182 pp2509 20250729 7139.00 ... 7147.00 7147.00 PP
183 pp2510 20250729 7125.00 ... 7137.00 7137.00 PP
184 pp2511 20250729 7134.00 ... 7145.00 7146.00 PP
185 pp2512 20250729 7151.00 ... 7150.00 7151.00 PP
186 pp2601 20250729 7140.00 ... 7157.00 7155.00 PP
187 pp2602 20250729 7141.00 ... 7130.00 7117.00 PP
188 pp2603 20250729 7139.00 ... 7130.00 7170.00 PP
189 pp2604 20250729 0.00 ... 7144.00 7144.00 PP
190 pp2605 20250729 7148.00 ... 7150.00 7158.00 PP
191 pp2606 20250729 7124.00 ... 7124.00 7111.00 PP
192 pp2607 20250729 7185.00 ... 7178.00 7150.00 PP
193 rr2508 20250729 3594.00 ... 3574.00 3591.00 RR
194 rr2509 20250729 3602.00 ... 3611.00 3606.00 RR
195 rr2510 20250729 3631.00 ... 3631.00 3630.00 RR
196 rr2511 20250729 3624.00 ... 3623.00 3620.00 RR
197 rr2512 20250729 0.00 ... 3629.00 3629.00 RR
198 rr2601 20250729 3629.00 ... 3625.00 3622.00 RR
199 rr2602 20250729 3626.00 ... 3626.00 3627.00 RR
200 rr2603 20250729 3634.00 ... 3634.00 3633.00 RR
201 rr2604 20250729 3626.00 ... 3629.00 3634.00 RR
202 rr2605 20250729 3626.00 ... 3626.00 3630.00 RR
203 rr2606 20250729 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250729 0.00 ... 3629.00 3617.00 RR
205 v2508 20250729 5124.00 ... 5137.00 5223.00 V
206 v2509 20250729 5150.00 ... 5161.00 5232.00 V
207 v2510 20250729 5182.00 ... 5194.00 5269.00 V
208 v2511 20250729 5220.00 ... 5227.00 5298.00 V
209 v2512 20250729 5254.00 ... 5250.00 5312.00 V
210 v2601 20250729 5280.00 ... 5290.00 5358.00 V
211 v2602 20250729 5323.00 ... 5321.00 5353.00 V
212 v2603 20250729 5323.00 ... 5320.00 5375.00 V
213 v2604 20250729 5505.00 ... 5521.00 5576.00 V
214 v2605 20250729 5543.00 ... 5557.00 5585.00 V
215 v2606 20250729 5556.00 ... 5569.00 5611.00 V
216 v2607 20250729 5560.00 ... 5574.00 5595.00 V
217 y2508 20250729 8218.00 ... 8188.00 8214.00 Y
218 y2509 20250729 8130.00 ... 8174.00 8114.00 Y
219 y2511 20250729 8120.00 ... 8176.00 8120.00 Y
220 y2512 20250729 8136.00 ... 8220.00 8112.00 Y
221 y2601 20250729 8086.00 ... 8138.00 8068.00 Y
222 y2603 20250729 7986.00 ... 8014.00 7958.00 Y
223 y2605 20250729 7750.00 ... 7784.00 7720.00 Y
224 y2607 20250729 7736.00 ... 7754.00 7700.00 Y
[225 rows x 12 columns]
2025-07-31 18:26:30,636 - future_1d - INFO - ak.get_dce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 SC2508 20250729 541.4 ... 540.2 532.6 SC
1 SC2509 20250729 510.3 ... 514.7 505.5 SC
2 SC2510 20250729 504.5 ... 507.8 500.1 SC
3 SC2511 20250729 500.2 ... 503.8 495.6 SC
4 SC2512 20250729 496 ... 500.5 492.9 SC
5 SC2601 20250729 494.8 ... 497.5 489.6 SC
6 SC2602 20250729 490 ... 495.1 487.7 SC
7 SC2603 20250729 487.9 ... 492.1 486.9 SC
8 SC2604 20250729 486.4 ... 490.9 483.6 SC
9 SC2605 20250729 488 ... 487.9 486.3 SC
10 SC2606 20250729 484.6 ... 488.5 482.3 SC
11 SC2607 20250729 480 ... 482.7 478.5 SC
12 SC2609 20250729 ... 483.2 474.9 SC
13 SC2612 20250729 479 ... 478.7 472.6 SC
14 SC2703 20250729 ... 473 473 SC
15 SC2706 20250729 474.6 ... 474.6 469.4 SC
16 SC2709 20250729 ... 470.9 467.5 SC
17 SC2712 20250729 474.9 ... 474.9 468.4 SC
18 SC2803 20250729 ... 466.3 466.3 SC
19 SC2806 20250729 468.2 ... 467.7 463.5 SC
21 LU2508 20250729 3498 ... 3498 3455 LU
22 LU2509 20250729 3571 ... 3615 3547 LU
23 LU2510 20250729 3570 ... 3620 3548 LU
24 LU2511 20250729 3555 ... 3608 3528 LU
25 LU2512 20250729 3533 ... 3574 3511 LU
26 LU2601 20250729 3505 ... 3546 3498 LU
27 LU2602 20250729 3526 ... 3530 3472 LU
28 LU2603 20250729 3487 ... 3512 3468 LU
29 LU2604 20250729 3485 ... 3507 3461 LU
30 LU2605 20250729 3484 ... 3504 3452 LU
31 LU2606 20250729 3465 ... 3492 3457 LU
32 LU2607 20250729 3465 ... 3483 3453 LU
34 NR2508 20250729 12740 ... 12605 12990 NR
35 NR2509 20250729 12810 ... 12665 12985 NR
36 NR2510 20250729 12800 ... 12665 12955 NR
37 NR2511 20250729 12800 ... 12665 12930 NR
38 NR2512 20250729 12845 ... 12665 13005 NR
39 NR2601 20250729 12865 ... 12750 13010 NR
40 NR2602 20250729 12840 ... 12840 13210 NR
41 NR2603 20250729 12645 ... 12665 13065 NR
42 NR2604 20250729 12725 ... 12760 13145 NR
43 NR2605 20250729 12925 ... 12790 12995 NR
44 NR2606 20250729 ... 13050 13140 NR
45 NR2607 20250729 ... 13020 13140 NR
47 BC2508 20250729 70290 ... 70050 70080 BC
48 BC2509 20250729 70250 ... 70130 70160 BC
49 BC2510 20250729 70400 ... 70180 70240 BC
50 BC2511 20250729 ... 69850 69850 BC
51 BC2512 20250729 70540 ... 70400 70620 BC
52 BC2601 20250729 ... 70020 70020 BC
53 BC2602 20250729 ... 70000 70000 BC
54 BC2603 20250729 ... 70000 70000 BC
55 BC2604 20250729 ... 70000 70000 BC
56 BC2605 20250729 ... 70000 70000 BC
57 BC2606 20250729 ... 69340 69340 BC
58 BC2607 20250729 ... 68670 68670 BC
60 EC2508 20250729 1858 ... 2105.6 2188.7 EC
61 EC2510 20250729 1486 ... 1475.4 1486.3 EC
62 EC2512 20250729 1760 ... 1734.5 1722.3 EC
63 EC2602 20250729 1545 ... 1522.7 1528.7 EC
64 EC2604 20250729 1369.9 ... 1366.2 1363 EC
65 EC2606 20250729 1503.8 ... 1501.8 1490.7 EC
68 SC_TAS2509 20250729 ... SC_TAS
69 SC_TAS2510 20250729 ... SC_TAS
70 SC_TAS2511 20250729 ... SC_TAS
[65 rows x 12 columns]
2025-07-31 18:26:30,694 - future_1d - INFO - ak.get_ine_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 IC2508 20250729 6258.800 ... 6298.000 6275.000 IC
1 IC2509 20250729 6211.000 ... 6241.600 6221.800 IC
2 IC2512 20250729 6081.400 ... 6101.200 6091.800 IC
3 IC2603 20250729 5960.000 ... 5973.800 5971.000 IC
4 IF2508 20250729 4123.000 ... 4145.400 4129.200 IF
5 IF2509 20250729 4112.000 ... 4134.600 4119.000 IF
6 IF2512 20250729 4086.000 ... 4102.000 4089.000 IF
7 IF2603 20250729 4045.000 ... 4069.000 4053.000 IF
8 IH2508 20250729 2800.000 ... 2812.400 2803.400 IH
9 IH2509 20250729 2801.000 ... 2812.200 2803.200 IH
10 IH2512 20250729 2803.200 ... 2813.800 2805.200 IH
11 IH2603 20250729 2803.200 ... 2814.200 2807.000 IH
12 IM2508 20250729 6668.400 ... 6705.400 6675.200 IM
13 IM2509 20250729 6583.000 ... 6633.000 6605.000 IM
14 IM2512 20250729 6412.200 ... 6443.200 6420.600 IM
15 IM2603 20250729 6244.600 ... 6277.000 6253.800 IM
16 T2509 20250729 108.320 ... 108.140 108.400 T
17 T2512 20250729 108.315 ... 108.120 108.395 T
18 T2603 20250729 108.385 ... 108.100 108.375 T
19 TF2509 20250729 105.670 ... 105.550 105.720 TF
20 TF2512 20250729 105.745 ... 105.610 105.775 TF
21 TF2603 20250729 105.810 ... 105.660 105.835 TF
22 TL2509 20250729 118.660 ... 117.890 118.800 TL
23 TL2512 20250729 118.300 ... 117.550 118.490 TL
24 TL2603 20250729 118.150 ... 117.320 118.280 TL
25 TS2509 20250729 102.362 ... 102.302 102.364 TS
26 TS2512 20250729 102.424 ... 102.372 102.438 TS
27 TS2603 20250729 102.500 ... 102.454 102.522 TS
[28 rows x 12 columns]
2025-07-31 18:26:31,025 - future_1d - INFO - ak.get_cffex_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 PS2508 20250729 49500.0 ... 50080.0 49000.0 PS
1 PS2509 20250729 49500.0 ... 50250.0 48965.0 PS
2 PS2510 20250729 49995.0 ... 50390.0 49060.0 PS
3 PS2511 20250729 49800.0 ... 50350.0 48830.0 PS
4 PS2512 20250729 51350.0 ... 52625.0 51080.0 PS
5 PS2601 20250729 52000.0 ... 52410.0 50980.0 PS
6 PS2602 20250729 51565.0 ... 52050.0 51030.0 PS
7 PS2603 20250729 51600.0 ... 52370.0 50780.0 PS
8 PS2604 20250729 52010.0 ... 52520.0 50685.0 PS
9 PS2605 20250729 51305.0 ... 52415.0 50455.0 PS
10 PS2606 20250729 52350.0 ... 53795.0 51745.0 PS
11 PS2607 20250729 52360.0 ... 53835.0 51515.0 PS
13 SI2508 20250729 8890.0 ... 8995.0 9125.0 SI
14 SI2509 20250729 8915.0 ... 9085.0 9135.0 SI
15 SI2510 20250729 8880.0 ... 9050.0 9090.0 SI
16 SI2511 20250729 8810.0 ... 9005.0 9045.0 SI
17 SI2512 20250729 9040.0 ... 9270.0 9285.0 SI
18 SI2601 20250729 9025.0 ... 9265.0 9245.0 SI
19 SI2602 20250729 8960.0 ... 9265.0 9150.0 SI
20 SI2603 20250729 8980.0 ... 9200.0 9165.0 SI
21 SI2604 20250729 8980.0 ... 9235.0 9160.0 SI
22 SI2605 20250729 8890.0 ... 9185.0 9185.0 SI
23 SI2606 20250729 8935.0 ... 9165.0 9125.0 SI
24 SI2607 20250729 8950.0 ... 9180.0 9115.0 SI
27 LC2508 20250729 70320.0 ... 70040.0 74160.0 LC
28 LC2509 20250729 70160.0 ... 70300.0 75280.0 LC
29 LC2510 20250729 70040.0 ... 69900.0 74340.0 LC
30 LC2511 20250729 70620.0 ... 69800.0 74120.0 LC
31 LC2512 20250729 70880.0 ... 69960.0 73660.0 LC
32 LC2601 20250729 72000.0 ... 69980.0 72980.0 LC
33 LC2602 20250729 70080.0 ... 69740.0 71060.0 LC
34 LC2603 20250729 69660.0 ... 69400.0 71620.0 LC
35 LC2604 20250729 70880.0 ... 69740.0 71780.0 LC
36 LC2605 20250729 69000.0 ... 69820.0 71540.0 LC
37 LC2606 20250729 69040.0 ... 69400.0 71460.0 LC
38 LC2607 20250729 68900.0 ... 69480.0 71240.0 LC
[36 rows x 12 columns]
2025-07-31 18:26:31,153 - future_1d - INFO - ak.get_gfex_daily('2025-07-29') done
2025-07-31 18:26:32,900 - future_1d - INFO - save future_daily 2025-07-29 completed
symbol date open ... settle pre_settle variety
0 AP510 20250730 7920.0 ... 7919.0 7940.0 AP
1 AP511 20250730 7740.0 ... 7723.0 7747.0 AP
2 AP512 20250730 7780.0 ... 7760.0 7745.0 AP
3 AP601 20250730 7817.0 ... 7818.0 7823.0 AP
4 AP603 20250730 7744.0 ... 7742.0 7742.0 AP
5 AP604 20250730 7794.0 ... 7773.0 7797.0 AP
6 AP605 20250730 7862.0 ... 7845.0 7854.0 AP
7 CF509 20250730 13900.0 ... 13825.0 14020.0 CF
8 CF511 20250730 13920.0 ... 13830.0 13980.0 CF
9 CF601 20250730 14000.0 ... 13925.0 14065.0 CF
10 CF603 20250730 13950.0 ... 13900.0 14030.0 CF
11 CF605 20250730 13950.0 ... 13870.0 13990.0 CF
12 CF607 20250730 13985.0 ... 13885.0 14000.0 CF
13 CJ509 20250730 9685.0 ... 9655.0 9675.0 CJ
14 CJ512 20250730 10685.0 ... 10640.0 10590.0 CJ
15 CJ601 20250730 10820.0 ... 10785.0 10735.0 CJ
16 CJ603 20250730 10885.0 ... 10870.0 10805.0 CJ
17 CJ605 20250730 11005.0 ... 11015.0 10935.0 CJ
18 CJ607 20250730 11130.0 ... 11125.0 11040.0 CJ
19 CY508 20250730 0.0 ... 20165.0 20165.0 CY
20 CY509 20250730 19960.0 ... 19920.0 20140.0 CY
21 CY510 20250730 0.0 ... 20030.0 20030.0 CY
22 CY511 20250730 0.0 ... 19880.0 20025.0 CY
23 CY512 20250730 19730.0 ... 19715.0 19755.0 CY
24 CY601 20250730 19960.0 ... 19820.0 20055.0 CY
25 CY602 20250730 0.0 ... 20055.0 20055.0 CY
26 CY603 20250730 20565.0 ... 20330.0 20305.0 CY
27 CY604 20250730 0.0 ... 20040.0 20040.0 CY
28 CY605 20250730 20135.0 ... 20105.0 20130.0 CY
29 CY606 20250730 0.0 ... 20010.0 20010.0 CY
30 CY607 20250730 20395.0 ... 20260.0 20335.0 CY
31 FG508 20250730 1177.0 ... 1213.0 1175.0 FG
32 FG509 20250730 1187.0 ... 1217.0 1182.0 FG
33 FG510 20250730 1250.0 ... 1284.0 1241.0 FG
34 FG511 20250730 1248.0 ... 1281.0 1232.0 FG
35 FG512 20250730 1322.0 ... 1353.0 1305.0 FG
36 FG601 20250730 1315.0 ... 1346.0 1294.0 FG
37 FG602 20250730 1338.0 ... 1366.0 1320.0 FG
38 FG603 20250730 1342.0 ... 1365.0 1317.0 FG
39 FG604 20250730 1367.0 ... 1400.0 1351.0 FG
40 FG605 20250730 1366.0 ... 1404.0 1340.0 FG
41 FG606 20250730 1387.0 ... 1417.0 1351.0 FG
42 FG607 20250730 1377.0 ... 1408.0 1346.0 FG
43 JR509 20250730 0.0 ... 2662.0 2662.0 JR
44 JR511 20250730 0.0 ... 2662.0 2662.0 JR
45 JR601 20250730 0.0 ... 2662.0 2662.0 JR
46 JR603 20250730 0.0 ... 2662.0 2662.0 JR
47 JR605 20250730 0.0 ... 2662.0 2662.0 JR
48 JR607 20250730 0.0 ... 2662.0 2662.0 JR
49 LR509 20250730 0.0 ... 2360.0 2360.0 LR
50 LR511 20250730 0.0 ... 2360.0 2360.0 LR
51 LR601 20250730 0.0 ... 2360.0 2360.0 LR
52 MA508 20250730 2414.0 ... 2382.0 2378.0 MA
53 MA509 20250730 2435.0 ... 2432.0 2417.0 MA
54 MA510 20250730 2463.0 ... 2460.0 2447.0 MA
55 MA511 20250730 2480.0 ... 2483.0 2471.0 MA
56 MA512 20250730 2512.0 ... 2511.0 2497.0 MA
57 MA601 20250730 2520.0 ... 2522.0 2507.0 MA
58 MA602 20250730 2516.0 ... 2517.0 2506.0 MA
59 MA603 20250730 2514.0 ... 2510.0 2485.0 MA
60 MA604 20250730 2493.0 ... 2491.0 2467.0 MA
61 MA605 20250730 2453.0 ... 2459.0 2442.0 MA
62 MA606 20250730 2475.0 ... 2470.0 2449.0 MA
63 MA607 20250730 2456.0 ... 2453.0 2438.0 MA
64 OI509 20250730 9506.0 ... 9571.0 9464.0 OI
65 OI511 20250730 9501.0 ... 9560.0 9447.0 OI
66 OI601 20250730 9456.0 ... 9515.0 9411.0 OI
67 OI603 20250730 9418.0 ... 9446.0 9373.0 OI
68 OI605 20250730 9342.0 ... 9375.0 9321.0 OI
69 OI607 20250730 9338.0 ... 9366.0 9312.0 OI
70 PF508 20250730 6494.0 ... 6500.0 6494.0 PF
71 PF509 20250730 6514.0 ... 6528.0 6502.0 PF
72 PF510 20250730 6560.0 ... 6584.0 6552.0 PF
73 PF511 20250730 6542.0 ... 6580.0 6542.0 PF
74 PF512 20250730 6532.0 ... 6560.0 6530.0 PF
75 PF601 20250730 6538.0 ... 6570.0 6532.0 PF
76 PF602 20250730 6570.0 ... 6582.0 6532.0 PF
77 PF603 20250730 0.0 ... 6556.0 6538.0 PF
78 PF604 20250730 0.0 ... 6560.0 6532.0 PF
79 PF605 20250730 6614.0 ... 6614.0 6576.0 PF
80 PF606 20250730 6594.0 ... 6594.0 6564.0 PF
81 PF607 20250730 0.0 ... 6604.0 6592.0 PF
82 PK510 20250730 8112.0 ... 8114.0 8090.0 PK
83 PK511 20250730 8010.0 ... 7996.0 7992.0 PK
84 PK512 20250730 8018.0 ... 8010.0 7990.0 PK
85 PK601 20250730 8022.0 ... 8030.0 8014.0 PK
86 PK603 20250730 8042.0 ... 8036.0 8018.0 PK
87 PK604 20250730 8064.0 ... 8034.0 8020.0 PK
88 PK605 20250730 8046.0 ... 8034.0 8020.0 PK
89 PL601 20250730 6598.0 ... 6587.0 6575.0 PL
90 PL602 20250730 6635.0 ... 6641.0 6638.0 PL
91 PL603 20250730 6575.0 ... 6570.0 6566.0 PL
92 PL604 20250730 6610.0 ... 6602.0 6573.0 PL
93 PL605 20250730 6537.0 ... 6516.0 6509.0 PL
94 PL606 20250730 0.0 ... 6589.0 6589.0 PL
95 PL607 20250730 0.0 ... 6593.0 6593.0 PL
96 PM509 20250730 0.0 ... 3122.0 3122.0 PM
97 PM511 20250730 0.0 ... 3122.0 3122.0 PM
98 PM601 20250730 0.0 ... 3122.0 3122.0 PM
99 PM603 20250730 0.0 ... 3122.0 3122.0 PM
100 PM605 20250730 0.0 ... 3122.0 3122.0 PM
101 PM607 20250730 0.0 ... 3122.0 3122.0 PM
102 PR508 20250730 6028.0 ... 6006.0 6010.0 PR
103 PR509 20250730 6018.0 ... 6036.0 6014.0 PR
104 PR510 20250730 6028.0 ... 6050.0 6032.0 PR
105 PR511 20250730 6020.0 ... 6040.0 6016.0 PR
106 PR512 20250730 6036.0 ... 6040.0 6030.0 PR
107 PR601 20250730 6032.0 ... 6046.0 6018.0 PR
108 PR602 20250730 0.0 ... 6052.0 6052.0 PR
109 PR603 20250730 0.0 ... 6044.0 6044.0 PR
110 PR604 20250730 6090.0 ... 6090.0 6058.0 PR
111 PR605 20250730 6078.0 ... 6084.0 6050.0 PR
112 PR606 20250730 6092.0 ... 6068.0 6020.0 PR
113 PR607 20250730 0.0 ... 6056.0 6026.0 PR
114 PX508 20250730 6872.0 ... 6934.0 6846.0 PX
115 PX509 20250730 6950.0 ... 6990.0 6938.0 PX
116 PX510 20250730 6934.0 ... 6966.0 6906.0 PX
117 PX511 20250730 6892.0 ... 6924.0 6868.0 PX
118 PX512 20250730 6880.0 ... 6914.0 6866.0 PX
119 PX601 20250730 6856.0 ... 6890.0 6834.0 PX
120 PX602 20250730 0.0 ... 6858.0 6822.0 PX
121 PX603 20250730 0.0 ... 6846.0 6824.0 PX
122 PX604 20250730 0.0 ... 6832.0 6784.0 PX
123 PX605 20250730 6816.0 ... 6848.0 6786.0 PX
124 PX606 20250730 6836.0 ... 6852.0 6804.0 PX
125 PX607 20250730 6858.0 ... 6862.0 6824.0 PX
126 RI509 20250730 0.0 ... 2479.0 2479.0 RI
127 RI511 20250730 0.0 ... 2479.0 2479.0 RI
128 RI601 20250730 0.0 ... 2479.0 2479.0 RI
129 RI603 20250730 0.0 ... 2479.0 2479.0 RI
130 RI605 20250730 0.0 ... 2479.0 2479.0 RI
131 RI607 20250730 0.0 ... 2479.0 2479.0 RI
132 RM508 20250730 2654.0 ... 2685.0 2642.0 RM
133 RM509 20250730 2661.0 ... 2703.0 2640.0 RM
134 RM511 20250730 2507.0 ... 2546.0 2498.0 RM
135 RM601 20250730 2383.0 ... 2409.0 2381.0 RM
136 RM603 20250730 2369.0 ... 2393.0 2365.0 RM
137 RM605 20250730 2371.0 ... 2380.0 2369.0 RM
138 RM607 20250730 2359.0 ... 2365.0 2356.0 RM
139 RS508 20250730 0.0 ... 5076.0 5056.0 RS
140 RS509 20250730 5139.0 ... 5159.0 5139.0 RS
141 RS511 20250730 5248.0 ... 5285.0 5217.0 RS
142 RS607 20250730 5329.0 ... 5291.0 5264.0 RS
143 SA508 20250730 1302.0 ... 1321.0 1289.0 SA
144 SA509 20250730 1318.0 ... 1333.0 1305.0 SA
145 SA510 20250730 1350.0 ... 1374.0 1335.0 SA
146 SA511 20250730 1363.0 ... 1384.0 1346.0 SA
147 SA512 20250730 1403.0 ... 1423.0 1381.0 SA
148 SA601 20250730 1410.0 ... 1425.0 1388.0 SA
149 SA602 20250730 1413.0 ... 1426.0 1392.0 SA
150 SA603 20250730 1411.0 ... 1433.0 1389.0 SA
151 SA604 20250730 1434.0 ... 1468.0 1420.0 SA
152 SA605 20250730 1446.0 ... 1473.0 1422.0 SA
153 SA606 20250730 1455.0 ... 1474.0 1421.0 SA
154 SA607 20250730 1434.0 ... 1459.0 1411.0 SA
155 SF508 20250730 6212.0 ... 6076.0 5944.0 SF
156 SF509 20250730 6256.0 ... 6100.0 5962.0 SF
157 SF510 20250730 6222.0 ... 6082.0 5940.0 SF
158 SF511 20250730 6372.0 ... 6248.0 6110.0 SF
159 SF512 20250730 6350.0 ... 6246.0 6092.0 SF
160 SF601 20250730 6372.0 ... 6228.0 6092.0 SF
161 SF602 20250730 6244.0 ... 6172.0 6026.0 SF
162 SF603 20250730 6388.0 ... 6256.0 6128.0 SF
163 SF604 20250730 6374.0 ... 6230.0 6152.0 SF
164 SF605 20250730 6342.0 ... 6262.0 6110.0 SF
165 SF606 20250730 6300.0 ... 6192.0 6050.0 SF
166 SF607 20250730 6388.0 ... 6266.0 6170.0 SF
167 SH508 20250730 2544.0 ... 2513.0 2542.0 SH
168 SH509 20250730 2642.0 ... 2622.0 2610.0 SH
169 SH510 20250730 2686.0 ... 2676.0 2656.0 SH
170 SH511 20250730 2662.0 ... 2658.0 2633.0 SH
171 SH512 20250730 2670.0 ... 2670.0 2647.0 SH
172 SH601 20250730 2662.0 ... 2663.0 2638.0 SH
173 SH602 20250730 2682.0 ... 2689.0 2662.0 SH
174 SH603 20250730 2684.0 ... 2693.0 2662.0 SH
175 SH604 20250730 2732.0 ... 2721.0 2698.0 SH
176 SH605 20250730 2722.0 ... 2727.0 2706.0 SH
177 SH606 20250730 2742.0 ... 2738.0 2703.0 SH
178 SH607 20250730 0.0 ... 2697.0 2697.0 SH
179 SM508 20250730 6308.0 ... 6206.0 6146.0 SM
180 SM509 20250730 6356.0 ... 6222.0 6142.0 SM
181 SM510 20250730 6350.0 ... 6222.0 6144.0 SM
182 SM511 20250730 6398.0 ... 6294.0 6210.0 SM
183 SM512 20250730 6424.0 ... 6302.0 6222.0 SM
184 SM601 20250730 6430.0 ... 6302.0 6214.0 SM
185 SM602 20250730 6440.0 ... 6300.0 6222.0 SM
186 SM603 20250730 6406.0 ... 6314.0 6190.0 SM
187 SM604 20250730 6398.0 ... 6328.0 6214.0 SM
188 SM605 20250730 6460.0 ... 6326.0 6236.0 SM
189 SM606 20250730 6462.0 ... 6328.0 6250.0 SM
190 SM607 20250730 6438.0 ... 6306.0 6256.0 SM
191 SR509 20250730 5860.0 ... 5839.0 5858.0 SR
192 SR511 20250730 5772.0 ... 5751.0 5763.0 SR
193 SR601 20250730 5726.0 ... 5709.0 5718.0 SR
194 SR603 20250730 5697.0 ... 5676.0 5682.0 SR
195 SR605 20250730 5663.0 ... 5650.0 5653.0 SR
196 SR607 20250730 5651.0 ... 5636.0 5644.0 SR
197 TA508 20250730 4844.0 ... 4846.0 4820.0 TA
198 TA509 20250730 4854.0 ... 4870.0 4836.0 TA
199 TA510 20250730 4854.0 ... 4872.0 4838.0 TA
200 TA511 20250730 4840.0 ... 4858.0 4836.0 TA
201 TA512 20250730 4834.0 ... 4858.0 4832.0 TA
202 TA601 20250730 4844.0 ... 4868.0 4832.0 TA
203 TA602 20250730 4848.0 ... 4862.0 4824.0 TA
204 TA603 20250730 4862.0 ... 4866.0 4822.0 TA
205 TA604 20250730 4864.0 ... 4882.0 4818.0 TA
206 TA605 20250730 4848.0 ... 4884.0 4842.0 TA
207 TA606 20250730 4882.0 ... 4886.0 4858.0 TA
208 TA607 20250730 4872.0 ... 4882.0 4864.0 TA
209 UR508 20250730 1755.0 ... 1745.0 1738.0 UR
210 UR509 20250730 1764.0 ... 1749.0 1739.0 UR
211 UR510 20250730 1758.0 ... 1752.0 1743.0 UR
212 UR511 20250730 1797.0 ... 1780.0 1768.0 UR
213 UR512 20250730 1784.0 ... 1774.0 1761.0 UR
214 UR601 20250730 1791.0 ... 1777.0 1760.0 UR
215 UR602 20250730 1782.0 ... 1768.0 1756.0 UR
216 UR603 20250730 1810.0 ... 1801.0 1782.0 UR
217 UR604 20250730 1803.0 ... 1801.0 1782.0 UR
218 UR605 20250730 1815.0 ... 1806.0 1786.0 UR
219 UR606 20250730 1816.0 ... 1801.0 1782.0 UR
220 UR607 20250730 1815.0 ... 1805.0 1791.0 UR
221 WH509 20250730 0.0 ... 3198.0 3198.0 WH
222 WH511 20250730 0.0 ... 3198.0 3198.0 WH
223 WH601 20250730 0.0 ... 3198.0 3198.0 WH
224 WH603 20250730 0.0 ... 3198.0 3198.0 WH
225 WH605 20250730 0.0 ... 3198.0 3198.0 WH
226 WH607 20250730 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250730 0.0 ... 801.4 801.4 ZC
228 ZC509 20250730 0.0 ... 801.4 801.4 ZC
229 ZC510 20250730 0.0 ... 801.4 801.4 ZC
230 ZC511 20250730 0.0 ... 801.4 801.4 ZC
231 ZC512 20250730 0.0 ... 801.4 801.4 ZC
232 ZC601 20250730 0.0 ... 801.4 801.4 ZC
233 ZC602 20250730 0.0 ... 801.4 801.4 ZC
234 ZC603 20250730 0.0 ... 801.4 801.4 ZC
235 ZC604 20250730 0.0 ... 801.4 801.4 ZC
236 ZC605 20250730 0.0 ... 801.4 801.4 ZC
237 ZC606 20250730 0.0 ... 801.4 801.4 ZC
238 ZC607 20250730 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-31 18:26:41,808 - future_1d - INFO - ak.get_czce_daily('2025-07-30') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250730 ... 79060 78920 CU
1 1 CU2509 20250730 ... 79070 78980 CU
2 2 CU2510 20250730 ... 79090 78990 CU
3 3 CU2511 20250730 ... 79040 78940 CU
4 4 CU2512 20250730 ... 78980 78890 CU
5 5 CU2601 20250730 ... 78940 78830 CU
6 6 CU2602 20250730 ... 78910 78750 CU
7 7 CU2603 20250730 ... 78910 78710 CU
8 8 CU2604 20250730 ... 78950 78750 CU
9 9 CU2605 20250730 ... 78960 78800 CU
10 10 CU2606 20250730 ... 78930 78790 CU
11 11 CU2607 20250730 ... 79000 78810 CU
12 12 BC2508 20250730 ... 70080 70050 BC
13 13 BC2509 20250730 ... 70230 70130 BC
14 14 BC2510 20250730 ... 70310 70180 BC
15 15 BC2511 20250730 ... 69850 69850 BC
16 16 BC2512 20250730 ... 70400 70400 BC
17 17 BC2601 20250730 ... 70020 70020 BC
18 18 BC2602 20250730 ... 70000 70000 BC
19 19 BC2603 20250730 ... 70000 70000 BC
20 20 BC2604 20250730 ... 70000 70000 BC
21 21 BC2605 20250730 ... 70000 70000 BC
22 22 BC2606 20250730 ... 69340 69340 BC
23 23 BC2607 20250730 ... 68670 68670 BC
24 24 AL2508 20250730 ... 20650 20650 AL
25 25 AL2509 20250730 ... 20620 20625 AL
26 26 AL2510 20250730 ... 20600 20590 AL
27 27 AL2511 20250730 ... 20555 20540 AL
28 28 AL2512 20250730 ... 20500 20480 AL
29 29 AL2601 20250730 ... 20475 20450 AL
30 30 AL2602 20250730 ... 20480 20460 AL
31 31 AL2603 20250730 ... 20495 20475 AL
32 32 AL2604 20250730 ... 20520 20490 AL
33 33 AL2605 20250730 ... 20530 20490 AL
34 34 AL2606 20250730 ... 20550 20515 AL
35 35 AL2607 20250730 ... 20570 20525 AL
36 36 ZN2508 20250730 ... 22650 22625 ZN
37 37 ZN2509 20250730 ... 22690 22660 ZN
38 38 ZN2510 20250730 ... 22715 22665 ZN
39 39 ZN2511 20250730 ... 22725 22650 ZN
40 40 ZN2512 20250730 ... 22685 22600 ZN
41 41 ZN2601 20250730 ... 22655 22555 ZN
42 42 ZN2602 20250730 ... 22645 22545 ZN
43 43 ZN2603 20250730 ... 22695 22495 ZN
44 44 ZN2604 20250730 ... 22665 22590 ZN
45 45 ZN2605 20250730 ... 22660 22595 ZN
46 46 ZN2606 20250730 ... 22665 22550 ZN
47 47 ZN2607 20250730 ... 22660 22525 ZN
48 48 PB2508 20250730 ... 16860 16920 PB
49 49 PB2509 20250730 ... 16880 16945 PB
50 50 PB2510 20250730 ... 16900 16965 PB
51 51 PB2511 20250730 ... 16925 16990 PB
52 52 PB2512 20250730 ... 16945 17010 PB
53 53 PB2601 20250730 ... 16970 17000 PB
54 54 PB2602 20250730 ... 17070 17090 PB
55 55 PB2603 20250730 ... 17055 17110 PB
56 56 PB2604 20250730 ... 17095 17095 PB
57 57 PB2605 20250730 ... 17090 17150 PB
58 58 PB2606 20250730 ... 17100 17100 PB
59 59 PB2607 20250730 ... 17090 17160 PB
60 60 NI2508 20250730 ... 121710 121700 NI
61 61 NI2509 20250730 ... 122020 121900 NI
62 62 NI2510 20250730 ... 122110 121990 NI
63 63 NI2511 20250730 ... 122350 122240 NI
64 64 NI2512 20250730 ... 122490 122430 NI
65 65 NI2601 20250730 ... 122800 122690 NI
66 66 NI2602 20250730 ... 122960 122770 NI
67 67 NI2603 20250730 ... 123030 123040 NI
68 68 NI2604 20250730 ... 123260 123060 NI
69 69 NI2605 20250730 ... 123690 123420 NI
70 70 NI2606 20250730 ... 123560 123670 NI
71 71 NI2607 20250730 ... 124140 123840 NI
72 72 SN2508 20250730 ... 267430 267300 SN
73 73 SN2509 20250730 ... 267740 267360 SN
74 74 SN2510 20250730 ... 268060 267290 SN
75 75 SN2511 20250730 ... 267960 267050 SN
76 76 SN2512 20250730 ... 267930 267110 SN
77 77 SN2601 20250730 ... 268080 267390 SN
78 78 SN2602 20250730 ... 268000 267150 SN
79 79 SN2603 20250730 ... 268640 267340 SN
80 80 SN2604 20250730 ... 269260 267850 SN
81 81 SN2605 20250730 ... 268890 267880 SN
82 82 SN2606 20250730 ... 268100 267960 SN
83 83 SN2607 20250730 ... 268480 268480 SN
84 84 AO2508 20250730 ... 3360 3274 AO
85 85 AO2509 20250730 ... 3358 3272 AO
86 86 AO2510 20250730 ... 3324 3255 AO
87 87 AO2511 20250730 ... 3320 3253 AO
88 88 AO2512 20250730 ... 3321 3249 AO
89 89 AO2601 20250730 ... 3324 3246 AO
90 90 AO2602 20250730 ... 3320 3237 AO
91 91 AO2603 20250730 ... 3317 3237 AO
92 92 AO2604 20250730 ... 3312 3235 AO
93 93 AO2605 20250730 ... 3311 3233 AO
94 94 AO2606 20250730 ... 3293 3228 AO
95 95 AO2607 20250730 ... 3303 3226 AO
96 96 AD2511 20250730 ... 20035 20040 AD
97 97 AD2512 20250730 ... 20045 20020 AD
98 98 AD2601 20250730 ... 19945 19955 AD
99 99 AD2602 20250730 ... 19915 19930 AD
100 100 AD2603 20250730 ... 19850 19880 AD
101 101 AD2604 20250730 ... 19890 19890 AD
102 102 AD2605 20250730 ... 19755 19960 AD
103 103 AD2606 20250730 ... 19695 19695 AD
104 104 AD2607 20250730 ... 19830 19790 AD
105 105 AU2508 20250730 ... 770.38 768 AU
106 106 AU2509 20250730 ... 772.04 768.88 AU
107 107 AU2510 20250730 ... 773.12 770.56 AU
108 108 AU2512 20250730 ... 775.34 772.84 AU
109 109 AU2602 20250730 ... 777.5 774.98 AU
110 110 AU2604 20250730 ... 779.62 777.02 AU
111 111 AU2606 20250730 ... 781.98 779.48 AU
112 112 AU2608 20250730 ... 784.3 781.96 AU
113 113 AG2508 20250730 ... 9183 9168 AG
114 114 AG2509 20250730 ... 9198 9176 AG
115 115 AG2510 20250730 ... 9212 9192 AG
116 116 AG2511 20250730 ... 9223 9201 AG
117 117 AG2512 20250730 ... 9231 9213 AG
118 118 AG2601 20250730 ... 9245 9222 AG
119 119 AG2602 20250730 ... 9255 9238 AG
120 120 AG2603 20250730 ... 9266 9245 AG
121 121 AG2604 20250730 ... 9276 9254 AG
122 122 AG2605 20250730 ... 9289 9269 AG
123 123 AG2606 20250730 ... 9304 9284 AG
124 124 AG2607 20250730 ... 9314 9296 AG
125 125 RB2508 20250730 ... 3295 3217 RB
126 126 RB2509 20250730 ... 3296 3236 RB
127 127 RB2510 20250730 ... 3345 3301 RB
128 128 RB2511 20250730 ... 3355 3295 RB
129 129 RB2512 20250730 ... 3398 3322 RB
130 130 RB2601 20250730 ... 3401 3338 RB
131 131 RB2602 20250730 ... 3382 3333 RB
132 132 RB2603 20250730 ... 3391 3334 RB
133 133 RB2604 20250730 ... 3416 3361 RB
134 134 RB2605 20250730 ... 3416 3365 RB
135 135 RB2606 20250730 ... 3408 3346 RB
136 136 RB2607 20250730 ... 3426 3352 RB
137 137 WR2508 20250730 ... 3212 3212 WR
138 138 WR2509 20250730 ... 3335 3335 WR
139 139 WR2510 20250730 ... 3569 3516 WR
140 140 WR2511 20250730 ... 3500 3490 WR
141 141 WR2512 20250730 ... 3532 3532 WR
142 142 WR2601 20250730 ... 3560 3550 WR
143 143 WR2602 20250730 ... 3570 3570 WR
144 144 WR2603 20250730 ... 3565 3565 WR
145 145 WR2604 20250730 ... 3560 3559 WR
146 146 WR2605 20250730 ... 3616 3616 WR
147 147 WR2606 20250730 ... 3600 3600 WR
148 148 WR2607 20250730 ... 3635 3635 WR
149 149 HC2508 20250730 ... 3504 3468 HC
150 150 HC2509 20250730 ... 3514 3432 HC
151 151 HC2510 20250730 ... 3515 3455 HC
152 152 HC2511 20250730 ... 3515 3451 HC
153 153 HC2512 20250730 ... 3528 3469 HC
154 154 HC2601 20250730 ... 3524 3467 HC
155 155 HC2602 20250730 ... 3506 3429 HC
156 156 HC2603 20250730 ... 3515 3447 HC
157 157 HC2604 20250730 ... 3515 3451 HC
158 158 HC2605 20250730 ... 3518 3456 HC
159 159 HC2606 20250730 ... 3539 3471 HC
160 160 HC2607 20250730 ... 3541 3490 HC
161 161 SS2508 20250730 ... 12955 12885 SS
162 162 SS2509 20250730 ... 12940 12880 SS
163 163 SS2510 20250730 ... 12980 12920 SS
164 164 SS2511 20250730 ... 13025 12970 SS
165 165 SS2512 20250730 ... 13045 12995 SS
166 166 SS2601 20250730 ... 13075 13020 SS
167 167 SS2602 20250730 ... 13120 13065 SS
168 168 SS2603 20250730 ... 13175 13125 SS
169 169 SS2604 20250730 ... 13235 13215 SS
170 170 SS2605 20250730 ... 13270 13225 SS
171 171 SS2606 20250730 ... 13285 13235 SS
172 172 SS2607 20250730 ... 13340 13275 SS
173 173 SC2508 20250730 ... 531 540.2 SC
174 174 SC2509 20250730 ... 523.8 514.7 SC
175 175 SC2510 20250730 ... 518.5 507.8 SC
176 176 SC2511 20250730 ... 515.1 503.8 SC
177 177 SC2512 20250730 ... 512.2 500.5 SC
178 178 SC2601 20250730 ... 509.3 497.5 SC
179 179 SC2602 20250730 ... 507.2 495.1 SC
180 180 SC2603 20250730 ... 505.9 492.1 SC
181 181 SC2604 20250730 ... 504.5 490.9 SC
182 182 SC2605 20250730 ... 500 487.9 SC
183 183 SC2606 20250730 ... 498 488.5 SC
184 184 SC2607 20250730 ... 496.5 482.7 SC
185 185 SC2609 20250730 ... 490.3 483.2 SC
186 186 SC2612 20250730 ... 487.7 478.7 SC
187 187 SC2703 20250730 ... 486.9 473 SC
188 188 SC2706 20250730 ... 484.2 474.6 SC
189 189 SC2709 20250730 ... 486 470.9 SC
190 190 SC2712 20250730 ... 481.5 474.9 SC
191 191 SC2803 20250730 ... 479.3 466.3 SC
192 192 SC2806 20250730 ... 472.3 467.7 SC
193 193 LU2508 20250730 ... 3481 3498 LU
194 194 LU2509 20250730 ... 3675 3615 LU
195 195 LU2510 20250730 ... 3690 3620 LU
196 196 LU2511 20250730 ... 3680 3608 LU
197 197 LU2512 20250730 ... 3661 3574 LU
198 198 LU2601 20250730 ... 3616 3546 LU
199 199 LU2602 20250730 ... 3602 3530 LU
200 200 LU2603 20250730 ... 3607 3512 LU
201 201 LU2604 20250730 ... 3591 3507 LU
202 202 LU2605 20250730 ... 3575 3504 LU
203 203 LU2606 20250730 ... 3554 3492 LU
204 204 LU2607 20250730 ... 3560 3483 LU
205 205 FU2508 20250730 ... 2813 2883 FU
206 206 FU2509 20250730 ... 2944 2913 FU
207 207 FU2510 20250730 ... 2950 2917 FU
208 208 FU2511 20250730 ... 2954 2922 FU
209 209 FU2512 20250730 ... 2950 2915 FU
210 210 FU2601 20250730 ... 2950 2913 FU
211 211 FU2602 20250730 ... 2933 2901 FU
212 212 FU2603 20250730 ... 2929 2891 FU
213 213 FU2604 20250730 ... 2920 2877 FU
214 214 FU2605 20250730 ... 2902 2865 FU
215 215 FU2606 20250730 ... 2892 2857 FU
216 216 FU2607 20250730 ... 2869 2832 FU
217 217 BU2508 20250730 ... 3666 3640 BU
218 218 BU2509 20250730 ... 3648 3614 BU
219 219 BU2510 20250730 ... 3632 3592 BU
220 220 BU2511 20250730 ... 3591 3548 BU
221 221 BU2512 20250730 ... 3514 3480 BU
222 222 BU2601 20250730 ... 3481 3450 BU
223 223 BU2602 20250730 ... 3460 3427 BU
224 224 BU2603 20250730 ... 3461 3431 BU
225 225 BU2604 20250730 ... 3461 3421 BU
226 226 BU2605 20250730 ... 3445 3417 BU
227 227 BU2606 20250730 ... 3441 3411 BU
228 228 BU2607 20250730 ... 3431 3395 BU
229 229 BU2609 20250730 ... 3427 3398 BU
230 230 BU2612 20250730 ... 3373 3350 BU
231 231 BU2703 20250730 ... 3389 3352 BU
232 232 BU2706 20250730 ... 3390 3353 BU
233 233 BR2508 20250730 ... 11810 11845 BR
234 234 BR2509 20250730 ... 11835 11855 BR
235 235 BR2510 20250730 ... 11815 11815 BR
236 236 BR2511 20250730 ... 11810 11795 BR
237 237 BR2512 20250730 ... 11835 11855 BR
238 238 BR2601 20250730 ... 11885 11860 BR
239 239 BR2602 20250730 ... 11825 11820 BR
240 240 BR2603 20250730 ... 11885 11880 BR
241 241 BR2604 20250730 ... 11865 11820 BR
242 242 BR2605 20250730 ... 11885 11800 BR
243 243 BR2606 20250730 ... 11860 11820 BR
244 244 BR2607 20250730 ... 11890 11890 BR
245 245 RU2508 20250730 ... 15000 14940 RU
246 246 RU2509 20250730 ... 14995 14975 RU
247 247 RU2510 20250730 ... 14990 14955 RU
248 248 RU2511 20250730 ... 14945 14930 RU
249 249 RU2601 20250730 ... 15815 15750 RU
250 250 RU2603 20250730 ... 15845 15810 RU
251 251 RU2604 20250730 ... 15855 15800 RU
252 252 RU2605 20250730 ... 15910 15880 RU
253 253 RU2606 20250730 ... 15940 15890 RU
254 254 RU2607 20250730 ... 16025 15985 RU
255 255 NR2508 20250730 ... 12540 12605 NR
256 256 NR2509 20250730 ... 12610 12665 NR
257 257 NR2510 20250730 ... 12635 12665 NR
258 258 NR2511 20250730 ... 12655 12665 NR
259 259 NR2512 20250730 ... 12710 12665 NR
260 260 NR2601 20250730 ... 12770 12750 NR
261 261 NR2602 20250730 ... 12815 12840 NR
262 262 NR2603 20250730 ... 12840 12665 NR
263 263 NR2604 20250730 ... 12870 12760 NR
264 264 NR2605 20250730 ... 12860 12790 NR
265 265 NR2606 20250730 ... 13020 13050 NR
266 266 NR2607 20250730 ... 12880 13020 NR
267 267 SP2508 20250730 ... 5344 5352 SP
268 268 SP2509 20250730 ... 5366 5384 SP
269 269 SP2510 20250730 ... 5338 5344 SP
270 270 SP2511 20250730 ... 5338 5352 SP
271 271 SP2512 20250730 ... 5318 5328 SP
272 272 SP2601 20250730 ... 5530 5528 SP
273 273 SP2602 20250730 ... 5460 5438 SP
274 274 SP2603 20250730 ... 5432 5430 SP
275 275 SP2604 20250730 ... 5402 5420 SP
276 276 SP2605 20250730 ... 5396 5402 SP
277 277 SP2606 20250730 ... 5420 5402 SP
278 278 SP2607 20250730 ... 5396 5414 SP
279 279 EC2508 20250730 ... 2135.6 2105.6 EC
280 280 EC2510 20250730 ... 1494.7 1475.4 EC
281 281 EC2512 20250730 ... 1755.4 1734.5 EC
282 282 EC2602 20250730 ... 1548.8 1522.7 EC
283 283 EC2604 20250730 ... 1379.8 1366.2 EC
284 284 EC2606 20250730 ... 1513.7 1501.8 EC
285 285 SC_TAS2509 20250730 ... SC_TAS
286 286 SC_TAS2510 20250730 ... SC_TAS
287 287 SC_TAS2511 20250730 ... SC_TAS
[288 rows x 13 columns]
2025-07-31 18:26:41,911 - future_1d - INFO - ak.get_shfe_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 a2509 20250730 4145.00 ... 4152.00 4136.00 A
1 a2511 20250730 4120.00 ... 4138.00 4105.00 A
2 a2601 20250730 4105.00 ... 4125.00 4090.00 A
3 a2603 20250730 4098.00 ... 4116.00 4080.00 A
4 a2605 20250730 4130.00 ... 4149.00 4119.00 A
5 a2607 20250730 4133.00 ... 4149.00 4117.00 A
6 b2508 20250730 3521.00 ... 3550.00 3521.00 B
7 b2509 20250730 3640.00 ... 3663.00 3621.00 B
8 b2510 20250730 3678.00 ... 3701.00 3669.00 B
9 b2511 20250730 3710.00 ... 3726.00 3695.00 B
10 b2512 20250730 3733.00 ... 3751.00 3720.00 B
11 b2601 20250730 3724.00 ... 3740.00 3714.00 B
12 b2602 20250730 3703.00 ... 3707.00 3684.00 B
13 b2603 20250730 3611.00 ... 3623.00 3603.00 B
14 b2604 20250730 3512.00 ... 3515.00 3500.00 B
15 b2605 20250730 3443.00 ... 3444.00 3438.00 B
16 b2606 20250730 3425.00 ... 3427.00 3421.00 B
17 b2607 20250730 3416.00 ... 3423.00 3414.00 B
18 bb2509 20250730 148.45 ... 144.50 147.60 BB
19 bb2511 20250730 151.50 ... 150.25 152.40 BB
20 bb2601 20250730 150.85 ... 149.60 150.25 BB
21 bb2603 20250730 0.00 ... 141.85 142.45 BB
22 bb2605 20250730 0.00 ... 141.90 142.50 BB
23 bb2607 20250730 0.00 ... 141.90 142.50 BB
24 bz2603 20250730 6295.00 ... 6304.00 6283.00 BZ
25 bz2604 20250730 6262.00 ... 6252.00 6228.00 BZ
26 bz2605 20250730 6269.00 ... 6261.00 6220.00 BZ
27 bz2606 20250730 6272.00 ... 6258.00 6244.00 BZ
28 bz2607 20250730 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250730 2303.00 ... 2310.00 2306.00 C
30 c2511 20250730 2243.00 ... 2242.00 2242.00 C
31 c2601 20250730 2215.00 ... 2218.00 2217.00 C
32 c2603 20250730 2216.00 ... 2217.00 2219.00 C
33 c2605 20250730 2262.00 ... 2264.00 2263.00 C
34 c2607 20250730 2276.00 ... 2279.00 2277.00 C
35 cs2509 20250730 2666.00 ... 2677.00 2671.00 CS
36 cs2511 20250730 2584.00 ... 2590.00 2584.00 CS
37 cs2601 20250730 2597.00 ... 2598.00 2599.00 CS
38 cs2603 20250730 2597.00 ... 2594.00 2600.00 CS
39 cs2605 20250730 2634.00 ... 2636.00 2641.00 CS
40 cs2607 20250730 2650.00 ... 2653.00 2653.00 CS
41 eb2508 20250730 7347.00 ... 7365.00 7347.00 EB
42 eb2509 20250730 7377.00 ... 7404.00 7359.00 EB
43 eb2510 20250730 7408.00 ... 7427.00 7374.00 EB
44 eb2511 20250730 7407.00 ... 7433.00 7381.00 EB
45 eb2512 20250730 7425.00 ... 7447.00 7392.00 EB
46 eb2601 20250730 7421.00 ... 7471.00 7412.00 EB
47 eb2602 20250730 7460.00 ... 7466.00 7417.00 EB
48 eb2603 20250730 7457.00 ... 7452.00 7412.00 EB
49 eb2604 20250730 7468.00 ... 7450.00 7432.00 EB
50 eb2605 20250730 7468.00 ... 7468.00 7437.00 EB
51 eb2606 20250730 7498.00 ... 7473.00 7446.00 EB
52 eb2607 20250730 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250730 4417.00 ... 4420.00 4417.00 EG
54 eg2509 20250730 4467.00 ... 4465.00 4450.00 EG
55 eg2510 20250730 4461.00 ... 4467.00 4449.00 EG
56 eg2511 20250730 4476.00 ... 4484.00 4459.00 EG
57 eg2512 20250730 4486.00 ... 4491.00 4469.00 EG
58 eg2601 20250730 4500.00 ... 4495.00 4480.00 EG
59 eg2602 20250730 4492.00 ... 4501.00 4476.00 EG
60 eg2603 20250730 4501.00 ... 4501.00 4490.00 EG
61 eg2604 20250730 0.00 ... 4497.00 4497.00 EG
62 eg2605 20250730 4517.00 ... 4519.00 4501.00 EG
63 eg2606 20250730 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250730 0.00 ... 4561.00 4561.00 EG
65 fb2508 20250730 0.00 ... 1395.00 1395.00 FB
66 fb2509 20250730 1282.00 ... 1282.50 1271.00 FB
67 fb2510 20250730 1310.00 ... 1311.50 1305.00 FB
68 fb2511 20250730 1312.00 ... 1312.00 1307.50 FB
69 fb2512 20250730 1300.50 ... 1314.50 1309.50 FB
70 fb2601 20250730 1311.00 ... 1318.00 1313.00 FB
71 fb2602 20250730 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250730 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250730 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250730 0.00 ... 1338.00 1330.50 FB
75 fb2606 20250730 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250730 1285.00 ... 1302.50 1295.00 FB
77 i2508 20250730 806.00 ... 800.50 791.50 I
78 i2509 20250730 798.00 ... 798.00 792.50 I
79 i2510 20250730 790.50 ... 795.00 786.50 I
80 i2511 20250730 787.00 ... 788.00 780.00 I
81 i2512 20250730 780.50 ... 782.50 773.00 I
82 i2601 20250730 772.00 ... 774.00 764.50 I
83 i2602 20250730 769.00 ... 769.00 760.00 I
84 i2603 20250730 763.50 ... 765.00 755.50 I
85 i2604 20250730 764.50 ... 762.50 752.00 I
86 i2605 20250730 750.50 ... 753.00 743.50 I
87 i2606 20250730 745.50 ... 748.50 737.50 I
88 i2607 20250730 741.00 ... 743.00 733.50 I
89 j2508 20250730 0.00 ... 1557.00 1557.00 J
90 j2509 20250730 1640.50 ... 1684.00 1612.00 J
91 j2510 20250730 1653.00 ... 1695.00 1632.00 J
92 j2511 20250730 1714.00 ... 1721.00 1655.00 J
93 j2512 20250730 1742.00 ... 1735.50 1644.00 J
94 j2601 20250730 1695.00 ... 1743.50 1664.50 J
95 j2602 20250730 1714.50 ... 1739.00 1727.00 J
96 j2603 20250730 1736.00 ... 1736.00 1733.00 J
97 j2604 20250730 1763.00 ... 1786.50 1724.50 J
98 j2605 20250730 1774.50 ... 1794.50 1717.50 J
99 j2606 20250730 1795.50 ... 1818.50 1714.50 J
100 j2607 20250730 1846.50 ... 1846.50 1780.50 J
101 jd2508 20250730 3340.00 ... 3304.00 3347.00 JD
102 jd2509 20250730 3578.00 ... 3574.00 3570.00 JD
103 jd2510 20250730 3385.00 ... 3364.00 3386.00 JD
104 jd2511 20250730 3413.00 ... 3399.00 3413.00 JD
105 jd2512 20250730 3555.00 ... 3541.00 3552.00 JD
106 jd2601 20250730 3640.00 ... 3638.00 3640.00 JD
107 jd2602 20250730 3218.00 ... 3209.00 3210.00 JD
108 jd2603 20250730 3217.00 ... 3213.00 3210.00 JD
109 jd2604 20250730 3372.00 ... 3370.00 3365.00 JD
110 jd2605 20250730 3477.00 ... 3479.00 3471.00 JD
111 jd2606 20250730 3303.00 ... 3300.00 3290.00 JD
112 jd2607 20250730 3507.00 ... 3513.00 3500.00 JD
113 jm2508 20250730 952.50 ... 971.00 956.00 JM
114 jm2509 20250730 1121.00 ... 1136.00 1087.50 JM
115 jm2510 20250730 1150.00 ... 1158.00 1106.00 JM
116 jm2511 20250730 1165.00 ... 1177.00 1119.50 JM
117 jm2512 20250730 1181.50 ... 1199.00 1140.00 JM
118 jm2601 20250730 1218.00 ... 1233.50 1164.00 JM
119 jm2602 20250730 1238.50 ... 1242.50 1161.50 JM
120 jm2603 20250730 1251.00 ... 1247.50 1167.50 JM
121 jm2604 20250730 1253.00 ... 1250.50 1166.50 JM
122 jm2605 20250730 1257.50 ... 1264.50 1181.50 JM
123 jm2606 20250730 1264.00 ... 1259.00 1184.00 JM
124 jm2607 20250730 1260.00 ... 1275.00 1192.50 JM
125 l2508 20250730 7347.00 ... 7361.00 7331.00 L
126 l2509 20250730 7399.00 ... 7402.00 7369.00 L
127 l2510 20250730 7415.00 ... 7429.00 7400.00 L
128 l2511 20250730 7430.00 ... 7446.00 7415.00 L
129 l2512 20250730 7447.00 ... 7455.00 7428.00 L
130 l2601 20250730 7441.00 ... 7455.00 7427.00 L
131 l2602 20250730 7462.00 ... 7448.00 7416.00 L
132 l2603 20250730 7437.00 ... 7440.00 7410.00 L
133 l2604 20250730 7470.00 ... 7459.00 7434.00 L
134 l2605 20250730 7428.00 ... 7441.00 7415.00 L
135 l2606 20250730 7427.00 ... 7429.00 7427.00 L
136 l2607 20250730 7448.00 ... 7448.00 7439.00 L
137 lg2509 20250730 835.50 ... 829.00 830.00 LG
138 lg2511 20250730 837.00 ... 832.00 833.50 LG
139 lg2601 20250730 837.50 ... 833.00 835.50 LG
140 lg2603 20250730 835.00 ... 831.50 833.50 LG
141 lg2605 20250730 838.00 ... 837.50 839.00 LG
142 lg2607 20250730 0.00 ... 841.50 841.50 LG
143 lh2509 20250730 14175.00 ... 14120.00 14145.00 LH
144 lh2511 20250730 14205.00 ... 14140.00 14160.00 LH
145 lh2601 20250730 14460.00 ... 14415.00 14420.00 LH
146 lh2603 20250730 13600.00 ... 13525.00 13540.00 LH
147 lh2605 20250730 14100.00 ... 14025.00 14055.00 LH
148 lh2607 20250730 14500.00 ... 14625.00 14495.00 LH
149 m2508 20250730 2972.00 ... 2991.00 2970.00 M
150 m2509 20250730 2983.00 ... 3001.00 2974.00 M
151 m2511 20250730 3015.00 ... 3038.00 3011.00 M
152 m2512 20250730 3048.00 ... 3068.00 3048.00 M
153 m2601 20250730 3027.00 ... 3041.00 3024.00 M
154 m2603 20250730 2914.00 ... 2917.00 2912.00 M
155 m2605 20250730 2744.00 ... 2743.00 2744.00 M
156 m2607 20250730 2723.00 ... 2727.00 2730.00 M
157 p2508 20250730 8832.00 ... 8878.00 8838.00 P
158 p2509 20250730 8970.00 ... 8972.00 8926.00 P
159 p2510 20250730 8978.00 ... 8982.00 8922.00 P
160 p2511 20250730 8976.00 ... 8986.00 8942.00 P
161 p2512 20250730 8986.00 ... 8988.00 8938.00 P
162 p2601 20250730 8990.00 ... 8992.00 8924.00 P
163 p2602 20250730 8944.00 ... 8952.00 8904.00 P
164 p2603 20250730 8904.00 ... 8898.00 8848.00 P
165 p2604 20250730 8848.00 ... 8848.00 8796.00 P
166 p2605 20250730 8784.00 ... 8796.00 8720.00 P
167 p2606 20250730 8686.00 ... 8706.00 8666.00 P
168 p2607 20250730 8660.00 ... 8654.00 8624.00 P
169 pg2508 20250730 4035.00 ... 4044.00 4013.00 PG
170 pg2509 20250730 4034.00 ... 4045.00 4020.00 PG
171 pg2510 20250730 4440.00 ... 4453.00 4430.00 PG
172 pg2511 20250730 4366.00 ... 4392.00 4366.00 PG
173 pg2512 20250730 4316.00 ... 4335.00 4305.00 PG
174 pg2601 20250730 4281.00 ... 4274.00 4241.00 PG
175 pg2602 20250730 4170.00 ... 4187.00 4158.00 PG
176 pg2603 20250730 4088.00 ... 4102.00 4076.00 PG
177 pg2604 20250730 4389.00 ... 4392.00 4365.00 PG
178 pg2605 20250730 4299.00 ... 4301.00 4278.00 PG
179 pg2606 20250730 4234.00 ... 4233.00 4218.00 PG
180 pg2607 20250730 4265.00 ... 4265.00 4209.00 PG
181 pp2508 20250730 7116.00 ... 7120.00 7108.00 PP
182 pp2509 20250730 7153.00 ... 7165.00 7147.00 PP
183 pp2510 20250730 7156.00 ... 7160.00 7137.00 PP
184 pp2511 20250730 7157.00 ... 7166.00 7145.00 PP
185 pp2512 20250730 7162.00 ... 7174.00 7150.00 PP
186 pp2601 20250730 7169.00 ... 7183.00 7157.00 PP
187 pp2602 20250730 7160.00 ... 7157.00 7130.00 PP
188 pp2603 20250730 7159.00 ... 7157.00 7130.00 PP
189 pp2604 20250730 7166.00 ... 7167.00 7144.00 PP
190 pp2605 20250730 7160.00 ... 7170.00 7150.00 PP
191 pp2606 20250730 7149.00 ... 7144.00 7124.00 PP
192 pp2607 20250730 7190.00 ... 7190.00 7178.00 PP
193 rr2508 20250730 3567.00 ... 3566.00 3574.00 RR
194 rr2509 20250730 3620.00 ... 3619.00 3611.00 RR
195 rr2510 20250730 3634.00 ... 3633.00 3631.00 RR
196 rr2511 20250730 3617.00 ... 3622.00 3623.00 RR
197 rr2512 20250730 3632.00 ... 3633.00 3629.00 RR
198 rr2601 20250730 3631.00 ... 3618.00 3625.00 RR
199 rr2602 20250730 3630.00 ... 3632.00 3626.00 RR
200 rr2603 20250730 3634.00 ... 3634.00 3634.00 RR
201 rr2604 20250730 3639.00 ... 3635.00 3629.00 RR
202 rr2605 20250730 3637.00 ... 3632.00 3626.00 RR
203 rr2606 20250730 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250730 0.00 ... 3629.00 3629.00 RR
205 v2508 20250730 5137.00 ... 5164.00 5137.00 V
206 v2509 20250730 5192.00 ... 5215.00 5161.00 V
207 v2510 20250730 5220.00 ... 5251.00 5194.00 V
208 v2511 20250730 5256.00 ... 5290.00 5227.00 V
209 v2512 20250730 5289.00 ... 5323.00 5250.00 V
210 v2601 20250730 5317.00 ... 5350.00 5290.00 V
211 v2602 20250730 5340.00 ... 5372.00 5321.00 V
212 v2603 20250730 5357.00 ... 5405.00 5320.00 V
213 v2604 20250730 5602.00 ... 5611.00 5521.00 V
214 v2605 20250730 5570.00 ... 5605.00 5557.00 V
215 v2606 20250730 5640.00 ... 5635.00 5569.00 V
216 v2607 20250730 5629.00 ... 5650.00 5574.00 V
217 y2508 20250730 8280.00 ... 8266.00 8188.00 Y
218 y2509 20250730 8236.00 ... 8244.00 8174.00 Y
219 y2511 20250730 8218.00 ... 8242.00 8176.00 Y
220 y2512 20250730 8248.00 ... 8248.00 8220.00 Y
221 y2601 20250730 8200.00 ... 8202.00 8138.00 Y
222 y2603 20250730 8080.00 ... 8070.00 8014.00 Y
223 y2605 20250730 7832.00 ... 7838.00 7784.00 Y
224 y2607 20250730 7820.00 ... 7802.00 7754.00 Y
[225 rows x 12 columns]
2025-07-31 18:26:42,485 - future_1d - INFO - ak.get_dce_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 SC2508 20250730 531 ... 531 540.2 SC
1 SC2509 20250730 518.1 ... 523.8 514.7 SC
2 SC2510 20250730 511.2 ... 518.5 507.8 SC
3 SC2511 20250730 507.4 ... 515.1 503.8 SC
4 SC2512 20250730 503.6 ... 512.2 500.5 SC
5 SC2601 20250730 500.6 ... 509.3 497.5 SC
6 SC2602 20250730 497.9 ... 507.2 495.1 SC
7 SC2603 20250730 495.6 ... 505.9 492.1 SC
8 SC2604 20250730 501 ... 504.5 490.9 SC
9 SC2605 20250730 498.5 ... 500 487.9 SC
10 SC2606 20250730 493.5 ... 498 488.5 SC
11 SC2607 20250730 496.5 ... 496.5 482.7 SC
12 SC2609 20250730 488 ... 490.3 483.2 SC
13 SC2612 20250730 483.8 ... 487.7 478.7 SC
14 SC2703 20250730 ... 486.9 473 SC
15 SC2706 20250730 484.2 ... 484.2 474.6 SC
16 SC2709 20250730 490 ... 486 470.9 SC
17 SC2712 20250730 482.2 ... 481.5 474.9 SC
18 SC2803 20250730 479.6 ... 479.3 466.3 SC
19 SC2806 20250730 470.1 ... 472.3 467.7 SC
21 LU2508 20250730 3362 ... 3481 3498 LU
22 LU2509 20250730 3651 ... 3675 3615 LU
23 LU2510 20250730 3652 ... 3690 3620 LU
24 LU2511 20250730 3636 ... 3680 3608 LU
25 LU2512 20250730 3613 ... 3661 3574 LU
26 LU2601 20250730 3570 ... 3616 3546 LU
27 LU2602 20250730 3550 ... 3602 3530 LU
28 LU2603 20250730 3539 ... 3607 3512 LU
29 LU2604 20250730 3584 ... 3591 3507 LU
30 LU2605 20250730 3530 ... 3575 3504 LU
31 LU2606 20250730 3520 ... 3554 3492 LU
32 LU2607 20250730 3509 ... 3560 3483 LU
34 NR2508 20250730 12610 ... 12540 12605 NR
35 NR2509 20250730 12710 ... 12610 12665 NR
36 NR2510 20250730 12770 ... 12635 12665 NR
37 NR2511 20250730 12780 ... 12655 12665 NR
38 NR2512 20250730 12775 ... 12710 12665 NR
39 NR2601 20250730 12810 ... 12770 12750 NR
40 NR2602 20250730 12840 ... 12815 12840 NR
41 NR2603 20250730 12900 ... 12840 12665 NR
42 NR2604 20250730 12870 ... 12870 12760 NR
43 NR2605 20250730 12875 ... 12860 12790 NR
44 NR2606 20250730 ... 13020 13050 NR
45 NR2607 20250730 12885 ... 12880 13020 NR
47 BC2508 20250730 70050 ... 70080 70050 BC
48 BC2509 20250730 70200 ... 70230 70130 BC
49 BC2510 20250730 70180 ... 70310 70180 BC
50 BC2511 20250730 ... 69850 69850 BC
51 BC2512 20250730 ... 70400 70400 BC
52 BC2601 20250730 ... 70020 70020 BC
53 BC2602 20250730 ... 70000 70000 BC
54 BC2603 20250730 ... 70000 70000 BC
55 BC2604 20250730 ... 70000 70000 BC
56 BC2605 20250730 ... 70000 70000 BC
57 BC2606 20250730 ... 69340 69340 BC
58 BC2607 20250730 ... 68670 68670 BC
60 EC2508 20250730 2140 ... 2135.6 2105.6 EC
61 EC2510 20250730 1470 ... 1494.7 1475.4 EC
62 EC2512 20250730 1749 ... 1755.4 1734.5 EC
63 EC2602 20250730 1530 ... 1548.8 1522.7 EC
64 EC2604 20250730 1350 ... 1379.8 1366.2 EC
65 EC2606 20250730 1500.2 ... 1513.7 1501.8 EC
68 SC_TAS2509 20250730 ... SC_TAS
69 SC_TAS2510 20250730 ... SC_TAS
70 SC_TAS2511 20250730 ... SC_TAS
[65 rows x 12 columns]
2025-07-31 18:26:42,552 - future_1d - INFO - ak.get_ine_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 IC2508 20250730 6298.000 ... 6266.200 6298.000 IC
1 IC2509 20250730 6261.000 ... 6209.800 6241.600 IC
2 IC2512 20250730 6105.000 ... 6073.800 6101.200 IC
3 IC2603 20250730 5975.800 ... 5947.800 5973.800 IC
4 IF2508 20250730 4141.800 ... 4140.000 4145.400 IF
5 IF2509 20250730 4131.400 ... 4130.200 4134.600 IF
6 IF2512 20250730 4102.000 ... 4097.800 4102.000 IF
7 IF2603 20250730 4074.000 ... 4066.200 4069.000 IF
8 IH2508 20250730 2809.600 ... 2817.400 2812.400 IH
9 IH2509 20250730 2812.000 ... 2817.600 2812.200 IH
10 IH2512 20250730 2812.800 ... 2817.600 2813.800 IH
11 IH2603 20250730 2811.600 ... 2818.000 2814.200 IH
12 IM2508 20250730 6707.200 ... 6665.800 6705.400 IM
13 IM2509 20250730 6640.000 ... 6596.200 6633.000 IM
14 IM2512 20250730 6453.000 ... 6412.200 6443.200 IM
15 IM2603 20250730 6289.000 ... 6243.600 6277.000 IM
16 T2509 20250730 108.200 ... 108.305 108.140 T
17 T2512 20250730 108.160 ... 108.245 108.120 T
18 T2603 20250730 108.170 ... 108.205 108.100 T
19 TF2509 20250730 105.600 ... 105.640 105.550 TF
20 TF2512 20250730 105.640 ... 105.685 105.610 TF
21 TF2603 20250730 105.685 ... 105.735 105.660 TF
22 TL2509 20250730 118.000 ... 118.440 117.890 TL
23 TL2512 20250730 117.620 ... 118.010 117.550 TL
24 TL2603 20250730 117.400 ... 117.700 117.320 TL
25 TS2509 20250730 102.310 ... 102.342 102.302 TS
26 TS2512 20250730 102.370 ... 102.388 102.372 TS
27 TS2603 20250730 102.462 ... 102.452 102.454 TS
[28 rows x 12 columns]
2025-07-31 18:26:42,884 - future_1d - INFO - ak.get_cffex_daily('2025-07-30') done
symbol date open ... settle pre_settle variety
0 PS2508 20250730 51700.0 ... 53090.0 50080.0 PS
1 PS2509 20250730 51800.0 ... 53290.0 50250.0 PS
2 PS2510 20250730 52005.0 ... 53435.0 50390.0 PS
3 PS2511 20250730 51500.0 ... 53575.0 50350.0 PS
4 PS2512 20250730 54000.0 ... 55945.0 52625.0 PS
5 PS2601 20250730 54880.0 ... 55985.0 52410.0 PS
6 PS2602 20250730 54060.0 ... 56060.0 52050.0 PS
7 PS2603 20250730 54500.0 ... 56140.0 52370.0 PS
8 PS2604 20250730 54190.0 ... 56185.0 52520.0 PS
9 PS2605 20250730 54000.0 ... 56005.0 52415.0 PS
10 PS2606 20250730 55340.0 ... 57410.0 53795.0 PS
11 PS2607 20250730 56000.0 ... 57350.0 53835.0 PS
13 SI2508 20250730 9345.0 ... 9325.0 8995.0 SI
14 SI2509 20250730 9500.0 ... 9345.0 9085.0 SI
15 SI2510 20250730 9500.0 ... 9325.0 9050.0 SI
16 SI2511 20250730 9550.0 ... 9320.0 9005.0 SI
17 SI2512 20250730 9845.0 ... 9625.0 9270.0 SI
18 SI2601 20250730 9605.0 ... 9580.0 9265.0 SI
19 SI2602 20250730 9580.0 ... 9575.0 9265.0 SI
20 SI2603 20250730 9585.0 ... 9545.0 9200.0 SI
21 SI2604 20250730 9565.0 ... 9535.0 9235.0 SI
22 SI2605 20250730 9515.0 ... 9515.0 9185.0 SI
23 SI2606 20250730 9465.0 ... 9515.0 9165.0 SI
24 SI2607 20250730 9525.0 ... 9525.0 9180.0 SI
27 LC2508 20250730 71600.0 ... 71480.0 70040.0 LC
28 LC2509 20250730 72980.0 ... 71620.0 70300.0 LC
29 LC2510 20250730 72240.0 ... 71300.0 69900.0 LC
30 LC2511 20250730 72500.0 ... 71440.0 69800.0 LC
31 LC2512 20250730 72740.0 ... 71600.0 69960.0 LC
32 LC2601 20250730 73220.0 ... 71680.0 69980.0 LC
33 LC2602 20250730 72420.0 ... 71420.0 69740.0 LC
34 LC2603 20250730 71640.0 ... 71180.0 69400.0 LC
35 LC2604 20250730 71100.0 ... 71260.0 69740.0 LC
36 LC2605 20250730 72000.0 ... 71600.0 69820.0 LC
37 LC2606 20250730 71860.0 ... 71400.0 69400.0 LC
38 LC2607 20250730 72300.0 ... 71200.0 69480.0 LC
[36 rows x 12 columns]
2025-07-31 18:26:43,031 - future_1d - INFO - ak.get_gfex_daily('2025-07-30') done
2025-07-31 18:26:44,763 - future_1d - INFO - save future_daily 2025-07-30 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250731 7881.0 7910.0 ... 494783.30 7828.0 7919.0 AP
1 AP511 20250731 7713.0 7713.0 ... 3340.06 7643.0 7723.0 AP
2 AP512 20250731 7715.0 7720.0 ... 392.45 7695.0 7760.0 AP
3 AP601 20250731 7780.0 7819.0 ... 33435.86 7761.0 7818.0 AP
4 AP603 20250731 7683.0 7716.0 ... 138.33 7685.0 7742.0 AP
5 AP604 20250731 7708.0 7744.0 ... 23.19 7729.0 7773.0 AP
6 AP605 20250731 7779.0 7821.0 ... 639.36 7797.0 7845.0 AP
7 CF509 20250731 13750.0 13785.0 ... 1577539.87 13700.0 13825.0 CF
8 CF511 20250731 13800.0 13820.0 ... 135978.15 13755.0 13830.0 CF
9 CF601 20250731 13875.0 13915.0 ... 709029.24 13845.0 13925.0 CF
10 CF603 20250731 13855.0 13880.0 ... 1700.88 13830.0 13900.0 CF
11 CF605 20250731 13830.0 13860.0 ... 27244.11 13795.0 13870.0 CF
12 CF607 20250731 13840.0 13840.0 ... 234.72 13805.0 13885.0 CF
13 CJ509 20250731 9660.0 9775.0 ... 97772.06 9630.0 9655.0 CJ
14 CJ512 20250731 10665.0 10790.0 ... 10864.36 10575.0 10640.0 CJ
15 CJ601 20250731 10850.0 10965.0 ... 939202.46 10750.0 10785.0 CJ
16 CJ603 20250731 10935.0 11030.0 ... 21785.13 10785.0 10870.0 CJ
17 CJ605 20250731 11090.0 11180.0 ... 109664.74 10970.0 11015.0 CJ
18 CJ607 20250731 11260.0 11260.0 ... 2364.62 11100.0 11125.0 CJ
19 CY508 20250731 0.0 0.0 ... 0.00 20070.0 20165.0 CY
20 CY509 20250731 19875.0 19945.0 ... 98694.56 19825.0 19920.0 CY
21 CY510 20250731 0.0 0.0 ... 0.00 19935.0 20030.0 CY
22 CY511 20250731 0.0 0.0 ... 0.00 19800.0 19880.0 CY
23 CY512 20250731 19720.0 19780.0 ... 29.61 19740.0 19715.0 CY
24 CY601 20250731 19700.0 19895.0 ... 2506.46 19815.0 19820.0 CY
25 CY602 20250731 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250731 20080.0 20360.0 ... 20.22 20220.0 20330.0 CY
27 CY604 20250731 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250731 0.0 0.0 ... 0.00 20040.0 20105.0 CY
29 CY606 20250731 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250731 20280.0 20280.0 ... 10.14 20280.0 20260.0 CY
31 FG508 20250731 1169.0 1169.0 ... 3358.55 1134.0 1213.0 FG
32 FG509 20250731 1175.0 1178.0 ... 6501631.95 1146.0 1217.0 FG
33 FG510 20250731 1249.0 1252.0 ... 69893.63 1217.0 1284.0 FG
34 FG511 20250731 1245.0 1246.0 ... 96515.60 1208.0 1281.0 FG
35 FG512 20250731 1315.0 1319.0 ... 38181.69 1278.0 1353.0 FG
36 FG601 20250731 1309.0 1311.0 ... 3430530.21 1265.0 1346.0 FG
37 FG602 20250731 1364.0 1364.0 ... 5608.52 1317.0 1366.0 FG
38 FG603 20250731 1355.0 1355.0 ... 6608.37 1310.0 1365.0 FG
39 FG604 20250731 1394.0 1394.0 ... 2556.85 1343.0 1400.0 FG
40 FG605 20250731 1379.0 1383.0 ... 76892.71 1334.0 1404.0 FG
41 FG606 20250731 1392.0 1398.0 ... 3424.52 1351.0 1417.0 FG
42 FG607 20250731 1391.0 1392.0 ... 2795.92 1344.0 1408.0 FG
43 JR509 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250731 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250731 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250731 2379.0 2401.0 ... 732.24 2385.0 2382.0 MA
53 MA509 20250731 2410.0 2426.0 ... 1273646.26 2412.0 2432.0 MA
54 MA510 20250731 2444.0 2455.0 ... 48972.72 2442.0 2460.0 MA
55 MA511 20250731 2467.0 2476.0 ... 62414.11 2463.0 2483.0 MA
56 MA512 20250731 2495.0 2505.0 ... 18210.92 2494.0 2511.0 MA
57 MA601 20250731 2503.0 2514.0 ... 327429.68 2502.0 2522.0 MA
58 MA602 20250731 2503.0 2505.0 ... 57.34 2493.0 2517.0 MA
59 MA603 20250731 2488.0 2498.0 ... 134.28 2487.0 2510.0 MA
60 MA604 20250731 2475.0 2475.0 ... 17.29 2470.0 2491.0 MA
61 MA605 20250731 2444.0 2451.0 ... 12608.57 2442.0 2459.0 MA
62 MA606 20250731 2456.0 2461.0 ... 31.90 2454.0 2470.0 MA
63 MA607 20250731 2444.0 2450.0 ... 58.53 2439.0 2453.0 MA
64 OI509 20250731 9606.0 9612.0 ... 2493171.77 9547.0 9571.0 OI
65 OI511 20250731 9585.0 9608.0 ... 118028.14 9544.0 9560.0 OI
66 OI601 20250731 9548.0 9548.0 ... 729588.86 9481.0 9515.0 OI
67 OI603 20250731 9471.0 9480.0 ... 1655.52 9406.0 9446.0 OI
68 OI605 20250731 9391.0 9404.0 ... 6106.39 9351.0 9375.0 OI
69 OI607 20250731 9359.0 9361.0 ... 93.29 9329.0 9366.0 OI
70 PF508 20250731 6456.0 6478.0 ... 2558.42 6454.0 6500.0 PF
71 PF509 20250731 6502.0 6526.0 ... 313868.41 6494.0 6528.0 PF
72 PF510 20250731 6560.0 6596.0 ... 168830.14 6566.0 6584.0 PF
73 PF511 20250731 6564.0 6592.0 ... 59756.72 6562.0 6580.0 PF
74 PF512 20250731 6560.0 6580.0 ... 11502.37 6542.0 6560.0 PF
75 PF601 20250731 6554.0 6582.0 ... 5967.76 6536.0 6570.0 PF
76 PF602 20250731 0.0 0.0 ... 0.00 6538.0 6582.0 PF
77 PF603 20250731 6576.0 6576.0 ... 13.13 6566.0 6556.0 PF
78 PF604 20250731 6602.0 6604.0 ... 13.17 6588.0 6560.0 PF
79 PF605 20250731 6612.0 6612.0 ... 16.49 6596.0 6614.0 PF
80 PF606 20250731 6606.0 6606.0 ... 9.90 6598.0 6594.0 PF
81 PF607 20250731 6620.0 6626.0 ... 13.24 6622.0 6604.0 PF
82 PK510 20250731 8098.0 8128.0 ... 153761.37 8100.0 8114.0 PK
83 PK511 20250731 7974.0 7988.0 ... 83254.08 7966.0 7996.0 PK
84 PK512 20250731 7984.0 7998.0 ... 1205.40 7956.0 8010.0 PK
85 PK601 20250731 8006.0 8016.0 ... 19844.77 7968.0 8030.0 PK
86 PK603 20250731 8016.0 8016.0 ... 151.81 7990.0 8036.0 PK
87 PK604 20250731 8020.0 8020.0 ... 87.98 7998.0 8034.0 PK
88 PK605 20250731 8020.0 8020.0 ... 1506.39 7992.0 8034.0 PK
89 PL601 20250731 6574.0 6588.0 ... 30744.27 6561.0 6587.0 PL
90 PL602 20250731 6624.0 6641.0 ... 2675.54 6623.0 6641.0 PL
91 PL603 20250731 6580.0 6585.0 ... 223.49 6573.0 6570.0 PL
92 PL604 20250731 6607.0 6607.0 ... 39.57 6595.0 6602.0 PL
93 PL605 20250731 6524.0 6525.0 ... 65.16 6516.0 6516.0 PL
94 PL606 20250731 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250731 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250731 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250731 5978.0 6000.0 ... 971.88 5944.0 6006.0 PR
103 PR509 20250731 6006.0 6038.0 ... 312355.43 5996.0 6036.0 PR
104 PR510 20250731 6034.0 6052.0 ... 184981.50 6016.0 6050.0 PR
105 PR511 20250731 6032.0 6054.0 ... 28674.55 6024.0 6040.0 PR
106 PR512 20250731 6032.0 6044.0 ... 162.79 6030.0 6040.0 PR
107 PR601 20250731 6050.0 6054.0 ... 732.82 6032.0 6046.0 PR
108 PR602 20250731 6058.0 6058.0 ... 54.49 6054.0 6052.0 PR
109 PR603 20250731 0.0 0.0 ... 0.00 6044.0 6044.0 PR
110 PR604 20250731 6048.0 6050.0 ... 63.46 6044.0 6090.0 PR
111 PR605 20250731 6090.0 6094.0 ... 81.73 6054.0 6084.0 PR
112 PR606 20250731 6086.0 6090.0 ... 27.36 6080.0 6068.0 PR
113 PR607 20250731 6066.0 6066.0 ... 9.10 6066.0 6056.0 PR
114 PX508 20250731 6926.0 7480.0 ... 129.11 6980.0 6934.0 PX
115 PX509 20250731 6988.0 7032.0 ... 557468.75 6980.0 6990.0 PX
116 PX510 20250731 6968.0 6998.0 ... 68392.48 6944.0 6966.0 PX
117 PX511 20250731 6920.0 6954.0 ... 94047.24 6920.0 6924.0 PX
118 PX512 20250731 6920.0 6946.0 ... 40864.05 6916.0 6914.0 PX
119 PX601 20250731 6888.0 6924.0 ... 131547.47 6888.0 6890.0 PX
120 PX602 20250731 6900.0 6902.0 ... 24.12 6892.0 6858.0 PX
121 PX603 20250731 0.0 0.0 ... 0.00 6846.0 6846.0 PX
122 PX604 20250731 0.0 0.0 ... 0.00 6832.0 6832.0 PX
123 PX605 20250731 6878.0 6882.0 ... 698.14 6846.0 6848.0 PX
124 PX606 20250731 6846.0 6846.0 ... 3.42 6846.0 6852.0 PX
125 PX607 20250731 6872.0 6880.0 ... 23.98 6852.0 6862.0 PX
126 RI509 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250731 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250731 2731.0 2757.0 ... 2849.41 2719.0 2685.0 RM
133 RM509 20250731 2730.0 2756.0 ... 1308851.83 2721.0 2703.0 RM
134 RM511 20250731 2568.0 2583.0 ... 16036.48 2559.0 2546.0 RM
135 RM601 20250731 2424.0 2446.0 ... 328863.28 2419.0 2409.0 RM
136 RM603 20250731 2405.0 2417.0 ... 18858.62 2396.0 2393.0 RM
137 RM605 20250731 2380.0 2388.0 ... 56609.43 2377.0 2380.0 RM
138 RM607 20250731 2359.0 2370.0 ... 3737.36 2362.0 2365.0 RM
139 RS508 20250731 0.0 0.0 ... 0.00 5049.0 5076.0 RS
140 RS509 20250731 5139.0 5148.0 ... 143.36 5120.0 5159.0 RS
141 RS511 20250731 5233.0 5303.0 ... 178.66 5255.0 5285.0 RS
142 RS607 20250731 5249.0 5311.0 ... 210.51 5263.0 5291.0 RS
143 SA508 20250731 1286.0 1286.0 ... 4012.20 1255.0 1321.0 SA
144 SA509 20250731 1296.0 1297.0 ... 5043528.84 1269.0 1333.0 SA
145 SA510 20250731 1337.0 1337.0 ... 235095.31 1308.0 1374.0 SA
146 SA511 20250731 1347.0 1347.0 ... 325339.79 1318.0 1384.0 SA
147 SA512 20250731 1385.0 1385.0 ... 122683.79 1347.0 1423.0 SA
148 SA601 20250731 1380.0 1385.0 ... 3591496.14 1349.0 1425.0 SA
149 SA602 20250731 1390.0 1394.0 ... 12530.59 1359.0 1426.0 SA
150 SA603 20250731 1395.0 1400.0 ... 17945.55 1360.0 1433.0 SA
151 SA604 20250731 1433.0 1438.0 ... 5850.07 1398.0 1468.0 SA
152 SA605 20250731 1443.0 1445.0 ... 148631.14 1402.0 1473.0 SA
153 SA606 20250731 1434.0 1446.0 ... 4926.13 1406.0 1474.0 SA
154 SA607 20250731 1445.0 1445.0 ... 4226.33 1400.0 1459.0 SA
155 SF508 20250731 5878.0 5878.0 ... 1347.25 5722.0 6076.0 SF
156 SF509 20250731 5948.0 5948.0 ... 1411518.40 5786.0 6100.0 SF
157 SF510 20250731 5930.0 5932.0 ... 120870.58 5774.0 6082.0 SF
158 SF511 20250731 6102.0 6104.0 ... 314857.63 5950.0 6248.0 SF
159 SF512 20250731 6132.0 6132.0 ... 30133.41 5930.0 6246.0 SF
160 SF601 20250731 6072.0 6084.0 ... 159009.54 5926.0 6228.0 SF
161 SF602 20250731 6086.0 6086.0 ... 2018.61 5878.0 6172.0 SF
162 SF603 20250731 6196.0 6196.0 ... 518.77 6032.0 6256.0 SF
163 SF604 20250731 6176.0 6176.0 ... 148.51 5940.0 6230.0 SF
164 SF605 20250731 6140.0 6140.0 ... 2417.53 5962.0 6262.0 SF
165 SF606 20250731 6000.0 6016.0 ... 555.58 5880.0 6192.0 SF
166 SF607 20250731 6108.0 6132.0 ... 244.17 6030.0 6266.0 SF
167 SH508 20250731 2500.0 2500.0 ... 2904.62 2476.0 2513.0 SH
168 SH509 20250731 2597.0 2607.0 ... 2851007.56 2572.0 2622.0 SH
169 SH510 20250731 2656.0 2671.0 ... 254028.21 2639.0 2676.0 SH
170 SH511 20250731 2643.0 2654.0 ... 209624.60 2626.0 2658.0 SH
171 SH512 20250731 2660.0 2666.0 ... 49158.00 2639.0 2670.0 SH
172 SH601 20250731 2642.0 2656.0 ... 503691.43 2625.0 2663.0 SH
173 SH602 20250731 2660.0 2672.0 ... 1632.71 2642.0 2689.0 SH
174 SH603 20250731 2666.0 2677.0 ... 922.61 2651.0 2693.0 SH
175 SH604 20250731 2698.0 2701.0 ... 741.38 2686.0 2721.0 SH
176 SH605 20250731 2710.0 2720.0 ... 10341.78 2695.0 2727.0 SH
177 SH606 20250731 2705.0 2717.0 ... 405.06 2700.0 2738.0 SH
178 SH607 20250731 2688.0 2700.0 ... 120.53 2678.0 2697.0 SH
179 SM508 20250731 6092.0 6092.0 ... 1676.01 6008.0 6206.0 SM
180 SM509 20250731 6054.0 6102.0 ... 1605066.76 5988.0 6222.0 SM
181 SM510 20250731 6072.0 6108.0 ... 83318.12 5994.0 6222.0 SM
182 SM511 20250731 6134.0 6178.0 ... 149084.30 6066.0 6294.0 SM
183 SM512 20250731 6150.0 6184.0 ... 30423.45 6070.0 6302.0 SM
184 SM601 20250731 6122.0 6182.0 ... 472379.44 6072.0 6302.0 SM
185 SM602 20250731 6214.0 6214.0 ... 1413.12 6066.0 6300.0 SM
186 SM603 20250731 6212.0 6212.0 ... 1643.64 6100.0 6314.0 SM
187 SM604 20250731 6162.0 6198.0 ... 551.49 6094.0 6328.0 SM
188 SM605 20250731 6164.0 6214.0 ... 9249.11 6106.0 6326.0 SM
189 SM606 20250731 6176.0 6176.0 ... 103.67 6098.0 6328.0 SM
190 SM607 20250731 6200.0 6202.0 ... 101.02 6124.0 6306.0 SM
191 SR509 20250731 5800.0 5822.0 ... 867731.91 5801.0 5839.0 SR
192 SR511 20250731 5695.0 5716.0 ... 95466.26 5691.0 5751.0 SR
193 SR601 20250731 5666.0 5686.0 ... 363582.91 5661.0 5709.0 SR
194 SR603 20250731 5636.0 5657.0 ... 4654.44 5635.0 5676.0 SR
195 SR605 20250731 5620.0 5636.0 ... 23956.18 5617.0 5650.0 SR
196 SR607 20250731 5616.0 5632.0 ... 1341.73 5614.0 5636.0 SR
197 TA508 20250731 4846.0 4864.0 ... 15024.94 4830.0 4846.0 TA
198 TA509 20250731 4864.0 4880.0 ... 1876771.09 4842.0 4870.0 TA
199 TA510 20250731 4876.0 4884.0 ... 76707.40 4846.0 4872.0 TA
200 TA511 20250731 4870.0 4878.0 ... 48589.55 4850.0 4858.0 TA
201 TA512 20250731 4864.0 4876.0 ... 16889.14 4854.0 4858.0 TA
202 TA601 20250731 4862.0 4880.0 ... 643821.84 4858.0 4868.0 TA
203 TA602 20250731 4872.0 4876.0 ... 36.36 4848.0 4862.0 TA
204 TA603 20250731 4878.0 4878.0 ... 46.14 4858.0 4866.0 TA
205 TA604 20250731 4854.0 4854.0 ... 4.85 4854.0 4882.0 TA
206 TA605 20250731 4876.0 4892.0 ... 8441.39 4870.0 4884.0 TA
207 TA606 20250731 4888.0 4888.0 ... 9.74 4872.0 4886.0 TA
208 TA607 20250731 4872.0 4872.0 ... 9.74 4870.0 4882.0 TA
209 UR508 20250731 1745.0 1745.0 ... 2860.61 1717.0 1745.0 UR
210 UR509 20250731 1739.0 1739.0 ... 466724.56 1722.0 1749.0 UR
211 UR510 20250731 1747.0 1747.0 ... 16760.08 1728.0 1752.0 UR
212 UR511 20250731 1769.0 1770.0 ... 15484.20 1759.0 1780.0 UR
213 UR512 20250731 1763.0 1765.0 ... 1308.83 1759.0 1774.0 UR
214 UR601 20250731 1765.0 1765.0 ... 173741.75 1749.0 1777.0 UR
215 UR602 20250731 1758.0 1760.0 ... 721.37 1742.0 1768.0 UR
216 UR603 20250731 1791.0 1792.0 ... 330.36 1776.0 1801.0 UR
217 UR604 20250731 1795.0 1795.0 ... 131.96 1783.0 1801.0 UR
218 UR605 20250731 1797.0 1798.0 ... 6937.58 1783.0 1806.0 UR
219 UR606 20250731 1792.0 1793.0 ... 209.81 1778.0 1801.0 UR
220 UR607 20250731 1800.0 1800.0 ... 200.37 1789.0 1805.0 UR
221 WH509 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250731 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250731 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-31 18:26:50,778 - future_1d - INFO - ak.get_czce_daily('2025-07-31') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250731 ... 78430 79060 CU
1 1 CU2509 20250731 ... 78440 79070 CU
2 2 CU2510 20250731 ... 78420 79090 CU
3 3 CU2511 20250731 ... 78420 79040 CU
4 4 CU2512 20250731 ... 78340 78980 CU
5 5 CU2601 20250731 ... 78280 78940 CU
6 6 CU2602 20250731 ... 78270 78910 CU
7 7 CU2603 20250731 ... 78260 78910 CU
8 8 CU2604 20250731 ... 78330 78950 CU
9 9 CU2605 20250731 ... 78350 78960 CU
10 10 CU2606 20250731 ... 78300 78930 CU
11 11 CU2607 20250731 ... 78330 79000 CU
12 12 BC2508 20250731 ... 69490 70080 BC
13 13 BC2509 20250731 ... 69640 70230 BC
14 14 BC2510 20250731 ... 69630 70310 BC
15 15 BC2511 20250731 ... 69240 69850 BC
16 16 BC2512 20250731 ... 69700 70400 BC
17 17 BC2601 20250731 ... 70020 70020 BC
18 18 BC2602 20250731 ... 70000 70000 BC
19 19 BC2603 20250731 ... 70000 70000 BC
20 20 BC2604 20250731 ... 70000 70000 BC
21 21 BC2605 20250731 ... 70000 70000 BC
22 22 BC2606 20250731 ... 69340 69340 BC
23 23 BC2607 20250731 ... 68670 68670 BC
24 24 AL2508 20250731 ... 20625 20650 AL
25 25 AL2509 20250731 ... 20570 20620 AL
26 26 AL2510 20250731 ... 20550 20600 AL
27 27 AL2511 20250731 ... 20505 20555 AL
28 28 AL2512 20250731 ... 20460 20500 AL
29 29 AL2601 20250731 ... 20420 20475 AL
30 30 AL2602 20250731 ... 20435 20480 AL
31 31 AL2603 20250731 ... 20430 20495 AL
32 32 AL2604 20250731 ... 20450 20520 AL
33 33 AL2605 20250731 ... 20485 20530 AL
34 34 AL2606 20250731 ... 20490 20550 AL
35 35 AL2607 20250731 ... 20460 20570 AL
36 36 ZN2508 20250731 ... 22365 22650 ZN
37 37 ZN2509 20250731 ... 22440 22690 ZN
38 38 ZN2510 20250731 ... 22440 22715 ZN
39 39 ZN2511 20250731 ... 22435 22725 ZN
40 40 ZN2512 20250731 ... 22385 22685 ZN
41 41 ZN2601 20250731 ... 22370 22655 ZN
42 42 ZN2602 20250731 ... 22380 22645 ZN
43 43 ZN2603 20250731 ... 22390 22695 ZN
44 44 ZN2604 20250731 ... 22425 22665 ZN
45 45 ZN2605 20250731 ... 22455 22660 ZN
46 46 ZN2606 20250731 ... 22425 22665 ZN
47 47 ZN2607 20250731 ... 22405 22660 ZN
48 48 PB2508 20250731 ... 16785 16860 PB
49 49 PB2509 20250731 ... 16810 16880 PB
50 50 PB2510 20250731 ... 16815 16900 PB
51 51 PB2511 20250731 ... 16815 16925 PB
52 52 PB2512 20250731 ... 16840 16945 PB
53 53 PB2601 20250731 ... 16865 16970 PB
54 54 PB2602 20250731 ... 16885 17070 PB
55 55 PB2603 20250731 ... 16895 17055 PB
56 56 PB2604 20250731 ... 16950 17095 PB
57 57 PB2605 20250731 ... 16990 17090 PB
58 58 PB2606 20250731 ... 17100 17100 PB
59 59 PB2607 20250731 ... 16995 17090 PB
60 60 NI2508 20250731 ... 120130 121710 NI
61 61 NI2509 20250731 ... 120480 122020 NI
62 62 NI2510 20250731 ... 120610 122110 NI
63 63 NI2511 20250731 ... 120770 122350 NI
64 64 NI2512 20250731 ... 121030 122490 NI
65 65 NI2601 20250731 ... 121280 122800 NI
66 66 NI2602 20250731 ... 121610 122960 NI
67 67 NI2603 20250731 ... 121740 123030 NI
68 68 NI2604 20250731 ... 121690 123260 NI
69 69 NI2605 20250731 ... 122180 123690 NI
70 70 NI2606 20250731 ... 122360 123560 NI
71 71 NI2607 20250731 ... 122640 124140 NI
72 72 SN2508 20250731 ... 265890 267430 SN
73 73 SN2509 20250731 ... 266160 267740 SN
74 74 SN2510 20250731 ... 266440 268060 SN
75 75 SN2511 20250731 ... 266310 267960 SN
76 76 SN2512 20250731 ... 266040 267930 SN
77 77 SN2601 20250731 ... 266500 268080 SN
78 78 SN2602 20250731 ... 266500 268000 SN
79 79 SN2603 20250731 ... 266320 268640 SN
80 80 SN2604 20250731 ... 266870 269260 SN
81 81 SN2605 20250731 ... 267230 268890 SN
82 82 SN2606 20250731 ... 267240 268100 SN
83 83 SN2607 20250731 ... 266520 268480 SN
84 84 AO2508 20250731 ... 3274 3360 AO
85 85 AO2509 20250731 ... 3255 3358 AO
86 86 AO2510 20250731 ... 3233 3324 AO
87 87 AO2511 20250731 ... 3233 3320 AO
88 88 AO2512 20250731 ... 3230 3321 AO
89 89 AO2601 20250731 ... 3228 3324 AO
90 90 AO2602 20250731 ... 3229 3320 AO
91 91 AO2603 20250731 ... 3226 3317 AO
92 92 AO2604 20250731 ... 3211 3312 AO
93 93 AO2605 20250731 ... 3207 3311 AO
94 94 AO2606 20250731 ... 3210 3293 AO
95 95 AO2607 20250731 ... 3200 3303 AO
96 96 AD2511 20250731 ... 19980 20035 AD
97 97 AD2512 20250731 ... 19990 20045 AD
98 98 AD2601 20250731 ... 19935 19945 AD
99 99 AD2602 20250731 ... 19970 19915 AD
100 100 AD2603 20250731 ... 19925 19850 AD
101 101 AD2604 20250731 ... 19870 19890 AD
102 102 AD2605 20250731 ... 19755 19755 AD
103 103 AD2606 20250731 ... 19665 19695 AD
104 104 AD2607 20250731 ... 19830 19830 AD
105 105 AU2508 20250731 ... 766.48 770.38 AU
106 106 AU2509 20250731 ... 768.88 772.04 AU
107 107 AU2510 20250731 ... 769.96 773.12 AU
108 108 AU2512 20250731 ... 771.9 775.34 AU
109 109 AU2602 20250731 ... 774.08 777.5 AU
110 110 AU2604 20250731 ... 776.42 779.62 AU
111 111 AU2606 20250731 ... 778.24 781.98 AU
112 112 AU2608 20250731 ... 780.76 784.3 AU
113 113 AG2508 20250731 ... 9029 9183 AG
114 114 AG2509 20250731 ... 9034 9198 AG
115 115 AG2510 20250731 ... 9059 9212 AG
116 116 AG2511 20250731 ... 9063 9223 AG
117 117 AG2512 20250731 ... 9073 9231 AG
118 118 AG2601 20250731 ... 9092 9245 AG
119 119 AG2602 20250731 ... 9097 9255 AG
120 120 AG2603 20250731 ... 9102 9266 AG
121 121 AG2604 20250731 ... 9123 9276 AG
122 122 AG2605 20250731 ... 9132 9289 AG
123 123 AG2606 20250731 ... 9146 9304 AG
124 124 AG2607 20250731 ... 9163 9314 AG
125 125 RB2508 20250731 ... 3206 3295 RB
126 126 RB2509 20250731 ... 3199 3296 RB
127 127 RB2510 20250731 ... 3243 3345 RB
128 128 RB2511 20250731 ... 3262 3355 RB
129 129 RB2512 20250731 ... 3287 3398 RB
130 130 RB2601 20250731 ... 3302 3401 RB
131 131 RB2602 20250731 ... 3279 3382 RB
132 132 RB2603 20250731 ... 3300 3391 RB
133 133 RB2604 20250731 ... 3327 3416 RB
134 134 RB2605 20250731 ... 3326 3416 RB
135 135 RB2606 20250731 ... 3333 3408 RB
136 136 RB2607 20250731 ... 3332 3426 RB
137 137 WR2508 20250731 ... 3212 3212 WR
138 138 WR2509 20250731 ... 3335 3335 WR
139 139 WR2510 20250731 ... 3451 3569 WR
140 140 WR2511 20250731 ... 3500 3500 WR
141 141 WR2512 20250731 ... 3519 3532 WR
142 142 WR2601 20250731 ... 3410 3560 WR
143 143 WR2602 20250731 ... 3540 3570 WR
144 144 WR2603 20250731 ... 3565 3565 WR
145 145 WR2604 20250731 ... 3560 3560 WR
146 146 WR2605 20250731 ... 3595 3616 WR
147 147 WR2606 20250731 ... 3599 3600 WR
148 148 WR2607 20250731 ... 3635 3635 WR
149 149 HC2508 20250731 ... 3426 3504 HC
150 150 HC2509 20250731 ... 3434 3514 HC
151 151 HC2510 20250731 ... 3421 3515 HC
152 152 HC2511 20250731 ... 3425 3515 HC
153 153 HC2512 20250731 ... 3427 3528 HC
154 154 HC2601 20250731 ... 3432 3524 HC
155 155 HC2602 20250731 ... 3414 3506 HC
156 156 HC2603 20250731 ... 3427 3515 HC
157 157 HC2604 20250731 ... 3451 3515 HC
158 158 HC2605 20250731 ... 3425 3518 HC
159 159 HC2606 20250731 ... 3429 3539 HC
160 160 HC2607 20250731 ... 3446 3541 HC
161 161 SS2508 20250731 ... 12865 12955 SS
162 162 SS2509 20250731 ... 12835 12940 SS
163 163 SS2510 20250731 ... 12885 12980 SS
164 164 SS2511 20250731 ... 12925 13025 SS
165 165 SS2512 20250731 ... 12930 13045 SS
166 166 SS2601 20250731 ... 12975 13075 SS
167 167 SS2602 20250731 ... 13030 13120 SS
168 168 SS2603 20250731 ... 13075 13175 SS
169 169 SS2604 20250731 ... 13080 13235 SS
170 170 SS2605 20250731 ... 13145 13270 SS
171 171 SS2606 20250731 ... 13175 13285 SS
172 172 SS2607 20250731 ... 13240 13340 SS
173 173 SC2508 20250731 ... 526.6 531 SC
174 174 SC2509 20250731 ... 532 523.8 SC
175 175 SC2510 20250731 ... 525.3 518.5 SC
176 176 SC2511 20250731 ... 522 515.1 SC
177 177 SC2512 20250731 ... 518.2 512.2 SC
178 178 SC2601 20250731 ... 515.2 509.3 SC
179 179 SC2602 20250731 ... 511.7 507.2 SC
180 180 SC2603 20250731 ... 509.1 505.9 SC
181 181 SC2604 20250731 ... 506.3 504.5 SC
182 182 SC2605 20250731 ... 504.4 500 SC
183 183 SC2606 20250731 ... 503.2 498 SC
184 184 SC2607 20250731 ... 497.1 496.5 SC
185 185 SC2609 20250731 ... 496.3 490.3 SC
186 186 SC2612 20250731 ... 493.1 487.7 SC
187 187 SC2703 20250731 ... 486.9 486.9 SC
188 188 SC2706 20250731 ... 485.4 484.2 SC
189 189 SC2709 20250731 ... 483.3 486 SC
190 190 SC2712 20250731 ... 483.1 481.5 SC
191 191 SC2803 20250731 ... 482.2 479.3 SC
192 192 SC2806 20250731 ... 478.3 472.3 SC
193 193 LU2508 20250731 ... 3496 3481 LU
194 194 LU2509 20250731 ... 3672 3675 LU
195 195 LU2510 20250731 ... 3697 3690 LU
196 196 LU2511 20250731 ... 3699 3680 LU
197 197 LU2512 20250731 ... 3677 3661 LU
198 198 LU2601 20250731 ... 3642 3616 LU
199 199 LU2602 20250731 ... 3625 3602 LU
200 200 LU2603 20250731 ... 3622 3607 LU
201 201 LU2604 20250731 ... 3604 3591 LU
202 202 LU2605 20250731 ... 3607 3575 LU
203 203 LU2606 20250731 ... 3572 3554 LU
204 204 LU2607 20250731 ... 3573 3560 LU
205 205 FU2508 20250731 ... 2880 2813 FU
206 206 FU2509 20250731 ... 2953 2944 FU
207 207 FU2510 20250731 ... 2969 2950 FU
208 208 FU2511 20250731 ... 2978 2954 FU
209 209 FU2512 20250731 ... 2972 2950 FU
210 210 FU2601 20250731 ... 2969 2950 FU
211 211 FU2602 20250731 ... 2960 2933 FU
212 212 FU2603 20250731 ... 2948 2929 FU
213 213 FU2604 20250731 ... 2933 2920 FU
214 214 FU2605 20250731 ... 2921 2902 FU
215 215 FU2606 20250731 ... 2905 2892 FU
216 216 FU2607 20250731 ... 2882 2869 FU
217 217 BU2508 20250731 ... 3684 3666 BU
218 218 BU2509 20250731 ... 3665 3648 BU
219 219 BU2510 20250731 ... 3650 3632 BU
220 220 BU2511 20250731 ... 3612 3591 BU
221 221 BU2512 20250731 ... 3535 3514 BU
222 222 BU2601 20250731 ... 3500 3481 BU
223 223 BU2602 20250731 ... 3480 3460 BU
224 224 BU2603 20250731 ... 3482 3461 BU
225 225 BU2604 20250731 ... 3469 3461 BU
226 226 BU2605 20250731 ... 3462 3445 BU
227 227 BU2606 20250731 ... 3454 3441 BU
228 228 BU2607 20250731 ... 3461 3431 BU
229 229 BU2609 20250731 ... 3436 3427 BU
230 230 BU2612 20250731 ... 3393 3373 BU
231 231 BU2703 20250731 ... 3391 3389 BU
232 232 BU2706 20250731 ... 3388 3390 BU
233 233 BR2508 20250731 ... 11580 11810 BR
234 234 BR2509 20250731 ... 11580 11835 BR
235 235 BR2510 20250731 ... 11560 11815 BR
236 236 BR2511 20250731 ... 11575 11810 BR
237 237 BR2512 20250731 ... 11635 11835 BR
238 238 BR2601 20250731 ... 11650 11885 BR
239 239 BR2602 20250731 ... 11705 11825 BR
240 240 BR2603 20250731 ... 11705 11885 BR
241 241 BR2604 20250731 ... 11665 11865 BR
242 242 BR2605 20250731 ... 11675 11885 BR
243 243 BR2606 20250731 ... 11635 11860 BR
244 244 BR2607 20250731 ... 11690 11890 BR
245 245 RU2508 20250731 ... 14725 15000 RU
246 246 RU2509 20250731 ... 14720 14995 RU
247 247 RU2510 20250731 ... 14745 14990 RU
248 248 RU2511 20250731 ... 14675 14945 RU
249 249 RU2601 20250731 ... 15515 15815 RU
250 250 RU2603 20250731 ... 15635 15845 RU
251 251 RU2604 20250731 ... 15635 15855 RU
252 252 RU2605 20250731 ... 15650 15910 RU
253 253 RU2606 20250731 ... 15565 15940 RU
254 254 RU2607 20250731 ... 15655 16025 RU
255 255 NR2508 20250731 ... 12320 12540 NR
256 256 NR2509 20250731 ... 12365 12610 NR
257 257 NR2510 20250731 ... 12395 12635 NR
258 258 NR2511 20250731 ... 12445 12655 NR
259 259 NR2512 20250731 ... 12465 12710 NR
260 260 NR2601 20250731 ... 12490 12770 NR
261 261 NR2602 20250731 ... 12590 12815 NR
262 262 NR2603 20250731 ... 12650 12840 NR
263 263 NR2604 20250731 ... 12640 12870 NR
264 264 NR2605 20250731 ... 12585 12860 NR
265 265 NR2606 20250731 ... 12630 13020 NR
266 266 NR2607 20250731 ... 12550 12880 NR
267 267 SP2508 20250731 ... 5240 5344 SP
268 268 SP2509 20250731 ... 5268 5366 SP
269 269 SP2510 20250731 ... 5248 5338 SP
270 270 SP2511 20250731 ... 5246 5338 SP
271 271 SP2512 20250731 ... 5232 5318 SP
272 272 SP2601 20250731 ... 5444 5530 SP
273 273 SP2602 20250731 ... 5368 5460 SP
274 274 SP2603 20250731 ... 5366 5432 SP
275 275 SP2604 20250731 ... 5366 5402 SP
276 276 SP2605 20250731 ... 5354 5396 SP
277 277 SP2606 20250731 ... 5348 5420 SP
278 278 SP2607 20250731 ... 5348 5396 SP
279 279 EC2508 20250731 ... 2123.5 2135.6 EC
280 280 EC2510 20250731 ... 1428.2 1494.7 EC
281 281 EC2512 20250731 ... 1700.9 1755.4 EC
282 282 EC2602 20250731 ... 1496.3 1548.8 EC
283 283 EC2604 20250731 ... 1340.3 1379.8 EC
284 284 EC2606 20250731 ... 1475.5 1513.7 EC
285 287 SC_TAS2509 20250731 ... SC_TAS
286 288 SC_TAS2510 20250731 ... SC_TAS
287 289 SC_TAS2511 20250731 ... SC_TAS
[288 rows x 13 columns]
2025-07-31 18:26:50,873 - future_1d - INFO - ak.get_shfe_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 a2509 20250731 4146.0 ... 4137.00 4152.00 A
1 a2511 20250731 4143.0 ... 4124.00 4138.00 A
2 a2601 20250731 4126.0 ... 4112.00 4125.00 A
3 a2603 20250731 4115.0 ... 4103.00 4116.00 A
4 a2605 20250731 4150.0 ... 4139.00 4149.00 A
5 a2607 20250731 4151.0 ... 4143.00 4149.00 A
6 b2508 20250731 3560.0 ... 3559.00 3550.00 B
7 b2509 20250731 3666.0 ... 3663.00 3663.00 B
8 b2510 20250731 3707.0 ... 3705.00 3701.00 B
9 b2511 20250731 3732.0 ... 3725.00 3726.00 B
10 b2512 20250731 3755.0 ... 3751.00 3751.00 B
11 b2601 20250731 3740.0 ... 3734.00 3740.00 B
12 b2602 20250731 3710.0 ... 3699.00 3707.00 B
13 b2603 20250731 3624.0 ... 3619.00 3623.00 B
14 b2604 20250731 3514.0 ... 3501.00 3515.00 B
15 b2605 20250731 3440.0 ... 3434.00 3444.00 B
16 b2606 20250731 3422.0 ... 3415.00 3427.00 B
17 b2607 20250731 3423.0 ... 3417.00 3423.00 B
18 bb2509 20250731 139.0 ... 140.70 144.50 BB
19 bb2511 20250731 148.8 ... 148.85 150.25 BB
20 bb2601 20250731 148.6 ... 148.35 149.60 BB
21 bb2603 20250731 0.0 ... 140.70 141.85 BB
22 bb2605 20250731 0.0 ... 140.75 141.90 BB
23 bb2607 20250731 0.0 ... 140.75 141.90 BB
24 bz2603 20250731 6310.0 ... 6313.00 6304.00 BZ
25 bz2604 20250731 6277.0 ... 6275.00 6252.00 BZ
26 bz2605 20250731 6289.0 ... 6295.00 6261.00 BZ
27 bz2606 20250731 0.0 ... 6258.00 6258.00 BZ
28 bz2607 20250731 0.0 ... 6250.00 6250.00 BZ
29 c2509 20250731 2312.0 ... 2304.00 2310.00 C
30 c2511 20250731 2240.0 ... 2234.00 2242.00 C
31 c2601 20250731 2220.0 ... 2212.00 2218.00 C
32 c2603 20250731 2217.0 ... 2213.00 2217.00 C
33 c2605 20250731 2262.0 ... 2260.00 2264.00 C
34 c2607 20250731 2279.0 ... 2277.00 2279.00 C
35 cs2509 20250731 2685.0 ... 2676.00 2677.00 CS
36 cs2511 20250731 2589.0 ... 2579.00 2590.00 CS
37 cs2601 20250731 2596.0 ... 2589.00 2598.00 CS
38 cs2603 20250731 2594.0 ... 2584.00 2594.00 CS
39 cs2605 20250731 2638.0 ... 2628.00 2636.00 CS
40 cs2607 20250731 2644.0 ... 2636.00 2653.00 CS
41 eb2508 20250731 7336.0 ... 7328.00 7365.00 EB
42 eb2509 20250731 7384.0 ... 7373.00 7404.00 EB
43 eb2510 20250731 7419.0 ... 7402.00 7427.00 EB
44 eb2511 20250731 7422.0 ... 7416.00 7433.00 EB
45 eb2512 20250731 7429.0 ... 7441.00 7447.00 EB
46 eb2601 20250731 7450.0 ... 7445.00 7471.00 EB
47 eb2602 20250731 7452.0 ... 7433.00 7466.00 EB
48 eb2603 20250731 7446.0 ... 7426.00 7452.00 EB
49 eb2604 20250731 7455.0 ... 7464.00 7450.00 EB
50 eb2605 20250731 7468.0 ... 7484.00 7468.00 EB
51 eb2606 20250731 7504.0 ... 7499.00 7473.00 EB
52 eb2607 20250731 7528.0 ... 7483.00 7481.00 EB
53 eg2508 20250731 4387.0 ... 4407.00 4420.00 EG
54 eg2509 20250731 4440.0 ... 4432.00 4465.00 EG
55 eg2510 20250731 4449.0 ... 4431.00 4467.00 EG
56 eg2511 20250731 4464.0 ... 4447.00 4484.00 EG
57 eg2512 20250731 4475.0 ... 4454.00 4491.00 EG
58 eg2601 20250731 4480.0 ... 4459.00 4495.00 EG
59 eg2602 20250731 4458.0 ... 4458.00 4501.00 EG
60 eg2603 20250731 4469.0 ... 4453.00 4501.00 EG
61 eg2604 20250731 0.0 ... 4497.00 4497.00 EG
62 eg2605 20250731 4492.0 ... 4463.00 4519.00 EG
63 eg2606 20250731 0.0 ... 4503.00 4503.00 EG
64 eg2607 20250731 4514.0 ... 4514.00 4561.00 EG
65 fb2508 20250731 1330.0 ... 1370.50 1395.00 FB
66 fb2509 20250731 1280.0 ... 1282.00 1282.50 FB
67 fb2510 20250731 1307.0 ... 1312.00 1311.50 FB
68 fb2511 20250731 1309.0 ... 1311.50 1312.00 FB
69 fb2512 20250731 1310.5 ... 1313.50 1314.50 FB
70 fb2601 20250731 1317.5 ... 1318.00 1318.00 FB
71 fb2602 20250731 0.0 ... 1305.50 1305.50 FB
72 fb2603 20250731 0.0 ... 1313.50 1313.50 FB
73 fb2604 20250731 0.0 ... 1310.50 1310.50 FB
74 fb2605 20250731 0.0 ... 1338.00 1338.00 FB
75 fb2606 20250731 0.0 ... 1331.50 1331.50 FB
76 fb2607 20250731 0.0 ... 1302.50 1302.50 FB
77 i2508 20250731 790.5 ... 788.50 800.50 I
78 i2509 20250731 792.5 ... 784.50 798.00 I
79 i2510 20250731 785.5 ... 781.00 795.00 I
80 i2511 20250731 779.0 ... 774.00 788.00 I
81 i2512 20250731 774.0 ... 769.00 782.50 I
82 i2601 20250731 766.0 ... 760.50 774.00 I
83 i2602 20250731 765.5 ... 756.00 769.00 I
84 i2603 20250731 757.0 ... 753.00 765.00 I
85 i2604 20250731 753.5 ... 747.00 762.50 I
86 i2605 20250731 745.0 ... 738.50 753.00 I
87 i2606 20250731 740.5 ... 734.00 748.50 I
88 i2607 20250731 735.0 ... 730.00 743.00 I
89 j2508 20250731 1583.5 ... 1598.00 1557.00 J
90 j2509 20250731 1679.5 ... 1634.00 1684.00 J
91 j2510 20250731 1694.5 ... 1637.00 1695.00 J
92 j2511 20250731 1713.5 ... 1665.00 1721.00 J
93 j2512 20250731 1698.0 ... 1672.50 1735.50 J
94 j2601 20250731 1751.0 ... 1693.00 1743.50 J
95 j2602 20250731 0.0 ... 1723.00 1739.00 J
96 j2603 20250731 0.0 ... 1736.00 1736.00 J
97 j2604 20250731 1775.5 ... 1731.50 1786.50 J
98 j2605 20250731 1786.0 ... 1756.00 1794.50 J
99 j2606 20250731 1814.5 ... 1749.00 1818.50 J
100 j2607 20250731 1795.5 ... 1799.00 1846.50 J
101 jd2508 20250731 3258.0 ... 3236.00 3304.00 JD
102 jd2509 20250731 3564.0 ... 3529.00 3574.00 JD
103 jd2510 20250731 3353.0 ... 3312.00 3364.00 JD
104 jd2511 20250731 3390.0 ... 3363.00 3399.00 JD
105 jd2512 20250731 3539.0 ... 3523.00 3541.00 JD
106 jd2601 20250731 3645.0 ... 3621.00 3638.00 JD
107 jd2602 20250731 3206.0 ... 3196.00 3209.00 JD
108 jd2603 20250731 3206.0 ... 3193.00 3213.00 JD
109 jd2604 20250731 3361.0 ... 3333.00 3370.00 JD
110 jd2605 20250731 3481.0 ... 3458.00 3479.00 JD
111 jd2606 20250731 3300.0 ... 3288.00 3300.00 JD
112 jd2607 20250731 3506.0 ... 3499.00 3513.00 JD
113 jm2508 20250731 933.0 ... 917.00 971.00 JM
114 jm2509 20250731 1100.5 ... 1081.00 1136.00 JM
115 jm2510 20250731 1156.0 ... 1120.00 1158.00 JM
116 jm2511 20250731 1169.0 ... 1134.00 1177.00 JM
117 jm2512 20250731 1198.0 ... 1151.50 1199.00 JM
118 jm2601 20250731 1213.0 ... 1179.00 1233.50 JM
119 jm2602 20250731 1244.0 ... 1198.00 1242.50 JM
120 jm2603 20250731 1221.5 ... 1200.00 1247.50 JM
121 jm2604 20250731 1259.5 ... 1210.00 1250.50 JM
122 jm2605 20250731 1255.5 ... 1212.50 1264.50 JM
123 jm2606 20250731 1238.0 ... 1213.50 1259.00 JM
124 jm2607 20250731 1266.0 ... 1220.50 1275.00 JM
125 l2508 20250731 7361.0 ... 7329.00 7361.00 L
126 l2509 20250731 7390.0 ... 7369.00 7402.00 L
127 l2510 20250731 7416.0 ... 7394.00 7429.00 L
128 l2511 20250731 7438.0 ... 7413.00 7446.00 L
129 l2512 20250731 7450.0 ... 7428.00 7455.00 L
130 l2601 20250731 7453.0 ... 7422.00 7455.00 L
131 l2602 20250731 7412.0 ... 7430.00 7448.00 L
132 l2603 20250731 7407.0 ... 7394.00 7440.00 L
133 l2604 20250731 7429.0 ... 7429.00 7459.00 L
134 l2605 20250731 7420.0 ... 7407.00 7441.00 L
135 l2606 20250731 0.0 ... 7428.00 7429.00 L
136 l2607 20250731 7426.0 ... 7426.00 7448.00 L
137 lg2509 20250731 824.0 ... 824.00 829.00 LG
138 lg2511 20250731 834.0 ... 832.50 832.00 LG
139 lg2601 20250731 826.0 ... 830.00 833.00 LG
140 lg2603 20250731 826.0 ... 828.50 831.50 LG
141 lg2605 20250731 829.0 ... 834.00 837.50 LG
142 lg2607 20250731 833.0 ... 833.00 841.50 LG
143 lh2509 20250731 14100.0 ... 14125.00 14120.00 LH
144 lh2511 20250731 14110.0 ... 13995.00 14140.00 LH
145 lh2601 20250731 14405.0 ... 14240.00 14415.00 LH
146 lh2603 20250731 13455.0 ... 13350.00 13525.00 LH
147 lh2605 20250731 13980.0 ... 13785.00 14025.00 LH
148 lh2607 20250731 14600.0 ... 14500.00 14625.00 LH
149 m2508 20250731 3010.0 ... 2996.00 2991.00 M
150 m2509 20250731 3007.0 ... 3006.00 3001.00 M
151 m2511 20250731 3045.0 ... 3044.00 3038.00 M
152 m2512 20250731 3077.0 ... 3073.00 3068.00 M
153 m2601 20250731 3045.0 ... 3041.00 3041.00 M
154 m2603 20250731 2918.0 ... 2914.00 2917.00 M
155 m2605 20250731 2743.0 ... 2737.00 2743.00 M
156 m2607 20250731 2727.0 ... 2719.00 2727.00 M
157 p2508 20250731 8894.0 ... 8808.00 8878.00 P
158 p2509 20250731 8962.0 ... 8912.00 8972.00 P
159 p2510 20250731 8962.0 ... 8920.00 8982.00 P
160 p2511 20250731 8962.0 ... 8920.00 8986.00 P
161 p2512 20250731 8958.0 ... 8914.00 8988.00 P
162 p2601 20250731 8960.0 ... 8930.00 8992.00 P
163 p2602 20250731 8938.0 ... 8908.00 8952.00 P
164 p2603 20250731 8872.0 ... 8866.00 8898.00 P
165 p2604 20250731 8818.0 ... 8828.00 8848.00 P
166 p2605 20250731 8764.0 ... 8750.00 8796.00 P
167 p2606 20250731 8686.0 ... 8702.00 8706.00 P
168 p2607 20250731 8648.0 ... 8636.00 8654.00 P
169 pg2508 20250731 4054.0 ... 4030.00 4044.00 PG
170 pg2509 20250731 4056.0 ... 4056.00 4045.00 PG
171 pg2510 20250731 4469.0 ... 4481.00 4453.00 PG
172 pg2511 20250731 4411.0 ... 4425.00 4392.00 PG
173 pg2512 20250731 4352.0 ... 4366.00 4335.00 PG
174 pg2601 20250731 4288.0 ... 4302.00 4274.00 PG
175 pg2602 20250731 4206.0 ... 4215.00 4187.00 PG
176 pg2603 20250731 4123.0 ... 4134.00 4102.00 PG
177 pg2604 20250731 4419.0 ... 4392.00 4392.00 PG
178 pg2605 20250731 4349.0 ... 4337.00 4301.00 PG
179 pg2606 20250731 4236.0 ... 4270.00 4233.00 PG
180 pg2607 20250731 4254.0 ... 4254.00 4265.00 PG
181 pp2508 20250731 7106.0 ... 7100.00 7120.00 PP
182 pp2509 20250731 7163.0 ... 7138.00 7165.00 PP
183 pp2510 20250731 7145.0 ... 7137.00 7160.00 PP
184 pp2511 20250731 7156.0 ... 7146.00 7166.00 PP
185 pp2512 20250731 7167.0 ... 7155.00 7174.00 PP
186 pp2601 20250731 7167.0 ... 7157.00 7183.00 PP
187 pp2602 20250731 7124.0 ... 7122.00 7157.00 PP
188 pp2603 20250731 7118.0 ... 7119.00 7157.00 PP
189 pp2604 20250731 7128.0 ... 7165.00 7167.00 PP
190 pp2605 20250731 7166.0 ... 7149.00 7170.00 PP
191 pp2606 20250731 7130.0 ... 7125.00 7144.00 PP
192 pp2607 20250731 7131.0 ... 7131.00 7190.00 PP
193 rr2508 20250731 3552.0 ... 3562.00 3566.00 RR
194 rr2509 20250731 3617.0 ... 3615.00 3619.00 RR
195 rr2510 20250731 3634.0 ... 3632.00 3633.00 RR
196 rr2511 20250731 3631.0 ... 3628.00 3622.00 RR
197 rr2512 20250731 3636.0 ... 3629.00 3633.00 RR
198 rr2601 20250731 3644.0 ... 3640.00 3618.00 RR
199 rr2602 20250731 3641.0 ... 3638.00 3632.00 RR
200 rr2603 20250731 3644.0 ... 3638.00 3634.00 RR
201 rr2604 20250731 3642.0 ... 3640.00 3635.00 RR
202 rr2605 20250731 3634.0 ... 3636.00 3632.00 RR
203 rr2606 20250731 0.0 ... 3627.00 3627.00 RR
204 rr2607 20250731 3642.0 ... 3633.00 3629.00 RR
205 v2508 20250731 5106.0 ... 5065.00 5164.00 V
206 v2509 20250731 5145.0 ... 5100.00 5215.00 V
207 v2510 20250731 5190.0 ... 5134.00 5251.00 V
208 v2511 20250731 5210.0 ... 5149.00 5290.00 V
209 v2512 20250731 5250.0 ... 5186.00 5323.00 V
210 v2601 20250731 5276.0 ... 5231.00 5350.00 V
211 v2602 20250731 5299.0 ... 5242.00 5372.00 V
212 v2603 20250731 5309.0 ... 5263.00 5405.00 V
213 v2604 20250731 5527.0 ... 5481.00 5611.00 V
214 v2605 20250731 5556.0 ... 5510.00 5605.00 V
215 v2606 20250731 5565.0 ... 5530.00 5635.00 V
216 v2607 20250731 5588.0 ... 5538.00 5650.00 V
217 y2508 20250731 8266.0 ... 8240.00 8266.00 Y
218 y2509 20250731 8220.0 ... 8206.00 8244.00 Y
219 y2511 20250731 8216.0 ... 8202.00 8242.00 Y
220 y2512 20250731 8214.0 ... 8204.00 8248.00 Y
221 y2601 20250731 8178.0 ... 8164.00 8202.00 Y
222 y2603 20250731 8054.0 ... 8052.00 8070.00 Y
223 y2605 20250731 7812.0 ... 7812.00 7838.00 Y
224 y2607 20250731 7778.0 ... 7782.00 7802.00 Y
[225 rows x 12 columns]
2025-07-31 18:26:51,463 - future_1d - INFO - ak.get_dce_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 SC2508 20250731 523 ... 526.6 531 SC
1 SC2509 20250731 529.7 ... 532 523.8 SC
2 SC2510 20250731 523.1 ... 525.3 518.5 SC
3 SC2511 20250731 519.3 ... 522 515.1 SC
4 SC2512 20250731 515.5 ... 518.2 512.2 SC
5 SC2601 20250731 513.8 ... 515.2 509.3 SC
6 SC2602 20250731 509.7 ... 511.7 507.2 SC
7 SC2603 20250731 507.7 ... 509.1 505.9 SC
8 SC2604 20250731 506.7 ... 506.3 504.5 SC
9 SC2605 20250731 505 ... 504.4 500 SC
10 SC2606 20250731 502 ... 503.2 498 SC
11 SC2607 20250731 ... 497.1 496.5 SC
12 SC2609 20250731 496.7 ... 496.3 490.3 SC
13 SC2612 20250731 493.1 ... 493.1 487.7 SC
14 SC2703 20250731 ... 486.9 486.9 SC
15 SC2706 20250731 485 ... 485.4 484.2 SC
16 SC2709 20250731 483.3 ... 483.3 486 SC
17 SC2712 20250731 483.1 ... 483.1 481.5 SC
18 SC2803 20250731 482.2 ... 482.2 479.3 SC
19 SC2806 20250731 476.4 ... 478.3 472.3 SC
21 LU2508 20250731 3200 ... 3496 3481 LU
22 LU2509 20250731 3693 ... 3672 3675 LU
23 LU2510 20250731 3704 ... 3697 3690 LU
24 LU2511 20250731 3700 ... 3699 3680 LU
25 LU2512 20250731 3681 ... 3677 3661 LU
26 LU2601 20250731 3643 ... 3642 3616 LU
27 LU2602 20250731 3630 ... 3625 3602 LU
28 LU2603 20250731 3623 ... 3622 3607 LU
29 LU2604 20250731 3594 ... 3604 3591 LU
30 LU2605 20250731 3610 ... 3607 3575 LU
31 LU2606 20250731 3563 ... 3572 3554 LU
32 LU2607 20250731 3575 ... 3573 3560 LU
34 NR2508 20250731 12465 ... 12320 12540 NR
35 NR2509 20250731 12575 ... 12365 12610 NR
36 NR2510 20250731 12610 ... 12395 12635 NR
37 NR2511 20250731 12590 ... 12445 12655 NR
38 NR2512 20250731 12660 ... 12465 12710 NR
39 NR2601 20250731 12720 ... 12490 12770 NR
40 NR2602 20250731 12730 ... 12590 12815 NR
41 NR2603 20250731 12745 ... 12650 12840 NR
42 NR2604 20250731 12755 ... 12640 12870 NR
43 NR2605 20250731 12780 ... 12585 12860 NR
44 NR2606 20250731 12670 ... 12630 13020 NR
45 NR2607 20250731 12550 ... 12550 12880 NR
47 BC2508 20250731 69650 ... 69490 70080 BC
48 BC2509 20250731 69830 ... 69640 70230 BC
49 BC2510 20250731 69910 ... 69630 70310 BC
50 BC2511 20250731 69200 ... 69240 69850 BC
51 BC2512 20250731 70160 ... 69700 70400 BC
52 BC2601 20250731 ... 70020 70020 BC
53 BC2602 20250731 ... 70000 70000 BC
54 BC2603 20250731 ... 70000 70000 BC
55 BC2604 20250731 ... 70000 70000 BC
56 BC2605 20250731 ... 70000 70000 BC
57 BC2606 20250731 ... 69340 69340 BC
58 BC2607 20250731 ... 68670 68670 BC
60 EC2508 20250731 2139 ... 2123.5 2135.6 EC
61 EC2510 20250731 1450 ... 1428.2 1494.7 EC
62 EC2512 20250731 1720 ... 1700.9 1755.4 EC
63 EC2602 20250731 1530 ... 1496.3 1548.8 EC
64 EC2604 20250731 1375.5 ... 1340.3 1379.8 EC
65 EC2606 20250731 1500 ... 1475.5 1513.7 EC
69 SC_TAS2509 20250731 ... SC_TAS
70 SC_TAS2510 20250731 ... SC_TAS
71 SC_TAS2511 20250731 ... SC_TAS
[65 rows x 12 columns]
2025-07-31 18:26:51,531 - future_1d - INFO - ak.get_ine_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 IC2508 20250731 6256.000 ... 6175.600 6266.200 IC
1 IC2509 20250731 6198.400 ... 6112.200 6209.800 IC
2 IC2512 20250731 6041.800 ... 5964.600 6073.800 IC
3 IC2603 20250731 5935.200 ... 5839.200 5947.800 IC
4 IF2508 20250731 4130.000 ... 4063.800 4140.000 IF
5 IF2509 20250731 4124.800 ... 4050.800 4130.200 IF
6 IF2512 20250731 4087.000 ... 4016.400 4097.800 IF
7 IF2603 20250731 4059.600 ... 3985.600 4066.200 IF
8 IH2508 20250731 2812.000 ... 2772.600 2817.400 IH
9 IH2509 20250731 2811.600 ... 2772.000 2817.600 IH
10 IH2512 20250731 2808.000 ... 2773.600 2817.600 IH
11 IH2603 20250731 2810.600 ... 2775.600 2818.000 IH
12 IM2508 20250731 6669.800 ... 6602.800 6665.800 IM
13 IM2509 20250731 6589.000 ... 6526.600 6596.200 IM
14 IM2512 20250731 6381.000 ... 6340.000 6412.200 IM
15 IM2603 20250731 6225.600 ... 6173.000 6243.600 IM
16 T2509 20250731 108.380 ... 108.460 108.305 T
17 T2512 20250731 108.300 ... 108.435 108.245 T
18 T2603 20250731 108.290 ... 108.405 108.205 T
19 TF2509 20250731 105.680 ... 105.725 105.640 TF
20 TF2512 20250731 105.715 ... 105.790 105.685 TF
21 TF2603 20250731 105.760 ... 105.840 105.735 TF
22 TL2509 20250731 118.700 ... 119.120 118.440 TL
23 TL2512 20250731 118.360 ... 118.770 118.010 TL
24 TL2603 20250731 118.010 ... 118.430 117.700 TL
25 TS2509 20250731 102.362 ... 102.350 102.342 TS
26 TS2512 20250731 102.392 ... 102.414 102.388 TS
27 TS2603 20250731 102.476 ... 102.484 102.452 TS
[28 rows x 12 columns]
2025-07-31 18:26:51,867 - future_1d - INFO - ak.get_cffex_daily('2025-07-31') done
symbol date open ... settle pre_settle variety
0 PS2508 20250731 53120.0 ... 50910.0 53090.0 PS
1 PS2509 20250731 52500.0 ... 50735.0 53290.0 PS
2 PS2510 20250731 53270.0 ... 50895.0 53435.0 PS
3 PS2511 20250731 53000.0 ... 50990.0 53575.0 PS
4 PS2512 20250731 55650.0 ... 53875.0 55945.0 PS
5 PS2601 20250731 55420.0 ... 53970.0 55985.0 PS
6 PS2602 20250731 56700.0 ... 54305.0 56060.0 PS
7 PS2603 20250731 56655.0 ... 54680.0 56140.0 PS
8 PS2604 20250731 56140.0 ... 54580.0 56185.0 PS
9 PS2605 20250731 55000.0 ... 54455.0 56005.0 PS
10 PS2606 20250731 58835.0 ... 56210.0 57410.0 PS
11 PS2607 20250731 57900.0 ... 56430.0 57350.0 PS
13 SI2508 20250731 9225.0 ... 8920.0 9325.0 SI
14 SI2509 20250731 9090.0 ... 8860.0 9345.0 SI
15 SI2510 20250731 9110.0 ... 8845.0 9325.0 SI
16 SI2511 20250731 9045.0 ... 8825.0 9320.0 SI
17 SI2512 20250731 9400.0 ... 9135.0 9625.0 SI
18 SI2601 20250731 9300.0 ... 9105.0 9580.0 SI
19 SI2602 20250731 9270.0 ... 9095.0 9575.0 SI
20 SI2603 20250731 9230.0 ... 9065.0 9545.0 SI
21 SI2604 20250731 9260.0 ... 9095.0 9535.0 SI
22 SI2605 20250731 9370.0 ... 9090.0 9515.0 SI
23 SI2606 20250731 9345.0 ... 9095.0 9515.0 SI
24 SI2607 20250731 9320.0 ... 9110.0 9525.0 SI
27 LC2508 20250731 68480.0 ... 67900.0 71480.0 LC
28 LC2509 20250731 68540.0 ... 67840.0 71620.0 LC
29 LC2510 20250731 69500.0 ... 67940.0 71300.0 LC
30 LC2511 20250731 69040.0 ... 68040.0 71440.0 LC
31 LC2512 20250731 69600.0 ... 68460.0 71600.0 LC
32 LC2601 20250731 68660.0 ... 68560.0 71680.0 LC
33 LC2602 20250731 68700.0 ... 68620.0 71420.0 LC
34 LC2603 20250731 69960.0 ... 68580.0 71180.0 LC
35 LC2604 20250731 69220.0 ... 69020.0 71260.0 LC
36 LC2605 20250731 70000.0 ... 69260.0 71600.0 LC
37 LC2606 20250731 70040.0 ... 69160.0 71400.0 LC
38 LC2607 20250731 69800.0 ... 69220.0 71200.0 LC
[36 rows x 12 columns]
2025-07-31 18:26:52,013 - future_1d - INFO - ak.get_gfex_daily('2025-07-31') done
2025-07-31 18:26:53,783 - future_1d - INFO - save future_daily 2025-07-31 completed