 PR
106 PR605 20250703 5900.0 5900.0 ... 26.54 5898.0 5898.0 PR
107 PR606 20250703 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250703 6922.0 6922.0 ... 10.38 6922.0 6920.0 PX
109 PX508 20250703 6886.0 6886.0 ... 3921.95 6822.0 6826.0 PX
110 PX509 20250703 6806.0 6808.0 ... 752182.93 6748.0 6760.0 PX
111 PX510 20250703 6756.0 6758.0 ... 92329.37 6706.0 6716.0 PX
112 PX511 20250703 6708.0 6718.0 ... 138703.42 6664.0 6670.0 PX
113 PX512 20250703 6668.0 6688.0 ... 16248.39 6644.0 6640.0 PX
114 PX601 20250703 6664.0 6684.0 ... 53497.43 6632.0 6624.0 PX
115 PX602 20250703 6618.0 6618.0 ... 6.62 6618.0 6586.0 PX
116 PX603 20250703 6620.0 6620.0 ... 9.92 6616.0 6610.0 PX
117 PX604 20250703 0.0 0.0 ... 0.00 6568.0 6568.0 PX
118 PX605 20250703 6600.0 6630.0 ... 125.17 6588.0 6588.0 PX
119 PX606 20250703 6548.0 6568.0 ... 6.56 6558.0 6538.0 PX
120 RI507 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250703 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250703 2433.0 2484.0 ... 1291.41 2468.0 2438.0 RM
127 RM508 20250703 2589.0 2629.0 ... 17544.34 2610.0 2583.0 RM
128 RM509 20250703 2583.0 2626.0 ... 989615.79 2601.0 2577.0 RM
129 RM511 20250703 2403.0 2443.0 ... 3278.20 2421.0 2403.0 RM
130 RM601 20250703 2298.0 2340.0 ... 186800.64 2318.0 2301.0 RM
131 RM603 20250703 2284.0 2319.0 ... 12548.19 2299.0 2283.0 RM
132 RM605 20250703 2316.0 2341.0 ... 19773.51 2327.0 2316.0 RM
133 RS507 20250703 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250703 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250703 5147.0 5148.0 ... 339.08 5061.0 5156.0 RS
136 RS511 20250703 5229.0 5229.0 ... 15.39 5131.0 5252.0 RS
137 SA507 20250703 1166.0 1166.0 ... 205.19 1166.0 1166.0 SA
138 SA508 20250703 1202.0 1204.0 ... 19238.73 1188.0 1186.0 SA
139 SA509 20250703 1202.0 1208.0 ... 5171285.93 1188.0 1185.0 SA
140 SA510 20250703 1212.0 1215.0 ... 147076.85 1199.0 1191.0 SA
141 SA511 20250703 1215.0 1217.0 ... 155522.83 1200.0 1190.0 SA
142 SA512 20250703 1229.0 1233.0 ... 25599.33 1215.0 1210.0 SA
143 SA601 20250703 1219.0 1232.0 ... 965605.05 1213.0 1210.0 SA
144 SA602 20250703 1233.0 1240.0 ... 6961.96 1224.0 1223.0 SA
145 SA603 20250703 1232.0 1239.0 ... 5792.02 1221.0 1218.0 SA
146 SA604 20250703 1241.0 1248.0 ... 3826.56 1235.0 1232.0 SA
147 SA605 20250703 1236.0 1247.0 ... 28728.07 1233.0 1225.0 SA
148 SA606 20250703 1244.0 1250.0 ... 1507.94 1242.0 1236.0 SA
149 SF507 20250703 5482.0 5610.0 ... 5556.95 5496.0 5396.0 SF
150 SF508 20250703 5452.0 5452.0 ... 11934.46 5404.0 5374.0 SF
151 SF509 20250703 5436.0 5448.0 ... 408822.84 5400.0 5368.0 SF
152 SF510 20250703 5354.0 5358.0 ... 84472.78 5318.0 5280.0 SF
153 SF511 20250703 5464.0 5488.0 ... 112680.86 5446.0 5402.0 SF
154 SF512 20250703 5434.0 5448.0 ... 15109.77 5410.0 5358.0 SF
155 SF601 20250703 5416.0 5428.0 ... 10680.68 5382.0 5322.0 SF
156 SF602 20250703 5320.0 5344.0 ... 661.09 5310.0 5312.0 SF
157 SF603 20250703 5432.0 5488.0 ... 307.33 5440.0 5440.0 SF
158 SF604 20250703 0.0 0.0 ... 0.00 5444.0 5446.0 SF
159 SF605 20250703 5430.0 5460.0 ... 357.34 5414.0 5420.0 SF
160 SF606 20250703 5352.0 5402.0 ... 26.85 5370.0 5376.0 SF
161 SH507 20250703 0.0 0.0 ... 0.00 2349.0 2349.0 SH
162 SH508 20250703 2388.0 2392.0 ... 113897.83 2371.0 2368.0 SH
163 SH509 20250703 2395.0 2399.0 ... 2690813.85 2382.0 2374.0 SH
164 SH510 20250703 2431.0 2437.0 ... 252741.73 2418.0 2415.0 SH
165 SH511 20250703 2414.0 2422.0 ... 158119.36 2404.0 2402.0 SH
166 SH512 20250703 2421.0 2424.0 ... 32625.88 2409.0 2405.0 SH
167 SH601 20250703 2386.0 2391.0 ... 51728.87 2379.0 2371.0 SH
168 SH602 20250703 2398.0 2398.0 ... 157.86 2392.0 2382.0 SH
169 SH603 20250703 2404.0 2409.0 ... 216.17 2402.0 2395.0 SH
170 SH604 20250703 2441.0 2452.0 ... 161.41 2446.0 2431.0 SH
171 SH605 20250703 2438.0 2443.0 ... 1498.47 2437.0 2427.0 SH
172 SH606 20250703 2449.0 2459.0 ... 102.93 2451.0 2426.0 SH
173 SM507 20250703 5670.0 5670.0 ... 692.14 5670.0 5696.0 SM
174 SM508 20250703 5730.0 5730.0 ... 12607.12 5698.0 5684.0 SM
175 SM509 20250703 5726.0 5736.0 ... 530116.19 5706.0 5694.0 SM
176 SM510 20250703 5702.0 5704.0 ... 57083.65 5676.0 5652.0 SM
177 SM511 20250703 5800.0 5800.0 ... 83616.93 5764.0 5740.0 SM
178 SM512 20250703 5766.0 5772.0 ... 14612.96 5746.0 5720.0 SM
179 SM601 20250703 5776.0 5776.0 ... 36116.07 5746.0 5718.0 SM
180 SM602 20250703 5722.0 5768.0 ... 266.36 5728.0 5700.0 SM
181 SM603 20250703 5766.0 5778.0 ... 8.66 5774.0 5710.0 SM
182 SM604 20250703 5778.0 5778.0 ... 14.44 5778.0 5718.0 SM
183 SM605 20250703 5780.0 5806.0 ... 424.85 5780.0 5750.0 SM
184 SM606 20250703 0.0 0.0 ... 0.00 5784.0 5758.0 SM
185 SR507 20250703 5790.0 5830.0 ... 10581.58 5779.0 5779.0 SR
186 SR509 20250703 5760.0 5778.0 ... 852843.36 5763.0 5735.0 SR
187 SR511 20250703 5632.0 5644.0 ... 114702.98 5632.0 5606.0 SR
188 SR601 20250703 5580.0 5586.0 ... 99251.83 5577.0 5557.0 SR
189 SR603 20250703 5548.0 5560.0 ... 2302.47 5548.0 5535.0 SR
190 SR605 20250703 5526.0 5528.0 ... 4135.93 5522.0 5509.0 SR
191 TA507 20250703 4918.0 4918.0 ... 23276.82 4878.0 4918.0 TA
192 TA508 20250703 4862.0 4872.0 ... 61178.99 4820.0 4854.0 TA
193 TA509 20250703 4804.0 4804.0 ... 2533165.51 4762.0 4778.0 TA
194 TA510 20250703 4750.0 4756.0 ... 76502.69 4720.0 4724.0 TA
195 TA511 20250703 4732.0 4742.0 ... 58691.64 4704.0 4700.0 TA
196 TA512 20250703 4702.0 4720.0 ... 6741.20 4690.0 4680.0 TA
197 TA601 20250703 4690.0 4710.0 ... 439008.61 4678.0 4662.0 TA
198 TA602 20250703 4692.0 4692.0 ... 42.10 4678.0 4666.0 TA
199 TA603 20250703 4692.0 4694.0 ... 42.09 4678.0 4654.0 TA
200 TA604 20250703 4702.0 4710.0 ... 21.10 4688.0 4672.0 TA
201 TA605 20250703 4700.0 4720.0 ... 2331.80 4688.0 4678.0 TA
202 TA606 20250703 4672.0 4672.0 ... 2.34 4672.0 4678.0 TA
203 UR507 20250703 1744.0 1744.0 ... 369.73 1744.0 1744.0 UR
204 UR508 20250703 1746.0 1746.0 ... 271.39 1740.0 1742.0 UR
205 UR509 20250703 1739.0 1745.0 ... 540519.24 1733.0 1730.0 UR
206 UR510 20250703 1725.0 1729.0 ... 17643.85 1719.0 1720.0 UR
207 UR511 20250703 1736.0 1738.0 ... 16384.16 1728.0 1727.0 UR
208 UR512 20250703 1717.0 1717.0 ... 75.48 1715.0 1712.0 UR
209 UR601 20250703 1700.0 1705.0 ... 51453.65 1697.0 1691.0 UR
210 UR602 20250703 1698.0 1699.0 ... 345.04 1691.0 1687.0 UR
211 UR603 20250703 1717.0 1723.0 ... 27.52 1720.0 1715.0 UR
212 UR604 20250703 1715.0 1716.0 ... 72.02 1715.0 1707.0 UR
213 UR605 20250703 1712.0 1715.0 ... 2097.07 1708.0 1702.0 UR
214 UR606 20250703 1704.0 1709.0 ... 153.27 1703.0 1707.0 UR
215 WH507 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250703 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250703 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 18:26:05,694 - future_1d - INFO - ak.get_czce_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 a2507 20250703 4191.00 ... 4205.00 4200.00 A
1 a2509 20250703 4153.00 ... 4148.00 4137.00 A
2 a2511 20250703 4082.00 ... 4077.00 4070.00 A
3 a2601 20250703 4063.00 ... 4059.00 4049.00 A
4 a2603 20250703 4052.00 ... 4049.00 4039.00 A
5 a2605 20250703 4083.00 ... 4085.00 4073.00 A
6 b2507 20250703 0.00 ... 3550.00 3550.00 B
7 b2508 20250703 3566.00 ... 3565.00 3554.00 B
8 b2509 20250703 3617.00 ... 3616.00 3591.00 B
9 b2510 20250703 3664.00 ... 3664.00 3642.00 B
10 b2511 20250703 3677.00 ... 3674.00 3654.00 B
11 b2512 20250703 3683.00 ... 3693.00 3668.00 B
12 b2601 20250703 3669.00 ... 3675.00 3653.00 B
13 b2602 20250703 3624.00 ... 3645.00 3610.00 B
14 b2603 20250703 3522.00 ... 3556.00 3514.00 B
15 b2604 20250703 3432.00 ... 3452.00 3420.00 B
16 b2605 20250703 3375.00 ... 3383.00 3364.00 B
17 b2606 20250703 3374.00 ... 3385.00 3367.00 B
18 bb2509 20250703 153.05 ... 153.45 153.35 BB
19 bb2511 20250703 154.25 ... 154.35 153.20 BB
20 bb2601 20250703 0.00 ... 162.00 170.50 BB
21 bb2603 20250703 0.00 ... 171.85 170.60 BB
22 bb2605 20250703 0.00 ... 171.85 170.60 BB
23 c2507 20250703 2347.00 ... 2347.00 2356.00 C
24 c2509 20250703 2363.00 ... 2364.00 2369.00 C
25 c2511 20250703 2305.00 ... 2307.00 2309.00 C
26 c2601 20250703 2264.00 ... 2264.00 2267.00 C
27 c2603 20250703 2257.00 ... 2260.00 2263.00 C
28 c2605 20250703 2289.00 ... 2294.00 2294.00 C
29 cs2507 20250703 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250703 2731.00 ... 2731.00 2735.00 CS
31 cs2511 20250703 2669.00 ... 2670.00 2671.00 CS
32 cs2601 20250703 2663.00 ... 2667.00 2667.00 CS
33 cs2603 20250703 2647.00 ... 2649.00 2647.00 CS
34 cs2605 20250703 2681.00 ... 2684.00 2685.00 CS
35 eb2507 20250703 7410.00 ... 7422.00 7397.00 EB
36 eb2508 20250703 7289.00 ... 7288.00 7250.00 EB
37 eb2509 20250703 7210.00 ... 7209.00 7166.00 EB
38 eb2510 20250703 7126.00 ... 7130.00 7082.00 EB
39 eb2511 20250703 7044.00 ... 7062.00 7012.00 EB
40 eb2512 20250703 7027.00 ... 7035.00 6987.00 EB
41 eb2601 20250703 7017.00 ... 7037.00 6998.00 EB
42 eb2602 20250703 7049.00 ... 7058.00 7016.00 EB
43 eb2603 20250703 7067.00 ... 7077.00 7022.00 EB
44 eb2604 20250703 7066.00 ... 7066.00 7019.00 EB
45 eb2605 20250703 7045.00 ... 7057.00 7016.00 EB
46 eb2606 20250703 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250703 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250703 4290.00 ... 4275.00 4272.00 EG
49 eg2509 20250703 4310.00 ... 4295.00 4289.00 EG
50 eg2510 20250703 4313.00 ... 4311.00 4297.00 EG
51 eg2511 20250703 4323.00 ... 4325.00 4309.00 EG
52 eg2512 20250703 4338.00 ... 4327.00 4310.00 EG
53 eg2601 20250703 4345.00 ... 4329.00 4314.00 EG
54 eg2602 20250703 4355.00 ... 4337.00 4311.00 EG
55 eg2603 20250703 0.00 ... 4311.00 4311.00 EG
56 eg2604 20250703 4369.00 ... 4367.00 4345.00 EG
57 eg2605 20250703 4358.00 ... 4342.00 4321.00 EG
58 eg2606 20250703 4378.00 ... 4378.00 4297.00 EG
59 fb2507 20250703 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250703 1331.50 ... 1329.50 1327.50 FB
61 fb2509 20250703 1310.50 ... 1313.00 1309.00 FB
62 fb2510 20250703 1328.00 ... 1327.50 1326.50 FB
63 fb2511 20250703 1325.00 ... 1325.00 1325.00 FB
64 fb2512 20250703 1325.00 ... 1324.50 1323.50 FB
65 fb2601 20250703 1302.50 ... 1312.50 1311.00 FB
66 fb2602 20250703 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250703 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250703 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250703 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250703 0.00 ... 1292.50 1292.50 FB
71 i2507 20250703 725.00 ... 722.50 710.50 I
72 i2508 20250703 732.00 ... 734.50 722.50 I
73 i2509 20250703 724.50 ... 728.00 715.50 I
74 i2510 20250703 719.00 ... 722.00 708.00 I
75 i2511 20250703 712.00 ... 715.00 702.00 I
76 i2512 20250703 705.00 ... 709.00 697.00 I
77 i2601 20250703 701.00 ... 702.50 689.50 I
78 i2602 20250703 696.50 ... 699.50 685.50 I
79 i2603 20250703 694.50 ... 697.50 683.00 I
80 i2604 20250703 689.00 ... 692.00 680.00 I
81 i2605 20250703 681.00 ... 685.50 672.00 I
82 i2606 20250703 675.00 ... 679.00 667.50 I
83 j2507 20250703 0.00 ... 1304.50 1304.50 J
84 j2508 20250703 1404.50 ... 1404.50 1393.00 J
85 j2509 20250703 1442.00 ... 1439.00 1416.50 J
86 j2510 20250703 1458.50 ... 1457.00 1440.50 J
87 j2511 20250703 1464.00 ... 1466.50 1428.50 J
88 j2512 20250703 1480.50 ... 1476.00 1432.00 J
89 j2601 20250703 1476.50 ... 1481.50 1453.50 J
90 j2602 20250703 1484.00 ... 1484.00 1460.50 J
91 j2603 20250703 1522.50 ... 1522.50 1491.00 J
92 j2604 20250703 1499.50 ... 1499.50 1497.50 J
93 j2605 20250703 1517.00 ... 1519.50 1477.00 J
94 j2606 20250703 0.00 ... 1528.00 1485.50 J
95 jd2507 20250703 2857.00 ... 2859.00 2836.00 JD
96 jd2508 20250703 3547.00 ... 3558.00 3561.00 JD
97 jd2509 20250703 3690.00 ... 3685.00 3687.00 JD
98 jd2510 20250703 3390.00 ... 3405.00 3412.00 JD
99 jd2511 20250703 3413.00 ... 3413.00 3418.00 JD
100 jd2512 20250703 3578.00 ... 3581.00 3583.00 JD
101 jd2601 20250703 3632.00 ... 3636.00 3629.00 JD
102 jd2602 20250703 3203.00 ... 3205.00 3199.00 JD
103 jd2603 20250703 3203.00 ... 3205.00 3202.00 JD
104 jd2604 20250703 3336.00 ... 3332.00 3329.00 JD
105 jd2605 20250703 3407.00 ... 3406.00 3404.00 JD
106 jd2606 20250703 3247.00 ... 3256.00 3250.00 JD
107 jm2507 20250703 0.00 ... 814.00 811.00 JM
108 jm2508 20250703 794.50 ... 801.50 780.00 JM
109 jm2509 20250703 847.00 ... 848.50 825.00 JM
110 jm2510 20250703 858.50 ... 864.00 844.50 JM
111 jm2511 20250703 872.00 ... 874.50 854.50 JM
112 jm2512 20250703 887.50 ... 887.00 865.00 JM
113 jm2601 20250703 891.50 ... 901.00 871.50 JM
114 jm2602 20250703 903.00 ... 907.00 885.00 JM
115 jm2603 20250703 905.00 ... 916.50 888.00 JM
116 jm2604 20250703 909.00 ... 917.00 893.50 JM
117 jm2605 20250703 916.00 ... 927.00 896.00 JM
118 jm2606 20250703 924.50 ... 940.50 911.00 JM
119 l2507 20250703 7327.00 ... 7298.00 7294.00 L
120 l2508 20250703 7295.00 ... 7295.00 7270.00 L
121 l2509 20250703 7300.00 ... 7293.00 7263.00 L
122 l2510 20250703 7311.00 ... 7287.00 7256.00 L
123 l2511 20250703 7291.00 ... 7283.00 7250.00 L
124 l2512 20250703 7303.00 ... 7281.00 7247.00 L
125 l2601 20250703 7270.00 ... 7269.00 7236.00 L
126 l2602 20250703 7231.00 ... 7253.00 7218.00 L
127 l2603 20250703 0.00 ... 7224.00 7224.00 L
128 l2604 20250703 7273.00 ... 7263.00 7248.00 L
129 l2605 20250703 7255.00 ... 7245.00 7214.00 L
130 l2606 20250703 7247.00 ... 7242.00 7235.00 L
131 lg2507 20250703 822.00 ... 822.00 818.50 LG
132 lg2509 20250703 793.00 ... 795.00 790.50 LG
133 lg2511 20250703 791.00 ... 788.50 784.50 LG
134 lg2601 20250703 782.00 ... 785.50 783.00 LG
135 lg2603 20250703 796.50 ... 786.50 783.50 LG
136 lg2605 20250703 806.00 ... 793.50 791.50 LG
137 lh2507 20250703 13915.00 ... 13920.00 13950.00 LH
138 lh2509 20250703 14345.00 ... 14315.00 14190.00 LH
139 lh2511 20250703 13530.00 ... 13585.00 13510.00 LH
140 lh2601 20250703 13575.00 ... 13685.00 13555.00 LH
141 lh2603 20250703 12895.00 ... 12940.00 12850.00 LH
142 lh2605 20250703 13050.00 ... 13085.00 13010.00 LH
143 m2507 20250703 2797.00 ... 2799.00 2824.00 M
144 m2508 20250703 2933.00 ... 2941.00 2929.00 M
145 m2509 20250703 2952.00 ... 2960.00 2947.00 M
146 m2511 20250703 2989.00 ... 3000.00 2985.00 M
147 m2512 20250703 3014.00 ... 3027.00 3009.00 M
148 m2601 20250703 2990.00 ... 3008.00 2990.00 M
149 m2603 20250703 2854.00 ... 2855.00 2849.00 M
150 m2605 20250703 2704.00 ... 2711.00 2698.00 M
151 p2507 20250703 0.00 ... 8452.00 8452.00 P
152 p2508 20250703 8506.00 ... 8516.00 8428.00 P
153 p2509 20250703 8470.00 ... 8478.00 8376.00 P
154 p2510 20250703 8470.00 ... 8486.00 8384.00 P
155 p2511 20250703 8448.00 ... 8482.00 8374.00 P
156 p2512 20250703 8450.00 ... 8484.00 8394.00 P
157 p2601 20250703 8466.00 ... 8482.00 8402.00 P
158 p2602 20250703 8440.00 ... 8458.00 8374.00 P
159 p2603 20250703 8414.00 ... 8416.00 8328.00 P
160 p2604 20250703 8374.00 ... 8372.00 8298.00 P
161 p2605 20250703 8332.00 ... 8336.00 8272.00 P
162 p2606 20250703 8308.00 ... 8312.00 8262.00 P
163 pg2507 20250703 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250703 4221.00 ... 4219.00 4202.00 PG
165 pg2509 20250703 4120.00 ... 4115.00 4100.00 PG
166 pg2510 20250703 4503.00 ... 4494.00 4480.00 PG
167 pg2511 20250703 4408.00 ... 4408.00 4392.00 PG
168 pg2512 20250703 4341.00 ... 4330.00 4322.00 PG
169 pg2601 20250703 4255.00 ... 4256.00 4240.00 PG
170 pg2602 20250703 4182.00 ... 4170.00 4163.00 PG
171 pg2603 20250703 4092.00 ... 4097.00 4084.00 PG
172 pg2604 20250703 4396.00 ... 4389.00 4374.00 PG
173 pg2605 20250703 4294.00 ... 4282.00 4266.00 PG
174 pg2606 20250703 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250703 7095.00 ... 7085.00 7073.00 PP
176 pp2508 20250703 7100.00 ... 7086.00 7064.00 PP
177 pp2509 20250703 7086.00 ... 7084.00 7058.00 PP
178 pp2510 20250703 7045.00 ... 7046.00 7017.00 PP
179 pp2511 20250703 7042.00 ... 7044.00 7016.00 PP
180 pp2512 20250703 7042.00 ... 7042.00 7021.00 PP
181 pp2601 20250703 7033.00 ... 7043.00 7012.00 PP
182 pp2602 20250703 7028.00 ... 7024.00 6981.00 PP
183 pp2603 20250703 0.00 ... 7008.00 6971.00 PP
184 pp2604 20250703 0.00 ... 6989.00 6989.00 PP
185 pp2605 20250703 7030.00 ... 7035.00 6990.00 PP
186 pp2606 20250703 7010.00 ... 7007.00 6974.00 PP
187 rr2507 20250703 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250703 3542.00 ... 3539.00 3549.00 RR
189 rr2509 20250703 3598.00 ... 3595.00 3600.00 RR
190 rr2510 20250703 3602.00 ... 3602.00 3602.00 RR
191 rr2511 20250703 3603.00 ... 3603.00 3608.00 RR
192 rr2512 20250703 3608.00 ... 3598.00 3608.00 RR
193 rr2601 20250703 3606.00 ... 3587.00 3610.00 RR
194 rr2602 20250703 3612.00 ... 3606.00 3612.00 RR
195 rr2603 20250703 3596.00 ... 3608.00 3607.00 RR
196 rr2604 20250703 3615.00 ... 3615.00 3619.00 RR
197 rr2605 20250703 3604.00 ... 3605.00 3602.00 RR
198 rr2606 20250703 0.00 ... 3608.00 3608.00 RR
199 v2507 20250703 4865.00 ... 4820.00 4819.00 V
200 v2508 20250703 4901.00 ... 4871.00 4847.00 V
201 v2509 20250703 4934.00 ... 4907.00 4877.00 V
202 v2510 20250703 4955.00 ... 4932.00 4906.00 V
203 v2511 20250703 4993.00 ... 4963.00 4932.00 V
204 v2512 20250703 5008.00 ... 4995.00 4968.00 V
205 v2601 20250703 5040.00 ... 5014.00 4975.00 V
206 v2602 20250703 5051.00 ... 5030.00 5000.00 V
207 v2603 20250703 5070.00 ... 5048.00 5029.00 V
208 v2604 20250703 5173.00 ... 5169.00 5127.00 V
209 v2605 20250703 5201.00 ... 5192.00 5146.00 V
210 v2606 20250703 5210.00 ... 5194.00 5174.00 V
211 y2507 20250703 8008.00 ... 8038.00 8038.00 Y
212 y2508 20250703 8036.00 ... 8028.00 7994.00 Y
213 y2509 20250703 8046.00 ... 8020.00 7982.00 Y
214 y2511 20250703 8040.00 ... 8030.00 7980.00 Y
215 y2512 20250703 8060.00 ... 8066.00 8010.00 Y
216 y2601 20250703 7988.00 ... 7988.00 7932.00 Y
217 y2603 20250703 7850.00 ... 7856.00 7800.00 Y
218 y2605 20250703 7636.00 ... 7648.00 7586.00 Y
[219 rows x 12 columns]
2025-07-09 18:26:06,424 - future_1d - INFO - ak.get_dce_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 IC2507 20250703 5877.600 ... 5874.600 5849.600 IC
1 IC2508 20250703 5809.200 ... 5821.400 5799.000 IC
2 IC2509 20250703 5769.600 ... 5770.200 5748.800 IC
3 IC2512 20250703 5642.400 ... 5644.600 5625.000 IC
4 IF2507 20250703 3927.800 ... 3946.400 3919.600 IF
5 IF2508 20250703 3912.800 ... 3929.000 3902.200 IF
6 IF2509 20250703 3899.600 ... 3917.800 3891.800 IF
7 IF2512 20250703 3865.000 ... 3880.800 3854.200 IF
8 IH2507 20250703 2706.800 ... 2706.600 2703.400 IH
9 IH2508 20250703 2702.200 ... 2701.600 2698.200 IH
10 IH2509 20250703 2700.000 ... 2700.400 2696.800 IH
11 IH2512 20250703 2698.200 ... 2699.200 2695.000 IH
12 IM2507 20250703 6269.400 ... 6280.200 6251.800 IM
13 IM2508 20250703 6186.000 ... 6209.000 6177.200 IM
14 IM2509 20250703 6127.200 ... 6138.600 6107.400 IM
15 IM2512 20250703 5945.000 ... 5960.400 5929.000 IM
16 T2509 20250703 109.150 ... 109.070 109.110 T
17 T2512 20250703 109.220 ... 109.155 109.185 T
18 T2603 20250703 109.155 ... 109.130 109.140 T
19 TF2509 20250703 106.275 ... 106.230 106.240 TF
20 TF2512 20250703 106.365 ... 106.335 106.335 TF
21 TF2603 20250703 106.425 ... 106.375 106.375 TF
22 TL2509 20250703 121.150 ... 121.070 121.160 TL
23 TL2512 20250703 121.080 ... 120.940 121.020 TL
24 TL2603 20250703 120.640 ... 120.780 120.800 TL
25 TS2509 20250703 102.520 ... 102.506 102.506 TS
26 TS2512 20250703 102.650 ... 102.636 102.638 TS
27 TS2603 20250703 102.750 ... 102.744 102.744 TS
[28 rows x 12 columns]
2025-07-09 18:26:06,600 - future_1d - INFO - ak.get_cffex_daily('2025-07-03') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250703 ... 80910 80830 CU
1 1 CU2508 20250703 ... 80760 80620 CU
2 2 CU2509 20250703 ... 80560 80420 CU
3 3 CU2510 20250703 ... 80300 80150 CU
4 4 CU2511 20250703 ... 80040 79910 CU
5 5 CU2512 20250703 ... 79900 79680 CU
6 6 CU2601 20250703 ... 79680 79500 CU
7 7 CU2602 20250703 ... 79620 79400 CU
8 8 CU2603 20250703 ... 79580 79350 CU
9 9 CU2604 20250703 ... 79470 79300 CU
10 10 CU2605 20250703 ... 79470 79160 CU
11 11 CU2606 20250703 ... 79420 79160 CU
12 12 BC2507 20250703 ... 71480 71480 BC
13 13 BC2508 20250703 ... 71970 71850 BC
14 14 BC2509 20250703 ... 71740 71670 BC
15 15 BC2510 20250703 ... 71400 71350 BC
16 16 BC2511 20250703 ... 71800 72330 BC
17 17 BC2512 20250703 ... 70950 69450 BC
18 18 BC2601 20250703 ... 71390 69570 BC
19 19 BC2602 20250703 ... 69410 69410 BC
20 20 BC2603 20250703 ... 69290 69290 BC
21 21 BC2604 20250703 ... 71360 69760 BC
22 22 BC2605 20250703 ... 71400 71000 BC
23 23 BC2606 20250703 ... 71590 71590 BC
24 24 AL2507 20250703 ... 20870 20825 AL
25 25 AL2508 20250703 ... 20685 20665 AL
26 26 AL2509 20250703 ... 20620 20590 AL
27 27 AL2510 20250703 ... 20530 20490 AL
28 28 AL2511 20250703 ... 20435 20395 AL
29 29 AL2512 20250703 ... 20370 20295 AL
30 30 AL2601 20250703 ... 20320 20220 AL
31 31 AL2602 20250703 ... 20315 20215 AL
32 32 AL2603 20250703 ... 20300 20205 AL
33 33 AL2604 20250703 ... 20325 20220 AL
34 34 AL2605 20250703 ... 20335 20250 AL
35 35 AL2606 20250703 ... 20315 20245 AL
36 36 ZN2507 20250703 ... 22390 22295 ZN
37 37 ZN2508 20250703 ... 22335 22215 ZN
38 38 ZN2509 20250703 ... 22275 22160 ZN
39 39 ZN2510 20250703 ... 22225 22110 ZN
40 40 ZN2511 20250703 ... 22200 22050 ZN
41 41 ZN2512 20250703 ... 22135 22010 ZN
42 42 ZN2601 20250703 ... 22080 21965 ZN
43 43 ZN2602 20250703 ... 22060 21955 ZN
44 44 ZN2603 20250703 ... 22050 21955 ZN
45 45 ZN2604 20250703 ... 22065 21950 ZN
46 46 ZN2605 20250703 ... 22025 21945 ZN
47 47 ZN2606 20250703 ... 22020 21935 ZN
48 48 PB2507 20250703 ... 17220 17125 PB
49 49 PB2508 20250703 ... 17260 17160 PB
50 50 PB2509 20250703 ... 17275 17175 PB
51 51 PB2510 20250703 ... 17260 17180 PB
52 52 PB2511 20250703 ... 17260 17180 PB
53 53 PB2512 20250703 ... 17265 17170 PB
54 54 PB2601 20250703 ... 17245 17200 PB
55 55 PB2602 20250703 ... 17245 17160 PB
56 56 PB2603 20250703 ... 17255 17150 PB
57 57 PB2604 20250703 ... 17160 17160 PB
58 58 PB2605 20250703 ... 17155 17155 PB
59 59 PB2606 20250703 ... 17235 17115 PB
60 60 NI2507 20250703 ... 121410 120830 NI
61 61 NI2508 20250703 ... 121490 120820 NI
62 62 NI2509 20250703 ... 121620 121000 NI
63 63 NI2510 20250703 ... 121780 121180 NI
64 64 NI2511 20250703 ... 121940 121270 NI
65 65 NI2512 20250703 ... 122160 121440 NI
66 66 NI2601 20250703 ... 122330 121700 NI
67 67 NI2602 20250703 ... 122610 121970 NI
68 68 NI2603 20250703 ... 122760 122020 NI
69 69 NI2604 20250703 ... 122880 122270 NI
70 70 NI2605 20250703 ... 123150 122740 NI
71 71 NI2606 20250703 ... 123310 122860 NI
72 72 SN2507 20250703 ... 268540 269020 SN
73 73 SN2508 20250703 ... 269010 269300 SN
74 74 SN2509 20250703 ... 269000 269380 SN
75 75 SN2510 20250703 ... 268890 269210 SN
76 76 SN2511 20250703 ... 268190 268780 SN
77 77 SN2512 20250703 ... 268110 268330 SN
78 78 SN2601 20250703 ... 267660 268390 SN
79 79 SN2602 20250703 ... 267970 267960 SN
80 80 SN2603 20250703 ... 267790 267850 SN
81 81 SN2604 20250703 ... 266950 266880 SN
82 82 SN2605 20250703 ... 267460 267860 SN
83 83 SN2606 20250703 ... 266880 266640 SN
84 84 AO2507 20250703 ... 3152 3084 AO
85 85 AO2508 20250703 ... 3078 3045 AO
86 86 AO2509 20250703 ... 3042 2998 AO
87 87 AO2510 20250703 ... 3016 2980 AO
88 88 AO2511 20250703 ... 3004 2959 AO
89 89 AO2512 20250703 ... 2993 2951 AO
90 90 AO2601 20250703 ... 2988 2948 AO
91 91 AO2602 20250703 ... 2987 2921 AO
92 92 AO2603 20250703 ... 2971 2939 AO
93 93 AO2604 20250703 ... 2970 2954 AO
94 94 AO2605 20250703 ... 2961 2942 AO
95 95 AO2606 20250703 ... 2962 2939 AO
96 96 AD2511 20250703 ... 19935 19900 AD
97 97 AD2512 20250703 ... 19845 19790 AD
98 98 AD2601 20250703 ... 19775 19725 AD
99 99 AD2602 20250703 ... 19725 19695 AD
100 100 AD2603 20250703 ... 19690 19660 AD
101 101 AD2604 20250703 ... 19670 19625 AD
102 102 AD2605 20250703 ... 19620 19590 AD
103 103 AD2606 20250703 ... 19495 19495 AD
104 104 AU2507 20250703 ... 774.52 775.16 AU
105 105 AU2508 20250703 ... 776.62 775.44 AU
106 106 AU2509 20250703 ... 778.12 777.08 AU
107 107 AU2510 20250703 ... 778.78 777.62 AU
108 108 AU2512 20250703 ... 780.88 779.26 AU
109 109 AU2602 20250703 ... 782.84 781.5 AU
110 110 AU2604 20250703 ... 785.02 783.62 AU
111 111 AU2606 20250703 ... 787.34 785.82 AU
112 112 AG2507 20250703 ... 8843 8772 AG
113 113 AG2508 20250703 ... 8867 8783 AG
114 114 AG2509 20250703 ... 8881 8795 AG
115 115 AG2510 20250703 ... 8893 8806 AG
116 116 AG2511 20250703 ... 8903 8817 AG
117 117 AG2512 20250703 ... 8931 8823 AG
118 118 AG2601 20250703 ... 8933 8834 AG
119 119 AG2602 20250703 ... 8945 8845 AG
120 120 AG2603 20250703 ... 8963 8855 AG
121 121 AG2604 20250703 ... 8985 8868 AG
122 122 AG2605 20250703 ... 8983 8882 AG
123 123 AG2606 20250703 ... 8996 8896 AG
124 124 RB2507 20250703 ... 3049 3018 RB
125 125 RB2508 20250703 ... 3031 3002 RB
126 126 RB2509 20250703 ... 3032 2997 RB
127 127 RB2510 20250703 ... 3065 3032 RB
128 128 RB2511 20250703 ... 3072 3039 RB
129 129 RB2512 20250703 ... 3085 3049 RB
130 130 RB2601 20250703 ... 3083 3046 RB
131 131 RB2602 20250703 ... 3068 3045 RB
132 132 RB2603 20250703 ... 3068 3034 RB
133 133 RB2604 20250703 ... 3083 3051 RB
134 134 RB2605 20250703 ... 3090 3053 RB
135 135 RB2606 20250703 ... 3093 3056 RB
136 136 WR2507 20250703 ... 3356 3356 WR
137 137 WR2508 20250703 ... 3378 3376 WR
138 138 WR2509 20250703 ... 3297 3284 WR
139 139 WR2510 20250703 ... 3328 3328 WR
140 140 WR2511 20250703 ... 3365 3365 WR
141 141 WR2512 20250703 ... 3362 3362 WR
142 142 WR2601 20250703 ... 3368 3344 WR
143 143 WR2602 20250703 ... 3396 3396 WR
144 144 WR2603 20250703 ... 3387 3387 WR
145 145 WR2604 20250703 ... 3392 3392 WR
146 146 WR2605 20250703 ... 3370 3369 WR
147 147 WR2606 20250703 ... 3392 3367 WR
148 148 HC2507 20250703 ... 3195 3175 HC
149 149 HC2508 20250703 ... 3209 3170 HC
150 150 HC2509 20250703 ... 3205 3169 HC
151 151 HC2510 20250703 ... 3193 3162 HC
152 152 HC2511 20250703 ... 3195 3166 HC
153 153 HC2512 20250703 ... 3196 3187 HC
154 154 HC2601 20250703 ... 3196 3168 HC
155 155 HC2602 20250703 ... 3199 3165 HC
156 156 HC2603 20250703 ... 3195 3175 HC
157 157 HC2604 20250703 ... 3211 3168 HC
158 158 HC2605 20250703 ... 3195 3160 HC
159 159 HC2606 20250703 ... 3207 3163 HC
160 160 SS2507 20250703 ... 12575 12540 SS
161 161 SS2508 20250703 ... 12680 12640 SS
162 162 SS2509 20250703 ... 12640 12600 SS
163 163 SS2510 20250703 ... 12625 12570 SS
164 164 SS2511 20250703 ... 12625 12585 SS
165 165 SS2512 20250703 ... 12670 12595 SS
166 166 SS2601 20250703 ... 12705 12640 SS
167 167 SS2602 20250703 ... 12735 12680 SS
168 168 SS2603 20250703 ... 12755 12715 SS
169 169 SS2604 20250703 ... 12800 12745 SS
170 170 SS2605 20250703 ... 12830 12775 SS
171 171 SS2606 20250703 ... 12880 12810 SS
172 172 SC2508 20250703 ... 503.7 498.5 SC
173 173 SC2509 20250703 ... 498.1 493 SC
174 174 SC2510 20250703 ... 492.4 487.4 SC
175 175 SC2511 20250703 ... 487.2 482.9 SC
176 176 SC2512 20250703 ... 484 480.7 SC
177 177 SC2601 20250703 ... 481.6 478.4 SC
178 178 SC2602 20250703 ... 480.4 476.5 SC
179 179 SC2603 20250703 ... 478 474 SC
180 180 SC2604 20250703 ... 476.8 473.3 SC
181 181 SC2605 20250703 ... 475.7 471.2 SC
182 182 SC2606 20250703 ... 475.7 472 SC
183 183 SC2607 20250703 ... 470.9 470.9 SC
184 184 SC2609 20250703 ... 474.2 467.3 SC
185 185 SC2612 20250703 ... 465.1 460.4 SC
186 186 SC2703 20250703 ... 465 468.4 SC
187 187 SC2706 20250703 ... 464.2 463.6 SC
188 188 SC2709 20250703 ... 464 463.9 SC
189 189 SC2712 20250703 ... 465.8 465.8 SC
190 190 SC2803 20250703 ... 464.7 460.4 SC
191 191 SC2806 20250703 ... 464.6 462.8 SC
192 192 LU2508 20250703 ... 3622 3588 LU
193 193 LU2509 20250703 ... 3616 3591 LU
194 194 LU2510 20250703 ... 3593 3569 LU
195 195 LU2511 20250703 ... 3568 3541 LU
196 196 LU2512 20250703 ... 3546 3517 LU
197 197 LU2601 20250703 ... 3526 3497 LU
198 198 LU2602 20250703 ... 3503 3480 LU
199 199 LU2603 20250703 ... 3499 3461 LU
200 200 LU2604 20250703 ... 3495 3447 LU
201 201 LU2605 20250703 ... 3476 3429 LU
202 202 LU2606 20250703 ... 3461 3436 LU
203 203 LU2607 20250703 ... 3442 3416 LU
204 204 FU2508 20250703 ... 2950 2923 FU
205 205 FU2509 20250703 ... 2982 2956 FU
206 206 FU2510 20250703 ... 2938 2912 FU
207 207 FU2511 20250703 ... 2905 2882 FU
208 208 FU2512 20250703 ... 2875 2858 FU
209 209 FU2601 20250703 ... 2868 2852 FU
210 210 FU2602 20250703 ... 2853 2836 FU
211 211 FU2603 20250703 ... 2842 2826 FU
212 212 FU2604 20250703 ... 2830 2813 FU
213 213 FU2605 20250703 ... 2814 2800 FU
214 214 FU2606 20250703 ... 2800 2785 FU
215 215 FU2607 20250703 ... 2790 2779 FU
216 216 BU2507 20250703 ... 3612 3609 BU
217 217 BU2508 20250703 ... 3600 3598 BU
218 218 BU2509 20250703 ... 3580 3579 BU
219 219 BU2510 20250703 ... 3529 3530 BU
220 220 BU2511 20250703 ... 3464 3464 BU
221 221 BU2512 20250703 ... 3388 3382 BU
222 222 BU2601 20250703 ... 3359 3342 BU
223 223 BU2602 20250703 ... 3322 3338 BU
224 224 BU2603 20250703 ... 3320 3315 BU
225 225 BU2604 20250703 ... 3315 3304 BU
226 226 BU2605 20250703 ... 3305 3286 BU
227 227 BU2606 20250703 ... 3285 3257 BU
228 228 BU2609 20250703 ... 3268 3260 BU
229 229 BU2612 20250703 ... 3234 3230 BU
230 230 BU2703 20250703 ... 3243 3243 BU
231 231 BU2706 20250703 ... 3242 3228 BU
232 232 BR2507 20250703 ... 11395 11390 BR
233 233 BR2508 20250703 ... 11270 11230 BR
234 234 BR2509 20250703 ... 11175 11130 BR
235 235 BR2510 20250703 ... 11130 11080 BR
236 236 BR2511 20250703 ... 11100 11070 BR
237 237 BR2512 20250703 ... 11080 11060 BR
238 238 BR2601 20250703 ... 11100 11030 BR
239 239 BR2602 20250703 ... 11100 11040 BR
240 240 BR2603 20250703 ... 11140 11030 BR
241 241 BR2604 20250703 ... 11065 11010 BR
242 242 BR2605 20250703 ... 11105 11020 BR
243 243 BR2606 20250703 ... 11110 11055 BR
244 244 RU2507 20250703 ... 13945 14000 RU
245 245 RU2508 20250703 ... 13985 14070 RU
246 246 RU2509 20250703 ... 14055 14090 RU
247 247 RU2510 20250703 ... 14130 14070 RU
248 248 RU2511 20250703 ... 14045 14100 RU
249 249 RU2601 20250703 ... 14910 14955 RU
250 250 RU2603 20250703 ... 14910 14940 RU
251 251 RU2604 20250703 ... 14875 14975 RU
252 252 RU2605 20250703 ... 14980 15010 RU
253 253 RU2606 20250703 ... 14950 14980 RU
254 254 NR2507 20250703 ... 12140 12245 NR
255 255 NR2508 20250703 ... 12145 12270 NR
256 256 NR2509 20250703 ... 12135 12225 NR
257 257 NR2510 20250703 ... 12125 12210 NR
258 258 NR2511 20250703 ... 12120 12220 NR
259 259 NR2512 20250703 ... 12135 12220 NR
260 260 NR2601 20250703 ... 12155 12220 NR
261 261 NR2602 20250703 ... 12245 12255 NR
262 262 NR2603 20250703 ... 12090 12220 NR
263 263 NR2604 20250703 ... 12195 12240 NR
264 264 NR2605 20250703 ... 12215 12285 NR
265 265 NR2606 20250703 ... 12260 12260 NR
266 266 SP2507 20250703 ... 5060 5026 SP
267 267 SP2508 20250703 ... 5076 5032 SP
268 268 SP2509 20250703 ... 5086 5048 SP
269 269 SP2510 20250703 ... 5090 5052 SP
270 270 SP2511 20250703 ... 5080 5042 SP
271 271 SP2512 20250703 ... 5072 5040 SP
272 272 SP2601 20250703 ... 5292 5242 SP
273 273 SP2602 20250703 ... 5228 5192 SP
274 274 SP2603 20250703 ... 5232 5166 SP
275 275 SP2604 20250703 ... 5228 5162 SP
276 276 SP2605 20250703 ... 5238 5176 SP
277 277 SP2606 20250703 ... 5240 5198 SP
278 278 EC2508 20250703 ... 1882.1 1894.9 EC
279 279 EC2510 20250703 ... 1366.8 1374.5 EC
280 280 EC2512 20250703 ... 1531.6 1540.4 EC
281 281 EC2602 20250703 ... 1332.6 1338.5 EC
282 282 EC2604 20250703 ... 1167.8 1174.7 EC
283 283 EC2606 20250703 ... 1316.1 1312.7 EC
284 285 SC_TAS2508 20250703 ... SC_TAS
285 286 SC_TAS2509 20250703 ... SC_TAS
286 287 SC_TAS2510 20250703 ... SC_TAS
287 288 SC_TAS2511 20250703 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 18:26:06,700 - future_1d - INFO - ak.get_shfe_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 PS2507 20250703 35000.0 ... 35130.0 35000.0 PS
1 PS2508 20250703 35700.0 ... 35270.0 34315.0 PS
2 PS2509 20250703 35320.0 ... 34670.0 33635.0 PS
3 PS2510 20250703 34480.0 ... 34460.0 33515.0 PS
4 PS2511 20250703 34295.0 ... 34260.0 33365.0 PS
5 PS2512 20250703 36030.0 ... 36235.0 35485.0 PS
6 PS2601 20250703 35930.0 ... 36035.0 35380.0 PS
7 PS2602 20250703 35755.0 ... 35925.0 35250.0 PS
8 PS2603 20250703 36110.0 ... 35820.0 35475.0 PS
9 PS2604 20250703 36060.0 ... 35765.0 35155.0 PS
10 PS2605 20250703 35640.0 ... 35535.0 35040.0 PS
11 PS2606 20250703 37375.0 ... 37040.0 36605.0 PS
13 SI2507 20250703 8100.0 ... 8055.0 8130.0 SI
14 SI2508 20250703 8220.0 ... 8050.0 8070.0 SI
15 SI2509 20250703 8185.0 ... 8035.0 8085.0 SI
16 SI2510 20250703 8230.0 ... 8015.0 8060.0 SI
17 SI2511 20250703 8100.0 ... 7975.0 8005.0 SI
18 SI2512 20250703 8435.0 ... 8300.0 8280.0 SI
19 SI2601 20250703 8450.0 ... 8260.0 8245.0 SI
20 SI2602 20250703 8370.0 ... 8240.0 8230.0 SI
21 SI2603 20250703 8370.0 ... 8255.0 8260.0 SI
22 SI2604 20250703 8365.0 ... 8260.0 8265.0 SI
23 SI2605 20250703 8360.0 ... 8235.0 8250.0 SI
24 SI2606 20250703 8400.0 ... 8250.0 8230.0 SI
27 LC2507 20250703 63800.0 ... 63920.0 63620.0 LC
28 LC2508 20250703 64160.0 ... 63940.0 63640.0 LC
29 LC2509 20250703 64000.0 ... 63760.0 63500.0 LC
30 LC2510 20250703 63820.0 ... 63620.0 63320.0 LC
31 LC2511 20250703 63600.0 ... 63420.0 63140.0 LC
32 LC2512 20250703 63960.0 ... 63700.0 63480.0 LC
33 LC2601 20250703 64000.0 ... 63840.0 63540.0 LC
34 LC2602 20250703 64040.0 ... 63860.0 63360.0 LC
35 LC2603 20250703 63940.0 ... 63760.0 63380.0 LC
36 LC2604 20250703 64520.0 ... 64260.0 63940.0 LC
37 LC2605 20250703 64600.0 ... 64380.0 63960.0 LC
38 LC2606 20250703 65200.0 ... 64460.0 64080.0 LC
[36 rows x 12 columns]
2025-07-09 18:26:06,840 - future_1d - INFO - ak.get_gfex_daily('2025-07-03') done
symbol date open ... settle pre_settle variety
0 SC2508 20250703 501.6 ... 503.7 498.5 SC
1 SC2509 20250703 496.3 ... 498.1 493 SC
2 SC2510 20250703 491.5 ... 492.4 487.4 SC
3 SC2511 20250703 485.4 ... 487.2 482.9 SC
4 SC2512 20250703 482.3 ... 484 480.7 SC
5 SC2601 20250703 480.6 ... 481.6 478.4 SC
6 SC2602 20250703 479.4 ... 480.4 476.5 SC
7 SC2603 20250703 478.5 ... 478 474 SC
8 SC2604 20250703 477.4 ... 476.8 473.3 SC
9 SC2605 20250703 475.7 ... 475.7 471.2 SC
10 SC2606 20250703 475.2 ... 475.7 472 SC
11 SC2607 20250703 ... 470.9 470.9 SC
12 SC2609 20250703 484.9 ... 474.2 467.3 SC
13 SC2612 20250703 ... 465.1 460.4 SC
14 SC2703 20250703 465 ... 465 468.4 SC
15 SC2706 20250703 ... 464.2 463.6 SC
16 SC2709 20250703 ... 464 463.9 SC
17 SC2712 20250703 ... 465.8 465.8 SC
18 SC2803 20250703 461 ... 464.7 460.4 SC
19 SC2806 20250703 463.8 ... 464.6 462.8 SC
21 LU2508 20250703 3605 ... 3622 3588 LU
22 LU2509 20250703 3619 ... 3616 3591 LU
23 LU2510 20250703 3596 ... 3593 3569 LU
24 LU2511 20250703 3565 ... 3568 3541 LU
25 LU2512 20250703 3528 ... 3546 3517 LU
26 LU2601 20250703 3516 ... 3526 3497 LU
27 LU2602 20250703 ... 3503 3480 LU
28 LU2603 20250703 3480 ... 3499 3461 LU
29 LU2604 20250703 3507 ... 3495 3447 LU
30 LU2605 20250703 3455 ... 3476 3429 LU
31 LU2606 20250703 3468 ... 3461 3436 LU
32 LU2607 20250703 3442 ... 3442 3416 LU
34 NR2507 20250703 12285 ... 12140 12245 NR
35 NR2508 20250703 12295 ... 12145 12270 NR
36 NR2509 20250703 12240 ... 12135 12225 NR
37 NR2510 20250703 12235 ... 12125 12210 NR
38 NR2511 20250703 12245 ... 12120 12220 NR
39 NR2512 20250703 12290 ... 12135 12220 NR
40 NR2601 20250703 12260 ... 12155 12220 NR
41 NR2602 20250703 12315 ... 12245 12255 NR
42 NR2603 20250703 12090 ... 12090 12220 NR
43 NR2604 20250703 12195 ... 12195 12240 NR
44 NR2605 20250703 12330 ... 12215 12285 NR
45 NR2606 20250703 ... 12260 12260 NR
47 BC2507 20250703 ... 71480 71480 BC
48 BC2508 20250703 71930 ... 71970 71850 BC
49 BC2509 20250703 71810 ... 71740 71670 BC
50 BC2510 20250703 ... 71400 71350 BC
51 BC2511 20250703 71960 ... 71800 72330 BC
52 BC2512 20250703 ... 70950 69450 BC
53 BC2601 20250703 71390 ... 71390 69570 BC
54 BC2602 20250703 ... 69410 69410 BC
55 BC2603 20250703 ... 69290 69290 BC
56 BC2604 20250703 71360 ... 71360 69760 BC
57 BC2605 20250703 71400 ... 71400 71000 BC
58 BC2606 20250703 ... 71590 71590 BC
60 EC2508 20250703 1915 ... 1882.1 1894.9 EC
61 EC2510 20250703 1381.5 ... 1366.8 1374.5 EC
62 EC2512 20250703 1524.9 ... 1531.6 1540.4 EC
63 EC2602 20250703 1328.7 ... 1332.6 1338.5 EC
64 EC2604 20250703 1178.9 ... 1167.8 1174.7 EC
65 EC2606 20250703 1332.4 ... 1316.1 1312.7 EC
68 SC_TAS2508 20250703 ... SC_TAS
69 SC_TAS2509 20250703 ... SC_TAS
70 SC_TAS2510 20250703 ... SC_TAS
71 SC_TAS2511 20250703 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 18:26:06,915 - future_1d - INFO - ak.get_ine_daily('2025-07-03') done
2025-07-09 18:26:08,671 - future_1d - INFO - save future_daily 2025-07-03 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250704 7774.0 7835.0 ... 485163.28 7776.0 7747.0 AP
1 AP511 20250704 7651.0 7663.0 ... 1126.37 7611.0 7581.0 AP
2 AP512 20250704 7668.0 7688.0 ... 282.48 7634.0 7613.0 AP
3 AP601 20250704 7665.0 7731.0 ... 15887.37 7664.0 7649.0 AP
4 AP603 20250704 7725.0 7725.0 ... 314.28 7665.0 7653.0 AP
5 AP604 20250704 7771.0 7771.0 ... 69.42 7714.0 7703.0 AP
6 AP605 20250704 7789.0 7789.0 ... 217.11 7754.0 7762.0 AP
7 CF507 20250704 13565.0 13600.0 ... 25372.20 13585.0 13555.0 CF
8 CF509 20250704 13785.0 13830.0 ... 816508.67 13790.0 13790.0 CF
9 CF511 20250704 13705.0 13730.0 ... 113330.61 13695.0 13710.0 CF
10 CF601 20250704 13795.0 13815.0 ... 214873.44 13780.0 13790.0 CF
11 CF603 20250704 13755.0 13785.0 ... 742.65 13755.0 13760.0 CF
12 CF605 20250704 13770.0 13800.0 ... 4784.35 13770.0 13775.0 CF
13 CJ507 20250704 9450.0 9450.0 ... 23.63 9450.0 9660.0 CJ
14 CJ509 20250704 9675.0 9720.0 ... 642524.98 9530.0 9675.0 CJ
15 CJ512 20250704 10810.0 10825.0 ... 31179.50 10475.0 10785.0 CJ
16 CJ601 20250704 10955.0 10990.0 ... 2223923.43 10615.0 10940.0 CJ
17 CJ603 20250704 11150.0 11195.0 ... 46555.32 10745.0 11160.0 CJ
18 CJ605 20250704 11410.0 11500.0 ... 244248.07 11040.0 11465.0 CJ
19 CY507 20250704 0.0 0.0 ... 0.00 19920.0 19950.0 CY
20 CY508 20250704 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250704 20035.0 20080.0 ... 76790.18 20030.0 20060.0 CY
22 CY510 20250704 0.0 0.0 ... 0.00 19650.0 19680.0 CY
23 CY511 20250704 0.0 0.0 ... 0.00 20090.0 20090.0 CY
24 CY512 20250704 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250704 0.0 0.0 ... 0.00 20010.0 20040.0 CY
26 CY602 20250704 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250704 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250704 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250704 0.0 0.0 ... 0.00 20070.0 20070.0 CY
30 CY606 20250704 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250704 959.0 959.0 ... 3.84 959.0 951.0 FG
32 FG508 20250704 1038.0 1057.0 ... 32311.18 1045.0 1051.0 FG
33 FG509 20250704 1029.0 1044.0 ... 4612467.69 1031.0 1042.0 FG
34 FG510 20250704 1080.0 1093.0 ... 21896.58 1083.0 1089.0 FG
35 FG511 20250704 1070.0 1085.0 ... 35672.04 1072.0 1081.0 FG
36 FG512 20250704 1134.0 1150.0 ... 17461.46 1136.0 1143.0 FG
37 FG601 20250704 1121.0 1140.0 ... 432831.81 1126.0 1130.0 FG
38 FG602 20250704 1157.0 1175.0 ... 859.29 1161.0 1163.0 FG
39 FG603 20250704 1156.0 1172.0 ... 937.49 1160.0 1161.0 FG
40 FG604 20250704 1185.0 1208.0 ... 771.52 1194.0 1190.0 FG
41 FG605 20250704 1179.0 1205.0 ... 12056.28 1191.0 1187.0 FG
42 FG606 20250704 1195.0 1220.0 ... 376.41 1206.0 1200.0 FG
43 JR507 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250704 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250704 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250704 2419.0 2419.0 ... 45.78 2409.0 2418.0 MA
54 MA508 20250704 2436.0 2457.0 ... 11984.30 2436.0 2436.0 MA
55 MA509 20250704 2415.0 2432.0 ... 1701498.65 2415.0 2408.0 MA
56 MA510 20250704 2425.0 2440.0 ... 82042.41 2420.0 2416.0 MA
57 MA511 20250704 2433.0 2447.0 ... 70700.63 2426.0 2424.0 MA
58 MA512 20250704 2452.0 2461.0 ... 18231.02 2443.0 2442.0 MA
59 MA601 20250704 2457.0 2464.0 ... 124510.92 2450.0 2444.0 MA
60 MA602 20250704 2441.0 2443.0 ... 68.13 2433.0 2425.0 MA
61 MA603 20250704 2434.0 2438.0 ... 55.88 2429.0 2420.0 MA
62 MA604 20250704 2410.0 2410.0 ... 23.97 2397.0 2395.0 MA
63 MA605 20250704 2369.0 2378.0 ... 2796.55 2364.0 2360.0 MA
64 MA606 20250704 2378.0 2378.0 ... 37.87 2367.0 2362.0 MA
65 OI507 20250704 9913.0 9913.0 ... 9.91 9913.0 9719.0 OI
66 OI509 20250704 9638.0 9642.0 ... 2071615.91 9614.0 9641.0 OI
67 OI511 20250704 9627.0 9634.0 ... 100659.85 9603.0 9629.0 OI
68 OI601 20250704 9567.0 9577.0 ... 234035.79 9547.0 9569.0 OI
69 OI603 20250704 9490.0 9508.0 ... 1071.29 9480.0 9500.0 OI
70 OI605 20250704 9388.0 9397.0 ... 1415.29 9373.0 9402.0 OI
71 PF507 20250704 6700.0 6700.0 ... 453.78 6674.0 6700.0 PF
72 PF508 20250704 6564.0 6588.0 ... 351323.27 6550.0 6594.0 PF
73 PF509 20250704 6444.0 6466.0 ... 173517.06 6434.0 6472.0 PF
74 PF510 20250704 6434.0 6470.0 ... 65954.13 6432.0 6458.0 PF
75 PF511 20250704 6406.0 6440.0 ... 39119.55 6400.0 6422.0 PF
76 PF512 20250704 6378.0 6412.0 ... 8302.61 6378.0 6398.0 PF
77 PF601 20250704 6392.0 6420.0 ... 849.61 6388.0 6410.0 PF
78 PF602 20250704 6404.0 6404.0 ... 6.38 6380.0 6418.0 PF
79 PF603 20250704 0.0 0.0 ... 0.00 6384.0 6412.0 PF
80 PF604 20250704 6402.0 6402.0 ... 3.20 6402.0 6410.0 PF
81 PF605 20250704 6392.0 6432.0 ... 12.81 6406.0 6412.0 PF
82 PF606 20250704 6372.0 6372.0 ... 3.19 6372.0 6390.0 PF
83 PK510 20250704 8260.0 8274.0 ... 188400.09 8218.0 8262.0 PK
84 PK511 20250704 7990.0 7998.0 ... 64715.80 7944.0 7994.0 PK
85 PK512 20250704 7964.0 7966.0 ... 888.66 7934.0 7982.0 PK
86 PK601 20250704 7982.0 7984.0 ... 6718.98 7938.0 7980.0 PK
87 PK603 20250704 7956.0 7956.0 ... 131.03 7942.0 7980.0 PK
88 PK604 20250704 7974.0 7974.0 ... 35.83 7964.0 7982.0 PK
89 PK605 20250704 7978.0 7980.0 ... 401.58 7952.0 7976.0 PK
90 PM507 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250704 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250704 5960.0 5960.0 ... 125.15 5960.0 5968.0 PR
97 PR508 20250704 5954.0 5972.0 ... 23740.43 5938.0 5958.0 PR
98 PR509 20250704 5906.0 5926.0 ... 456941.35 5894.0 5916.0 PR
99 PR510 20250704 5876.0 5912.0 ... 213618.41 5880.0 5892.0 PR
100 PR511 20250704 5862.0 5892.0 ... 44122.20 5858.0 5874.0 PR
101 PR512 20250704 5848.0 5872.0 ... 105.07 5838.0 5866.0 PR
102 PR601 20250704 5858.0 5866.0 ... 455.70 5842.0 5854.0 PR
103 PR602 20250704 5858.0 5858.0 ... 8.79 5858.0 5900.0 PR
104 PR603 20250704 0.0 0.0 ... 0.00 5874.0 5904.0 PR
105 PR604 20250704 0.0 0.0 ... 0.00 5882.0 5904.0 PR
106 PR605 20250704 0.0 0.0 ... 0.00 5882.0 5898.0 PR
107 PR606 20250704 0.0 0.0 ... 0.00 5860.0 5860.0 PR
108 PX507 20250704 6922.0 6922.0 ... 10.38 6922.0 6922.0 PX
109 PX508 20250704 6818.0 6856.0 ... 4283.99 6800.0 6822.0 PX
110 PX509 20250704 6744.0 6786.0 ... 810776.54 6726.0 6748.0 PX
111 PX510 20250704 6710.0 6766.0 ... 93427.25 6698.0 6706.0 PX
112 PX511 20250704 6668.0 6722.0 ... 153399.84 6662.0 6664.0 PX
113 PX512 20250704 6700.0 6700.0 ... 11440.22 6636.0 6644.0 PX
114 PX601 20250704 6640.0 6666.0 ... 51714.14 6622.0 6632.0 PX
115 PX602 20250704 0.0 0.0 ... 0.00 6578.0 6618.0 PX
116 PX603 20250704 6642.0 6642.0 ... 6.64 6642.0 6616.0 PX
117 PX604 20250704 6584.0 6626.0 ... 9.92 6612.0 6568.0 PX
118 PX605 20250704 6594.0 6602.0 ... 68.99 6570.0 6588.0 PX
119 PX606 20250704 6548.0 6548.0 ... 3.27 6548.0 6558.0 PX
120 RI507 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250704 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250704 2468.0 2481.0 ... 1379.21 2463.0 2468.0 RM
127 RM508 20250704 2612.0 2624.0 ... 15179.33 2606.0 2610.0 RM
128 RM509 20250704 2607.0 2622.0 ... 775359.77 2607.0 2601.0 RM
129 RM511 20250704 2431.0 2439.0 ... 2386.31 2428.0 2421.0 RM
130 RM601 20250704 2328.0 2337.0 ... 149395.45 2329.0 2318.0 RM
131 RM603 20250704 2303.0 2315.0 ... 10071.29 2307.0 2299.0 RM
132 RM605 20250704 2332.0 2339.0 ... 12657.69 2331.0 2327.0 RM
133 RS507 20250704 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250704 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250704 5077.0 5099.0 ... 273.92 5073.0 5061.0 RS
136 RS511 20250704 0.0 0.0 ... 0.00 5109.0 5131.0 RS
137 SA507 20250704 1165.0 1165.0 ... 679.74 1152.0 1166.0 SA
138 SA508 20250704 1179.0 1201.0 ... 26220.77 1182.0 1188.0 SA
139 SA509 20250704 1175.0 1201.0 ... 5045284.33 1184.0 1188.0 SA
140 SA510 20250704 1188.0 1211.0 ... 60681.61 1194.0 1199.0 SA
141 SA511 20250704 1190.0 1212.0 ... 103839.37 1194.0 1200.0 SA
142 SA512 20250704 1208.0 1230.0 ... 61873.03 1213.0 1215.0 SA
143 SA601 20250704 1205.0 1231.0 ... 898039.41 1215.0 1213.0 SA
144 SA602 20250704 1216.0 1237.0 ... 6911.66 1225.0 1224.0 SA
145 SA603 20250704 1214.0 1239.0 ... 6179.11 1226.0 1221.0 SA
146 SA604 20250704 1233.0 1248.0 ... 1498.29 1238.0 1235.0 SA
147 SA605 20250704 1226.0 1248.0 ... 27464.50 1237.0 1233.0 SA
148 SA606 20250704 1235.0 1255.0 ... 898.29 1244.0 1242.0 SA
149 SF507 20250704 5550.0 5550.0 ... 154.74 5528.0 5496.0 SF
150 SF508 20250704 5420.0 5472.0 ... 9965.90 5408.0 5404.0 SF
151 SF509 20250704 5400.0 5462.0 ... 384091.66 5404.0 5400.0 SF
152 SF510 20250704 5330.0 5382.0 ... 68973.85 5326.0 5318.0 SF
153 SF511 20250704 5444.0 5518.0 ... 104407.47 5464.0 5446.0 SF
154 SF512 20250704 5430.0 5480.0 ... 19212.81 5430.0 5410.0 SF
155 SF601 20250704 5402.0 5452.0 ... 8047.42 5398.0 5382.0 SF
156 SF602 20250704 5338.0 5380.0 ... 638.38 5342.0 5310.0 SF
157 SF603 20250704 5482.0 5516.0 ... 475.20 5462.0 5440.0 SF
158 SF604 20250704 5490.0 5490.0 ... 5.46 5462.0 5444.0 SF
159 SF605 20250704 5466.0 5492.0 ... 453.83 5436.0 5414.0 SF
160 SF606 20250704 5368.0 5368.0 ... 16.09 5366.0 5370.0 SF
161 SH507 20250704 2330.0 2330.0 ... 244.65 2330.0 2349.0 SH
162 SH508 20250704 2360.0 2400.0 ... 240104.58 2375.0 2371.0 SH
163 SH509 20250704 2377.0 2407.0 ... 3604654.17 2384.0 2382.0 SH
164 SH510 20250704 2410.0 2442.0 ... 301620.55 2419.0 2418.0 SH
165 SH511 20250704 2399.0 2427.0 ... 219344.33 2400.0 2404.0 SH
166 SH512 20250704 2405.0 2430.0 ... 60394.41 2405.0 2409.0 SH
167 SH601 20250704 2377.0 2398.0 ... 72912.11 2380.0 2379.0 SH
168 SH602 20250704 2388.0 2413.0 ... 230.07 2397.0 2392.0 SH
169 SH603 20250704 2393.0 2410.0 ... 100.72 2398.0 2402.0 SH
170 SH604 20250704 2434.0 2445.0 ... 36.56 2438.0 2446.0 SH
171 SH605 20250704 2420.0 2453.0 ... 1454.72 2437.0 2437.0 SH
172 SH606 20250704 2455.0 2455.0 ... 22.06 2451.0 2451.0 SH
173 SM507 20250704 5706.0 5706.0 ... 350.14 5648.0 5670.0 SM
174 SM508 20250704 5698.0 5734.0 ... 15140.00 5672.0 5698.0 SM
175 SM509 20250704 5712.0 5746.0 ... 585074.28 5690.0 5706.0 SM
176 SM510 20250704 5710.0 5720.0 ... 43335.50 5672.0 5676.0 SM
177 SM511 20250704 5766.0 5798.0 ... 76139.45 5748.0 5764.0 SM
178 SM512 20250704 5746.0 5780.0 ... 15587.83 5738.0 5746.0 SM
179 SM601 20250704 5756.0 5784.0 ... 41792.12 5734.0 5746.0 SM
180 SM602 20250704 5728.0 5788.0 ... 166.32 5736.0 5728.0 SM
181 SM603 20250704 5798.0 5798.0 ... 71.87 5750.0 5774.0 SM
182 SM604 20250704 5800.0 5802.0 ... 23.12 5780.0 5778.0 SM
183 SM605 20250704 5806.0 5814.0 ... 470.29 5770.0 5780.0 SM
184 SM606 20250704 5800.0 5800.0 ... 2.90 5800.0 5784.0 SM
185 SR507 20250704 5800.0 5808.0 ... 2761.02 5788.0 5779.0 SR
186 SR509 20250704 5792.0 5810.0 ... 1173939.01 5790.0 5763.0 SR
187 SR511 20250704 5669.0 5673.0 ... 139592.16 5658.0 5632.0 SR
188 SR601 20250704 5601.0 5619.0 ... 186726.95 5608.0 5577.0 SR
189 SR603 20250704 5576.0 5589.0 ... 4848.61 5580.0 5548.0 SR
190 SR605 20250704 5551.0 5569.0 ... 6726.71 5555.0 5522.0 SR
191 TA507 20250704 4864.0 4882.0 ... 10826.34 4828.0 4878.0 TA
192 TA508 20250704 4802.0 4828.0 ... 60722.79 4782.0 4820.0 TA
193 TA509 20250704 4744.0 4780.0 ... 2503382.54 4738.0 4762.0 TA
194 TA510 20250704 4704.0 4742.0 ... 84392.60 4704.0 4720.0 TA
195 TA511 20250704 4698.0 4726.0 ... 52859.38 4690.0 4704.0 TA
196 TA512 20250704 4682.0 4712.0 ... 6578.22 4682.0 4690.0 TA
197 TA601 20250704 4670.0 4698.0 ... 346543.56 4664.0 4678.0 TA
198 TA602 20250704 4682.0 4694.0 ... 25.71 4674.0 4678.0 TA
199 TA603 20250704 4680.0 4688.0 ... 35.07 4676.0 4678.0 TA
200 TA604 20250704 4684.0 4702.0 ... 25.76 4684.0 4688.0 TA
201 TA605 20250704 4686.0 4712.0 ... 2509.16 4686.0 4688.0 TA
202 TA606 20250704 4688.0 4688.0 ... 11.69 4678.0 4672.0 TA
203 UR507 20250704 1744.0 1761.0 ... 1564.12 1753.0 1744.0 UR
204 UR508 20250704 1753.0 1779.0 ... 3069.42 1764.0 1740.0 UR
205 UR509 20250704 1740.0 1775.0 ... 1286912.07 1754.0 1733.0 UR
206 UR510 20250704 1726.0 1758.0 ... 24065.27 1739.0 1719.0 UR
207 UR511 20250704 1736.0 1762.0 ... 19302.52 1743.0 1728.0 UR
208 UR512 20250704 1719.0 1737.0 ... 96.91 1731.0 1715.0 UR
209 UR601 20250704 1698.0 1724.0 ... 112387.59 1712.0 1697.0 UR
210 UR602 20250704 1704.0 1717.0 ... 799.50 1708.0 1691.0 UR
211 UR603 20250704 1731.0 1740.0 ... 343.18 1733.0 1720.0 UR
212 UR604 20250704 1722.0 1732.0 ... 141.50 1726.0 1715.0 UR
213 UR605 20250704 1716.0 1726.0 ... 6027.13 1717.0 1708.0 UR
214 UR606 20250704 1714.0 1722.0 ... 370.48 1715.0 1703.0 UR
215 WH507 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250704 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250704 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 18:26:15,736 - future_1d - INFO - ak.get_czce_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 a2507 20250704 4190.00 ... 4190.00 4205.00 A
1 a2509 20250704 4147.00 ... 4133.00 4148.00 A
2 a2511 20250704 4073.00 ... 4067.00 4077.00 A
3 a2601 20250704 4055.00 ... 4048.00 4059.00 A
4 a2603 20250704 4044.00 ... 4036.00 4049.00 A
5 a2605 20250704 4084.00 ... 4072.00 4085.00 A
6 b2507 20250704 0.00 ... 3550.00 3550.00 B
7 b2508 20250704 3572.00 ... 3555.00 3565.00 B
8 b2509 20250704 3618.00 ... 3603.00 3616.00 B
9 b2510 20250704 3675.00 ... 3655.00 3664.00 B
10 b2511 20250704 3684.00 ... 3670.00 3674.00 B
11 b2512 20250704 3704.00 ... 3689.00 3693.00 B
12 b2601 20250704 3682.00 ... 3674.00 3675.00 B
13 b2602 20250704 3649.00 ... 3652.00 3645.00 B
14 b2603 20250704 3564.00 ... 3567.00 3556.00 B
15 b2604 20250704 3463.00 ... 3465.00 3452.00 B
16 b2605 20250704 3393.00 ... 3391.00 3383.00 B
17 b2606 20250704 3388.00 ... 3386.00 3385.00 B
18 bb2509 20250704 154.00 ... 153.20 153.45 BB
19 bb2511 20250704 154.85 ... 154.90 154.35 BB
20 bb2601 20250704 156.10 ... 155.25 162.00 BB
21 bb2603 20250704 0.00 ... 164.70 171.85 BB
22 bb2605 20250704 0.00 ... 164.70 171.85 BB
23 c2507 20250704 2350.00 ... 2337.00 2347.00 C
24 c2509 20250704 2363.00 ... 2358.00 2364.00 C
25 c2511 20250704 2307.00 ... 2304.00 2307.00 C
26 c2601 20250704 2265.00 ... 2264.00 2264.00 C
27 c2603 20250704 2258.00 ... 2259.00 2260.00 C
28 c2605 20250704 2294.00 ... 2294.00 2294.00 C
29 cs2507 20250704 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250704 2731.00 ... 2727.00 2731.00 CS
31 cs2511 20250704 2671.00 ... 2666.00 2670.00 CS
32 cs2601 20250704 2667.00 ... 2663.00 2667.00 CS
33 cs2603 20250704 2651.00 ... 2648.00 2649.00 CS
34 cs2605 20250704 2683.00 ... 2684.00 2684.00 CS
35 eb2507 20250704 7465.00 ... 7539.00 7422.00 EB
36 eb2508 20250704 7308.00 ... 7357.00 7288.00 EB
37 eb2509 20250704 7226.00 ... 7273.00 7209.00 EB
38 eb2510 20250704 7143.00 ... 7190.00 7130.00 EB
39 eb2511 20250704 7067.00 ... 7113.00 7062.00 EB
40 eb2512 20250704 7040.00 ... 7082.00 7035.00 EB
41 eb2601 20250704 7046.00 ... 7085.00 7037.00 EB
42 eb2602 20250704 7086.00 ... 7106.00 7058.00 EB
43 eb2603 20250704 7075.00 ... 7131.00 7077.00 EB
44 eb2604 20250704 7121.00 ... 7122.00 7066.00 EB
45 eb2605 20250704 7063.00 ... 7111.00 7057.00 EB
46 eb2606 20250704 0.00 ... 7037.00 7037.00 EB
47 eg2507 20250704 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250704 4271.00 ... 4274.00 4275.00 EG
49 eg2509 20250704 4290.00 ... 4293.00 4295.00 EG
50 eg2510 20250704 4310.00 ... 4305.00 4311.00 EG
51 eg2511 20250704 4326.00 ... 4321.00 4325.00 EG
52 eg2512 20250704 4332.00 ... 4327.00 4327.00 EG
53 eg2601 20250704 4317.00 ... 4325.00 4329.00 EG
54 eg2602 20250704 4341.00 ... 4337.00 4337.00 EG
55 eg2603 20250704 4326.00 ... 4326.00 4311.00 EG
56 eg2604 20250704 4330.00 ... 4330.00 4367.00 EG
57 eg2605 20250704 4346.00 ... 4352.00 4342.00 EG
58 eg2606 20250704 4352.00 ... 4357.00 4378.00 EG
59 fb2507 20250704 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250704 1328.50 ... 1331.50 1329.50 FB
61 fb2509 20250704 1309.00 ... 1312.50 1313.00 FB
62 fb2510 20250704 1326.00 ... 1326.00 1327.50 FB
63 fb2511 20250704 1324.50 ... 1324.50 1325.00 FB
64 fb2512 20250704 1326.00 ... 1326.50 1324.50 FB
65 fb2601 20250704 1311.00 ... 1312.00 1312.50 FB
66 fb2602 20250704 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250704 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250704 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250704 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250704 0.00 ... 1292.50 1292.50 FB
71 i2507 20250704 750.00 ... 768.00 722.50 I
72 i2508 20250704 737.50 ... 740.50 734.50 I
73 i2509 20250704 731.00 ... 736.00 728.00 I
74 i2510 20250704 726.00 ... 729.00 722.00 I
75 i2511 20250704 720.00 ... 723.00 715.00 I
76 i2512 20250704 714.00 ... 717.00 709.00 I
77 i2601 20250704 708.50 ... 710.00 702.50 I
78 i2602 20250704 704.50 ... 708.00 699.50 I
79 i2603 20250704 700.50 ... 704.50 697.50 I
80 i2604 20250704 695.50 ... 699.50 692.00 I
81 i2605 20250704 688.50 ... 692.50 685.50 I
82 i2606 20250704 684.00 ... 687.00 679.00 I
83 j2507 20250704 0.00 ... 1304.50 1304.50 J
84 j2508 20250704 1406.00 ... 1405.50 1404.50 J
85 j2509 20250704 1435.00 ... 1436.00 1439.00 J
86 j2510 20250704 1456.00 ... 1454.50 1457.00 J
87 j2511 20250704 1465.00 ... 1464.50 1466.50 J
88 j2512 20250704 1466.00 ... 1473.50 1476.00 J
89 j2601 20250704 1488.00 ... 1479.00 1481.50 J
90 j2602 20250704 1485.50 ... 1481.50 1484.00 J
91 j2603 20250704 0.00 ... 1522.50 1522.50 J
92 j2604 20250704 0.00 ... 1499.50 1499.50 J
93 j2605 20250704 1523.00 ... 1521.50 1519.50 J
94 j2606 20250704 0.00 ... 1528.00 1528.00 J
95 jd2507 20250704 2860.00 ... 2872.00 2859.00 JD
96 jd2508 20250704 3577.00 ... 3583.00 3558.00 JD
97 jd2509 20250704 3698.00 ... 3697.00 3685.00 JD
98 jd2510 20250704 3420.00 ... 3422.00 3405.00 JD
99 jd2511 20250704 3430.00 ... 3428.00 3413.00 JD
100 jd2512 20250704 3588.00 ... 3583.00 3581.00 JD
101 jd2601 20250704 3644.00 ... 3634.00 3636.00 JD
102 jd2602 20250704 3209.00 ... 3204.00 3205.00 JD
103 jd2603 20250704 3211.00 ... 3208.00 3205.00 JD
104 jd2604 20250704 3341.00 ... 3332.00 3332.00 JD
105 jd2605 20250704 3410.00 ... 3405.00 3406.00 JD
106 jd2606 20250704 3260.00 ... 3260.00 3256.00 JD
107 jm2507 20250704 813.00 ... 841.00 814.00 JM
108 jm2508 20250704 808.00 ... 805.00 801.50 JM
109 jm2509 20250704 852.50 ... 850.00 848.50 JM
110 jm2510 20250704 869.00 ... 867.50 864.00 JM
111 jm2511 20250704 883.00 ... 881.00 874.50 JM
112 jm2512 20250704 900.50 ... 894.00 887.00 JM
113 jm2601 20250704 920.00 ... 905.00 901.00 JM
114 jm2602 20250704 920.00 ... 913.00 907.00 JM
115 jm2603 20250704 921.00 ... 913.50 916.50 JM
116 jm2604 20250704 917.00 ... 924.00 917.00 JM
117 jm2605 20250704 940.00 ... 934.00 927.00 JM
118 jm2606 20250704 947.50 ... 940.50 940.50 JM
119 l2507 20250704 7311.00 ... 7328.00 7298.00 L
120 l2508 20250704 7290.00 ... 7313.00 7295.00 L
121 l2509 20250704 7298.00 ... 7308.00 7293.00 L
122 l2510 20250704 7285.00 ... 7296.00 7287.00 L
123 l2511 20250704 7282.00 ... 7296.00 7283.00 L
124 l2512 20250704 7289.00 ... 7289.00 7281.00 L
125 l2601 20250704 7262.00 ... 7272.00 7269.00 L
126 l2602 20250704 7279.00 ... 7245.00 7253.00 L
127 l2603 20250704 7282.00 ... 7271.00 7224.00 L
128 l2604 20250704 7275.00 ... 7291.00 7263.00 L
129 l2605 20250704 7265.00 ... 7266.00 7245.00 L
130 l2606 20250704 7247.00 ... 7265.00 7242.00 L
131 lg2507 20250704 828.00 ... 828.50 822.00 LG
132 lg2509 20250704 796.00 ... 794.00 795.00 LG
133 lg2511 20250704 787.50 ... 787.00 788.50 LG
134 lg2601 20250704 785.50 ... 786.00 785.50 LG
135 lg2603 20250704 788.00 ... 787.00 786.50 LG
136 lg2605 20250704 793.50 ... 790.50 793.50 LG
137 lh2507 20250704 13915.00 ... 13935.00 13920.00 LH
138 lh2509 20250704 14310.00 ... 14340.00 14315.00 LH
139 lh2511 20250704 13655.00 ... 13730.00 13585.00 LH
140 lh2601 20250704 13835.00 ... 13820.00 13685.00 LH
141 lh2603 20250704 12940.00 ... 13010.00 12940.00 LH
142 lh2605 20250704 13070.00 ... 13165.00 13085.00 LH
143 m2507 20250704 2800.00 ... 2806.00 2799.00 M
144 m2508 20250704 2949.00 ... 2942.00 2941.00 M
145 m2509 20250704 2967.00 ... 2962.00 2960.00 M
146 m2511 20250704 3006.00 ... 3000.00 3000.00 M
147 m2512 20250704 3036.00 ... 3030.00 3027.00 M
148 m2601 20250704 3019.00 ... 3012.00 3008.00 M
149 m2603 20250704 2867.00 ... 2865.00 2855.00 M
150 m2605 20250704 2720.00 ... 2718.00 2711.00 M
151 p2507 20250704 8452.00 ... 8468.00 8452.00 P
152 p2508 20250704 8540.00 ... 8502.00 8516.00 P
153 p2509 20250704 8498.00 ... 8492.00 8478.00 P
154 p2510 20250704 8516.00 ... 8500.00 8486.00 P
155 p2511 20250704 8512.00 ... 8498.00 8482.00 P
156 p2512 20250704 8502.00 ... 8494.00 8484.00 P
157 p2601 20250704 8498.00 ... 8498.00 8482.00 P
158 p2602 20250704 8490.00 ... 8490.00 8458.00 P
159 p2603 20250704 8452.00 ... 8430.00 8416.00 P
160 p2604 20250704 8398.00 ... 8384.00 8372.00 P
161 p2605 20250704 8348.00 ... 8360.00 8336.00 P
162 p2606 20250704 8340.00 ... 8334.00 8312.00 P
163 pg2507 20250704 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250704 4229.00 ... 4215.00 4219.00 PG
165 pg2509 20250704 4123.00 ... 4108.00 4115.00 PG
166 pg2510 20250704 4494.00 ... 4489.00 4494.00 PG
167 pg2511 20250704 4409.00 ... 4403.00 4408.00 PG
168 pg2512 20250704 4336.00 ... 4331.00 4330.00 PG
169 pg2601 20250704 4259.00 ... 4252.00 4256.00 PG
170 pg2602 20250704 4173.00 ... 4177.00 4170.00 PG
171 pg2603 20250704 4097.00 ... 4096.00 4097.00 PG
172 pg2604 20250704 4399.00 ... 4383.00 4389.00 PG
173 pg2605 20250704 4295.00 ... 4274.00 4282.00 PG
174 pg2606 20250704 0.00 ... 4204.00 4204.00 PG
175 pp2507 20250704 7080.00 ... 7080.00 7085.00 PP
176 pp2508 20250704 7075.00 ... 7089.00 7086.00 PP
177 pp2509 20250704 7088.00 ... 7091.00 7084.00 PP
178 pp2510 20250704 7048.00 ... 7065.00 7046.00 PP
179 pp2511 20250704 7045.00 ... 7059.00 7044.00 PP
180 pp2512 20250704 7047.00 ... 7057.00 7042.00 PP
181 pp2601 20250704 7044.00 ... 7053.00 7043.00 PP
182 pp2602 20250704 7034.00 ... 7034.00 7024.00 PP
183 pp2603 20250704 7032.00 ... 7032.00 7008.00 PP
184 pp2604 20250704 7051.00 ... 7051.00 6989.00 PP
185 pp2605 20250704 7040.00 ... 7043.00 7035.00 PP
186 pp2606 20250704 7033.00 ... 7036.00 7007.00 PP
187 rr2507 20250704 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250704 3529.00 ... 3552.00 3539.00 RR
189 rr2509 20250704 3595.00 ... 3601.00 3595.00 RR
190 rr2510 20250704 3605.00 ... 3602.00 3602.00 RR
191 rr2511 20250704 3602.00 ... 3600.00 3603.00 RR
192 rr2512 20250704 3601.00 ... 3599.00 3598.00 RR
193 rr2601 20250704 3598.00 ... 3602.00 3587.00 RR
194 rr2602 20250704 3614.00 ... 3609.00 3606.00 RR
195 rr2603 20250704 3615.00 ... 3612.00 3608.00 RR
196 rr2604 20250704 3612.00 ... 3614.00 3615.00 RR
197 rr2605 20250704 3606.00 ... 3613.00 3605.00 RR
198 rr2606 20250704 3606.00 ... 3606.00 3608.00 RR
199 v2507 20250704 4848.00 ... 4849.00 4820.00 V
200 v2508 20250704 4875.00 ... 4880.00 4871.00 V
201 v2509 20250704 4907.00 ... 4919.00 4907.00 V
202 v2510 20250704 4939.00 ... 4947.00 4932.00 V
203 v2511 20250704 4972.00 ... 4967.00 4963.00 V
204 v2512 20250704 4991.00 ... 5002.00 4995.00 V
205 v2601 20250704 5020.00 ... 5024.00 5014.00 V
206 v2602 20250704 5044.00 ... 5040.00 5030.00 V
207 v2603 20250704 5066.00 ... 5064.00 5048.00 V
208 v2604 20250704 5162.00 ... 5192.00 5169.00 V
209 v2605 20250704 5192.00 ... 5211.00 5192.00 V
210 v2606 20250704 5204.00 ... 5213.00 5194.00 V
211 y2507 20250704 0.00 ... 8038.00 8038.00 Y
212 y2508 20250704 8002.00 ... 7964.00 8028.00 Y
213 y2509 20250704 8010.00 ... 7968.00 8020.00 Y
214 y2511 20250704 8018.00 ... 7990.00 8030.00 Y
215 y2512 20250704 8030.00 ... 8014.00 8066.00 Y
216 y2601 20250704 7994.00 ... 7958.00 7988.00 Y
217 y2603 20250704 7856.00 ... 7850.00 7856.00 Y
218 y2605 20250704 7654.00 ... 7640.00 7648.00 Y
[219 rows x 12 columns]
2025-07-09 18:26:16,485 - future_1d - INFO - ak.get_dce_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 IC2507 20250704 5866.000 ... 5870.000 5874.600 IC
1 IC2508 20250704 5819.800 ... 5812.400 5821.400 IC
2 IC2509 20250704 5761.800 ... 5760.000 5770.200 IC
3 IC2512 20250704 5639.600 ... 5635.000 5644.600 IC
4 IF2507 20250704 3938.400 ... 3957.400 3946.400 IF
5 IF2508 20250704 3922.400 ... 3938.000 3929.000 IF
6 IF2509 20250704 3918.200 ... 3930.000 3917.800 IF
7 IF2512 20250704 3878.000 ... 3892.200 3880.800 IF
8 IH2507 20250704 2705.000 ... 2717.400 2706.600 IH
9 IH2508 20250704 2698.800 ... 2710.600 2701.600 IH
10 IH2509 20250704 2699.800 ... 2711.200 2700.400 IH
11 IH2512 20250704 2699.600 ... 2709.400 2699.200 IH
12 IM2507 20250704 6279.600 ... 6259.200 6280.200 IM
13 IM2508 20250704 6205.000 ... 6184.400 6209.000 IM
14 IM2509 20250704 6130.000 ... 6107.200 6138.600 IM
15 IM2512 20250704 5953.800 ... 5929.600 5960.400 IM
16 T2509 20250704 109.090 ... 109.110 109.070 T
17 T2512 20250704 109.130 ... 109.195 109.155 T
18 T2603 20250704 109.165 ... 109.170 109.130 T
19 TF2509 20250704 106.230 ... 106.250 106.230 TF
20 TF2512 20250704 106.355 ... 106.335 106.335 TF
21 TF2603 20250704 106.385 ... 106.380 106.375 TF
22 TL2509 20250704 121.110 ... 121.200 121.070 TL
23 TL2512 20250704 121.050 ... 121.070 120.940 TL
24 TL2603 20250704 120.860 ... 120.880 120.780 TL
25 TS2509 20250704 102.510 ... 102.508 102.506 TS
26 TS2512 20250704 102.644 ... 102.632 102.636 TS
27 TS2603 20250704 102.746 ... 102.742 102.744 TS
[28 rows x 12 columns]
2025-07-09 18:26:16,608 - future_1d - INFO - ak.get_cffex_daily('2025-07-04') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250704 ... 80370 80910 CU
1 1 CU2508 20250704 ... 80170 80760 CU
2 2 CU2509 20250704 ... 79970 80560 CU
3 3 CU2510 20250704 ... 79670 80300 CU
4 4 CU2511 20250704 ... 79430 80040 CU
5 5 CU2512 20250704 ... 79180 79900 CU
6 6 CU2601 20250704 ... 79130 79680 CU
7 7 CU2602 20250704 ... 78880 79620 CU
8 8 CU2603 20250704 ... 78830 79580 CU
9 9 CU2604 20250704 ... 78880 79470 CU
10 10 CU2605 20250704 ... 78930 79470 CU
11 11 CU2606 20250704 ... 78810 79420 CU
12 12 BC2507 20250704 ... 71300 71480 BC
13 13 BC2508 20250704 ... 71430 71970 BC
14 14 BC2509 20250704 ... 71380 71740 BC
15 15 BC2510 20250704 ... 71250 71400 BC
16 16 BC2511 20250704 ... 71800 71800 BC
17 17 BC2512 20250704 ... 70950 70950 BC
18 18 BC2601 20250704 ... 71130 71390 BC
19 19 BC2602 20250704 ... 69410 69410 BC
20 20 BC2603 20250704 ... 69290 69290 BC
21 21 BC2604 20250704 ... 71340 71360 BC
22 22 BC2605 20250704 ... 71340 71400 BC
23 23 BC2606 20250704 ... 69700 71590 BC
24 24 AL2507 20250704 ... 20800 20870 AL
25 25 AL2508 20250704 ... 20640 20685 AL
26 26 AL2509 20250704 ... 20585 20620 AL
27 27 AL2510 20250704 ... 20510 20530 AL
28 28 AL2511 20250704 ... 20420 20435 AL
29 29 AL2512 20250704 ... 20335 20370 AL
30 30 AL2601 20250704 ... 20290 20320 AL
31 31 AL2602 20250704 ... 20285 20315 AL
32 32 AL2603 20250704 ... 20290 20300 AL
33 33 AL2604 20250704 ... 20305 20325 AL
34 34 AL2605 20250704 ... 20280 20335 AL
35 35 AL2606 20250704 ... 20285 20315 AL
36 36 ZN2507 20250704 ... 22395 22390 ZN
37 37 ZN2508 20250704 ... 22350 22335 ZN
38 38 ZN2509 20250704 ... 22290 22275 ZN
39 39 ZN2510 20250704 ... 22230 22225 ZN
40 40 ZN2511 20250704 ... 22175 22200 ZN
41 41 ZN2512 20250704 ... 22120 22135 ZN
42 42 ZN2601 20250704 ... 22060 22080 ZN
43 43 ZN2602 20250704 ... 22050 22060 ZN
44 44 ZN2603 20250704 ... 22055 22050 ZN
45 45 ZN2604 20250704 ... 22030 22065 ZN
46 46 ZN2605 20250704 ... 22020 22025 ZN
47 47 ZN2606 20250704 ... 22000 22020 ZN
48 48 PB2507 20250704 ... 17230 17220 PB
49 49 PB2508 20250704 ... 17270 17260 PB
50 50 PB2509 20250704 ... 17290 17275 PB
51 51 PB2510 20250704 ... 17285 17260 PB
52 52 PB2511 20250704 ... 17280 17260 PB
53 53 PB2512 20250704 ... 17260 17265 PB
54 54 PB2601 20250704 ... 17265 17245 PB
55 55 PB2602 20250704 ... 17255 17245 PB
56 56 PB2603 20250704 ... 17240 17255 PB
57 57 PB2604 20250704 ... 17240 17160 PB
58 58 PB2605 20250704 ... 17155 17155 PB
59 59 PB2606 20250704 ... 17275 17235 PB
60 60 NI2507 20250704 ... 122320 121410 NI
61 61 NI2508 20250704 ... 122480 121490 NI
62 62 NI2509 20250704 ... 122580 121620 NI
63 63 NI2510 20250704 ... 122700 121780 NI
64 64 NI2511 20250704 ... 122930 121940 NI
65 65 NI2512 20250704 ... 123060 122160 NI
66 66 NI2601 20250704 ... 123270 122330 NI
67 67 NI2602 20250704 ... 123280 122610 NI
68 68 NI2603 20250704 ... 123590 122760 NI
69 69 NI2604 20250704 ... 123810 122880 NI
70 70 NI2605 20250704 ... 123930 123150 NI
71 71 NI2606 20250704 ... 123740 123310 NI
72 72 SN2507 20250704 ... 268030 268540 SN
73 73 SN2508 20250704 ... 268980 269010 SN
74 74 SN2509 20250704 ... 268820 269000 SN
75 75 SN2510 20250704 ... 268840 268890 SN
76 76 SN2511 20250704 ... 268220 268190 SN
77 77 SN2512 20250704 ... 267490 268110 SN
78 78 SN2601 20250704 ... 267640 267660 SN
79 79 SN2602 20250704 ... 267100 267970 SN
80 80 SN2603 20250704 ... 268070 267790 SN
81 81 SN2604 20250704 ... 267020 266950 SN
82 82 SN2605 20250704 ... 266910 267460 SN
83 83 SN2606 20250704 ... 268060 266880 SN
84 84 AO2507 20250704 ... 3160 3152 AO
85 85 AO2508 20250704 ... 3071 3078 AO
86 86 AO2509 20250704 ... 3036 3042 AO
87 87 AO2510 20250704 ... 3009 3016 AO
88 88 AO2511 20250704 ... 2998 3004 AO
89 89 AO2512 20250704 ... 2990 2993 AO
90 90 AO2601 20250704 ... 2981 2988 AO
91 91 AO2602 20250704 ... 2975 2987 AO
92 92 AO2603 20250704 ... 2970 2971 AO
93 93 AO2604 20250704 ... 2971 2970 AO
94 94 AO2605 20250704 ... 2965 2961 AO
95 95 AO2606 20250704 ... 2967 2962 AO
96 96 AD2511 20250704 ... 19905 19935 AD
97 97 AD2512 20250704 ... 19820 19845 AD
98 98 AD2601 20250704 ... 19780 19775 AD
99 99 AD2602 20250704 ... 19725 19725 AD
100 100 AD2603 20250704 ... 19690 19690 AD
101 101 AD2604 20250704 ... 19670 19670 AD
102 102 AD2605 20250704 ... 19570 19620 AD
103 103 AD2606 20250704 ... 19495 19495 AD
104 104 AU2507 20250704 ... 771.62 774.52 AU
105 105 AU2508 20250704 ... 773.28 776.62 AU
106 106 AU2509 20250704 ... 774.44 778.12 AU
107 107 AU2510 20250704 ... 775.52 778.78 AU
108 108 AU2512 20250704 ... 777.5 780.88 AU
109 109 AU2602 20250704 ... 779.54 782.84 AU
110 110 AU2604 20250704 ... 781.36 785.02 AU
111 111 AU2606 20250704 ... 783.5 787.34 AU
112 112 AG2507 20250704 ... 8909 8843 AG
113 113 AG2508 20250704 ... 8917 8867 AG
114 114 AG2509 20250704 ... 8930 8881 AG
115 115 AG2510 20250704 ... 8944 8893 AG
116 116 AG2511 20250704 ... 8952 8903 AG
117 117 AG2512 20250704 ... 8961 8931 AG
118 118 AG2601 20250704 ... 8973 8933 AG
119 119 AG2602 20250704 ... 8984 8945 AG
120 120 AG2603 20250704 ... 8995 8963 AG
121 121 AG2604 20250704 ... 9007 8985 AG
122 122 AG2605 20250704 ... 9017 8983 AG
123 123 AG2606 20250704 ... 9031 8996 AG
124 124 RB2507 20250704 ... 3078 3049 RB
125 125 RB2508 20250704 ... 3042 3031 RB
126 126 RB2509 20250704 ... 3048 3032 RB
127 127 RB2510 20250704 ... 3082 3065 RB
128 128 RB2511 20250704 ... 3094 3072 RB
129 129 RB2512 20250704 ... 3106 3085 RB
130 130 RB2601 20250704 ... 3100 3083 RB
131 131 RB2602 20250704 ... 3087 3068 RB
132 132 RB2603 20250704 ... 3090 3068 RB
133 133 RB2604 20250704 ... 3097 3083 RB
134 134 RB2605 20250704 ... 3109 3090 RB
135 135 RB2606 20250704 ... 3114 3093 RB
136 136 WR2507 20250704 ... 3356 3356 WR
137 137 WR2508 20250704 ... 3378 3378 WR
138 138 WR2509 20250704 ... 3251 3297 WR
139 139 WR2510 20250704 ... 3343 3328 WR
140 140 WR2511 20250704 ... 3365 3365 WR
141 141 WR2512 20250704 ... 3362 3362 WR
142 142 WR2601 20250704 ... 3329 3368 WR
143 143 WR2602 20250704 ... 3396 3396 WR
144 144 WR2603 20250704 ... 3387 3387 WR
145 145 WR2604 20250704 ... 3392 3392 WR
146 146 WR2605 20250704 ... 3370 3370 WR
147 147 WR2606 20250704 ... 3352 3392 WR
148 148 HC2507 20250704 ... 3195 3195 HC
149 149 HC2508 20250704 ... 3222 3209 HC
150 150 HC2509 20250704 ... 3220 3205 HC
151 151 HC2510 20250704 ... 3211 3193 HC
152 152 HC2511 20250704 ... 3215 3195 HC
153 153 HC2512 20250704 ... 3219 3196 HC
154 154 HC2601 20250704 ... 3219 3196 HC
155 155 HC2602 20250704 ... 3222 3199 HC
156 156 HC2603 20250704 ... 3225 3195 HC
157 157 HC2604 20250704 ... 3233 3211 HC
158 158 HC2605 20250704 ... 3221 3195 HC
159 159 HC2606 20250704 ... 3229 3207 HC
160 160 SS2507 20250704 ... 12640 12575 SS
161 161 SS2508 20250704 ... 12760 12680 SS
162 162 SS2509 20250704 ... 12705 12640 SS
163 163 SS2510 20250704 ... 12685 12625 SS
164 164 SS2511 20250704 ... 12705 12625 SS
165 165 SS2512 20250704 ... 12725 12670 SS
166 166 SS2601 20250704 ... 12765 12705 SS
167 167 SS2602 20250704 ... 12775 12735 SS
168 168 SS2603 20250704 ... 12830 12755 SS
169 169 SS2604 20250704 ... 12865 12800 SS
170 170 SS2605 20250704 ... 12905 12830 SS
171 171 SS2606 20250704 ... 12930 12880 SS
172 172 SC2508 20250704 ... 506.4 503.7 SC
173 173 SC2509 20250704 ... 501.1 498.1 SC
174 174 SC2510 20250704 ... 494.8 492.4 SC
175 175 SC2511 20250704 ... 489.4 487.2 SC
176 176 SC2512 20250704 ... 486 484 SC
177 177 SC2601 20250704 ... 482.8 481.6 SC
178 178 SC2602 20250704 ... 480.5 480.4 SC
179 179 SC2603 20250704 ... 477.4 478 SC
180 180 SC2604 20250704 ... 476.6 476.8 SC
181 181 SC2605 20250704 ... 473.1 475.7 SC
182 182 SC2606 20250704 ... 473.7 475.7 SC
183 183 SC2607 20250704 ... 475.9 470.9 SC
184 184 SC2609 20250704 ... 471.5 474.2 SC
185 185 SC2612 20250704 ... 465.1 465.1 SC
186 186 SC2703 20250704 ... 467.6 465 SC
187 187 SC2706 20250704 ... 464.2 464.2 SC
188 188 SC2709 20250704 ... 464 464 SC
189 189 SC2712 20250704 ... 465.8 465.8 SC
190 190 SC2803 20250704 ... 464.7 464.7 SC
191 191 SC2806 20250704 ... 463.8 464.6 SC
192 192 LU2508 20250704 ... 3643 3622 LU
193 193 LU2509 20250704 ... 3636 3616 LU
194 194 LU2510 20250704 ... 3605 3593 LU
195 195 LU2511 20250704 ... 3571 3568 LU
196 196 LU2512 20250704 ... 3532 3546 LU
197 197 LU2601 20250704 ... 3527 3526 LU
198 198 LU2602 20250704 ... 3518 3503 LU
199 199 LU2603 20250704 ... 3489 3499 LU
200 200 LU2604 20250704 ... 3459 3495 LU
201 201 LU2605 20250704 ... 3447 3476 LU
202 202 LU2606 20250704 ... 3444 3461 LU
203 203 LU2607 20250704 ... 3425 3442 LU
204 204 FU2508 20250704 ... 2939 2950 FU
205 205 FU2509 20250704 ... 2977 2982 FU
206 206 FU2510 20250704 ... 2936 2938 FU
207 207 FU2511 20250704 ... 2907 2905 FU
208 208 FU2512 20250704 ... 2872 2875 FU
209 209 FU2601 20250704 ... 2864 2868 FU
210 210 FU2602 20250704 ... 2852 2853 FU
211 211 FU2603 20250704 ... 2837 2842 FU
212 212 FU2604 20250704 ... 2822 2830 FU
213 213 FU2605 20250704 ... 2809 2814 FU
214 214 FU2606 20250704 ... 2797 2800 FU
215 215 FU2607 20250704 ... 2785 2790 FU
216 216 BU2507 20250704 ... 3628 3612 BU
217 217 BU2508 20250704 ... 3608 3600 BU
218 218 BU2509 20250704 ... 3588 3580 BU
219 219 BU2510 20250704 ... 3536 3529 BU
220 220 BU2511 20250704 ... 3470 3464 BU
221 221 BU2512 20250704 ... 3391 3388 BU
222 222 BU2601 20250704 ... 3351 3359 BU
223 223 BU2602 20250704 ... 3322 3322 BU
224 224 BU2603 20250704 ... 3333 3320 BU
225 225 BU2604 20250704 ... 3313 3315 BU
226 226 BU2605 20250704 ... 3305 3305 BU
227 227 BU2606 20250704 ... 3292 3285 BU
228 228 BU2609 20250704 ... 3270 3268 BU
229 229 BU2612 20250704 ... 3235 3234 BU
230 230 BU2703 20250704 ... 3235 3243 BU
231 231 BU2706 20250704 ... 3227 3242 BU
232 232 BR2507 20250704 ... 11350 11395 BR
233 233 BR2508 20250704 ... 11270 11270 BR
234 234 BR2509 20250704 ... 11185 11175 BR
235 235 BR2510 20250704 ... 11150 11130 BR
236 236 BR2511 20250704 ... 11140 11100 BR
237 237 BR2512 20250704 ... 11140 11080 BR
238 238 BR2601 20250704 ... 11125 11100 BR
239 239 BR2602 20250704 ... 11115 11100 BR
240 240 BR2603 20250704 ... 11095 11140 BR
241 241 BR2604 20250704 ... 11150 11065 BR
242 242 BR2605 20250704 ... 11125 11105 BR
243 243 BR2606 20250704 ... 11155 11110 BR
244 244 RU2507 20250704 ... 13985 13945 RU
245 245 RU2508 20250704 ... 14045 13985 RU
246 246 RU2509 20250704 ... 14075 14055 RU
247 247 RU2510 20250704 ... 14095 14130 RU
248 248 RU2511 20250704 ... 14075 14045 RU
249 249 RU2601 20250704 ... 14935 14910 RU
250 250 RU2603 20250704 ... 14935 14910 RU
251 251 RU2604 20250704 ... 14975 14875 RU
252 252 RU2605 20250704 ... 15005 14980 RU
253 253 RU2606 20250704 ... 14950 14950 RU
254 254 NR2507 20250704 ... 12145 12140 NR
255 255 NR2508 20250704 ... 12180 12145 NR
256 256 NR2509 20250704 ... 12160 12135 NR
257 257 NR2510 20250704 ... 12155 12125 NR
258 258 NR2511 20250704 ... 12165 12120 NR
259 259 NR2512 20250704 ... 12195 12135 NR
260 260 NR2601 20250704 ... 12185 12155 NR
261 261 NR2602 20250704 ... 12235 12245 NR
262 262 NR2603 20250704 ... 12195 12090 NR
263 263 NR2604 20250704 ... 12195 12195 NR
264 264 NR2605 20250704 ... 12230 12215 NR
265 265 NR2606 20250704 ... 12260 12260 NR
266 266 SP2507 20250704 ... 5060 5060 SP
267 267 SP2508 20250704 ... 5068 5076 SP
268 268 SP2509 20250704 ... 5080 5086 SP
269 269 SP2510 20250704 ... 5090 5090 SP
270 270 SP2511 20250704 ... 5078 5080 SP
271 271 SP2512 20250704 ... 5072 5072 SP
272 272 SP2601 20250704 ... 5294 5292 SP
273 273 SP2602 20250704 ... 5220 5228 SP
274 274 SP2603 20250704 ... 5232 5232 SP
275 275 SP2604 20250704 ... 5224 5228 SP
276 276 SP2605 20250704 ... 5244 5238 SP
277 277 SP2606 20250704 ... 5226 5240 SP
278 278 EC2508 20250704 ... 1892.3 1882.1 EC
279 279 EC2510 20250704 ... 1362.4 1366.8 EC
280 280 EC2512 20250704 ... 1526.7 1531.6 EC
281 281 EC2602 20250704 ... 1326.5 1332.6 EC
282 282 EC2604 20250704 ... 1165.2 1167.8 EC
283 283 EC2606 20250704 ... 1312.5 1316.1 EC
284 284 SC_TAS2508 20250704 ... SC_TAS
285 285 SC_TAS2509 20250704 ... SC_TAS
286 286 SC_TAS2510 20250704 ... SC_TAS
287 287 SC_TAS2511 20250704 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 18:26:16,709 - future_1d - INFO - ak.get_shfe_daily('2025-07-04') done
symbol date open ... settle pre_settle variety
0 PS2507 20250704 35130.0 ... 35390.0 35130.0 PS
1 PS2508 20250704 35880.0 ... 35500.0 35270.0 PS
2 PS2509 20250704 35060.0 ... 34925.0 34670.0 PS
3 PS2510 20250704 34570.0 ... 34760.0 34460.0 PS
4 PS2511 20250704 34900.0 ... 34590.0 34260.0 PS
5 PS2512 20250704 36235.0 ... 36615.0 36235.0 PS
6 PS2601 20250704 36180.0 ... 36455.0 36035.0 PS
7 PS2602 20250704 36450.0 ... 36290.0 35925.0 PS
8 PS2603 20250704 36305.0 ... 36245.0 35820.0 PS
9 PS2604 20250704 36285.0 ... 36210.0 35765.0 PS
10 PS2605 20250704 36000.0 ... 36160.0 35535.0 PS
11 PS2606 20250704 37495.0 ... 37345.0 37040.0 PS
13 SI2507 20250704 8130.0 ... 8095.0 8055.0 SI
14 SI2508 20250704 8050.0 ... 8000.0 8050.0 SI
15 SI2509 20250704 8060.0 ... 7990.0 8035.0 SI
16 SI2510 20250704 8015.0 ... 7965.0 8015.0 SI
17 SI2511 20250704 8020.0 ... 7935.0 7975.0 SI
18 SI2512 20250704 8290.0 ... 8260.0 8300.0 SI
19 SI2601 20250704 8215.0 ... 8220.0 8260.0 SI
20 SI2602 20250704 8320.0 ... 8215.0 8240.0 SI
21 SI2603 20250704 8310.0 ... 8220.0 8255.0 SI
22 SI2604 20250704 8340.0 ... 8245.0 8260.0 SI
23 SI2605 20250704 8240.0 ... 8215.0 8235.0 SI
24 SI2606 20250704 8255.0 ... 8220.0 8250.0 SI
27 LC2507 20250704 64300.0 ... 63920.0 63920.0 LC
28 LC2508 20250704 63960.0 ... 63780.0 63940.0 LC
29 LC2509 20250704 64100.0 ... 63660.0 63760.0 LC
30 LC2510 20250704 63960.0 ... 63420.0 63620.0 LC
31 LC2511 20250704 63840.0 ... 63300.0 63420.0 LC
32 LC2512 20250704 64300.0 ... 63580.0 63700.0 LC
33 LC2601 20250704 64300.0 ... 63780.0 63840.0 LC
34 LC2602 20250704 64500.0 ... 63860.0 63860.0 LC
35 LC2603 20250704 64220.0 ... 63700.0 63760.0 LC
36 LC2604 20250704 64600.0 ... 64180.0 64260.0 LC
37 LC2605 20250704 64620.0 ... 64200.0 64380.0 LC
38 LC2606 20250704 64920.0 ... 64240.0 64460.0 LC
[36 rows x 12 columns]
2025-07-09 18:26:16,834 - future_1d - INFO - ak.get_gfex_daily('2025-07-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250704 508.3 509.2 ... 6845017.9 506.4 503.7 SC
1 SC2509 20250704 503.3 503.6 ... 1304782.79 501.1 498.1 SC
2 SC2510 20250704 496.6 496.6 ... 274692.18 494.8 492.4 SC
3 SC2511 20250704 489.6 490.9 ... 32988 489.4 487.2 SC
4 SC2512 20250704 486.2 487.3 ... 23766.61 486 484 SC
5 SC2601 20250704 482.1 484.3 ... 14484.42 482.8 481.6 SC
6 SC2602 20250704 481.6 481.9 ... 15616.73 480.5 480.4 SC
7 SC2603 20250704 479 479 ... 2244.09 477.4 478 SC
8 SC2604 20250704 477.3 478 ... 142.98 476.6 476.8 SC
9 SC2605 20250704 473.1 473.1 ... 94.62 473.1 475.7 SC
10 SC2606 20250704 474 474.5 ... 663.31 473.7 475.7 SC
11 SC2607 20250704 485.5 485.5 ... 190.39 475.9 470.9 SC
12 SC2609 20250704 471 472 ... 94.3 471.5 474.2 SC
13 SC2612 20250704 ... 0 465.1 465.1 SC
14 SC2703 20250704 468 468 ... 140.29 467.6 465 SC
15 SC2706 20250704 ... 0 464.2 464.2 SC
16 SC2709 20250704 ... 0 464 464 SC
17 SC2712 20250704 ... 0 465.8 465.8 SC
18 SC2803 20250704 ... 0 464.7 464.7 SC
19 SC2806 20250704 463 464.3 ... 139.16 463.8 464.6 SC
21 LU2508 20250704 3660 3664 ... 13030.825 3643 3622 LU
22 LU2509 20250704 3641 3661 ... 243761.453 3636 3616 LU
23 LU2510 20250704 3625 3628 ... 94898.205 3605 3593 LU
24 LU2511 20250704 3587 3592 ... 2535.595 3571 3568 LU
25 LU2512 20250704 3557 3558 ... 434.487 3532 3546 LU
26 LU2601 20250704 3540 3541 ... 222.219 3527 3526 LU
27 LU2602 20250704 3521 3521 ... 17.594 3518 3503 LU
28 LU2603 20250704 3502 3502 ... 24.423 3489 3499 LU
29 LU2604 20250704 3475 3475 ... 10.377 3459 3495 LU
30 LU2605 20250704 3459 3459 ... 27.583 3447 3476 LU
31 LU2606 20250704 3453 3463 ... 34.441 3444 3461 LU
32 LU2607 20250704 3429 3429 ... 10.275 3425 3442 LU
34 NR2507 20250704 12160 12200 ... 4980.05 12145 12140 NR
35 NR2508 20250704 12120 12250 ... 847072.545 12180 12145 NR
36 NR2509 20250704 12140 12225 ... 469990.8 12160 12135 NR
37 NR2510 20250704 12105 12220 ... 42293.865 12155 12125 NR
38 NR2511 20250704 12155 12220 ... 2725.645 12165 12120 NR
39 NR2512 20250704 12180 12230 ... 134.175 12195 12135 NR
40 NR2601 20250704 12145 12230 ... 1754.815 12185 12155 NR
41 NR2602 20250704 12235 12235 ... 24.47 12235 12245 NR
42 NR2603 20250704 12205 12205 ... 24.395 12195 12090 NR
43 NR2604 20250704 ... 0 12195 12195 NR
44 NR2605 20250704 12195 12270 ... 24.465 12230 12215 NR
45 NR2606 20250704 ... 0 12260 12260 NR
47 BC2507 20250704 ... 0 71300 71480 BC
48 BC2508 20250704 71640 71940 ... 192088.51 71430 71970 BC
49 BC2509 20250704 71540 71790 ... 12957.175 71380 71740 BC
50 BC2510 20250704 71250 71250 ... 35.625 71250 71400 BC
51 BC2511 20250704 ... 0 71800 71800 BC
52 BC2512 20250704 ... 0 70950 70950 BC
53 BC2601 20250704 ... 0 71130 71390 BC
54 BC2602 20250704 ... 0 69410 69410 BC
55 BC2603 20250704 ... 0 69290 69290 BC
56 BC2604 20250704 ... 0 71340 71360 BC
57 BC2605 20250704 ... 0 71340 71400 BC
58 BC2606 20250704 69700 69700 ... 34.85 69700 71590 BC
60 EC2508 20250704 1889 1946 ... 451980.7905 1892.3 1882.1 EC
61 EC2510 20250704 1362.6 1392 ... 123740.117 1362.4 1366.8 EC
62 EC2512 20250704 1540.7 1564 ... 17473.25 1526.7 1531.6 EC
63 EC2602 20250704 1338.7 1355 ... 4026.0895 1326.5 1332.6 EC
64 EC2604 20250704 1175 1183 ... 5668.9265 1165.2 1167.8 EC
65 EC2606 20250704 1324 1328 ... 885.947 1312.5 1316.1 EC
68 SC_TAS2508 20250704 ... SC_TAS
69 SC_TAS2509 20250704 ... SC_TAS
70 SC_TAS2510 20250704 ... SC_TAS
71 SC_TAS2511 20250704 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 18:26:16,904 - future_1d - INFO - ak.get_ine_daily('2025-07-04') done
2025-07-09 18:26:18,663 - future_1d - INFO - save future_daily 2025-07-04 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250707 7736.0 7750.0 ... 295800.71 7723.0 7776.0 AP
1 AP511 20250707 7569.0 7583.0 ... 960.37 7562.0 7611.0 AP
2 AP512 20250707 7584.0 7606.0 ... 75.82 7582.0 7634.0 AP
3 AP601 20250707 7628.0 7652.0 ... 9709.30 7627.0 7664.0 AP
4 AP603 20250707 7604.0 7637.0 ... 45.72 7621.0 7665.0 AP
5 AP604 20250707 7665.0 7690.0 ... 30.70 7676.0 7714.0 AP
6 AP605 20250707 7727.0 7730.0 ... 208.51 7723.0 7754.0 AP
7 CF507 20250707 13585.0 13600.0 ... 7692.53 13570.0 13585.0 CF
8 CF509 20250707 13770.0 13875.0 ... 1342565.81 13795.0 13790.0 CF
9 CF511 20250707 13690.0 13775.0 ... 163909.80 13710.0 13695.0 CF
10 CF601 20250707 13770.0 13850.0 ... 288021.22 13790.0 13780.0 CF
11 CF603 20250707 13750.0 13820.0 ... 833.14 13770.0 13755.0 CF
12 CF605 20250707 13765.0 13835.0 ... 4806.12 13770.0 13770.0 CF
13 CJ507 20250707 0.0 0.0 ... 0.00 9450.0 9450.0 CJ
14 CJ509 20250707 9480.0 9535.0 ... 238293.74 9450.0 9530.0 CJ
15 CJ512 20250707 10345.0 10465.0 ... 14007.26 10365.0 10475.0 CJ
16 CJ601 20250707 10520.0 10590.0 ... 1007981.53 10495.0 10615.0 CJ
17 CJ603 20250707 10650.0 10715.0 ... 18983.84 10570.0 10745.0 CJ
18 CJ605 20250707 10855.0 11010.0 ... 109445.94 10860.0 11040.0 CJ
19 CY507 20250707 0.0 0.0 ... 0.00 19910.0 19920.0 CY
20 CY508 20250707 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250707 19995.0 20090.0 ... 67880.59 20020.0 20030.0 CY
22 CY510 20250707 0.0 0.0 ... 0.00 19640.0 19650.0 CY
23 CY511 20250707 0.0 0.0 ... 0.00 20060.0 20090.0 CY
24 CY512 20250707 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250707 20070.0 20070.0 ... 259.18 19935.0 20010.0 CY
26 CY602 20250707 0.0 0.0 ... 0.00 19810.0 19810.0 CY
27 CY603 20250707 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250707 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250707 0.0 0.0 ... 0.00 20025.0 20070.0 CY
30 CY606 20250707 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250707 947.0 960.0 ... 522.83 954.0 959.0 FG
32 FG508 20250707 1042.0 1048.0 ... 17716.37 1040.0 1045.0 FG
33 FG509 20250707 1024.0 1035.0 ... 2832555.17 1025.0 1031.0 FG
34 FG510 20250707 1080.0 1085.0 ... 14946.93 1075.0 1083.0 FG
35 FG511 20250707 1066.0 1072.0 ... 22484.89 1062.0 1072.0 FG
36 FG512 20250707 1130.0 1136.0 ... 8026.04 1127.0 1136.0 FG
37 FG601 20250707 1118.0 1126.0 ... 298495.09 1117.0 1126.0 FG
38 FG602 20250707 1156.0 1163.0 ... 593.17 1154.0 1161.0 FG
39 FG603 20250707 1153.0 1161.0 ... 608.67 1153.0 1160.0 FG
40 FG604 20250707 1190.0 1199.0 ... 479.26 1192.0 1194.0 FG
41 FG605 20250707 1183.0 1196.0 ... 4590.62 1189.0 1191.0 FG
42 FG606 20250707 1200.0 1207.0 ... 127.49 1203.0 1206.0 FG
43 JR507 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250707 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250707 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250707 2399.0 2399.0 ... 97.31 2373.0 2409.0 MA
54 MA508 20250707 2414.0 2427.0 ... 14327.98 2407.0 2436.0 MA
55 MA509 20250707 2390.0 2404.0 ... 1309483.88 2393.0 2415.0 MA
56 MA510 20250707 2406.0 2412.0 ... 57181.11 2402.0 2420.0 MA
57 MA511 20250707 2411.0 2421.0 ... 63287.28 2411.0 2426.0 MA
58 MA512 20250707 2430.0 2441.0 ... 23646.21 2430.0 2443.0 MA
59 MA601 20250707 2433.0 2443.0 ... 116718.00 2433.0 2450.0 MA
60 MA602 20250707 2420.0 2424.0 ... 65.28 2418.0 2433.0 MA
61 MA603 20250707 2414.0 2425.0 ... 207.77 2416.0 2429.0 MA
62 MA604 20250707 2389.0 2394.0 ... 21.50 2389.0 2397.0 MA
63 MA605 20250707 2354.0 2367.0 ... 2564.89 2357.0 2364.0 MA
64 MA606 20250707 2364.0 2371.0 ... 11.84 2369.0 2367.0 MA
65 OI507 20250707 9550.0 9550.0 ... 9.55 9550.0 9913.0 OI
66 OI509 20250707 9590.0 9608.0 ... 2534887.64 9558.0 9614.0 OI
67 OI511 20250707 9586.0 9597.0 ... 114648.36 9547.0 9603.0 OI
68 OI601 20250707 9522.0 9549.0 ... 343837.72 9500.0 9547.0 OI
69 OI603 20250707 9446.0 9482.0 ... 2055.87 9431.0 9480.0 OI
70 OI605 20250707 9336.0 9369.0 ... 1669.44 9326.0 9373.0 OI
71 PF507 20250707 6626.0 6626.0 ... 46.38 6626.0 6674.0 PF
72 PF508 20250707 6506.0 6560.0 ... 279885.34 6530.0 6550.0 PF
73 PF509 20250707 6392.0 6424.0 ... 143673.73 6402.0 6434.0 PF
74 PF510 20250707 6394.0 6408.0 ... 54243.15 6394.0 6432.0 PF
75 PF511 20250707 6366.0 6380.0 ... 26725.54 6366.0 6400.0 PF
76 PF512 20250707 6338.0 6354.0 ... 7489.81 6340.0 6378.0 PF
77 PF601 20250707 6350.0 6360.0 ... 1021.54 6346.0 6388.0 PF
78 PF602 20250707 6310.0 6348.0 ... 12.67 6334.0 6380.0 PF
79 PF603 20250707 6314.0 6372.0 ... 28.60 6356.0 6384.0 PF
80 PF604 20250707 6366.0 6380.0 ... 31.88 6376.0 6402.0 PF
81 PF605 20250707 6362.0 6362.0 ... 3.18 6362.0 6406.0 PF
82 PF606 20250707 0.0 0.0 ... 0.00 6370.0 6372.0 PF
83 PK510 20250707 8154.0 8156.0 ... 298398.11 8106.0 8218.0 PK
84 PK511 20250707 7900.0 7922.0 ... 78503.02 7894.0 7944.0 PK
85 PK512 20250707 7900.0 7924.0 ... 1491.93 7894.0 7934.0 PK
86 PK601 20250707 7902.0 7920.0 ... 6220.06 7898.0 7938.0 PK
87 PK603 20250707 7896.0 7916.0 ... 98.82 7906.0 7942.0 PK
88 PK604 20250707 7916.0 7924.0 ... 11.88 7918.0 7964.0 PK
89 PK605 20250707 7930.0 7942.0 ... 202.10 7926.0 7952.0 PK
90 PM507 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250707 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250707 0.0 0.0 ... 0.00 5960.0 5960.0 PR
97 PR508 20250707 5904.0 5928.0 ... 13252.17 5910.0 5938.0 PR
98 PR509 20250707 5864.0 5882.0 ... 337274.04 5868.0 5894.0 PR
99 PR510 20250707 5846.0 5864.0 ... 163586.09 5850.0 5880.0 PR
100 PR511 20250707 5830.0 5848.0 ... 36290.51 5828.0 5858.0 PR
101 PR512 20250707 5834.0 5834.0 ... 17.48 5826.0 5838.0 PR
102 PR601 20250707 5812.0 5838.0 ... 419.30 5824.0 5842.0 PR
103 PR602 20250707 5894.0 5894.0 ... 17.66 5888.0 5858.0 PR
104 PR603 20250707 5906.0 5906.0 ... 17.69 5898.0 5874.0 PR
105 PR604 20250707 0.0 0.0 ... 0.00 5882.0 5882.0 PR
106 PR605 20250707 5876.0 5878.0 ... 35.26 5876.0 5882.0 PR
107 PR606 20250707 5860.0 5860.0 ... 17.57 5858.0 5860.0 PR
108 PX507 20250707 0.0 0.0 ... 0.00 6868.0 6922.0 PX
109 PX508 20250707 6726.0 6732.0 ... 4400.72 6704.0 6800.0 PX
110 PX509 20250707 6662.0 6704.0 ... 538155.45 6674.0 6726.0 PX
111 PX510 20250707 6644.0 6672.0 ... 55412.39 6648.0 6698.0 PX
112 PX511 20250707 6620.0 6632.0 ... 90476.33 6610.0 6662.0 PX
113 PX512 20250707 6600.0 6616.0 ... 8295.73 6590.0 6636.0 PX
114 PX601 20250707 6584.0 6592.0 ... 33634.30 6564.0 6622.0 PX
115 PX602 20250707 0.0 0.0 ... 0.00 6570.0 6578.0 PX
116 PX603 20250707 6546.0 6546.0 ... 6.55 6546.0 6642.0 PX
117 PX604 20250707 6552.0 6552.0 ... 6.55 6552.0 6612.0 PX
118 PX605 20250707 6540.0 6552.0 ... 134.20 6546.0 6570.0 PX
119 PX606 20250707 0.0 0.0 ... 0.00 6548.0 6548.0 PX
120 RI507 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250707 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250707 2463.0 2471.0 ... 1819.92 2459.0 2463.0 RM
127 RM508 20250707 2601.0 2624.0 ... 17549.20 2601.0 2606.0 RM
128 RM509 20250707 2597.0 2621.0 ... 866651.19 2600.0 2607.0 RM
129 RM511 20250707 2424.0 2439.0 ... 2693.98 2425.0 2428.0 RM
130 RM601 20250707 2326.0 2343.0 ... 169696.47 2327.0 2329.0 RM
131 RM603 20250707 2304.0 2315.0 ... 17000.17 2303.0 2307.0 RM
132 RM605 20250707 2328.0 2346.0 ... 27412.63 2327.0 2331.0 RM
133 RS507 20250707 0.0 0.0 ... 0.00 4950.0 4950.0 RS
134 RS508 20250707 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250707 5021.0 5058.0 ... 211.16 5028.0 5073.0 RS
136 RS511 20250707 0.0 0.0 ... 0.00 5103.0 5109.0 RS
137 SA507 20250707 1145.0 1145.0 ... 516.81 1133.0 1152.0 SA
138 SA508 20250707 1170.0 1174.0 ... 14346.09 1167.0 1182.0 SA
139 SA509 20250707 1170.0 1177.0 ... 2699801.84 1171.0 1184.0 SA
140 SA510 20250707 1183.0 1192.0 ... 72683.84 1187.0 1194.0 SA
141 SA511 20250707 1188.0 1194.0 ... 93553.44 1189.0 1194.0 SA
142 SA512 20250707 1208.0 1215.0 ... 26825.45 1208.0 1213.0 SA
143 SA601 20250707 1203.0 1215.0 ... 511144.59 1207.0 1215.0 SA
144 SA602 20250707 1220.0 1224.0 ... 1029.23 1219.0 1225.0 SA
145 SA603 20250707 1219.0 1226.0 ... 1945.23 1222.0 1226.0 SA
146 SA604 20250707 1231.0 1240.0 ... 2289.35 1235.0 1238.0 SA
147 SA605 20250707 1226.0 1240.0 ... 15579.77 1235.0 1237.0 SA
148 SA606 20250707 1238.0 1247.0 ... 757.66 1242.0 1244.0 SA
149 SF507 20250707 5482.0 5490.0 ... 1688.53 5456.0 5528.0 SF
150 SF508 20250707 5382.0 5412.0 ... 13771.74 5380.0 5408.0 SF
151 SF509 20250707 5372.0 5404.0 ... 263498.48 5374.0 5404.0 SF
152 SF510 20250707 5314.0 5342.0 ... 50767.07 5308.0 5326.0 SF
153 SF511 20250707 5418.0 5470.0 ... 77218.27 5438.0 5464.0 SF
154 SF512 20250707 5404.0 5432.0 ... 16066.21 5406.0 5430.0 SF
155 SF601 20250707 5366.0 5408.0 ... 6433.03 5374.0 5398.0 SF
156 SF602 20250707 5318.0 5340.0 ... 201.75 5310.0 5342.0 SF
157 SF603 20250707 5454.0 5468.0 ... 19.07 5450.0 5462.0 SF
158 SF604 20250707 5392.0 5392.0 ... 8.09 5392.0 5462.0 SF
159 SF605 20250707 5410.0 5432.0 ... 51.46 5418.0 5436.0 SF
160 SF606 20250707 5374.0 5374.0 ... 2.69 5374.0 5366.0 SF
161 SH507 20250707 0.0 0.0 ... 0.00 2380.0 2330.0 SH
162 SH508 20250707 2378.0 2446.0 ... 202969.48 2415.0 2375.0 SH
163 SH509 20250707 2376.0 2416.0 ... 3653001.47 2395.0 2384.0 SH
164 SH510 20250707 2410.0 2422.0 ... 386334.43 2411.0 2419.0 SH
165 SH511 20250707 2371.0 2395.0 ... 195862.33 2384.0 2400.0 SH
166 SH512 20250707 2393.0 2408.0 ... 29589.02 2396.0 2405.0 SH
167 SH601 20250707 2370.0 2384.0 ... 86386.57 2375.0 2380.0 SH
168 SH602 20250707 2392.0 2432.0 ... 1008.44 2401.0 2397.0 SH
169 SH603 20250707 2390.0 2409.0 ... 669.48 2400.0 2398.0 SH
170 SH604 20250707 2435.0 2451.0 ... 335.87 2434.0 2438.0 SH
171 SH605 20250707 2430.0 2434.0 ... 4241.15 2421.0 2437.0 SH
172 SH606 20250707 2445.0 2449.0 ... 51.28 2442.0 2451.0 SH
173 SM507 20250707 5624.0 5624.0 ... 252.12 5604.0 5648.0 SM
174 SM508 20250707 5636.0 5672.0 ... 9232.58 5634.0 5672.0 SM
175 SM509 20250707 5654.0 5682.0 ... 430362.77 5648.0 5690.0 SM
176 SM510 20250707 5660.0 5666.0 ... 40079.73 5638.0 5672.0 SM
177 SM511 20250707 5728.0 5744.0 ... 70547.82 5716.0 5748.0 SM
178 SM512 20250707 5722.0 5730.0 ... 8850.41 5704.0 5738.0 SM
179 SM601 20250707 5698.0 5724.0 ... 17761.44 5696.0 5734.0 SM
180 SM602 20250707 5714.0 5720.0 ... 225.30 5704.0 5736.0 SM
181 SM603 20250707 5738.0 5738.0 ... 185.51 5708.0 5750.0 SM
182 SM604 20250707 5740.0 5740.0 ... 34.32 5720.0 5780.0 SM
183 SM605 20250707 5756.0 5766.0 ... 430.03 5734.0 5770.0 SM
184 SM606 20250707 5748.0 5748.0 ... 2.87 5748.0 5800.0 SM
185 SR507 20250707 5771.0 5788.0 ... 1309.54 5769.0 5788.0 SR
186 SR509 20250707 5764.0 5785.0 ... 856237.72 5758.0 5790.0 SR
187 SR511 20250707 5648.0 5673.0 ... 105939.28 5651.0 5658.0 SR
188 SR601 20250707 5603.0 5615.0 ... 98023.92 5598.0 5608.0 SR
189 SR603 20250707 5573.0 5585.0 ... 1292.37 5571.0 5580.0 SR
190 SR605 20250707 5542.0 5562.0 ... 5820.87 5549.0 5555.0 SR
191 TA507 20250707 4772.0 4816.0 ... 9405.99 4778.0 4828.0 TA
192 TA508 20250707 4756.0 4770.0 ... 53850.79 4750.0 4782.0 TA
193 TA509 20250707 4696.0 4722.0 ... 2030700.87 4704.0 4738.0 TA
194 TA510 20250707 4672.0 4688.0 ... 70711.02 4676.0 4704.0 TA
195 TA511 20250707 4652.0 4674.0 ... 53810.87 4662.0 4690.0 TA
196 TA512 20250707 4650.0 4662.0 ... 8860.90 4648.0 4682.0 TA
197 TA601 20250707 4650.0 4652.0 ... 393147.12 4632.0 4664.0 TA
198 TA602 20250707 4630.0 4640.0 ... 27.80 4634.0 4674.0 TA
199 TA603 20250707 4638.0 4646.0 ... 60.29 4638.0 4676.0 TA
200 TA604 20250707 4646.0 4648.0 ... 13.92 4638.0 4684.0 TA
201 TA605 20250707 4664.0 4666.0 ... 1749.22 4646.0 4686.0 TA
202 TA606 20250707 4648.0 4654.0 ... 39.50 4648.0 4678.0 TA
203 UR507 20250707 1736.0 1744.0 ... 353.82 1734.0 1753.0 UR
204 UR508 20250707 1750.0 1753.0 ... 1201.04 1746.0 1764.0 UR
205 UR509 20250707 1739.0 1755.0 ... 493610.64 1746.0 1754.0 UR
206 UR510 20250707 1731.0 1742.0 ... 13722.03 1733.0 1739.0 UR
207 UR511 20250707 1729.0 1746.0 ... 17833.24 1737.0 1743.0 UR
208 UR512 20250707 1722.0 1730.0 ... 55.13 1723.0 1731.0 UR
209 UR601 20250707 1702.0 1719.0 ... 50835.61 1710.0 1712.0 UR
210 UR602 20250707 1709.0 1712.0 ... 382.31 1707.0 1708.0 UR
211 UR603 20250707 1724.0 1731.0 ... 165.84 1727.0 1733.0 UR
212 UR604 20250707 1719.0 1727.0 ... 61.98 1722.0 1726.0 UR
213 UR605 20250707 1713.0 1724.0 ... 2135.96 1714.0 1717.0 UR
214 UR606 20250707 1705.0 1713.0 ... 102.66 1711.0 1715.0 UR
215 WH507 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250707 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC507 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC508 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC509 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC510 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC511 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC512 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC601 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC602 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC603 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC604 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC605 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC606 20250707 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 18:26:25,884 - future_1d - INFO - ak.get_czce_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 a2507 20250707 4170.00 ... 4156.00 4190.00 A
1 a2509 20250707 4103.00 ... 4091.00 4133.00 A
2 a2511 20250707 4050.00 ... 4040.00 4067.00 A
3 a2601 20250707 4039.00 ... 4022.00 4048.00 A
4 a2603 20250707 4031.00 ... 4014.00 4036.00 A
5 a2605 20250707 4053.00 ... 4049.00 4072.00 A
6 b2507 20250707 0.00 ... 3550.00 3550.00 B
7 b2508 20250707 3536.00 ... 3533.00 3555.00 B
8 b2509 20250707 3591.00 ... 3579.00 3603.00 B
9 b2510 20250707 3646.00 ... 3626.00 3655.00 B
10 b2511 20250707 3659.00 ... 3642.00 3670.00 B
11 b2512 20250707 3683.00 ... 3670.00 3689.00 B
12 b2601 20250707 3663.00 ... 3655.00 3674.00 B
13 b2602 20250707 3631.00 ... 3628.00 3652.00 B
14 b2603 20250707 3545.00 ... 3543.00 3567.00 B
15 b2604 20250707 3450.00 ... 3449.00 3465.00 B
16 b2605 20250707 3383.00 ... 3382.00 3391.00 B
17 b2606 20250707 3380.00 ... 3380.00 3386.00 B
18 bb2509 20250707 153.30 ... 153.70 153.20 BB
19 bb2511 20250707 154.60 ... 156.65 154.90 BB
20 bb2601 20250707 155.55 ... 155.35 155.25 BB
21 bb2603 20250707 0.00 ... 164.80 164.70 BB
22 bb2605 20250707 0.00 ... 164.80 164.70 BB
23 c2507 20250707 2337.00 ... 2335.00 2337.00 C
24 c2509 20250707 2351.00 ... 2337.00 2358.00 C
25 c2511 20250707 2301.00 ... 2292.00 2304.00 C
26 c2601 20250707 2261.00 ... 2257.00 2264.00 C
27 c2603 20250707 2260.00 ... 2255.00 2259.00 C
28 c2605 20250707 2294.00 ... 2289.00 2294.00 C
29 cs2507 20250707 0.00 ... 2729.00 2729.00 CS
30 cs2509 20250707 2717.00 ... 2692.00 2727.00 CS
31 cs2511 20250707 2658.00 ... 2642.00 2666.00 CS
32 cs2601 20250707 2656.00 ... 2642.00 2663.00 CS
33 cs2603 20250707 2641.00 ... 2627.00 2648.00 CS
34 cs2605 20250707 2675.00 ... 2669.00 2684.00 CS
35 eb2507 20250707 0.00 ... 7539.00 7539.00 EB
36 eb2508 20250707 7335.00 ... 7354.00 7357.00 EB
37 eb2509 20250707 7233.00 ... 7262.00 7273.00 EB
38 eb2510 20250707 7153.00 ... 7178.00 7190.00 EB
39 eb2511 20250707 7093.00 ... 7103.00 7113.00 EB
40 eb2512 20250707 7066.00 ... 7064.00 7082.00 EB
41 eb2601 20250707 7052.00 ... 7061.00 7085.00 EB
42 eb2602 20250707 7081.00 ... 7088.00 7106.00 EB
43 eb2603 20250707 7116.00 ... 7102.00 7131.00 EB
44 eb2604 20250707 7103.00 ... 7082.00 7122.00 EB
45 eb2605 20250707 7093.00 ... 7088.00 7111.00 EB
46 eb2606 20250707 7103.00 ... 7080.00 7037.00 EB
47 eg2507 20250707 0.00 ... 4226.00 4226.00 EG
48 eg2508 20250707 4263.00 ... 4266.00 4274.00 EG
49 eg2509 20250707 4288.00 ... 4282.00 4293.00 EG
50 eg2510 20250707 4294.00 ... 4290.00 4305.00 EG
51 eg2511 20250707 4300.00 ... 4298.00 4321.00 EG
52 eg2512 20250707 4318.00 ... 4308.00 4327.00 EG
53 eg2601 20250707 4319.00 ... 4314.00 4325.00 EG
54 eg2602 20250707 4328.00 ... 4319.00 4337.00 EG
55 eg2603 20250707 4319.00 ... 4318.00 4326.00 EG
56 eg2604 20250707 0.00 ... 4330.00 4330.00 EG
57 eg2605 20250707 4326.00 ... 4325.00 4352.00 EG
58 eg2606 20250707 0.00 ... 4357.00 4357.00 EG
59 fb2507 20250707 0.00 ... 1341.50 1341.50 FB
60 fb2508 20250707 1331.50 ... 1331.00 1331.50 FB
61 fb2509 20250707 1308.50 ... 1309.00 1312.50 FB
62 fb2510 20250707 1327.50 ... 1327.50 1326.00 FB
63 fb2511 20250707 1327.50 ... 1325.00 1324.50 FB
64 fb2512 20250707 1326.50 ... 1324.00 1326.50 FB
65 fb2601 20250707 1306.00 ... 1306.00 1312.00 FB
66 fb2602 20250707 0.00 ... 1295.50 1295.50 FB
67 fb2603 20250707 0.00 ... 1313.50 1313.50 FB
68 fb2604 20250707 0.00 ... 1310.50 1310.50 FB
69 fb2605 20250707 0.00 ... 1292.50 1292.50 FB
70 fb2606 20250707 0.00 ... 1292.50 1292.50 FB
71 i2507 20250707 720.00 ... 729.50 768.00 I
72 i2508 20250707 735.50 ... 737.00 740.50 I
73 i2509 20250707 732.00 ... 732.00 736.00 I
74 i2510 20250707 726.50 ... 725.50 729.00 I
75 i2511 20250707 719.50 ... 720.00 723.00 I
76 i2512 20250707 714.50 ... 713.00 717.00 I
77 i2601 20250707 705.00 ... 706.50 710.00 I
78 i2602 20250707 705.50 ... 704.50 708.00 I
79 i2603 20250707 702.00 ... 700.50 704.50 I
80 i2604 20250707 695.50 ... 696.50 699.50 I
81 i2605 20250707 689.50 ... 688.50 692.50 I
82 i2606 20250707 685.00 ... 683.50 687.00 I
83 j2507 20250707 0.00 ... 1304.50 1304.50 J
84 j2508 20250707 1395.00 ... 1391.00 1405.50 J
85 j2509 20250707 1433.00 ... 1422.50 1436.00 J
86 j2510 20250707 1448.00 ... 1440.50 1454.50 J
87 j2511 20250707 1447.00 ... 1450.00 1464.50 J
88 j2512 20250707 1452.00 ... 1452.00 1473.50 J
89 j2601 20250707 1466.50 ... 1464.00 1479.00 J
90 j2602 20250707 0.00 ... 1481.50 1481.50 J
91 j2603 20250707 0.00 ... 1522.50 1522.50 J
92 j2604 20250707 0.00 ... 1499.50 1499.50 J
93 j2605 20250707 1509.50 ... 1504.50 1521.50 J
94 j2606 20250707 0.00 ... 1528.00 1528.00 J
95 jd2507 20250707 2828.00 ... 2814.00 2872.00 JD
96 jd2508 20250707 3532.00 ... 3491.00 3583.00 JD
97 jd2509 20250707 3636.00 ... 3609.00 3697.00 JD
98 jd2510 20250707 3400.00 ... 3375.00 3422.00 JD
99 jd2511 20250707 3408.00 ... 3420.00 3428.00 JD
100 jd2512 20250707 3577.00 ... 3575.00 3583.00 JD
101 jd2601 20250707 3645.00 ... 3629.00 3634.00 JD
102 jd2602 20250707 3198.00 ... 3197.00 3204.00 JD
103 jd2603 20250707 3207.00 ... 3203.00 3208.00 JD
104 jd2604 20250707 3330.00 ... 3336.00 3332.00 JD
105 jd2605 20250707 3405.00 ... 3404.00 3405.00 JD
106 jd2606 20250707 3250.00 ... 3258.00 3260.00 JD
107 jm2507 20250707 800.00 ... 800.00 841.00 JM
108 jm2508 20250707 794.00 ... 793.50 805.00 JM
109 jm2509 20250707 836.00 ... 836.50 850.00 JM
110 jm2510 20250707 855.50 ... 854.50 867.50 JM
111 jm2511 20250707 868.00 ... 866.50 881.00 JM
112 jm2512 20250707 881.50 ... 878.50 894.00 JM
113 jm2601 20250707 883.00 ... 885.50 905.00 JM
114 jm2602 20250707 901.00 ... 896.00 913.00 JM
115 jm2603 20250707 898.50 ... 897.00 913.50 JM
116 jm2604 20250707 908.00 ... 908.50 924.00 JM
117 jm2605 20250707 916.50 ... 917.00 934.00 JM
118 jm2606 20250707 924.50 ... 926.50 940.50 JM
119 l2507 20250707 7270.00 ... 7291.00 7328.00 L
120 l2508 20250707 7297.00 ... 7257.00 7313.00 L
121 l2509 20250707 7272.00 ... 7250.00 7308.00 L
122 l2510 20250707 7262.00 ... 7241.00 7296.00 L
123 l2511 20250707 7256.00 ... 7240.00 7296.00 L
124 l2512 20250707 7264.00 ... 7233.00 7289.00 L
125 l2601 20250707 7232.00 ... 7220.00 7272.00 L
126 l2602 20250707 7219.00 ... 7210.00 7245.00 L
127 l2603 20250707 7219.00 ... 7214.00 7271.00 L
128 l2604 20250707 0.00 ... 7291.00 7291.00 L
129 l2605 20250707 7219.00 ... 7201.00 7266.00 L
130 l2606 20250707 7274.00 ... 7215.00 7265.00 L
131 lg2507 20250707 821.00 ... 823.00 828.50 LG
132 lg2509 20250707 791.00 ... 788.50 794.00 LG
133 lg2511 20250707 786.00 ... 784.00 787.00 LG
134 lg2601 20250707 786.50 ... 784.00 786.00 LG
135 lg2603 20250707 787.50 ... 786.50 787.00 LG
136 lg2605 20250707 789.50 ... 787.50 790.50 LG
137 lh2507 20250707 13925.00 ... 13970.00 13935.00 LH
138 lh2509 20250707 14250.00 ... 14255.00 14340.00 LH
139 lh2511 20250707 13655.00 ... 13720.00 13730.00 LH
140 lh2601 20250707 13750.00 ... 13800.00 13820.00 LH
141 lh2603 20250707 12980.00 ... 13000.00 13010.00 LH
142 lh2605 20250707 13145.00 ... 13180.00 13165.00 LH
143 m2507 20250707 2820.00 ... 2808.00 2806.00 M
144 m2508 20250707 2934.00 ... 2929.00 2942.00 M
145 m2509 20250707 2954.00 ... 2948.00 2962.00 M
146 m2511 20250707 2992.00 ... 2984.00 3000.00 M
147 m2512 20250707 3023.00 ... 3021.00 3030.00 M
148 m2601 20250707 3007.00 ... 3002.00 3012.00 M
149 m2603 20250707 2864.00 ... 2861.00 2865.00 M
150 m2605 20250707 2711.00 ... 2710.00 2718.00 M
151 p2507 20250707 0.00 ... 8468.00 8468.00 P
152 p2508 20250707 8464.00 ... 8470.00 8502.00 P
153 p2509 20250707 8450.00 ... 8446.00 8492.00 P
154 p2510 20250707 8466.00 ... 8452.00 8500.00 P
155 p2511 20250707 8462.00 ... 8450.00 8498.00 P
156 p2512 20250707 8460.00 ... 8450.00 8494.00 P
157 p2601 20250707 8452.00 ... 8454.00 8498.00 P
158 p2602 20250707 8418.00 ... 8446.00 8490.00 P
159 p2603 20250707 8394.00 ... 8416.00 8430.00 P
160 p2604 20250707 8366.00 ... 8374.00 8384.00 P
161 p2605 20250707 8312.00 ... 8324.00 8360.00 P
162 p2606 20250707 8300.00 ... 8312.00 8334.00 P
163 pg2507 20250707 0.00 ... 4205.00 4205.00 PG
164 pg2508 20250707 4176.00 ... 4179.00 4215.00 PG
165 pg2509 20250707 4089.00 ... 4078.00 4108.00 PG
166 pg2510 20250707 4472.00 ... 4477.00 4489.00 PG
167 pg2511 20250707 4391.00 ... 4393.00 4403.00 PG
168 pg2512 20250707 4328.00 ... 4315.00 4331.00 PG
169 pg2601 20250707 4237.00 ... 4232.00 4252.00 PG
170 pg2602 20250707 4156.00 ... 4158.00 4177.00 PG
171 pg2603 20250707 4081.00 ... 4072.00 4096.00 PG
172 pg2604 20250707 4374.00 ... 4369.00 4383.00 PG
173 pg2605 20250707 4269.00 ... 4267.00 4274.00 PG
174 pg2606 20250707 4204.00 ... 4205.00 4204.00 PG
175 pp2507 20250707 7050.00 ... 7051.00 7080.00 PP
176 pp2508 20250707 7058.00 ... 7057.00 7089.00 PP
177 pp2509 20250707 7074.00 ... 7059.00 7091.00 PP
178 pp2510 20250707 7059.00 ... 7030.00 7065.00 PP
179 pp2511 20250707 7055.00 ... 7028.00 7059.00 PP
180 pp2512 20250707 7052.00 ... 7030.00 7057.00 PP
181 pp2601 20250707 7042.00 ... 7023.00 7053.00 PP
182 pp2602 20250707 7020.00 ... 7015.00 7034.00 PP
183 pp2603 20250707 7018.00 ... 7004.00 7032.00 PP
184 pp2604 20250707 7019.00 ... 7015.00 7051.00 PP
185 pp2605 20250707 7016.00 ... 7009.00 7043.00 PP
186 pp2606 20250707 0.00 ... 7011.00 7036.00 PP
187 rr2507 20250707 0.00 ... 3578.00 3578.00 RR
188 rr2508 20250707 3582.00 ... 3585.00 3552.00 RR
189 rr2509 20250707 3602.00 ... 3598.00 3601.00 RR
190 rr2510 20250707 3609.00 ... 3611.00 3602.00 RR
191 rr2511 20250707 3610.00 ... 3606.00 3600.00 RR
192 rr2512 20250707 0.00 ... 3604.00 3599.00 RR
193 rr2601 20250707 3602.00 ... 3604.00 3602.00 RR
194 rr2602 20250707 3609.00 ... 3614.00 3609.00 RR
195 rr2603 20250707 3612.00 ... 3614.00 3612.00 RR
196 rr2604 20250707 3616.00 ... 3619.00 3614.00 RR
197 rr2605 20250707 3610.00 ... 3617.00 3613.00 RR
198 rr2606 20250707 3604.00 ... 3609.00 3606.00 RR
199 v2507 20250707 4837.00 ... 4818.00 4849.00 V
200 v2508 20250707 4872.00 ... 4855.00 4880.00 V
201 v2509 20250707 4905.00 ... 4891.00 4919.00 V
202 v2510 20250707 4936.00 ... 4917.00 4947.00 V
203 v2511 20250707 4954.00 ... 4948.00 4967.00 V
204 v2512 20250707 4981.00 ... 4978.00 5002.00 V
205 v2601 20250707 5000.00 ... 4989.00 5024.00 V
206 v2602 20250707 5018.00 ... 5004.00 5040.00 V
207 v2603 20250707 5032.00 ... 5029.00 5064.00 V
208 v2604 20250707 5186.00 ... 5169.00 5192.00 V
209 v2605 20250707 5184.00 ... 5190.00 5211.00 V
210 v2606 20250707 5212.00 ... 5199.00 5213.00 V
211 y2507 20250707 0.00 ... 8038.00 8038.00 Y
212 y2508 20250707 7920.00 ... 7894.00 7964.00 Y
213 y2509 20250707 7936.00 ... 7896.00 7968.00 Y
214 y2511 20250707 7958.00 ... 7920.00 7990.00 Y
215 y2512 20250707 7972.00 ... 7956.00 8014.00 Y
216 y2601 20250707 7930.00 ... 7896.00 7958.00 Y
217 y2603 20250707 7812.00 ... 7800.00 7850.00 Y
218 y2605 20250707 7628.00 ... 7602.00 7640.00 Y
[219 rows x 12 columns]
2025-07-09 18:26:26,548 - future_1d - INFO - ak.get_dce_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 IC2507 20250707 5870.200 ... 5862.800 5870.000 IC
1 IC2508 20250707 5817.000 ... 5805.800 5812.400 IC
2 IC2509 20250707 5757.000 ... 5751.400 5760.000 IC
3 IC2512 20250707 5638.000 ... 5625.200 5635.000 IC
4 IF2507 20250707 3963.000 ... 3946.400 3957.400 IF
5 IF2508 20250707 3940.400 ... 3929.000 3938.000 IF
6 IF2509 20250707 3932.200 ... 3919.400 3930.000 IF
7 IF2512 20250707 3889.800 ... 3883.200 3892.200 IF
8 IH2507 20250707 2719.000 ... 2714.800 2717.400 IH
9 IH2508 20250707 2710.800 ... 2709.600 2710.600 IH
10 IH2509 20250707 2712.000 ... 2709.000 2711.200 IH
11 IH2512 20250707 2714.000 ... 2708.800 2709.400 IH
12 IM2507 20250707 6264.000 ... 6269.200 6259.200 IM
13 IM2508 20250707 6173.200 ... 6191.200 6184.400 IM
14 IM2509 20250707 6100.000 ... 6112.800 6107.200 IM
15 IM2512 20250707 5928.000 ... 5926.800 5929.600 IM
16 T2509 20250707 109.125 ... 109.105 109.110 T
17 T2512 20250707 109.210 ... 109.190 109.195 T
18 T2603 20250707 109.190 ... 109.155 109.170 T
19 TF2509 20250707 106.270 ... 106.220 106.250 TF
20 TF2512 20250707 106.335 ... 106.305 106.335 TF
21 TF2603 20250707 106.420 ... 106.340 106.380 TF
22 TL2509 20250707 121.250 ... 121.190 121.200 TL
23 TL2512 20250707 121.060 ... 121.070 121.070 TL
24 TL2603 20250707 120.950 ... 120.880 120.880 TL
25 TS2509 20250707 102.512 ... 102.496 102.508 TS
26 TS2512 20250707 102.640 ... 102.618 102.632 TS
27 TS2603 20250707 102.740 ... 102.728 102.742 TS
[28 rows x 12 columns]
2025-07-09 18:26:26,685 - future_1d - INFO - ak.get_cffex_daily('2025-07-07') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250707 ... 79720 80370 CU
1 1 CU2508 20250707 ... 79510 80170 CU
2 2 CU2509 20250707 ... 79290 79970 CU
3 3 CU2510 20250707 ... 79040 79670 CU
4 4 CU2511 20250707 ... 78820 79430 CU
5 5 CU2512 20250707 ... 78640 79180 CU
6 6 CU2601 20250707 ... 78480 79130 CU
7 7 CU2602 20250707 ... 78430 78880 CU
8 8 CU2603 20250707 ... 78350 78830 CU
9 9 CU2604 20250707 ... 78330 78880 CU
10 10 CU2605 20250707 ... 78370 78930 CU
11 11 CU2606 20250707 ... 78230 78810 CU
12 12 BC2507 20250707 ... 70600 71300 BC
13 13 BC2508 20250707 ... 70770 71430 BC
14 14 BC2509 20250707 ... 70590 71380 BC
15 15 BC2510 20250707 ... 70980 71250 BC
16 16 BC2511 20250707 ... 71800 71800 BC
17 17 BC2512 20250707 ... 70700 70950 BC
18 18 BC2601 20250707 ... 71130 71130 BC
19 19 BC2602 20250707 ... 69410 69410 BC
20 20 BC2603 20250707 ... 69290 69290 BC
21 21 BC2604 20250707 ... 70800 71340 BC
22 22 BC2605 20250707 ... 70970 71340 BC
23 23 BC2606 20250707 ... 70490 69700 BC
24 24 AL2507 20250707 ... 20670 20800 AL
25 25 AL2508 20250707 ... 20500 20640 AL
26 26 AL2509 20250707 ... 20425 20585 AL
27 27 AL2510 20250707 ... 20335 20510 AL
28 28 AL2511 20250707 ... 20225 20420 AL
29 29 AL2512 20250707 ... 20160 20335 AL
30 30 AL2601 20250707 ... 20075 20290 AL
31 31 AL2602 20250707 ... 20055 20285 AL
32 32 AL2603 20250707 ... 20055 20290 AL
33 33 AL2604 20250707 ... 20080 20305 AL
34 34 AL2605 20250707 ... 20095 20280 AL
35 35 AL2606 20250707 ... 20105 20285 AL
36 36 ZN2507 20250707 ... 22185 22395 ZN
37 37 ZN2508 20250707 ... 22185 22350 ZN
38 38 ZN2509 20250707 ... 22115 22290 ZN
39 39 ZN2510 20250707 ... 22050 22230 ZN
40 40 ZN2511 20250707 ... 21980 22175 ZN
41 41 ZN2512 20250707 ... 22020 22120 ZN
42 42 ZN2601 20250707 ... 21865 22060 ZN
43 43 ZN2602 20250707 ... 21975 22050 ZN
44 44 ZN2603 20250707 ... 21835 22055 ZN
45 45 ZN2604 20250707 ... 21780 22030 ZN
46 46 ZN2605 20250707 ... 21830 22020 ZN
47 47 ZN2606 20250707 ... 21800 22000 ZN
48 48 PB2507 20250707 ... 17140 17230 PB
49 49 PB2508 20250707 ... 17210 17270 PB
50 50 PB2509 20250707 ... 17220 17290 PB
51 51 PB2510 20250707 ... 17215 17285 PB
52 52 PB2511 20250707 ... 17205 17280 PB
53 53 PB2512 20250707 ... 17205 17260 PB
54 54 PB2601 20250707 ... 17160 17265 PB
55 55 PB2602 20250707 ... 17235 17255 PB
56 56 PB2603 20250707 ... 17190 17240 PB
57 57 PB2604 20250707 ... 17240 17240 PB
58 58 PB2605 20250707 ... 17230 17155 PB
59 59 PB2606 20250707 ... 17205 17275 PB
60 60 NI2507 20250707 ... 120990 122320 NI
61 61 NI2508 20250707 ... 121180 122480 NI
62 62 NI2509 20250707 ... 121230 122580 NI
63 63 NI2510 20250707 ... 121300 122700 NI
64 64 NI2511 20250707 ... 121490 122930 NI
65 65 NI2512 20250707 ... 121580 123060 NI
66 66 NI2601 20250707 ... 121800 123270 NI
67 67 NI2602 20250707 ... 121860 123280 NI
68 68 NI2603 20250707 ... 121940 123590 NI
69 69 NI2604 20250707 ... 122520 123810 NI
70 70 NI2605 20250707 ... 122830 123930 NI
71 71 NI2606 20250707 ... 122890 123740 NI
72 72 SN2507 20250707 ... 265940 268030 SN
73 73 SN2508 20250707 ... 265680 268980 SN
74 74 SN2509 20250707 ... 265560 268820 SN
75 75 SN2510 20250707 ... 265230 268840 SN
76 76 SN2511 20250707 ... 264030 268220 SN
77 77 SN2512 20250707 ... 263190 267490 SN
78 78 SN2601 20250707 ... 262930 267640 SN
79 79 SN2602 20250707 ... 262230 267100 SN
80 80 SN2603 20250707 ... 262980 268070 SN
81 81 SN2604 20250707 ... 262990 267020 SN
82 82 SN2605 20250707 ... 262960 266910 SN
83 83 SN2606 20250707 ... 265830 268060 SN
84 84 AO2507 20250707 ... 3187 3160 AO
85 85 AO2508 20250707 ... 3073 3071 AO
86 86 AO2509 20250707 ... 3026 3036 AO
87 87 AO2510 20250707 ... 2998 3009 AO
88 88 AO2511 20250707 ... 2988 2998 AO
89 89 AO2512 20250707 ... 2982 2990 AO
90 90 AO2601 20250707 ... 2971 2981 AO
91 91 AO2602 20250707 ... 2968 2975 AO
92 92 AO2603 20250707 ... 2962 2970 AO
93 93 AO2604 20250707 ... 2967 2971 AO
94 94 AO2605 20250707 ... 2958 2965 AO
95 95 AO2606 20250707 ... 2963 2967 AO
96 96 AD2511 20250707 ... 19760 19905 AD
97 97 AD2512 20250707 ... 19675 19820 AD
98 98 AD2601 20250707 ... 19615 19780 AD
99 99 AD2602 20250707 ... 19595 19725 AD
100 100 AD2603 20250707 ... 19465 19690 AD
101 101 AD2604 20250707 ... 19670 19670 AD
102 102 AD2605 20250707 ... 19455 19570 AD
103 103 AD2606 20250707 ... 19495 19495 AD
104 104 AU2507 20250707 ... 770.7 771.62 AU
105 105 AU2508 20250707 ... 770.94 773.28 AU
106 106 AU2509 20250707 ... 771.38 774.44 AU
107 107 AU2510 20250707 ... 772.92 775.52 AU
108 108 AU2512 20250707 ... 774.38 777.5 AU
109 109 AU2602 20250707 ... 776.44 779.54 AU
110 110 AU2604 20250707 ... 778.1 781.36 AU
111 111 AU2606 20250707 ... 780.28 783.5 AU
112 112 AG2507 20250707 ... 8881 8909 AG
113 113 AG2508 20250707 ... 8908 8917 AG
114 114 AG2509 20250707 ... 8917 8930 AG
115 115 AG2510 20250707 ... 8933 8944 AG
116 116 AG2511 20250707 ... 8939 8952 AG
117 117 AG2512 20250707 ... 8949 8961 AG
118 118 AG2601 20250707 ... 8963 8973 AG
119 119 AG2602 20250707 ... 8972 8984 AG
120 120 AG2603 20250707 ... 8979 8995 AG
121 121 AG2604 20250707 ... 8993 9007 AG
122 122 AG2605 20250707 ... 9001 9017 AG
123 123 AG2606 20250707 ... 9019 9031 AG
124 124 RB2507 20250707 ... 3082 3078 RB
125 125 RB2508 20250707 ... 3027 3042 RB
126 126 RB2509 20250707 ... 3032 3048 RB
127 127 RB2510 20250707 ... 3067 3082 RB
128 128 RB2511 20250707 ... 3080 3094 RB
129 129 RB2512 20250707 ... 3094 3106 RB
130 130 RB2601 20250707 ... 3086 3100 RB
131 131 RB2602 20250707 ... 3071 3087 RB
132 132 RB2603 20250707 ... 3077 3090 RB
133 133 RB2604 20250707 ... 3075 3097 RB
134 134 RB2605 20250707 ... 3094 3109 RB
135 135 RB2606 20250707 ... 3100 3114 RB
136 136 WR2507 20250707 ... 3356 3356 WR
137 137 WR2508 20250707 ... 3378 3378 WR
138 138 WR2509 20250707 ... 3251 3251 WR
139 139 WR2510 20250707 ... 3305 3343 WR
140 140 WR2511 20250707 ... 3365 3365 WR
141 141 WR2512 20250707 ... 3362 3362 WR
142 142 WR2601 20250707 ... 3245 3329 WR
143 143 WR2602 20250707 ... 3396 3396 WR
144 144 WR2603 20250707 ... 3387 3387 WR
145 145 WR2604 20250707 ... 3392 3392 WR
146 146 WR2605 20250707 ... 3370 3370 WR
147 147 WR2606 20250707 ... 3268 3352 WR
148 148 HC2507 20250707 ... 3195 3195 HC
149 149 HC2508 20250707 ... 3202 3222 HC
150 150 HC2509 20250707 ... 3205 3220 HC
151 151 HC2510 20250707 ... 3193 3211 HC
152 152 HC2511 20250707 ... 3198 3215 HC
153 153 HC2512 20250707 ... 3199 3219 HC
154 154 HC2601 20250707 ... 3201 3219 HC
155 155 HC2602 20250707 ... 3213 3222 HC
156 156 HC2603 20250707 ... 3210 3225 HC
157 157 HC2604 20250707 ... 3208 3233 HC
158 158 HC2605 20250707 ... 3203 3221 HC
159 159 HC2606 20250707 ... 3220 3229 HC
160 160 SS2507 20250707 ... 12525 12640 SS
161 161 SS2508 20250707 ... 12660 12760 SS
162 162 SS2509 20250707 ... 12610 12705 SS
163 163 SS2510 20250707 ... 12595 12685 SS
164 164 SS2511 20250707 ... 12620 12705 SS
165 165 SS2512 20250707 ... 12645 12725 SS
166 166 SS2601 20250707 ... 12685 12765 SS
167 167 SS2602 20250707 ... 12740 12775 SS
168 168 SS2603 20250707 ... 12770 12830 SS
169 169 SS2604 20250707 ... 12780 12865 SS
170 170 SS2605 20250707 ... 12820 12905 SS
171 171 SS2606 20250707 ... 12840 12930 SS
172 172 SC2508 20250707 ... 501.3 506.4 SC
173 173 SC2509 20250707 ... 496.9 501.1 SC
174 174 SC2510 20250707 ... 490.6 494.8 SC
175 175 SC2511 20250707 ... 485.9 489.4 SC
176 176 SC2512 20250707 ... 482.5 486 SC
177 177 SC2601 20250707 ... 480.5 482.8 SC
178 178 SC2602 20250707 ... 478.5 480.5 SC
179 179 SC2603 20250707 ... 474.4 477.4 SC
180 180 SC2604 20250707 ... 473.4 476.6 SC
181 181 SC2605 20250707 ... 473.1 473.1 SC
182 182 SC2606 20250707 ... 470.9 473.7 SC
183 183 SC2607 20250707 ... 471.9 475.9 SC
184 184 SC2609 20250707 ... 468 471.5 SC
185 185 SC2612 20250707 ... 465.1 465.1 SC
186 186 SC2703 20250707 ... 466.2 467.6 SC
187 187 SC2706 20250707 ... 464.3 464.2 SC
188 188 SC2709 20250707 ... 464 464 SC
189 189 SC2712 20250707 ... 461 465.8 SC
190 190 SC2803 20250707 ... 461.5 464.7 SC
191 191 SC2806 20250707 ... 461.3 463.8 SC
192 192 LU2508 20250707 ... 3617 3643 LU
193 193 LU2509 20250707 ... 3602 3636 LU
194 194 LU2510 20250707 ... 3573 3605 LU
195 195 LU2511 20250707 ... 3545 3571 LU
196 196 LU2512 20250707 ... 3501 3532 LU
197 197 LU2601 20250707 ... 3488 3527 LU
198 198 LU2602 20250707 ... 3475 3518 LU
199 199 LU2603 20250707 ... 3475 3489 LU
200 200 LU2604 20250707 ... 3425 3459 LU
201 201 LU2605 20250707 ... 3413 3447 LU
202 202 LU2606 20250707 ... 3398 3444 LU
203 203 LU2607 20250707 ... 3403 3425 LU
204 204 FU2508 20250707 ... 2906 2939 FU
205 205 FU2509 20250707 ... 2940 2977 FU
206 206 FU2510 20250707 ... 2907 2936 FU
207 207 FU2511 20250707 ... 2881 2907 FU
208 208 FU2512 20250707 ... 2848 2872 FU
209 209 FU2601 20250707 ... 2838 2864 FU
210 210 FU2602 20250707 ... 2829 2852 FU
211 211 FU2603 20250707 ... 2813 2837 FU
212 212 FU2604 20250707 ... 2797 2822 FU
213 213 FU2605 20250707 ... 2785 2809 FU
214 214 FU2606 20250707 ... 2775 2797 FU
215 215 FU2607 20250707 ... 2762 2785 FU
216 216 BU2507 20250707 ... 3615 3628 BU
217 217 BU2508 20250707 ... 3589 3608 BU
218 218 BU2509 20250707 ... 3562 3588 BU
219 219 BU2510 20250707 ... 3512 3536 BU
220 220 BU2511 20250707 ... 3444 3470 BU
221 221 BU2512 20250707 ... 3369 3391 BU
222 222 BU2601 20250707 ... 3328 3351 BU
223 223 BU2602 20250707 ... 3319 3322 BU
224 224 BU2603 20250707 ... 3305 3333 BU
225 225 BU2604 20250707 ... 3299 3313 BU
226 226 BU2605 20250707 ... 3288 3305 BU
227 227 BU2606 20250707 ... 3279 3292 BU
228 228 BU2609 20250707 ... 3270 3270 BU
229 229 BU2612 20250707 ... 3226 3235 BU
230 230 BU2703 20250707 ... 3223 3235 BU
231 231 BU2706 20250707 ... 3227 3227 BU
232 232 BR2507 20250707 ... 11160 11350 BR
233 233 BR2508 20250707 ... 11030 11270 BR
234 234 BR2509 20250707 ... 10965 11185 BR
235 235 BR2510 20250707 ... 10935 11150 BR
236 236 BR2511 20250707 ... 10920 11140 BR
237 237 BR2512 20250707 ... 10910 11140 BR
238 238 BR2601 20250707 ... 10920 11125 BR
239 239 BR2602 20250707 ... 10910 11115 BR
240 240 BR2603 20250707 ... 10900 11095 BR
241 241 BR2604 20250707 ... 10895 11150 BR
242 242 BR2605 20250707 ... 10925 11125 BR
243 243 BR2606 20250707 ... 10960 11155 BR
244 244 RU2507 20250707 ... 13845 13985 RU
245 245 RU2508 20250707 ... 13915 14045 RU
246 246 RU2509 20250707 ... 13935 14075 RU
247 247 RU2510 20250707 ... 13950 14095 RU
248 248 RU2511 20250707 ... 13955 14075 RU
249 249 RU2601 20250707 ... 14805 14935 RU
250 250 RU2603 20250707 ... 14820 14935 RU
251 251 RU2604 20250707 ... 14845 14975 RU
252 252 RU2605 20250707 ... 14870 15005 RU
253 253 RU2606 20250707 ... 14950 14950 RU
254 254 NR2507 20250707 ... 11960 12145 NR
255 255 NR2508 20250707 ... 12005 12180 NR
256 256 NR2509 20250707 ... 11995 12160 NR
257 257 NR2510 20250707 ... 12005 12155 NR
258 258 NR2511 20250707 ... 12005 12165 NR
259 259 NR2512 20250707 ... 12030 12195 NR
260 260 NR2601 20250707 ... 12055 12185 NR
261 261 NR2602 20250707 ... 12075 12235 NR
262 262 NR2603 20250707 ... 12070 12195 NR
263 263 NR2604 20250707 ... 12065 12195 NR
264 264 NR2605 20250707 ... 12105 12230 NR
265 265 NR2606 20250707 ... 12260 12260 NR
266 266 SP2507 20250707 ... 5044 5060 SP
267 267 SP2508 20250707 ... 5062 5068 SP
268 268 SP2509 20250707 ... 5080 5080 SP
269 269 SP2510 20250707 ... 5092 5090 SP
270 270 SP2511 20250707 ... 5080 5078 SP
271 271 SP2512 20250707 ... 5078 5072 SP
272 272 SP2601 20250707 ... 5284 5294 SP
273 273 SP2602 20250707 ... 5224 5220 SP
274 274 SP2603 20250707 ... 5222 5232 SP
275 275 SP2604 20250707 ... 5230 5224 SP
276 276 SP2605 20250707 ... 5226 5244 SP
277 277 SP2606 20250707 ... 5236 5226 SP
278 278 EC2508 20250707 ... 1872.2 1892.3 EC
279 279 EC2510 20250707 ... 1341.2 1362.4 EC
280 280 EC2512 20250707 ... 1518.9 1526.7 EC
281 281 EC2602 20250707 ... 1326.2 1326.5 EC
282 282 EC2604 20250707 ... 1163.3 1165.2 EC
283 283 EC2606 20250707 ... 1314.7 1312.5 EC
284 284 SC_TAS2508 20250707 ... SC_TAS
285 285 SC_TAS2509 20250707 ... SC_TAS
286 286 SC_TAS2510 20250707 ... SC_TAS
287 287 SC_TAS2511 20250707 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 18:26:26,797 - future_1d - INFO - ak.get_shfe_daily('2025-07-07') done
symbol date open ... settle pre_settle variety
0 PS2507 20250707 0.0 ... 36475.0 35390.0 PS
1 PS2508 20250707 35100.0 ... 35875.0 35500.0 PS
2 PS2509 20250707 34950.0 ... 35645.0 34925.0 PS
3 PS2510 20250707 34730.0 ... 35500.0 34760.0 PS
4 PS2511 20250707 34450.0 ... 35430.0 34590.0 PS
5 PS2512 20250707 36895.0 ... 37900.0 36615.0 PS
6 PS2601 20250707 36220.0 ... 37710.0 36455.0 PS
7 PS2602 20250707 36620.0 ... 37740.0 36290.0 PS
8 PS2603 20250707 36340.0 ... 37710.0 36245.0 PS
9 PS2604 20250707 36020.0 ... 37245.0 36210.0 PS
10 PS2605 20250707 37000.0 ... 37265.0 36160.0 PS
11 PS2606 20250707 37355.0 ... 38355.0 37345.0 PS
13 SI2507 20250707 8080.0 ... 8010.0 8095.0 SI
14 SI2508 20250707 7870.0 ... 8000.0 8000.0 SI
15 SI2509 20250707 7980.0 ... 7990.0 7990.0 SI
16 SI2510 20250707 8030.0 ... 7965.0 7965.0 SI
17 SI2511 20250707 7915.0 ... 7925.0 7935.0 SI
18 SI2512 20250707 8250.0 ... 8240.0 8260.0 SI
19 SI2601 20250707 8220.0 ... 8200.0 8220.0 SI
20 SI2602 20250707 8195.0 ... 8215.0 8215.0 SI
21 SI2603 20250707 8170.0 ... 8210.0 8220.0 SI
22 SI2604 20250707 8110.0 ... 8180.0 8245.0 SI
23 SI2605 20250707 8120.0 ... 8190.0 8215.0 SI
24 SI2606 20250707 8150.0 ... 8205.0 8220.0 SI
27 LC2507 20250707 64000.0 ... 63820.0 63920.0 LC
28 LC2508 20250707 63760.0 ... 63700.0 63780.0 LC
29 LC2509 20250707 63200.0 ... 63440.0 63660.0 LC
30 LC2510 20250707 63020.0 ... 63300.0 63420.0 LC
31 LC2511 20250707 63200.0 ... 63160.0 63300.0 LC
32 LC2512 20250707 63060.0 ... 63340.0 63580.0 LC
33 LC2601 20250707 63500.0 ... 63480.0 63780.0 LC
34 LC2602 20250707 63420.0 ... 63480.0 63860.0 LC
35 LC2603 20250707 63320.0 ... 63500.0 63700.0 LC
36 LC2604 20250707 63420.0 ... 63860.0 64180.0 LC
37 LC2605 20250707 63620.0 ... 63960.0 64200.0 LC
38 LC2606 20250707 63560.0 ... 63920.0 64240.0 LC
[36 rows x 12 columns]
2025-07-09 18:26:27,027 - future_1d - INFO - ak.get_gfex_daily('2025-07-07') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250707 501.6 505.6 ... 6692519.93 501.3 506.4 SC
1 SC2509 20250707 497.4 500.9 ... 1209278.78 496.9 501.1 SC
2 SC2510 20250707 491.8 494.6 ... 187003.4 490.6 494.8 SC
3 SC2511 20250707 486.6 489.3 ... 22644.28 485.9 489.4 SC
4 SC2512 20250707 483.7 485.8 ... 12595 482.5 486 SC
5 SC2601 20250707 482 482.8 ... 8264.69 480.5 482.8 SC
6 SC2602 20250707 478.8 480.9 ... 5694.36 478.5 480.5 SC
7 SC2603 20250707 472.2 475.4 ... 2562.08 474.4 477.4 SC
8 SC2604 20250707 473.6 473.6 ... 236.7 473.4 476.6 SC
9 SC2605 20250707 ... 0 473.1 473.1 SC
10 SC2606 20250707 472.1 472.2 ... 565.19 470.9 473.7 SC
11 SC2607 20250707 ... 0 471.9 475.9 SC
12 SC2609 20250707 469.3 469.3 ... 140.4 468 471.5 SC
13 SC2612 20250707 ... 0 465.1 465.1 SC
14 SC2703 20250707 468 468 ... 233.14 466.2 467.6 SC
15 SC2706 20250707 463.6 467 ... 185.75 464.3 464.2 SC
16 SC2709 20250707 ... 0 464 464 SC
17 SC2712 20250707 461 461 ... 46.1 461 465.8 SC
18 SC2803 20250707 461.4 461.7 ... 138.45 461.5 464.7 SC
19 SC2806 20250707 462.8 462.8 ... 276.78 461.3 463.8 SC
21 LU2508 20250707 3626 3640 ... 10808.435 3617 3643 LU
22 LU2509 20250707 3599 3627 ... 231604.198 3602 3636 LU
23 LU2510 20250707 3578 3597 ... 72674.591 3573 3605 LU
24 LU2511 20250707 3544 3565 ... 3382.013 3545 3571 LU
25 LU2512 20250707 3523 3523 ... 73.539 3501 3532 LU
26 LU2601 20250707 3501 3505 ... 132.551 3488 3527 LU
27 LU2602 20250707 3469 3482 ... 6.951 3475 3518 LU
28 LU2603 20250707 ... 0 3475 3489 LU
29 LU2604 20250707 3424 3426 ... 6.85 3425 3459 LU
30 LU2605 20250707 3412 3426 ... 27.31 3413 3447 LU
31 LU2606 20250707 3398 3398 ... 3.398 3398 3444 LU
32 LU2607 20250707 3405 3405 ... 10.211 3403 3425 LU
34 NR2507 20250707 12010 12090 ... 7176.75 11960 12145 NR
35 NR2508 20250707 12085 12095 ... 846431.395 12005 12180 NR
36 NR2509 20250707 12070 12085 ... 504155.71 11995 12160 NR
37 NR2510 20250707 12070 12090 ... 68792.105 12005 12155 NR
38 NR2511 20250707 12040 12090 ... 4983.63 12005 12165 NR
39 NR2512 20250707 12025 12100 ... 1672.25 12030 12195 NR
40 NR2601 20250707 12070 12125 ... 9210.315 12055 12185 NR
41 NR2602 20250707 12085 12085 ... 36.235 12075 12235 NR
42 NR2603 20250707 12060 12085 ... 84.49 12070 12195 NR
43 NR2604 20250707 12065 12075 ... 48.27 12065 12195 NR
44 NR2605 20250707 12150 12150 ... 84.74 12105 12230 NR
45 NR2606 20250707 ... 0 12260 12260 NR
47 BC2507 20250707 ... 0 70600 71300 BC
48 BC2508 20250707 71060 71170 ... 130500.34 70770 71430 BC
49 BC2509 20250707 70930 71030 ... 8577.72 70590 71380 BC
50 BC2510 20250707 70980 70980 ... 35.49 70980 71250 BC
51 BC2511 20250707 ... 0 71800 71800 BC
52 BC2512 20250707 ... 0 70700 70950 BC
53 BC2601 20250707 ... 0 71130 71130 BC
54 BC2602 20250707 ... 0 69410 69410 BC
55 BC2603 20250707 ... 0 69290 69290 BC
56 BC2604 20250707 ... 0 70800 71340 BC
57 BC2605 20250707 ... 0 70970 71340 BC
58 BC2606 20250707 70490 70490 ... 35.245 70490 69700 BC
60 EC2508 20250707 1860 1896 ... 197359.7185 1872.2 1892.3 EC
61 EC2510 20250707 1313 1353 ... 50665.5525 1341.2 1362.4 EC
62 EC2512 20250707 1540 1540 ... 8855.7095 1518.9 1526.7 EC
63 EC2602 20250707 1310.3 1340 ... 2393.9695 1326.2 1326.5 EC
64 EC2604 20250707 1166.5 1170 ... 2955.0315 1163.3 1165.2 EC
65 EC2606 20250707 1301.1 1321 ... 440.4575 1314.7 1312.5 EC
68 SC_TAS2508 20250707 ... SC_TAS
69 SC_TAS2509 20250707 ... SC_TAS
70 SC_TAS2510 20250707 ... SC_TAS
71 SC_TAS2511 20250707 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 18:26:27,089 - future_1d - INFO - ak.get_ine_daily('2025-07-07') done
2025-07-09 18:26:28,816 - future_1d - INFO - save future_daily 2025-07-07 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250708 7726.0 7730.0 ... 548642.10 7666.0 7723.0 AP
1 AP511 20250708 7546.0 7553.0 ... 2274.27 7506.0 7562.0 AP
2 AP512 20250708 7575.0 7575.0 ... 173.62 7549.0 7582.0 AP
3 AP601 20250708 7645.0 7645.0 ... 18624.44 7574.0 7627.0 AP
4 AP603 20250708 7600.0 7600.0 ... 83.12 7556.0 7621.0 AP
5 AP604 20250708 7648.0 7648.0 ... 61.11 7638.0 7676.0 AP
6 AP605 20250708 7709.0 7720.0 ... 307.33 7683.0 7723.0 AP
7 CF507 20250708 13545.0 13580.0 ... 1910.57 13550.0 13570.0 CF
8 CF509 20250708 13740.0 13830.0 ... 1095629.92 13760.0 13795.0 CF
9 CF511 20250708 13655.0 13735.0 ... 126299.52 13670.0 13710.0 CF
10 CF601 20250708 13740.0 13795.0 ... 294997.83 13735.0 13790.0 CF
11 CF603 20250708 13710.0 13770.0 ... 739.87 13700.0 13770.0 CF
12 CF605 20250708 13745.0 13780.0 ... 3801.19 13725.0 13770.0 CF
13 CJ507 20250708 0.0 0.0 ... 0.00 9450.0 9450.0 CJ
14 CJ509 20250708 9420.0 9515.0 ... 166933.87 9460.0 9450.0 CJ
15 CJ512 20250708 10295.0 10410.0 ... 9394.90 10330.0 10365.0 CJ
16 CJ601 20250708 10455.0 10555.0 ... 702720.34 10470.0 10495.0 CJ
17 CJ603 20250708 10560.0 10645.0 ... 12623.52 10580.0 10570.0 CJ
18 CJ605 20250708 10810.0 10940.0 ... 79152.98 10855.0 10860.0 CJ
19 CY507 20250708 0.0 0.0 ... 0.00 19840.0 19910.0 CY
20 CY508 20250708 0.0 0.0 ... 0.00 19700.0 19700.0 CY
21 CY509 20250708 19925.0 20020.0 ... 64012.77 19950.0 20020.0 CY
22 CY510 20250708 0.0 0.0 ... 0.00 19570.0 19640.0 CY
23 CY511 20250708 0.0 0.0 ... 0.00 20060.0 20060.0 CY
24 CY512 20250708 0.0 0.0 ... 0.00 19910.0 19910.0 CY
25 CY601 20250708 0.0 0.0 ... 0.00 19935.0 19935.0 CY
26 CY602 20250708 0.0 0.0 ... 0.00 19830.0 19810.0 CY
27 CY603 20250708 0.0 0.0 ... 0.00 20120.0 20120.0 CY
28 CY604 20250708 0.0 0.0 ... 0.00 19725.0 19725.0 CY
29 CY605 20250708 0.0 0.0 ... 0.00 20025.0 20025.0 CY
30 CY606 20250708 0.0 0.0 ... 0.00 19715.0 19715.0 CY
31 FG507 20250708 956.0 969.0 ... 184.35 960.0 954.0 FG
32 FG508 20250708 1036.0 1051.0 ... 20509.53 1041.0 1040.0 FG
33 FG509 20250708 1017.0 1034.0 ... 2314344.48 1024.0 1025.0 FG
34 FG510 20250708 1075.0 1083.0 ... 12415.79 1075.0 1075.0 FG
35 FG511 20250708 1058.0 1072.0 ... 22652.93 1063.0 1062.0 FG
36 FG512 20250708 1123.0 1139.0 ... 7304.73 1129.0 1127.0 FG
37 FG601 20250708 1112.0 1131.0 ... 279669.86 1120.0 1117.0 FG
38 FG602 20250708 1153.0 1169.0 ... 387.35 1160.0 1154.0 FG
39 FG603 20250708 1152.0 1166.0 ... 418.59 1156.0 1153.0 FG
40 FG604 20250708 1190.0 1205.0 ... 296.32 1195.0 1192.0 FG
41 FG605 20250708 1189.0 1202.0 ... 7420.52 1191.0 1189.0 FG
42 FG606 20250708 1204.0 1216.0 ... 272.91 1208.0 1203.0 FG
43 JR507 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR509 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR511 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR601 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR603 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR605 20250708 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR507 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR509 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR511 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 LR601 20250708 0.0 0.0 ... 0.00 2360.0 2360.0 LR
53 MA507 20250708 2353.0 2353.0 ... 2.35 2353.0 2373.0 MA
54 MA508 20250708 2407.0 2407.0 ... 16355.86 2391.0 2407.0 MA
55 MA509 20250708 2396.0 2400.0 ... 1484213.38 2382.0 2393.0 MA
56 MA510 20250708 2402.0 2410.0 ... 55405.27 2394.0 2402.0 MA
57 MA511 20250708 2415.0 2419.0 ... 57345.39 2404.0 2411.0 MA
58 MA512 20250708 2437.0 2440.0 ... 14147.85 2426.0 2430.0 MA
59 MA601 20250708 2437.0 2443.0 ... 133765.05 2428.0 2433.0 MA
60 MA602 20250708 2420.0 2420.0 ... 31.39 2415.0 2418.0 MA
61 MA603 20250708 2423.0 2424.0 ... 48.27 2414.0 2416.0 MA
62 MA604 20250708 2399.0 2400.0 ... 28.72 2393.0 2389.0 MA
63 MA605 20250708 2363.0 2369.0 ... 3066.75 2359.0 2357.0 MA
64 MA606 20250708 2360.0 2360.0 ... 2.36 2360.0 2369.0 MA
65 OI507 20250708 0.0 0.0 ... 0.00 9600.0 9550.0 OI
66 OI509 20250708 9545.0 9617.0 ... 3136464.64 9535.0 9558.0 OI
67 OI511 20250708 9529.0 9609.0 ... 142754.23 9528.0 9547.0 OI
68 OI601 20250708 9481.0 9562.0 ... 479878.54 9484.0 9500.0 OI
69 OI603 20250708 9432.0 9509.0 ... 2467.01 9452.0 9431.0 OI
70 OI605 20250708 9331.0 9400.0 ... 1681.07 9339.0 9326.0 OI
71 PF507 20250708 0.0 0.0 ... 0.00 6626.0 6626.0 PF
72 PF508 20250708 6528.0 6538.0 ... 293314.15 6520.0 6530.0 PF
73 PF509 20250708 6402.0 6418.0 ... 160759.15 6398.0 6402.0 PF
74 PF510 20250708 6394.0 6404.0 ... 44740.19 6388.0 6394.0 PF
75 PF511 20250708 6362.0 6374.0 ... 24942.24 6358.0 6366.0 PF
76 PF512 20250708 6354.0 6358.0 ... 7016.95 6340.0 6340.0 PF
77 PF601 20250708 6340.0 6370.0 ... 1924.31 6352.0 6346.0 PF
78 PF602 20250708 0.0 0.0 ... 0.00 6356.0 6334.0 PF
79 PF603 20250708 6366.0 6366.0 ... 6.37 6366.0 6356.0 PF
80 PF604 20250708 6362.0 6378.0 ... 25.49 6372.0 6376.0 PF
81 PF605 20250708 6364.0 6372.0 ... 19.10 6366.0 6362.0 PF
82 PF606 20250708 6366.0 6366.0 ... 6.37 6366.0 6370.0 PF
83 PK510 20250708 8098.0 8128.0 ... 166387.53 8106.0 8106.0 PK
84 PK511 20250708 7910.0 7934.0 ... 44778.86 7914.0 7894.0 PK
85 PK512 20250708 7906.0 7928.0 ... 173.95 7908.0 7894.0 PK
86 PK601 20250708 7916.0 7926.0 ... 2571.97 7914.0 7898.0 PK
87 PK603 20250708 7912.0 7920.0 ... 106.81 7912.0 7906.0 PK
88 PK604 20250708 7908.0 7932.0 ... 47.55 7924.0 7918.0 PK
89 PK605 20250708 7920.0 7954.0 ... 293.70 7938.0 7926.0 PK
90 PM507 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
91 PM509 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
92 PM511 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
93 PM601 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
94 PM603 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
95 PM605 20250708 0.0 0.0 ... 0.00 3122.0 3122.0 PM
96 PR507 20250708 5922.0 5922.0 ... 88.83 5922.0 5960.0 PR
97 PR508 20250708 5924.0 5928.0 ... 13094.31 5898.0 5910.0 PR
98 PR509 20250708 5884.0 5894.0 ... 288298.09 5870.0 5868.0 PR
99 PR510 20250708 5864.0 5874.0 ... 114788.21 5856.0 5850.0 PR
100 PR511 20250708 5854.0 5860.0 ... 39434.75 5842.0 5828.0 PR
101 PR512 20250708 5850.0 5854.0 ... 43.78 5838.0 5826.0 PR
102 PR601 20250708 5850.0 5856.0 ... 192.72 5840.0 5824.0 PR
103 PR602 20250708 5878.0 5878.0 ... 17.63 5878.0 5888.0 PR
104 PR603 20250708 5882.0 5886.0 ... 35.31 5886.0 5898.0 PR
105 PR604 20250708 5882.0 5882.0 ... 8.82 5882.0 5882.0 PR
106 PR605 20250708 5882.0 5882.0 ... 26.45 5878.0 5876.0 PR
107 PR606 20250708 0.0 0.0 ... 0.00 5858.0 5858.0 PR
108 PX507 20250708 0.0 0.0 ... 0.00 6868.0 6868.0 PX
109 PX508 20250708 6726.0 6752.0 ... 2261.81 6722.0 6704.0 PX
110 PX509 20250708 6698.0 6724.0 ... 602715.95 6696.0 6674.0 PX
111 PX510 20250708 6682.0 6704.0 ... 81425.26 6676.0 6648.0 PX
112 PX511 20250708 6636.0 6672.0 ... 110832.43 6642.0 6610.0 PX
113 PX512 20250708 6610.0 6652.0 ... 13238.85 6624.0 6590.0 PX
114 PX601 20250708 6588.0 6632.0 ... 31953.81 6604.0 6564.0 PX
115 PX602 20250708 6566.0 6566.0 ... 3.28 6566.0 6570.0 PX
116 PX603 20250708 6600.0 6600.0 ... 16.45 6578.0 6546.0 PX
117 PX604 20250708 6576.0 6584.0 ... 45.94 6562.0 6552.0 PX
118 PX605 20250708 6566.0 6580.0 ... 347.63 6560.0 6546.0 PX
119 PX606 20250708 6564.0 6564.0 ... 16.36 6544.0 6548.0 PX
120 RI507 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
121 RI509 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
122 RI511 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
123 RI601 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
124 RI603 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
125 RI605 20250708 0.0 0.0 ... 0.00 2479.0 2479.0 RI
126 RM507 20250708 2460.0 2471.0 ... 974.76 2455.0 2459.0 RM
127 RM508 20250708 2584.0 2591.0 ... 23671.60 2577.0 2601.0 RM
128 RM509 20250708 2585.0 2592.0 ... 634831.45 2581.0 2600.0 RM
129 RM511 20250708 2412.0 2418.0 ... 1968.22 2412.0 2425.0 RM
130 RM601 20250708 2320.0 2322.0 ... 109321.25 2312.0 2327.0 RM
131 RM603 20250708 2298.0 2303.0 ... 12043.91 2294.0 2303.0 RM
132 RM605 20250708 2318.0 2318.0 ... 11464.67 2312.0 2327.0 RM
133 RS507 20250708 0.0 0.0 ... 0.00 4961.0 4950.0 RS
134 RS508 20250708 0.0 0.0 ... 0.00 5107.0 5107.0 RS
135 RS509 20250708 5030.0 5048.0 ... 40.31 5039.0 5028.0 RS
136 RS511 20250708 5029.0 5073.0 ... 20.20 5049.0 5103.0 RS
137 SA507 20250708 1133.0 1139.0 ... 2514.14 1136.0 1133.0 SA
138 SA508 20250708 1160.0 1184.0 ... 24600.14 1174.0 1167.0 SA
139 SA509 20250708 1166.0 1188.0 ... 3082677.17 1177.0 1171.0 SA
140 SA510 20250708 1185.0 1204.0 ... 108192.01 1192.0 1187.0 SA
141 SA511 20250708 1188.0 1207.0 ... 136259.45 1195.0 1189.0 SA
142 SA512 20250708 1208.0 1225.0 ... 25407.26 1216.0 1208.0 SA
143 SA601 20250708 1206.0 1228.0 ... 655391.48 1215.0 1207.0 SA
144 SA602 20250708 1220.0 1237.0 ... 3446.95 1228.0 1219.0 SA
145 SA603 20250708 1222.0 1239.0 ... 3153.84 1228.0 1222.0 SA
146 SA604 20250708 1236.0 1252.0 ... 1243.48 1243.0 1235.0 SA
147 SA605 20250708 1235.0 1254.0 ... 15598.39 1244.0 1235.0 SA
148 SA606 20250708 1245.0 1260.0 ... 1131.98 1255.0 1242.0 SA
149 SF507 20250708 5456.0 5468.0 ... 3621.57 5430.0 5456.0 SF
150 SF508 20250708 5360.0 5398.0 ... 14838.51 5346.0 5380.0 SF
151 SF509 20250708 5360.0 5402.0 ... 329390.50 5352.0 5374.0 SF
152 SF510 20250708 5288.0 5348.0 ... 61128.01 5288.0 5308.0 SF
153 SF511 20250708 5396.0 5478.0 ... 97969.54 5420.0 5438.0 SF
154 SF512 20250708 5384.0 5450.0 ... 17012.16 5400.0 5406.0 SF
155 SF601 20250708 5356.0 5418.0 ... 8907.52 5362.0 5374.0 SF
156 SF602 20250708 5274.0 5350.0 ... 198.74 5300.0 5310.0 SF
157 SF603 20250708 5410.0 5460.0 ... 10.85 5424.0 5450.0 SF
158 SF604 20250708 5388.0 5434.0 ... 5.41 5412.0 5392.0 SF
159 SF605 20250708 5386.0 5450.0 ... 70.34 5412.0 5418.0 SF
160 SF606 20250708 5326.0 5386.0 ... 5.36 5356.0 5374.0 SF
161 SH507 20250708 0.0 0.0 ... 0.00 2380.0 2380.0 SH
162 SH508 20250708 2437.0 2461.0 ... 142520.27 2442.0 2415.0 SH
163 SH509 20250708 2411.0 2439.0 ... 3977284.21 2418.0 2395.0 SH
164 SH510 20250708 2415.0 2455.0 ... 274815.13 2427.0 2411.0 SH
165 SH511 20250708 2387.0 2427.0 ... 181384.84 2403.0 2384.0 SH
166 SH512 20250708 2399.0 2428.0 ... 29380.58 2410.0 2396.0 SH
167 SH601 20250708 2378.0 2401.0 ... 89735.81 2389.0 2375.0 SH
168 SH602 20250708 2405.0 2420.0 ... 1200.22 2410.0 2401.0 SH
169 SH603 20250708 2402.0 2424.0 ... 644.18 2413.0 2400.0 SH
170 SH604 20250708 2431.0 2453.0 ... 285.57 2441.0 2434.0 SH
171 SH605 20250708 2417.0 2442.0 ... 7064.79 2428.0 2421.0 SH
172 SH606 20250708 0.0 0.0 ... 0.00 2446.0 2442.0 SH
173 SM507 20250708 5598.0 5650.0 ... 939.77 5612.0 5604.0 SM
174 SM508 20250708 5640.0 5684.0 ... 14913.18 5644.0 5634.0 SM
175 SM509 20250708 5640.0 5686.0 ... 454696.44 5646.0 5648.0 SM
176 SM510 20250708 5626.0 5670.0 ... 36405.61 5632.0 5638.0 SM
177 SM511 20250708 5704.0 5748.0 ... 77016.53 5716.0 5716.0 SM
178 SM512 20250708 5710.0 5736.0 ... 8856.10 5704.0 5704.0 SM
179 SM601 20250708 5686.0 5730.0 ... 21102.79 5694.0 5696.0 SM
180 SM602 20250708 5692.0 5716.0 ... 22.85 5714.0 5704.0 SM
181 SM603 20250708 5738.0 5738.0 ... 8.59 5728.0 5708.0 SM
182 SM604 20250708 5736.0 5736.0 ... 2.87 5736.0 5720.0 SM
183 SM605 20250708 5722.0 5760.0 ... 263.57 5730.0 5734.0 SM
184 SM606 20250708 5766.0 5766.0 ... 5.76 5764.0 5748.0 SM
185 SR507 20250708 5772.0 5772.0 ... 431.58 5754.0 5769.0 SR
186 SR509 20250708 5764.0 5766.0 ... 789553.08 5744.0 5758.0 SR
187 SR511 20250708 5654.0 5661.0 ... 121185.10 5639.0 5651.0 SR
188 SR601 20250708 5610.0 5610.0 ... 90513.53 5589.0 5598.0 SR
189 SR603 20250708 5574.0 5581.0 ... 962.23 5562.0 5571.0 SR
190 SR605 20250708 5554.0 5559.0 ... 7462.91 5545.0 5549.0 SR
191 TA507 20250708 4800.0 4808.0 ... 3713.95 4786.0 4778.0 TA
192 TA508 20250708 4758.0 4766.0 ... 44175.25 4744.0 4750.0 TA
193 TA509 20250708 4720.0 4730.0 ... 2002040.93 4710.0 4704.0 TA
194 TA510 20250708 4692.0 4706.0 ... 67439.18 4688.0 4676.0 TA
195 TA511 20250708 4676.0 4694.0 ... 49846.13 4678.0 4662.0 TA
196 TA512 20250708 4664.0 4684.0 ... 8862.62 4670.0 4648.0 TA
197 TA601 20250708 4654.0 4678.0 ... 346084.03 4658.0 4632.0 TA
198 TA602 20250708 4660.0 4676.0 ... 46.62 4662.0 4634.0 TA
199 TA603 20250708 4664.0 4668.0 ... 93.12 4656.0 4638.0 TA
200 TA604 20250708 4666.0 4682.0 ... 28.01 4670.0 4638.0 TA
201 TA605 20250708 4662.0 4694.0 ... 3616.90 4670.0 4646.0 TA
202 TA606 20250708 4670.0 4688.0 ... 9.36 4680.0 4648.0 TA
203 UR507 20250708 1744.0 1754.0 ... 52.52 1751.0 1734.0 UR
204 UR508 20250708 1738.0 1761.0 ... 1819.29 1749.0 1746.0 UR
205 UR509 20250708 1745.0 1769.0 ... 678928.14 1755.0 1746.0 UR
206 UR510 20250708 1732.0 1755.0 ... 20017.08 1744.0 1733.0 UR
207 UR511 20250708 1738.0 1756.0 ... 22811.05 1747.0 1737.0 UR
208 UR512 20250708 1729.0 1739.0 ... 287.18 1730.0 1723.0 UR
209 UR601 20250708 1707.0 1729.0 ... 66183.29 1718.0 1710.0 UR
210 UR602 20250708 1702.0 1722.0 ... 367.03 1715.0 1707.0 UR
211 UR603 20250708 1732.0 1742.0 ... 83.40 1737.0 1727.0 UR
212 UR604 20250708 1729.0 1733.0 ... 62.35 1732.0 1722.0 UR
213 UR605 20250708 1711.0 1730.0 ... 2853.76 1721.0 1714.0 UR
214 UR606 20250708 1708.0 1722.0 ... 75.56 1717.0 1711.0 UR
215 WH507 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
216 WH509 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
217 WH511 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
218 WH601 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
219 WH603 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
220 WH605 20250708 0.0 0.0 ... 0.00 3198.0 3198.0 WH
221 ZC508 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
222 ZC509 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
223 ZC510 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
224 ZC511 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
225 ZC512 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
226 ZC601 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
227 ZC602 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC603 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC604 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC605 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC606 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC607 20250708 0.0 0.0 ... 0.00 801.4 801.4 ZC
[233 rows x 12 columns]
2025-07-09 18:26:38,824 - future_1d - INFO - ak.get_czce_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 a2507 20250708 4150.0 ... 4150.00 4156.00 A
1 a2509 20250708 4083.0 ... 4090.00 4091.00 A
2 a2511 20250708 4033.0 ... 4037.00 4040.00 A
3 a2601 20250708 4018.0 ... 4022.00 4022.00 A
4 a2603 20250708 4012.0 ... 4014.00 4014.00 A
5 a2605 20250708 4040.0 ... 4052.00 4049.00 A
6 b2507 20250708 0.0 ... 3550.00 3550.00 B
7 b2508 20250708 3507.0 ... 3515.00 3533.00 B
8 b2509 20250708 3568.0 ... 3571.00 3579.00 B
9 b2510 20250708 3615.0 ... 3614.00 3626.00 B
10 b2511 20250708 3624.0 ... 3635.00 3642.00 B
11 b2512 20250708 3660.0 ... 3656.00 3670.00 B
12 b2601 20250708 3645.0 ... 3643.00 3655.00 B
13 b2602 20250708 3617.0 ... 3619.00 3628.00 B
14 b2603 20250708 3541.0 ... 3540.00 3543.00 B
15 b2604 20250708 3443.0 ... 3445.00 3449.00 B
16 b2605 20250708 3380.0 ... 3377.00 3382.00 B
17 b2606 20250708 3377.0 ... 3373.00 3380.00 B
18 bb2509 20250708 153.4 ... 154.15 153.70 BB
19 bb2511 20250708 157.5 ... 158.00 156.65 BB
20 bb2601 20250708 156.5 ... 156.25 155.35 BB
21 bb2603 20250708 0.0 ... 165.75 164.80 BB
22 bb2605 20250708 0.0 ... 165.75 164.80 BB
23 bz2603 20250708 5900.0 ... 5922.00 5900.00 BZ
24 bz2604 20250708 5950.0 ... 5919.00 5900.00 BZ
25 bz2605 20250708 6050.0 ... 5924.00 5900.00 BZ
26 bz2606 20250708 5900.0 ... 5913.00 5900.00 BZ
27 c2507 20250708 2335.0 ... 2316.00 2335.00 C
28 c2509 20250708 2326.0 ... 2320.00 2337.00 C
29 c2511 20250708 2284.0 ... 2276.00 2292.00 C
30 c2601 20250708 2245.0 ... 2240.00 2257.00 C
31 c2603 20250708 2244.0 ... 2240.00 2255.00 C
32 c2605 20250708 2280.0 ... 2266.00 2289.00 C
33 cs2507 20250708 0.0 ... 2729.00 2729.00 CS
34 cs2509 20250708 2680.0 ... 2675.00 2692.00 CS
35 cs2511 20250708 2629.0 ... 2630.00 2642.00 CS
36 cs2601 20250708 2630.0 ... 2629.00 2642.00 CS
37 cs2603 20250708 2619.0 ... 2616.00 2627.00 CS
38 cs2605 20250708 2660.0 ... 2652.00 2669.00 CS
39 eb2507 20250708 0.0 ... 7499.00 7539.00 EB
40 eb2508 20250708 7356.0 ... 7334.00 7354.00 EB
41 eb2509 20250708 7275.0 ... 7241.00 7262.00 EB
42 eb2510 20250708 7191.0 ... 7157.00 7178.00 EB
43 eb2511 20250708 7107.0 ... 7087.00 7103.00 EB
44 eb2512 20250708 7069.0 ... 7050.00 7064.00 EB
45 eb2601 20250708 7061.0 ... 7048.00 7061.00 EB
46 eb2602 20250708 7099.0 ... 7062.00 7088.00 EB
47 eb2603 20250708 7093.0 ... 7082.00 7102.00 EB
48 eb2604 20250708 7085.0 ... 7069.00 7082.00 EB
49 eb2605 20250708 7081.0 ... 7056.00 7088.00 EB
50 eb2606 20250708 7080.0 ... 7060.00 7080.00 EB
51 eg2507 20250708 0.0 ... 4226.00 4226.00 EG
52 eg2508 20250708 4262.0 ... 4257.00 4266.00 EG
53 eg2509 20250708 4285.0 ... 4273.00 4282.00 EG
54 eg2510 20250708 4292.0 ... 4284.00 4290.00 EG
55 eg2511 20250708 4305.0 ... 4291.00 4298.00 EG
56 eg2512 20250708 4297.0 ... 4285.00 4308.00 EG
57 eg2601 20250708 4319.0 ... 4300.00 4314.00 EG
58 eg2602 20250708 4298.0 ... 4299.00 4319.00 EG
59 eg2603 20250708 4334.0 ... 4334.00 4318.00 EG
60 eg2604 20250708 0.0 ... 4330.00 4330.00 EG
61 eg2605 20250708 4326.0 ... 4331.00 4325.00 EG
62 eg2606 20250708 4329.0 ... 4329.00 4357.00 EG
63 fb2507 20250708 0.0 ... 1341.50 1341.50 FB
64 fb2508 20250708 1325.0 ... 1325.00 1331.00 FB
65 fb2509 20250708 1310.5 ... 1310.50 1309.00 FB
66 fb2510 20250708 1327.0 ... 1325.00 1327.50 FB
67 fb2511 20250708 1324.0 ... 1325.00 1325.00 FB
68 fb2512 20250708 1322.0 ... 1323.50 1324.00 FB
69 fb2601 20250708 1297.0 ... 1300.50 1306.00 FB
70 fb2602 20250708 0.0 ... 1290.50 1295.50 FB
71 fb2603 20250708 0.0 ... 1313.50 1313.50 FB
72 fb2604 20250708 0.0 ... 1310.50 1310.50 FB
73 fb2605 20250708 0.0 ... 1292.50 1292.50 FB
74 fb2606 20250708 0.0 ... 1292.50 1292.50 FB
75 i2507 20250708 0.0 ... 748.00 729.50 I
76 i2508 20250708 736.0 ... 736.50 737.00 I
77 i2509 20250708 731.0 ... 731.50 732.00 I
78 i2510 20250708 724.5 ... 725.50 725.50 I
79 i2511 20250708 718.5 ... 719.00 720.00 I
80 i2512 20250708 711.0 ... 712.00 713.00 I
81 i2601 20250708 708.0 ... 705.00 706.50 I
82 i2602 20250708 703.0 ... 702.00 704.50 I
83 i2603 20250708 698.5 ... 699.00 700.50 I
84 i2604 20250708 695.5 ... 695.00 696.50 I
85 i2605 20250708 687.5 ... 688.50 688.50 I
86 i2606 20250708 680.5 ... 682.50 683.50 I
87 j2507 20250708 0.0 ... 1304.50 1304.50 J
88 j2508 20250708 1381.5 ... 1392.50 1391.00 J
89 j2509 20250708 1417.0 ... 1421.50 1422.50 J
90 j2510 20250708 1428.0 ... 1433.00 1440.50 J
91 j2511 20250708 0.0 ... 1450.00 1450.00 J
92 j2512 20250708 1459.0 ... 1464.00 1452.00 J
93 j2601 20250708 1468.0 ... 1466.50 1464.00 J
94 j2602 20250708 0.0 ... 1481.50 1481.50 J
95 j2603 20250708 1506.0 ... 1505.00 1522.50 J
96 j2604 20250708 0.0 ... 1499.50 1499.50 J
97 j2605 20250708 1504.0 ... 1509.00 1504.50 J
98 j2606 20250708 0.0 ... 1528.00 1528.00 J
99 jd2507 20250708 2820.0 ... 2778.00 2814.00 JD
100 jd2508 20250708 3450.0 ... 3447.00 3491.00 JD
101 jd2509 20250708 3566.0 ... 3577.00 3609.00 JD
102 jd2510 20250708 3362.0 ... 3369.00 3375.00 JD
103 jd2511 20250708 3411.0 ... 3413.00 3420.00 JD
104 jd2512 20250708 3570.0 ... 3568.00 3575.00 JD
105 jd2601 20250708 3620.0 ... 3628.00 3629.00 JD
106 jd2602 20250708 3196.0 ... 3199.00 3197.00 JD
107 jd2603 20250708 3200.0 ... 3203.00 3203.00 JD
108 jd2604 20250708 3344.0 ... 3340.00 3336.00 JD
109 jd2605 20250708 3410.0 ... 3412.00 3404.00 JD
110 jd2606 20250708 3253.0 ... 3266.00 3258.00 JD
111 jm2507 20250708 822.0 ... 830.00 800.00 JM
112 jm2508 20250708 795.5 ... 798.00 793.50 JM
113 jm2509 20250708 832.0 ... 839.50 836.50 JM
114 jm2510 20250708 852.5 ... 856.50 854.50 JM
115 jm2511 20250708 867.0 ... 869.50 866.50 JM
116 jm2512 20250708 878.0 ... 880.00 878.50 JM
117 jm2601 20250708 885.0 ... 887.50 885.50 JM
118 jm2602 20250708 896.5 ... 896.00 896.00 JM
119 jm2603 20250708 899.0 ... 900.50 897.00 JM
120 jm2604 20250708 916.0 ... 914.00 908.50 JM
121 jm2605 20250708 918.5 ... 918.00 917.00 JM
122 jm2606 20250708 923.5 ... 928.50 926.50 JM
123 l2507 20250708 0.0 ... 7291.00 7291.00 L
124 l2508 20250708 7257.0 ... 7256.00 7257.00 L
125 l2509 20250708 7255.0 ... 7250.00 7250.00 L
126 l2510 20250708 7247.0 ... 7245.00 7241.00 L
127 l2511 20250708 7244.0 ... 7242.00 7240.00 L
128 l2512 20250708 7241.0 ... 7236.00 7233.00 L
129 l2601 20250708 7223.0 ... 7229.00 7220.00 L
130 l2602 20250708 7197.0 ... 7199.00 7210.00 L
131 l2603 20250708 7199.0 ... 7194.00 7214.00 L
132 l2604 20250708 7221.0 ... 7215.00 7291.00 L
133 l2605 20250708 7199.0 ... 7205.00 7201.00 L
134 l2606 20250708 7209.0 ... 7210.00 7215.00 L
135 lg2507 20250708 820.0 ... 819.50 823.00 LG
136 lg2509 20250708 785.0 ... 787.00 788.50 LG
137 lg2511 20250708 784.0 ... 784.00 784.00 LG
138 lg2601 20250708 783.0 ... 783.00 784.00 LG
139 lg2603 20250708 783.5 ... 785.00 786.50 LG
140 lg2605 20250708 787.5 ... 790.50 787.50 LG
141 lh2507 20250708 0.0 ... 13970.00 13970.00 LH
142 lh2509 20250708 14240.0 ... 14270.00 14255.00 LH
143 lh2511 20250708 13700.0 ... 13680.00 13720.00 LH
144 lh2601 20250708 13810.0 ... 13730.00 13800.00 LH
145 lh2603 20250708 12990.0 ... 12995.00 13000.00 LH
146 lh2605 20250708 13200.0 ... 13180.00 13180.00 LH
147 m2507 20250708 2808.0 ... 2802.00 2808.00 M
148 m2508 20250708 2913.0 ... 2919.00 2929.00 M
149 m2509 20250708 2935.0 ... 2938.00 2948.00 M
150 m2511 20250708 2973.0 ... 2975.00 2984.00 M
151 m2512 20250708 3011.0 ... 3012.00 3021.00 M
152 m2601 20250708 2988.0 ... 2990.00 3002.00 M
153 m2603 20250708 2855.0 ... 2856.00 2861.00 M
154 m2605 20250708 2710.0 ... 2706.00 2710.00 M
155 p2507 20250708 0.0 ... 8468.00 8468.00 P
156 p2508 20250708 8496.0 ... 8588.00 8470.00 P
157 p2509 20250708 8476.0 ... 8554.00 8446.00 P
158 p2510 20250708 8482.0 ... 8576.00 8452.00 P
159 p2511 20250708 8492.0 ... 8556.00 8450.00 P
160 p2512 20250708 8486.0 ... 8568.00 8450.00 P
161 p2601 20250708 8480.0 ... 8564.00 8454.00 P
162 p2602 20250708 8466.0 ... 8572.00 8446.00 P
163 p2603 20250708 8434.0 ... 8518.00 8416.00 P
164 p2604 20250708 8394.0 ... 8482.00 8374.00 P
165 p2605 20250708 8350.0 ... 8414.00 8324.00 P
166 p2606 20250708 8328.0 ... 8402.00 8312.00 P
167 pg2507 20250708 0.0 ... 4205.00 4205.00 PG
168 pg2508 20250708 4199.0 ... 4184.00 4179.00 PG
169 pg2509 20250708 4089.0 ... 4078.00 4078.00 PG
170 pg2510 20250708 4494.0 ... 4484.00 4477.00 PG
171 pg2511 20250708 4406.0 ... 4399.00 4393.00 PG
172 pg2512 20250708 4328.0 ... 4319.00 4315.00 PG
173 pg2601 20250708 4248.0 ... 4244.00 4232.00 PG
174 pg2602 20250708 4164.0 ... 4164.00 4158.00 PG
175 pg2603 20250708 4075.0 ... 4083.00 4072.00 PG
176 pg2604 20250708 4370.0 ... 4379.00 4369.00 PG
177 pg2605 20250708 4265.0 ... 4274.00 4267.00 PG
178 pg2606 20250708 4204.0 ... 4204.00 4205.00 PG
179 pp2507 20250708 7068.0 ... 7068.00 7051.00 PP
180 pp2508 20250708 7056.0 ... 7051.00 7057.00 PP
181 pp2509 20250708 7066.0 ... 7054.00 7059.00 PP
182 pp2510 20250708 7033.0 ... 7017.00 7030.00 PP
183 pp2511 20250708 7028.0 ... 7014.00 7028.00 PP
184 pp2512 20250708 7034.0 ... 7017.00 7030.00 PP
185 pp2601 20250708 7026.0 ... 7014.00 7023.00 PP
186 pp2602 20250708 0.0 ... 7015.00 7015.00 PP
187 pp2603 20250708 0.0 ... 7004.00 7004.00 PP
188 pp2604 20250708 7006.0 ... 7006.00 7015.00 PP
189 pp2605 20250708 7016.0 ... 7001.00 7009.00 PP
190 pp2606 20250708 7000.0 ... 7005.00 7011.00 PP
191 rr2507 20250708 0.0 ... 3578.00 3578.00 RR
192 rr2508 20250708 3594.0 ... 3587.00 3585.00 RR
193 rr2509 20250708 3597.0 ... 3595.00 3598.00 RR
194 rr2510 20250708 3610.0 ... 3608.00 3611.00 RR
195 rr2511 20250708 3605.0 ... 3605.00 3606.00 RR
196 rr2512 20250708 3596.0 ... 3596.00 3604.00 RR
197 rr2601 20250708 3603.0 ... 3598.00 3604.00 RR
198 rr2602 20250708 3617.0 ... 3610.00 3614.00 RR
199 rr2603 20250708 3611.0 ... 3611.00 3614.00 RR
200 rr2604 20250708 3625.0 ... 3622.00 3619.00 RR
201 rr2605 20250708 3615.0 ... 3614.00 3617.00 RR
202 rr2606 20250708 0.0 ... 3609.00 3609.00 RR
203 v2507 20250708 4821.0 ... 4812.00 4818.00 V
204 v2508 20250708 4856.0 ... 4848.00 4855.00 V
205 v2509 20250708 4882.0 ... 4886.00 4891.00 V
206 v2510 20250708 4919.0 ... 4915.00 4917.00 V
207 v2511 20250708 4950.0 ... 4944.00 4948.00 V
208 v2512 20250708 4966.0 ... 4969.00 4978.00 V
209 v2601 20250708 4995.0 ... 4991.00 4989.00 V
210 v2602 20250708 5003.0 ... 5013.00 5004.00 V
211 v2603 20250708 5035.0 ... 5035.00 5029.00 V
212 v2604 20250708 5181.0 ... 5177.00 5169.00 V
213 v2605 20250708 5190.0 ... 5198.00 5190.00 V
214 v2606 20250708 5204.0 ... 5209.00 5199.00 V
215 y2507 20250708 0.0 ... 8038.00 8038.00 Y
216 y2508 20250708 7884.0 ... 7884.00 7894.00 Y
217 y2509 20250708 7888.0 ... 7908.00 7896.00 Y
218 y2511 20250708 7920.0 ... 7930.00 7920.00 Y
219 y2512 20250708 7956.0 ... 7972.00 7956.00 Y
220 y2601 20250708 7902.0 ... 7910.00 7896.00 Y
221 y2603 20250708 7818.0 ... 7820.00 7800.00 Y
222 y2605 20250708 7604.0 ... 7612.00 7602.00 Y
[223 rows x 12 columns]
2025-07-09 18:26:39,534 - future_1d - INFO - ak.get_dce_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 IC2507 20250708 5863.600 ... 5952.600 5862.800 IC
1 IC2508 20250708 5804.400 ... 5897.200 5805.800 IC
2 IC2509 20250708 5743.200 ... 5848.000 5751.400 IC
3 IC2512 20250708 5634.000 ... 5726.000 5625.200 IC
4 IF2507 20250708 3942.000 ... 3983.000 3946.400 IF
5 IF2508 20250708 3927.400 ... 3966.200 3929.000 IF
6 IF2509 20250708 3921.200 ... 3959.200 3919.400 IF
7 IF2512 20250708 3884.000 ... 3923.400 3883.200 IF
8 IH2507 20250708 2715.800 ... 2733.400 2714.800 IH
9 IH2508 20250708 2708.400 ... 2729.400 2709.600 IH
10 IH2509 20250708 2710.600 ... 2728.800 2709.000 IH
11 IH2512 20250708 2710.200 ... 2728.600 2708.800 IH
12 IM2507 20250708 6265.000 ... 6369.800 6269.200 IM
13 IM2508 20250708 6190.400 ... 6297.800 6191.200 IM
14 IM2509 20250708 6114.200 ... 6226.200 6112.800 IM
15 IM2512 20250708 5931.200 ... 6040.200 5926.800 IM
16 T2509 20250708 109.105 ... 108.995 109.105 T
17 T2512 20250708 109.180 ... 109.075 109.190 T
18 T2603 20250708 109.125 ... 109.045 109.155 T
19 TF2509 20250708 106.210 ... 106.125 106.220 TF
20 TF2512 20250708 106.295 ... 106.225 106.305 TF
21 TF2603 20250708 106.355 ... 106.270 106.340 TF
22 TL2509 20250708 121.070 ... 120.860 121.190 TL
23 TL2512 20250708 120.940 ... 120.740 121.070 TL
24 TL2603 20250708 120.710 ... 120.560 120.880 TL
25 TS2509 20250708 102.492 ... 102.466 102.496 TS
26 TS2512 20250708 102.610 ... 102.582 102.618 TS
27 TS2603 20250708 102.720 ... 102.690 102.728 TS
[28 rows x 12 columns]
2025-07-09 18:26:39,703 - future_1d - INFO - ak.get_cffex_daily('2025-07-08') done
index symbol date ... settle pre_settle variety
0 0 CU2507 20250708 ... 79720 79720 CU
1 1 CU2508 20250708 ... 79480 79510 CU
2 2 CU2509 20250708 ... 79310 79290 CU
3 3 CU2510 20250708 ... 79040 79040 CU
4 4 CU2511 20250708 ... 78800 78820 CU
5 5 CU2512 20250708 ... 78630 78640 CU
6 6 CU2601 20250708 ... 78520 78480 CU
7 7 CU2602 20250708 ... 78360 78430 CU
8 8 CU2603 20250708 ... 78250 78350 CU
9 9 CU2604 20250708 ... 78280 78330 CU
10 10 CU2605 20250708 ... 78300 78370 CU
11 11 CU2606 20250708 ... 78440 78230 CU
12 12 BC2507 20250708 ... 70600 70600 BC
13 13 BC2508 20250708 ... 70690 70770 BC
14 14 BC2509 20250708 ... 70530 70590 BC
15 15 BC2510 20250708 ... 70980 70980 BC
16 16 BC2511 20250708 ... 71800 71800 BC
17 17 BC2512 20250708 ... 70700 70700 BC
18 18 BC2601 20250708 ... 70900 71130 BC
19 19 BC2602 20250708 ... 69410 69410 BC
20 20 BC2603 20250708 ... 69290 69290 BC
21 21 BC2604 20250708 ... 70800 70800 BC
22 22 BC2605 20250708 ... 70970 70970 BC
23 23 BC2606 20250708 ... 70490 70490 BC
24 24 AL2507 20250708 ... 20670 20670 AL
25 25 AL2508 20250708 ... 20495 20500 AL
26 26 AL2509 20250708 ... 20435 20425 AL
27 27 AL2510 20250708 ... 20360 20335 AL
28 28 AL2511 20250708 ... 20275 20225 AL
29 29 AL2512 20250708 ... 20185 20160 AL
30 30 AL2601 20250708 ... 20130 20075 AL
31 31 AL2602 20250708 ... 20125 20055 AL
32 32 AL2603 20250708 ... 20145 20055 AL
33 33 AL2604 20250708 ... 20140 20080 AL
34 34 AL2605 20250708 ... 20160 20095 AL
35 35 AL2606 20250708 ... 20165 20105 AL
36 36 ZN2507 20250708 ... 22020 22185 ZN
37 37 ZN2508 20250708 ... 22005 22185 ZN
38 38 ZN2509 20250708 ... 21910 22115 ZN
39 39 ZN2510 20250708 ... 21845 22050 ZN
40 40 ZN2511 20250708 ... 21785 21980 ZN
41 41 ZN2512 20250708 ... 21745 22020 ZN
42 42 ZN2601 20250708 ... 21710 21865 ZN
43 43 ZN2602 20250708 ... 21685 21975 ZN
44 44 ZN2603 20250708 ... 21705 21835 ZN
45 45 ZN2604 20250708 ... 21675 21780 ZN
46 46 ZN2605 20250708 ... 21660 21830 ZN
47 47 ZN2606 20250708 ... 21640 21800 ZN
48 48 PB2507 20250708 ... 17065 17140 PB
49 49 PB2508 20250708 ... 17115 17210 PB
50 50 PB2509 20250708 ... 17135 17220 PB
51 51 PB2510 20250708 ... 17130 17215 PB
52 52 PB2511 20250708 ... 17135 17205 PB
53 53 PB2512 20250708 ... 17150 17205 PB
54 54 PB2601 20250708 ... 17160 17160 PB
55 55 PB2602 20250708 ... 17140 17235 PB
56 56 PB2603 20250708 ... 17125 17190 PB
57 57 PB2604 20250708 ... 17140 17240 PB
58 58 PB2605 20250708 ... 17120 17230 PB
59 59 PB2606 20250708 ... 17115 17205 PB
60 60 NI2507 20250708 ... 120260 120990 NI
61 61 NI2508 20250708 ... 120590 121180 NI
62 62 NI2509 20250708 ... 120670 121230 NI
63 63 NI2510 20250708 ... 120790 121300 NI
64 64 NI2511 20250708 ... 121000 121490 NI
65 65 NI2512 20250708 ... 121160 121580 NI
66 66 NI2601 20250708 ... 121290 121800 NI
67 67 NI2602 20250708 ... 121530 121860 NI
68 68 NI2603 20250708 ... 121700 121940 NI
69 69 NI2604 20250708 ... 121890 122520 NI
70 70 NI2605 20250708 ... 122350 122830 NI
71 71 NI2606 20250708 ... 122370 122890 NI
72 72 SN2507 20250708 ... 264710 265940 SN
73 73 SN2508 20250708 ... 264240 265680 SN
74 74 SN2509 20250708 ... 264440 265560 SN
75 75 SN2510 20250708 ... 264220 265230 SN
76 76 SN2511 20250708 ... 264030 264030 SN
77 77 SN2512 20250708 ... 263910 263190 SN
78 78 SN2601 20250708 ... 263970 262930 SN
79 79 SN2602 20250708 ... 263730 262230 SN
80 80 SN2603 20250708 ... 264130 262980 SN
81 81 SN2604 20250708 ... 263550 262990 SN
82 82 SN2605 20250708 ... 263190 262960 SN
83 83 SN2606 20250708 ... 262100 265830 SN
84 84 AO2507 20250708 ... 3340 3187 AO
85 85 AO2508 20250708 ... 3143 3073 AO
86 86 AO2509 20250708 ... 3064 3026 AO
87 87 AO2510 20250708 ... 3021 2998 AO
88 88 AO2511 20250708 ... 3006 2988 AO
89 89 AO2512 20250708 ... 2996 2982 AO
90 90 AO2601 20250708 ... 2987 2971 AO
91 91 AO2602 20250708 ... 2990 2968 AO
92 92 AO2603 20250708 ... 2979 2962 AO
93 93 AO2604 20250708 ... 2978 2967 AO
94 94 AO2605 20250708 ... 2971 2958 AO
95 95 AO2606 20250708 ... 2971 2963 AO
96 96 AD2511 20250708 ... 19810 19760 AD
97 97 AD2512 20250708 ... 19740 19675 AD
98 98 AD2601 20250708 ... 19645 19615 AD
99 99 AD2602 20250708 ... 19665 19595 AD
100 100 AD2603 20250708 ... 19605 19465 AD
101 101 AD2604 20250708 ... 19670 19670 AD
102 102 AD2605 20250708 ... 19525 19455 AD
103 103 AD2606 20250708 ... 19495 19495 AD
104 104 AU2507 20250708 ... 772.88 770.7 AU
105 105 AU2508 20250708 ... 772.5 770.94 AU
106 106 AU2509 20250708 ... 771.42 771.38 AU
107 107 AU2510 20250708 ... 774.54 772.92 AU
108 108 AU2512 20250708 ... 776.36 774.38 AU
109 109 AU2602 20250708 ... 778.54 776.44 AU
110 110 AU2604 20250708 ... 780.96 778.1 AU
111 111 AU2606 20250708 ... 782.16 780.28 AU
112 112 AG2507 20250708 ... 8909 8881 AG
113 113 AG2508 20250708 ... 8883 8908 AG
114 114 AG2509 20250708 ... 8894 8917 AG
115 115 AG2510 20250708 ... 8917 8933 AG
116 116 AG2511 20250708 ... 8919 8939 AG
117 117 AG2512 20250708 ... 8934 8949 AG
118 118 AG2601 20250708 ... 8942 8963 AG
119 119 AG2602 20250708 ... 8958 8972 AG
120 120 AG2603 20250708 ... 8964 8979 AG
121 121 AG2604 20250708 ... 8986 8993 AG
122 122 AG2605 20250708 ... 8994 9001 AG
123 123 AG2606 20250708 ... 9006 9019 AG
124 124 RB2507 20250708 ... 3070 3082 RB
125 125 RB2508 20250708 ... 3026 3027 RB
126 126 RB2509 20250708 ... 3027 3032 RB
127 127 RB2510 20250708 ... 3061 3067 RB
128 128 RB2511 20250708 ... 3074 3080 RB
129 129 RB2512 20250708 ... 3088 3094 RB
130 130 RB2601 20250708 ... 3081 3086 RB
131 131 RB2602 20250708 ... 3070 3071 RB
132 132 RB2603 20250708 ... 3078 3077 RB
133 133 RB2604 20250708 ... 3078 3075 RB
134 134 RB2605 20250708 ... 3094 3094 RB
135 135 RB2606 20250708 ... 3097 3100 RB
136 136 WR2507 20250708 ... 3356 3356 WR
137 137 WR2508 20250708 ... 3378 3378 WR
138 138 WR2509 20250708 ... 3251 3251 WR
139 139 WR2510 20250708 ... 3306 3305 WR
140 140 WR2511 20250708 ... 3350 3365 WR
141 141 WR2512 20250708 ... 3362 3362 WR
142 142 WR2601 20250708 ... 3298 3245 WR
143 143 WR2602 20250708 ... 3396 3396 WR
144 144 WR2603 20250708 ... 3387 3387 WR
145 145 WR2604 20250708 ... 3392 3392 WR
146 146 WR2605 20250708 ... 3370 3370 WR
147 147 WR2606 20250708 ... 3321 3268 WR
148 148 HC2507 20250708 ... 3191 3195 HC
149 149 HC2508 20250708 ... 3199 3202 HC
150 150 HC2509 20250708 ... 3196 3205 HC
151 151 HC2510 20250708 ... 3187 3193 HC
152 152 HC2511 20250708 ... 3192 3198 HC
153 153 HC2512 20250708 ... 3193 3199 HC
154 154 HC2601 20250708 ... 3198 3201 HC
155 155 HC2602 20250708 ... 3203 3213 HC
156 156 HC2603 20250708 ... 3196 3210 HC
157 157 HC2604 20250708 ... 3207 3208 HC
158 158 HC2605 20250708 ... 3201 3203 HC
159 159 HC2606 20250708 ... 3215 3220 HC
160 160 SS2507 20250708 ... 12560 12525 SS
161 161 SS2508 20250708 ... 12725 12660 SS
162 162 SS2509 20250708 ... 12660 12610 SS
163 163 SS2510 20250708 ... 12650 12595 SS
164 164 SS2511 20250708 ... 12685 12620 SS
165 165 SS2512 20250708 ... 12705 12645 SS
166 166 SS2601 20250708 ... 12745 12685 SS
167 167 SS2602 20250708 ... 12790 12740 SS
168 168 SS2603 20250708 ... 12815 12770 SS
169 169 SS2604 20250708 ... 12855 12780 SS
170 170 SS2605 20250708 ... 12875 12820 SS
171 171 SS2606 20250708 ... 12920 12840 SS
172 172 SC2508 20250708 ... 509.9 501.3 SC
173 173 SC2509 20250708 ... 505 496.9 SC
174 174 SC2510 20250708 ... 497.6 490.6 SC
175 175 SC2511 20250708 ... 491.4 485.9 SC
176 176 SC2512 20250708 ... 487.2 482.5 SC
177 177 SC2601 20250708 ... 484.1 480.5 SC
178 178 SC2602 20250708 ... 477.5 478.5 SC
179 179 SC2603 20250708 ... 478 474.4 SC
180 180 SC2604 20250708 ... 475.6 473.4 SC
181 181 SC2605 20250708 ... 473.2 473.1 SC
182 182 SC2606 20250708 ... 474.7 470.9 SC
183 183 SC2607 20250708 ... 471.9 471.9 SC
184 184 SC2609 20250708 ... 472.4 468 SC
185 185 SC2612 20250708 ... 470.9 465.1 SC
186 186 SC2703 20250708 ... 466.9 466.2 SC
187 187 SC2706 20250708 ... 470.5 464.3 SC
188 188 SC2709 20250708 ... 464.9 464 SC
189 189 SC2712 20250708 ... 466.5 461 SC
190 190 SC2803 20250708 ... 465.3 461.5 SC
191 191 SC2806 20250708 ... 463.2 461.3 SC
192 192 LU2508 20250708 ... 3678 3617 LU
193 193 LU2509 20250708 ... 3662 3602 LU
194 194 LU2510 20250708 ... 3625 3573 LU
195 195 LU2511 20250708 ... 3588 3545 LU
196 196 LU2512 20250708 ... 3550 3501 LU
197 197 LU2601 20250708 ... 3527 3488 LU
198 198 LU2602 20250708 ... 3506 3475 LU
199 199 LU2603 20250708 ... 3489 3475 LU
200 200 LU2604 20250708 ... 3486 3425 LU
201 201 LU2605 20250708 ... 3463 3413 LU
202 202 LU2606 20250708 ... 3449 3398 LU
203 203 LU2607 20250708 ... 3445 3403 LU
204 204 FU2508 20250708 ... 2931 2906 FU
205 205 FU2509 20250708 ... 2967 2940 FU
206 206 FU2510 20250708 ... 2941 2907 FU
207 207 FU2511 20250708 ... 2907 2881 FU
208 208 FU2512 20250708 ... 2877 2848 FU
209 209 FU2601 20250708 ... 2865 2838 FU
210 210 FU2602 20250708 ... 2854 2829 FU
211 211 FU2603 20250708 ... 2836 2813 FU
212 212 FU2604 20250708 ... 2823 2797 FU
213 213 FU2605 20250708 ... 2808 2785 FU
214 214 FU2606 20250708 ... 2793 2775 FU
215 215 FU2607 20250708 ... 2778 2762 FU
216 216 BU2507 20250708 ... 3665 3615 BU
217 217 BU2508 20250708 ... 3620 3589 BU
218 218 BU2509 20250708 ... 3592 3562 BU
219 219 BU2510 20250708 ... 3541 3512 BU
220 220 BU2511 20250708 ... 3471 3444 BU
221 221 BU2512 20250708 ... 3393 3369 BU
222 222 BU2601 20250708 ... 3351 3328 BU
223 223 BU2602 20250708 ... 3345 3319 BU
224 224 BU2603 20250708 ... 3305 3305 BU
225 225 BU2604 20250708 ... 3320 3299 BU
226 226 BU2605 20250708 ... 3315 3288 BU
227 227 BU2606 20250708 ... 3299 3279 BU
228 228 BU2609 20250708 ... 3282 3270 BU
229 229 BU2612 20250708 ... 3243 3226 BU
230 230 BU2703 20250708 ... 3247 3223 BU
231 231 BU2706 20250708 ... 3240 3227 BU
232 232 BR2507 20250708 ... 11200 11160 BR
233 233 BR2508 20250708 ... 11205 11030 BR
234 234 BR2509 20250708 ... 11130 10965 BR
235 235 BR2510 20250708 ... 11100 10935 BR
236 236 BR2511 20250708 ... 11075 10920 BR
237 237 BR2512 20250708 ... 11045 10910 BR
238 238 BR2601 20250708 ... 11060 10920 BR
239 239 BR2602 20250708 ... 11045 10910 BR
240 240 BR2603 20250708 ... 11065 10900 BR
241 241 BR2604 20250708 ... 11015 10895 BR
242 242 BR2605 20250708 ... 11025 10925 BR
243 243 BR2606 20250708 ... 11010 10960 BR
244 244 RU2507 20250708 ... 13855 13845 RU
245 245 RU2508 20250708 ... 13940 13915 RU
246 246 RU2509 20250708 ... 13990 13935 RU
247 247 RU2510 20250708 ... 14040 13950 RU
248 248 RU2511 20250708 ... 14010 13955 RU
249 249 RU2601 20250708 ... 14860 14805 RU
250 250 RU2603 20250708 ... 14840 14820 RU
251 251 RU2604 20250708 ... 14845 14845 RU
252 252 RU2605 20250708 ... 14910 14870 RU
253 253 RU2606 20250708 ... 14950 14950 RU
254 254 NR2507 20250708 ... 11940 11960 NR
255 255 NR2508 20250708 ... 12045 12005 NR
256 256 NR2509 20250708 ... 12050 11995 NR
257 257 NR2510 20250708 ... 12055 12005 NR
258 258 NR2511 20250708 ... 12080 12005 NR
259 259 NR2512 20250708 ... 12105 12030 NR
260 260 NR2601 20250708 ... 12125 12055 NR
261 261 NR2602 20250708 ... 12170 12075 NR
262 262 NR2603 20250708 ... 12155 12070 NR
263 263 NR2604 20250708 ... 12175 12065 NR
264 264 NR2605 20250708 ... 12215 12105 NR
265 265 NR2606 20250708 ... 12260 12260 NR
266 266 SP2507 20250708 ... 5030 5044 SP
267 267 SP2508 20250708 ... 5050 5062 SP
268 268 SP2509 20250708 ... 5072 5080 SP
269 269 SP2510 20250708 ... 5088 5092 SP
270 270 SP2511 20250708 ... 5078 5080 SP
271 271 SP2512 20250708 ... 5078 5078 SP
272 272 SP2601 20250708 ... 5282 5284 SP
273 273 SP2602 20250708 ... 5238 5224 SP
274 274 SP2603 20250708 ... 5224 5222 SP
275 275 SP2604 20250708 ... 5232 5230 SP
276 276 SP2605 20250708 ... 5226 5226 SP
277 277 SP2606 20250708 ... 5234 5236 SP
278 278 EC2508 20250708 ... 1979 1872.2 EC
279 279 EC2510 20250708 ... 1387.7 1341.2 EC
280 280 EC2512 20250708 ... 1571.8 1518.9 EC
281 281 EC2602 20250708 ... 1356.5 1326.2 EC
282 282 EC2604 20250708 ... 1181.4 1163.3 EC
283 283 EC2606 20250708 ... 1333 1314.7 EC
284 284 SC_TAS2508 20250708 ... SC_TAS
285 285 SC_TAS2509 20250708 ... SC_TAS
286 286 SC_TAS2510 20250708 ... SC_TAS
287 287 SC_TAS2511 20250708 ... SC_TAS
[288 rows x 13 columns]
2025-07-09 18:26:39,797 - future_1d - INFO - ak.get_shfe_daily('2025-07-08') done
symbol date open ... settle pre_settle variety
0 PS2507 20250708 36465.0 ... 37535.0 36475.0 PS
1 PS2508 20250708 36505.0 ... 37390.0 35875.0 PS
2 PS2509 20250708 36395.0 ... 37220.0 35645.0 PS
3 PS2510 20250708 35855.0 ... 37130.0 35500.0 PS
4 PS2511 20250708 36100.0 ... 36950.0 35430.0 PS
5 PS2512 20250708 38600.0 ... 39675.0 37900.0 PS
6 PS2601 20250708 38310.0 ... 39670.0 37710.0 PS
7 PS2602 20250708 38025.0 ... 39890.0 37740.0 PS
8 PS2603 20250708 38010.0 ... 39660.0 37710.0 PS
9 PS2604 20250708 38020.0 ... 39050.0 37245.0 PS
10 PS2605 20250708 37955.0 ... 38930.0 37265.0 PS
11 PS2606 20250708 38950.0 ... 40130.0 38355.0 PS
13 SI2507 20250708 8010.0 ... 8035.0 8010.0 SI
14 SI2508 20250708 8050.0 ... 8170.0 8000.0 SI
15 SI2509 20250708 8060.0 ... 8195.0 7990.0 SI
16 SI2510 20250708 8025.0 ... 8195.0 7965.0 SI
17 SI2511 20250708 7990.0 ... 8130.0 7925.0 SI
18 SI2512 20250708 8270.0 ... 8460.0 8240.0 SI
19 SI2601 20250708 8235.0 ... 8415.0 8200.0 SI
20 SI2602 20250708 8245.0 ... 8425.0 8215.0 SI
21 SI2603 20250708 8210.0 ... 8440.0 8210.0 SI
22 SI2604 20250708 8235.0 ... 8450.0 8180.0 SI
23 SI2605 20250708 8270.0 ... 8390.0 8190.0 SI
24 SI2606 20250708 8240.0 ... 8365.0 8205.0 SI
27 LC2507 20250708 63820.0 ... 64320.0 63820.0 LC
28 LC2508 20250708 64280.0 ... 64600.0 63700.0 LC
29 LC2509 20250708 63860.0 ... 64300.0 63440.0 LC
30 LC2510 20250708 63620.0 ... 64180.0 63300.0 LC
31 LC2511 20250708 63480.0 ... 63940.0 63160.0 LC
32 LC2512 20250708 63740.0 ... 64160.0 63340.0 LC
33 LC2601 20250708 63500.0 ... 64200.0 63480.0 LC
34 LC2602 20250708 63760.0 ... 64200.0 63480.0 LC
35 LC2603 20250708 63780.0 ... 64200.0 63500.0 LC
36 LC2604 20250708 64220.0 ... 64540.0 63860.0 LC
37 LC2605 20250708 64120.0 ... 64600.0 63960.0 LC
38 LC2606 20250708 64260.0 ... 64620.0 63920.0 LC
[36 rows x 12 columns]
2025-07-09 18:26:39,909 - future_1d - INFO - ak.get_gfex_daily('2025-07-08') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250708 505.5 513.8 ... 7741069.04 509.9 501.3 SC
1 SC2509 20250708 502.7 508.4 ... 1711097.24 505 496.9 SC
2 SC2510 20250708 496 500.3 ... 366004.61 497.6 490.6 SC
3 SC2511 20250708 490.6 494.9 ... 50024.83 491.4 485.9 SC
4 SC2512 20250708 486.6 490.7 ... 50669.61 487.2 482.5 SC
5 SC2601 20250708 484.2 487.8 ... 26193.5 484.1 480.5 SC
6 SC2602 20250708 482.2 484.6 ... 13084.75 477.5 478.5 SC
7 SC2603 20250708 476.1 481.6 ... 1386.43 478 474.4 SC
8 SC2604 20250708 475.6 475.6 ... 95.12 475.6 473.4 SC
9 SC2605 20250708 ... 0 473.2 473.1 SC
10 SC2606 20250708 477 477 ... 664.64 474.7 470.9 SC
11 SC2607 20250708 ... 0 471.9 471.9 SC
12 SC2609 20250708 473.4 474.1 ... 141.74 472.4 468 SC
13 SC2612 20250708 468.3 473.8 ... 188.39 470.9 465.1 SC
14 SC2703 20250708 ... 0 466.9 466.2 SC
15 SC2706 20250708 473.5 473.5 ... 94.1 470.5 464.3 SC
16 SC2709 20250708 ... 0 464.9 464 SC
17 SC2712 20250708 466.5 466.5 ... 46.65 466.5 461 SC
18 SC2803 20250708 465.4 465.4 ... 139.6 465.3 461.5 SC
19 SC2806 20250708 463.8 463.9 ... 231.64 463.2 461.3 SC
21 LU2508 20250708 3663 3699 ... 8779.438 3678 3617 LU
22 LU2509 20250708 3637 3684 ... 309091.246 3662 3602 LU
23 LU2510 20250708 3610 3643 ... 92684.189 3625 3573 LU
24 LU2511 20250708 3578 3607 ... 3229.28 3588 3545 LU
25 LU2512 20250708 3547 3568 ... 191.752 3550 3501 LU
26 LU2601 20250708 3524 3537 ... 194.019 3527 3488 LU
27 LU2602 20250708 3503 3512 ... 10.519 3506 3475 LU
28 LU2603 20250708 3484 3498 ... 27.912 3489 3475 LU
29 LU2604 20250708 3485 3487 ... 13.944 3486 3425 LU
30 LU2605 20250708 3456 3470 ... 34.63 3463 3413 LU
31 LU2606 20250708 3450 3450 ... 17.247 3449 3398 LU
32 LU2607 20250708 3445 3445 ... 3.445 3445 3403 LU
34 NR2507 20250708 11980 12060 ... 2865.85 11940 11960 NR
35 NR2508 20250708 12030 12130 ... 671760.75 12045 12005 NR
36 NR2509 20250708 12055 12130 ... 394393.425 12050 11995 NR
37 NR2510 20250708 12045 12135 ... 71143.42 12055 12005 NR
38 NR2511 20250708 12050 12145 ... 10366.365 12080 12005 NR
39 NR2512 20250708 12110 12170 ... 5859.625 12105 12030 NR
40 NR2601 20250708 12120 12190 ... 10453.56 12125 12055 NR
41 NR2602 20250708 12170 12170 ... 24.34 12170 12075 NR
42 NR2603 20250708 12165 12165 ... 48.62 12155 12070 NR
43 NR2604 20250708 12155 12235 ... 60.875 12175 12065 NR
44 NR2605 20250708 12180 12255 ... 73.295 12215 12105 NR
45 NR2606 20250708 ... 0 12260 12260 NR
47 BC2507 20250708 70600 70600 ... 353 70600 70600 BC
48 BC2508 20250708 70660 70900 ... 102008.585 70690 70770 BC
49 BC2509 20250708 70490 70770 ... 7935.07 70530 70590 BC
50 BC2510 20250708 ... 0 70980 70980 BC
51 BC2511 20250708 ... 0 71800 71800 BC
52 BC2512 20250708 ... 0 70700 70700 BC
53 BC2601 20250708 ... 0 70900 71130 BC
54 BC2602 20250708 ... 0 69410 69410 BC
55 BC2603 20250708 ... 0 69290 69290 BC
56 BC2604 20250708 ... 0 70800 70800 BC
57 BC2605 20250708 ... 0 70970 70970 BC
58 BC2606 20250708 ... 0 70490 70490 BC
60 EC2508 20250708 1900 2038 ... 570605.501 1979 1872.2 EC
61 EC2510 20250708 1358 1414 ... 149230.498 1387.7 1341.2 EC
62 EC2512 20250708 1552.1 1611.3 ... 29338.399 1571.8 1518.9 EC
63 EC2602 20250708 1337.1 1380 ... 5019.276 1356.5 1326.2 EC
64 EC2604 20250708 1170 1195 ... 8057.382 1181.4 1163.3 EC
65 EC2606 20250708 1330 1344 ... 866.5095 1333 1314.7 EC
68 SC_TAS2508 20250708 ... SC_TAS
69 SC_TAS2509 20250708 ... SC_TAS
70 SC_TAS2510 20250708 ... SC_TAS
71 SC_TAS2511 20250708 ... SC_TAS
[66 rows x 12 columns]
2025-07-09 18:26:40,005 - future_1d - INFO - ak.get_ine_daily('2025-07-08') done
2025-07-09 18:26:41,740 - future_1d - INFO - save future_daily 2025-07-08 completed
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]
2025-07-09 18:26:47,003 - future_1d - INFO - ak.get_czce_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]
2025-07-09 18:26:47,630 - future_1d - INFO - ak.get_dce_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]
2025-07-09 18:26:47,802 - future_1d - INFO - ak.get_cffex_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]
2025-07-09 18:26:47,915 - future_1d - INFO - ak.get_shfe_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]
2025-07-09 18:26:48,035 - future_1d - INFO - ak.get_gfex_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]
2025-07-09 18:26:48,105 - future_1d - INFO - ak.get_ine_daily('2025-07-09') done
2025-07-09 18:26:49,852 - future_1d - INFO - save future_daily 2025-07-09 completed