201 TA512 20250804 4778.0 4782.0 ... 25256.18 4742.0 4796.0 TA
202 TA601 20250804 4782.0 4786.0 ... 551070.31 4744.0 4800.0 TA
203 TA602 20250804 4772.0 4772.0 ... 68.79 4744.0 4794.0 TA
204 TA603 20250804 4778.0 4778.0 ... 23.76 4752.0 4800.0 TA
205 TA604 20250804 4760.0 4760.0 ... 14.28 4758.0 4808.0 TA
206 TA605 20250804 4808.0 4820.0 ... 8422.00 4784.0 4820.0 TA
207 TA606 20250804 4794.0 4794.0 ... 11.96 4784.0 4834.0 TA
208 TA607 20250804 4786.0 4788.0 ... 7.18 4786.0 4840.0 TA
209 UR508 20250804 0.0 0.0 ... 0.00 1722.0 1707.0 UR
210 UR509 20250804 1714.0 1742.0 ... 511274.84 1726.0 1714.0 UR
211 UR510 20250804 1719.0 1748.0 ... 24919.67 1734.0 1723.0 UR
212 UR511 20250804 1741.0 1776.0 ... 23864.82 1765.0 1752.0 UR
213 UR512 20250804 1752.0 1770.0 ... 715.44 1762.0 1745.0 UR
214 UR601 20250804 1740.0 1765.0 ... 144639.26 1752.0 1741.0 UR
215 UR602 20250804 1733.0 1762.0 ... 2181.49 1751.0 1739.0 UR
216 UR603 20250804 1777.0 1794.0 ... 92.82 1785.0 1776.0 UR
217 UR604 20250804 1778.0 1794.0 ... 160.22 1780.0 1778.0 UR
218 UR605 20250804 1782.0 1799.0 ... 4427.03 1788.0 1780.0 UR
219 UR606 20250804 1771.0 1789.0 ... 181.43 1779.0 1775.0 UR
220 UR607 20250804 1776.0 1793.0 ... 139.19 1785.0 1782.0 UR
221 WH509 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250804 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250804 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-06 18:25:56,134 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250804 527.6 527.7 ... 7537481.8 516.8 528.1 SC
1 SC2510 20250804 523.1 523.1 ... 1718415.83 511.8 523.7 SC
2 SC2511 20250804 519 519 ... 271381.83 507.9 519.8 SC
3 SC2512 20250804 516.3 516.3 ... 64483.96 505.7 516 SC
4 SC2601 20250804 511.2 511.2 ... 21919.61 501.5 513 SC
5 SC2602 20250804 507.1 507.1 ... 13994.73 499.8 509.6 SC
6 SC2603 20250804 505.8 505.8 ... 17388.31 496.8 506.4 SC
7 SC2604 20250804 503 503 ... 2690.04 489 503.7 SC
8 SC2605 20250804 502.5 502.5 ... 392.58 490.7 502.9 SC
9 SC2606 20250804 497 497 ... 2624.28 485.9 500.8 SC
10 SC2607 20250804 ... 0 485 498.8 SC
11 SC2608 20250804 ... 0 486.8 496.8 SC
12 SC2609 20250804 480.4 480.4 ... 48.04 480.4 495.1 SC
13 SC2612 20250804 487.7 487.7 ... 192.82 482 488.2 SC
14 SC2703 20250804 ... 0 478.1 486.9 SC
15 SC2706 20250804 484.5 484.5 ... 96.18 480.9 484.5 SC
16 SC2709 20250804 472 472 ... 94.34 471.7 483.3 SC
17 SC2712 20250804 470.1 470.1 ... 47.01 470.1 483.1 SC
18 SC2803 20250804 ... 0 469.5 476.1 SC
19 SC2806 20250804 474.5 474.5 ... 141.74 472.4 474.2 SC
21 LU2509 20250804 3633 3643 ... 30108.692 3572 3645 LU
22 LU2510 20250804 3652 3661 ... 391774.499 3588 3663 LU
23 LU2511 20250804 3669 3670 ... 162900.07 3600 3668 LU
24 LU2512 20250804 3634 3654 ... 10543.715 3571 3651 LU
25 LU2601 20250804 3600 3616 ... 10236.398 3529 3612 LU
26 LU2602 20250804 3572 3580 ... 518.326 3526 3595 LU
27 LU2603 20250804 3579 3580 ... 355.004 3550 3596 LU
28 LU2604 20250804 3543 3543 ... 28.048 3506 3576 LU
29 LU2605 20250804 3485 3485 ... 38.14 3467 3498 LU
30 LU2606 20250804 3551 3551 ... 31.436 3492 3572 LU
31 LU2607 20250804 3545 3545 ... 59.126 3478 3542 LU
32 LU2608 20250804 3508 3508 ... 20.862 3477 3529 LU
34 NR2508 20250804 12185 12185 ... 1331.5 12100 12185 NR
35 NR2509 20250804 12230 12230 ... 817545.835 12145 12220 NR
36 NR2510 20250804 12265 12270 ... 451114.65 12190 12260 NR
37 NR2511 20250804 12320 12320 ... 41742.415 12220 12295 NR
38 NR2512 20250804 12345 12345 ... 10967.365 12265 12340 NR
39 NR2601 20250804 12335 12390 ... 28054.275 12305 12385 NR
40 NR2602 20250804 12360 12360 ... 579.87 12335 12465 NR
41 NR2603 20250804 12310 12400 ... 692.76 12370 12310 NR
42 NR2604 20250804 12425 12425 ... 198 12375 12285 NR
43 NR2605 20250804 12360 12400 ... 37.16 12385 12430 NR
44 NR2606 20250804 12505 12505 ... 137.365 12485 12290 NR
45 NR2607 20250804 12475 12500 ... 24.975 12485 12550 NR
47 BC2508 20250804 69350 69440 ... 346.975 69390 68830 BC
48 BC2509 20250804 69600 69640 ... 125883.2 69370 69410 BC
49 BC2510 20250804 69510 69650 ... 13987.375 69410 69430 BC
50 BC2511 20250804 ... 0 69240 69240 BC
51 BC2512 20250804 69660 69660 ... 69.655 69650 69700 BC
52 BC2601 20250804 ... 0 70020 70020 BC
53 BC2602 20250804 ... 0 70000 70000 BC
54 BC2603 20250804 ... 0 70000 70000 BC
55 BC2604 20250804 ... 0 70000 70000 BC
56 BC2605 20250804 ... 0 70000 70000 BC
57 BC2606 20250804 ... 0 69340 69340 BC
58 BC2607 20250804 ... 0 68670 68670 BC
60 EC2508 20250804 2100 2122.3 ... 5068.865 2112 2114.3 EC
61 EC2510 20250804 1415.9 1432 ... 212521.427 1404.2 1432.1 EC
62 EC2512 20250804 1670 1700 ... 29799.638 1670.3 1687.9 EC
63 EC2602 20250804 1485.8 1490 ... 5042.7065 1474.4 1485.8 EC
64 EC2604 20250804 1325.9 1330 ... 4879.1515 1315.1 1329.8 EC
65 EC2606 20250804 1454.6 1467.8 ... 713.0175 1455.1 1469.7 EC
68 SC_TAS2509 20250804 ... SC_TAS
69 SC_TAS2510 20250804 ... SC_TAS
70 SC_TAS2511 20250804 ... SC_TAS
71 SC_TAS2512 20250804 ... SC_TAS
[66 rows x 12 columns]
2025-08-06 18:25:56,215 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 IC2508 20250804 6158.800 ... 6220.600 6173.600 IC
1 IC2509 20250804 6084.000 ... 6157.800 6109.800 IC
2 IC2512 20250804 5937.800 ... 6001.200 5961.800 IC
3 IC2603 20250804 5803.800 ... 5873.200 5835.800 IC
4 IF2508 20250804 4034.000 ... 4060.000 4044.000 IF
5 IF2509 20250804 4018.200 ... 4048.000 4031.800 IF
6 IF2512 20250804 3983.000 ... 4017.000 4000.000 IF
7 IF2603 20250804 3951.800 ... 3987.200 3969.000 IF
8 IH2508 20250804 2749.000 ... 2767.200 2755.400 IH
9 IH2509 20250804 2750.000 ... 2768.000 2755.400 IH
10 IH2512 20250804 2751.400 ... 2770.000 2757.400 IH
11 IH2603 20250804 2754.000 ... 2769.800 2757.000 IH
12 IM2508 20250804 6606.000 ... 6694.400 6625.200 IM
13 IM2509 20250804 6528.000 ... 6622.600 6549.800 IM
14 IM2512 20250804 6336.400 ... 6433.000 6364.800 IM
15 IM2603 20250804 6165.000 ... 6262.000 6194.600 IM
16 T2509 20250804 108.595 ... 108.485 108.450 T
17 T2512 20250804 108.450 ... 108.265 108.425 T
18 T2603 20250804 108.200 ... 108.035 108.395 T
19 TF2509 20250804 105.810 ... 105.715 105.730 TF
20 TF2512 20250804 105.825 ... 105.710 105.785 TF
21 TF2603 20250804 105.845 ... 105.695 105.840 TF
22 TL2509 20250804 119.700 ... 119.250 119.090 TL
23 TL2512 20250804 119.180 ... 118.900 118.820 TL
24 TL2603 20250804 118.490 ... 118.540 118.520 TL
25 TS2509 20250804 102.384 ... 102.354 102.352 TS
26 TS2512 20250804 102.396 ... 102.362 102.394 TS
27 TS2603 20250804 102.400 ... 102.332 102.462 TS
[28 rows x 12 columns]
2025-08-06 18:25:56,372 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
symbol date open ... settle pre_settle variety
0 PS2508 20250804 48000.0 ... 48370.0 49395.0 PS
1 PS2509 20250804 48500.0 ... 48250.0 49350.0 PS
2 PS2510 20250804 48500.0 ... 48405.0 49490.0 PS
3 PS2511 20250804 48800.0 ... 48450.0 49590.0 PS
4 PS2512 20250804 52475.0 ... 51430.0 52650.0 PS
5 PS2601 20250804 51600.0 ... 51605.0 52835.0 PS
6 PS2602 20250804 51940.0 ... 51880.0 53380.0 PS
7 PS2603 20250804 52065.0 ... 52045.0 53405.0 PS
8 PS2604 20250804 52100.0 ... 52185.0 53565.0 PS
9 PS2605 20250804 51900.0 ... 51875.0 53300.0 PS
10 PS2606 20250804 54600.0 ... 54095.0 55335.0 PS
11 PS2607 20250804 54235.0 ... 54260.0 55500.0 PS
13 SI2508 20250804 8330.0 ... 8490.0 8710.0 SI
14 SI2509 20250804 8490.0 ... 8365.0 8660.0 SI
15 SI2510 20250804 8465.0 ... 8380.0 8655.0 SI
16 SI2511 20250804 8450.0 ... 8375.0 8645.0 SI
17 SI2512 20250804 8825.0 ... 8720.0 8995.0 SI
18 SI2601 20250804 8795.0 ... 8715.0 8975.0 SI
19 SI2602 20250804 8750.0 ... 8700.0 8935.0 SI
20 SI2603 20250804 8750.0 ... 8725.0 8965.0 SI
21 SI2604 20250804 8760.0 ... 8745.0 8970.0 SI
22 SI2605 20250804 8885.0 ... 8745.0 8990.0 SI
23 SI2606 20250804 8885.0 ... 8770.0 8995.0 SI
24 SI2607 20250804 8895.0 ... 8790.0 8975.0 SI
27 LC2508 20250804 68500.0 ... 69520.0 68480.0 LC
28 LC2509 20250804 69280.0 ... 69520.0 68860.0 LC
29 LC2510 20250804 69360.0 ... 69480.0 69000.0 LC
30 LC2511 20250804 69320.0 ... 69500.0 69100.0 LC
31 LC2512 20250804 69580.0 ... 69580.0 69520.0 LC
32 LC2601 20250804 69600.0 ... 69640.0 69500.0 LC
33 LC2602 20250804 69460.0 ... 69320.0 69400.0 LC
34 LC2603 20250804 69000.0 ... 69440.0 69260.0 LC
35 LC2604 20250804 69860.0 ... 70200.0 69900.0 LC
36 LC2605 20250804 71000.0 ... 70300.0 70080.0 LC
37 LC2606 20250804 69160.0 ... 70140.0 70060.0 LC
38 LC2607 20250804 70060.0 ... 70220.0 70160.0 LC
[36 rows x 12 columns]
2025-08-06 18:25:56,507 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
2025-08-06 18:25:58,240 - future_1d - INFO - save future_daily 2025-08-04 completed
symbol date open ... settle pre_settle variety
0 a2509 20250805 4115.00 ... 4121.00 4126.00 A
1 a2511 20250805 4098.00 ... 4100.00 4105.00 A
2 a2601 20250805 4090.00 ... 4101.00 4098.00 A
3 a2603 20250805 4080.00 ... 4091.00 4089.00 A
4 a2605 20250805 4124.00 ... 4130.00 4130.00 A
5 a2607 20250805 4115.00 ... 4122.00 4122.00 A
6 b2508 20250805 3565.00 ... 3616.00 3510.00 B
7 b2509 20250805 3685.00 ... 3701.00 3687.00 B
8 b2510 20250805 3741.00 ... 3751.00 3734.00 B
9 b2511 20250805 3759.00 ... 3771.00 3754.00 B
10 b2512 20250805 3769.00 ... 3780.00 3764.00 B
11 b2601 20250805 3750.00 ... 3769.00 3744.00 B
12 b2602 20250805 3718.00 ... 3732.00 3712.00 B
13 b2603 20250805 3628.00 ... 3643.00 3630.00 B
14 b2604 20250805 3523.00 ... 3529.00 3517.00 B
15 b2605 20250805 3444.00 ... 3455.00 3441.00 B
16 b2606 20250805 3427.00 ... 3436.00 3424.00 B
17 b2607 20250805 3424.00 ... 3428.00 3416.00 B
18 bb2509 20250805 148.85 ... 149.25 148.85 BB
19 bb2511 20250805 150.45 ... 150.85 150.50 BB
20 bb2601 20250805 148.60 ... 149.75 149.50 BB
21 bb2603 20250805 147.35 ... 147.75 147.75 BB
22 bb2605 20250805 0.00 ... 142.05 142.05 BB
23 bb2607 20250805 0.00 ... 147.80 147.80 BB
24 bz2603 20250805 6200.00 ... 6210.00 6231.00 BZ
25 bz2604 20250805 6180.00 ... 6172.00 6190.00 BZ
26 bz2605 20250805 6186.00 ... 6194.00 6254.00 BZ
27 bz2606 20250805 6150.00 ... 6165.00 6253.00 BZ
28 bz2607 20250805 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250805 2281.00 ... 2259.00 2288.00 C
30 c2511 20250805 2225.00 ... 2215.00 2227.00 C
31 c2601 20250805 2213.00 ... 2198.00 2213.00 C
32 c2603 20250805 2216.00 ... 2200.00 2214.00 C
33 c2605 20250805 2263.00 ... 2246.00 2259.00 C
34 c2607 20250805 2277.00 ... 2264.00 2275.00 C
35 cs2509 20250805 2665.00 ... 2651.00 2662.00 CS
36 cs2511 20250805 2569.00 ... 2557.00 2568.00 CS
37 cs2601 20250805 2582.00 ... 2564.00 2577.00 CS
38 cs2603 20250805 2571.00 ... 2557.00 2570.00 CS
39 cs2605 20250805 2615.00 ... 2607.00 2620.00 CS
40 cs2607 20250805 2621.00 ... 2616.00 2629.00 CS
41 eb2508 20250805 7250.00 ... 7251.00 7225.00 EB
42 eb2509 20250805 7250.00 ... 7267.00 7273.00 EB
43 eb2510 20250805 7260.00 ... 7290.00 7294.00 EB
44 eb2511 20250805 7267.00 ... 7303.00 7315.00 EB
45 eb2512 20250805 7293.00 ... 7322.00 7336.00 EB
46 eb2601 20250805 7304.00 ... 7329.00 7345.00 EB
47 eb2602 20250805 7324.00 ... 7339.00 7357.00 EB
48 eb2603 20250805 7328.00 ... 7341.00 7331.00 EB
49 eb2604 20250805 7349.00 ... 7348.00 7356.00 EB
50 eb2605 20250805 7315.00 ... 7343.00 7371.00 EB
51 eb2606 20250805 7357.00 ... 7391.00 7449.00 EB
52 eb2607 20250805 7319.00 ... 7313.00 7370.00 EB
53 eg2508 20250805 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250805 4380.00 ... 4380.00 4375.00 EG
55 eg2510 20250805 4396.00 ... 4392.00 4380.00 EG
56 eg2511 20250805 4400.00 ... 4397.00 4400.00 EG
57 eg2512 20250805 4409.00 ... 4411.00 4410.00 EG
58 eg2601 20250805 4405.00 ... 4409.00 4410.00 EG
59 eg2602 20250805 4411.00 ... 4412.00 4414.00 EG
60 eg2603 20250805 4410.00 ... 4400.00 4411.00 EG
61 eg2604 20250805 4413.00 ... 4420.00 4423.00 EG
62 eg2605 20250805 4425.00 ... 4432.00 4429.00 EG
63 eg2606 20250805 4425.00 ... 4419.00 4424.00 EG
64 eg2607 20250805 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250805 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250805 1270.00 ... 1268.00 1270.00 FB
67 fb2510 20250805 1296.50 ... 1291.50 1309.00 FB
68 fb2511 20250805 1290.00 ... 1289.00 1301.50 FB
69 fb2512 20250805 1294.00 ... 1292.00 1304.50 FB
70 fb2601 20250805 1291.00 ... 1295.00 1304.00 FB
71 fb2602 20250805 1303.50 ... 1297.00 1312.00 FB
72 fb2603 20250805 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250805 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250805 0.00 ... 1337.50 1339.00 FB
75 fb2606 20250805 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250805 0.00 ... 1302.50 1302.50 FB
77 i2508 20250805 808.00 ... 809.50 805.00 I
78 i2509 20250805 792.00 ... 795.00 789.00 I
79 i2510 20250805 787.00 ... 791.50 784.00 I
80 i2511 20250805 782.00 ... 786.00 778.00 I
81 i2512 20250805 776.50 ... 779.50 772.00 I
82 i2601 20250805 766.00 ... 773.00 764.00 I
83 i2602 20250805 764.50 ... 766.00 759.50 I
84 i2603 20250805 758.00 ... 762.00 754.50 I
85 i2604 20250805 753.50 ... 757.00 750.00 I
86 i2605 20250805 744.00 ... 749.00 740.00 I
87 i2606 20250805 739.50 ... 743.50 735.50 I
88 i2607 20250805 736.00 ... 739.50 731.50 I
89 j2508 20250805 0.00 ... 1598.00 1598.00 J
90 j2509 20250805 1610.00 ... 1613.00 1584.50 J
91 j2510 20250805 1632.50 ... 1634.00 1604.00 J
92 j2511 20250805 1649.00 ... 1656.00 1621.50 J
93 j2512 20250805 1661.50 ... 1677.50 1629.00 J
94 j2601 20250805 1669.50 ... 1680.50 1641.00 J
95 j2602 20250805 1692.00 ... 1728.50 1634.50 J
96 j2603 20250805 1703.00 ... 1740.00 1639.00 J
97 j2604 20250805 1787.00 ... 1795.00 1673.50 J
98 j2605 20250805 1760.00 ... 1759.50 1707.50 J
99 j2606 20250805 1762.50 ... 1753.50 1733.00 J
100 j2607 20250805 1779.50 ... 1754.50 1733.00 J
101 jd2508 20250805 2902.00 ... 2871.00 3093.00 JD
102 jd2509 20250805 3359.00 ... 3345.00 3394.00 JD
103 jd2510 20250805 3245.00 ... 3254.00 3258.00 JD
104 jd2511 20250805 3323.00 ... 3341.00 3335.00 JD
105 jd2512 20250805 3518.00 ... 3525.00 3510.00 JD
106 jd2601 20250805 3622.00 ... 3628.00 3619.00 JD
107 jd2602 20250805 3209.00 ... 3210.00 3205.00 JD
108 jd2603 20250805 3215.00 ... 3214.00 3211.00 JD
109 jd2604 20250805 3361.00 ... 3359.00 3362.00 JD
110 jd2605 20250805 3463.00 ... 3467.00 3467.00 JD
111 jd2606 20250805 3301.00 ... 3301.00 3300.00 JD
112 jd2607 20250805 3516.00 ... 3515.00 3515.00 JD
113 jm2508 20250805 880.00 ... 878.00 910.00 JM
114 jm2509 20250805 1008.00 ... 1013.00 982.50 JM
115 jm2510 20250805 1039.50 ... 1041.00 1014.00 JM
116 jm2511 20250805 1070.00 ... 1075.00 1042.50 JM
117 jm2512 20250805 1100.00 ... 1107.50 1068.00 JM
118 jm2601 20250805 1140.00 ... 1147.00 1105.50 JM
119 jm2602 20250805 1159.50 ... 1169.00 1115.50 JM
120 jm2603 20250805 1171.00 ... 1179.00 1120.50 JM
121 jm2604 20250805 1182.00 ... 1194.00 1130.00 JM
122 jm2605 20250805 1178.00 ... 1200.00 1142.00 JM
123 jm2606 20250805 1194.50 ... 1216.00 1153.00 JM
124 jm2607 20250805 1207.50 ... 1220.00 1158.00 JM
125 l2508 20250805 0.00 ... 7311.00 7311.00 L
126 l2509 20250805 7256.00 ... 7288.00 7276.00 L
127 l2510 20250805 7279.00 ... 7308.00 7299.00 L
128 l2511 20250805 7307.00 ... 7332.00 7327.00 L
129 l2512 20250805 7323.00 ... 7345.00 7342.00 L
130 l2601 20250805 7328.00 ... 7355.00 7343.00 L
131 l2602 20250805 7329.00 ... 7341.00 7340.00 L
132 l2603 20250805 7325.00 ... 7373.00 7389.00 L
133 l2604 20250805 7353.00 ... 7394.00 7363.00 L
134 l2605 20250805 7336.00 ... 7342.00 7336.00 L
135 l2606 20250805 7332.00 ... 7333.00 7367.00 L
136 l2607 20250805 7361.00 ... 7361.00 7340.00 L
137 lg2509 20250805 841.50 ... 831.50 834.00 LG
138 lg2511 20250805 849.00 ... 836.50 835.00 LG
139 lg2601 20250805 846.00 ... 840.50 835.50 LG
140 lg2603 20250805 837.00 ... 836.50 832.50 LG
141 lg2605 20250805 843.00 ... 842.00 839.50 LG
142 lg2607 20250805 842.00 ... 841.00 833.00 LG
143 lh2509 20250805 13945.00 ... 13900.00 13880.00 LH
144 lh2511 20250805 13900.00 ... 13915.00 13840.00 LH
145 lh2601 20250805 14240.00 ... 14170.00 14145.00 LH
146 lh2603 20250805 13275.00 ... 13260.00 13230.00 LH
147 lh2605 20250805 13810.00 ... 13775.00 13740.00 LH
148 lh2607 20250805 14415.00 ... 14440.00 14395.00 LH
149 m2508 20250805 3010.00 ... 3016.00 3001.00 M
150 m2509 20250805 3022.00 ... 3030.00 3021.00 M
151 m2511 20250805 3059.00 ... 3066.00 3060.00 M
152 m2512 20250805 3085.00 ... 3096.00 3084.00 M
153 m2601 20250805 3052.00 ... 3069.00 3050.00 M
154 m2603 20250805 2929.00 ... 2935.00 2929.00 M
155 m2605 20250805 2746.00 ... 2752.00 2742.00 M
156 m2607 20250805 2726.00 ... 2730.00 2723.00 M
157 p2508 20250805 0.00 ... 8808.00 8808.00 P
158 p2509 20250805 8808.00 ... 8946.00 8814.00 P
159 p2510 20250805 8822.00 ... 8934.00 8818.00 P
160 p2511 20250805 8814.00 ... 8942.00 8814.00 P
161 p2512 20250805 8806.00 ... 8906.00 8812.00 P
162 p2601 20250805 8810.00 ... 8930.00 8830.00 P
163 p2602 20250805 8780.00 ... 8906.00 8804.00 P
164 p2603 20250805 8746.00 ... 8832.00 8766.00 P
165 p2604 20250805 8698.00 ... 8840.00 8720.00 P
166 p2605 20250805 8616.00 ... 8744.00 8648.00 P
167 p2606 20250805 8628.00 ... 8684.00 8548.00 P
168 p2607 20250805 8512.00 ... 8594.00 8484.00 P
169 pg2508 20250805 3888.00 ... 3885.00 3935.00 PG
170 pg2509 20250805 3869.00 ... 3849.00 3921.00 PG
171 pg2510 20250805 4290.00 ... 4272.00 4347.00 PG
172 pg2511 20250805 4230.00 ... 4209.00 4286.00 PG
173 pg2512 20250805 4192.00 ... 4163.00 4231.00 PG
174 pg2601 20250805 4130.00 ... 4117.00 4175.00 PG
175 pg2602 20250805 4051.00 ... 4048.00 4093.00 PG
176 pg2603 20250805 3990.00 ... 3972.00 4019.00 PG
177 pg2604 20250805 4257.00 ... 4258.00 4330.00 PG
178 pg2605 20250805 4171.00 ... 4164.00 4209.00 PG
179 pg2606 20250805 4110.00 ... 4113.00 4163.00 PG
180 pg2607 20250805 4112.00 ... 4086.00 4116.00 PG
181 pp2508 20250805 7021.00 ... 7033.00 7033.00 PP
182 pp2509 20250805 7049.00 ... 7066.00 7069.00 PP
183 pp2510 20250805 7055.00 ... 7069.00 7062.00 PP
184 pp2511 20250805 7070.00 ... 7085.00 7082.00 PP
185 pp2512 20250805 7084.00 ... 7091.00 7094.00 PP
186 pp2601 20250805 7085.00 ... 7101.00 7099.00 PP
187 pp2602 20250805 7077.00 ... 7083.00 7084.00 PP
188 pp2603 20250805 7101.00 ... 7101.00 7085.00 PP
189 pp2604 20250805 7080.00 ... 7105.00 7101.00 PP
190 pp2605 20250805 7094.00 ... 7111.00 7107.00 PP
191 pp2606 20250805 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250805 0.00 ... 7109.00 7100.00 PP
193 rr2508 20250805 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250805 3611.00 ... 3609.00 3611.00 RR
195 rr2510 20250805 3622.00 ... 3618.00 3622.00 RR
196 rr2511 20250805 3620.00 ... 3620.00 3626.00 RR
197 rr2512 20250805 3620.00 ... 3615.00 3622.00 RR
198 rr2601 20250805 3628.00 ... 3623.00 3629.00 RR
199 rr2602 20250805 3621.00 ... 3620.00 3623.00 RR
200 rr2603 20250805 3618.00 ... 3615.00 3621.00 RR
201 rr2604 20250805 3621.00 ... 3620.00 3622.00 RR
202 rr2605 20250805 3618.00 ... 3620.00 3620.00 RR
203 rr2606 20250805 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250805 0.00 ... 3633.00 3633.00 RR
205 v2508 20250805 4950.00 ... 4948.00 4937.00 V
206 v2509 20250805 4930.00 ... 4992.00 4978.00 V
207 v2510 20250805 5005.00 ... 5027.00 5012.00 V
208 v2511 20250805 5039.00 ... 5061.00 5053.00 V
209 v2512 20250805 5072.00 ... 5103.00 5084.00 V
210 v2601 20250805 5106.00 ... 5132.00 5116.00 V
211 v2602 20250805 5145.00 ... 5179.00 5144.00 V
212 v2603 20250805 5166.00 ... 5174.00 5169.00 V
213 v2604 20250805 5405.00 ... 5396.00 5385.00 V
214 v2605 20250805 5405.00 ... 5428.00 5410.00 V
215 v2606 20250805 5447.00 ... 5459.00 5440.00 V
216 v2607 20250805 5482.00 ... 5477.00 5454.00 V
217 y2508 20250805 0.00 ... 8284.00 8284.00 Y
218 y2509 20250805 8226.00 ... 8294.00 8246.00 Y
219 y2511 20250805 8234.00 ... 8296.00 8240.00 Y
220 y2512 20250805 8246.00 ... 8298.00 8258.00 Y
221 y2601 20250805 8194.00 ... 8264.00 8204.00 Y
222 y2603 20250805 8104.00 ... 8192.00 8104.00 Y
223 y2605 20250805 7832.00 ... 7904.00 7842.00 Y
224 y2607 20250805 7844.00 ... 7882.00 7792.00 Y
[225 rows x 12 columns]
2025-08-06 18:26:05,811 - future_1d - INFO - ak.get_dce_daily('2025-08-05') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250805 ... 78490 78240 CU
1 1 CU2509 20250805 ... 78480 78220 CU
2 2 CU2510 20250805 ... 78480 78200 CU
3 3 CU2511 20250805 ... 78440 78130 CU
4 4 CU2512 20250805 ... 78420 78100 CU
5 5 CU2601 20250805 ... 78400 78080 CU
6 6 CU2602 20250805 ... 78330 78070 CU
7 7 CU2603 20250805 ... 78340 78030 CU
8 8 CU2604 20250805 ... 78360 78120 CU
9 9 CU2605 20250805 ... 78390 78080 CU
10 10 CU2606 20250805 ... 78380 78120 CU
11 11 CU2607 20250805 ... 78380 78080 CU
12 12 BC2508 20250805 ... 69500 69390 BC
13 13 BC2509 20250805 ... 69640 69370 BC
14 14 BC2510 20250805 ... 69680 69410 BC
15 15 BC2511 20250805 ... 69240 69240 BC
16 16 BC2512 20250805 ... 69910 69650 BC
17 17 BC2601 20250805 ... 70020 70020 BC
18 18 BC2602 20250805 ... 70000 70000 BC
19 19 BC2603 20250805 ... 70000 70000 BC
20 20 BC2604 20250805 ... 70000 70000 BC
21 21 BC2605 20250805 ... 70000 70000 BC
22 22 BC2606 20250805 ... 69340 69340 BC
23 23 BC2607 20250805 ... 68670 68670 BC
24 24 AL2508 20250805 ... 20535 20515 AL
25 25 AL2509 20250805 ... 20495 20455 AL
26 26 AL2510 20250805 ... 20460 20415 AL
27 27 AL2511 20250805 ... 20420 20370 AL
28 28 AL2512 20250805 ... 20360 20325 AL
29 29 AL2601 20250805 ... 20325 20295 AL
30 30 AL2602 20250805 ... 20320 20300 AL
31 31 AL2603 20250805 ... 20355 20320 AL
32 32 AL2604 20250805 ... 20345 20355 AL
33 33 AL2605 20250805 ... 20370 20360 AL
34 34 AL2606 20250805 ... 20405 20355 AL
35 35 AL2607 20250805 ... 20420 20355 AL
36 36 ZN2508 20250805 ... 22295 22175 ZN
37 37 ZN2509 20250805 ... 22315 22205 ZN
38 38 ZN2510 20250805 ... 22315 22190 ZN
39 39 ZN2511 20250805 ... 22315 22190 ZN
40 40 ZN2512 20250805 ... 22295 22165 ZN
41 41 ZN2601 20250805 ... 22260 22140 ZN
42 42 ZN2602 20250805 ... 22230 22130 ZN
43 43 ZN2603 20250805 ... 22300 22150 ZN
44 44 ZN2604 20250805 ... 22280 22180 ZN
45 45 ZN2605 20250805 ... 22300 22170 ZN
46 46 ZN2606 20250805 ... 22310 22185 ZN
47 47 ZN2607 20250805 ... 22295 22170 ZN
48 48 PB2508 20250805 ... 16665 16735 PB
49 49 PB2509 20250805 ... 16715 16780 PB
50 50 PB2510 20250805 ... 16720 16780 PB
51 51 PB2511 20250805 ... 16760 16805 PB
52 52 PB2512 20250805 ... 16785 16830 PB
53 53 PB2601 20250805 ... 16785 16855 PB
54 54 PB2602 20250805 ... 16800 16835 PB
55 55 PB2603 20250805 ... 16825 16860 PB
56 56 PB2604 20250805 ... 16855 16850 PB
57 57 PB2605 20250805 ... 16925 16910 PB
58 58 PB2606 20250805 ... 16860 17100 PB
59 59 PB2607 20250805 ... 16980 16895 PB
60 60 NI2508 20250805 ... 120660 119880 NI
61 61 NI2509 20250805 ... 120800 119910 NI
62 62 NI2510 20250805 ... 120900 120020 NI
63 63 NI2511 20250805 ... 121090 120150 NI
64 64 NI2512 20250805 ... 121380 120170 NI
65 65 NI2601 20250805 ... 121610 120750 NI
66 66 NI2602 20250805 ... 121950 120670 NI
67 67 NI2603 20250805 ... 122050 120940 NI
68 68 NI2604 20250805 ... 122250 121190 NI
69 69 NI2605 20250805 ... 122680 121790 NI
70 70 NI2606 20250805 ... 122900 122260 NI
71 71 NI2607 20250805 ... 123210 122100 NI
72 72 SN2508 20250805 ... 265600 265590 SN
73 73 SN2509 20250805 ... 266140 266150 SN
74 74 SN2510 20250805 ... 266620 266410 SN
75 75 SN2511 20250805 ... 266700 266390 SN
76 76 SN2512 20250805 ... 266960 266610 SN
77 77 SN2601 20250805 ... 266920 266980 SN
78 78 SN2602 20250805 ... 268140 267390 SN
79 79 SN2603 20250805 ... 268190 267380 SN
80 80 SN2604 20250805 ... 268730 267470 SN
81 81 SN2605 20250805 ... 267070 267140 SN
82 82 SN2606 20250805 ... 267870 268030 SN
83 83 SN2607 20250805 ... 268490 267110 SN
84 84 AO2508 20250805 ... 3225 3178 AO
85 85 AO2509 20250805 ... 3210 3190 AO
86 86 AO2510 20250805 ... 3213 3185 AO
87 87 AO2511 20250805 ... 3215 3189 AO
88 88 AO2512 20250805 ... 3219 3183 AO
89 89 AO2601 20250805 ... 3220 3184 AO
90 90 AO2602 20250805 ... 3220 3173 AO
91 91 AO2603 20250805 ... 3218 3168 AO
92 92 AO2604 20250805 ... 3209 3179 AO
93 93 AO2605 20250805 ... 3215 3175 AO
94 94 AO2606 20250805 ... 3208 3164 AO
95 95 AO2607 20250805 ... 3212 3172 AO
96 96 AD2511 20250805 ... 19940 19880 AD
97 97 AD2512 20250805 ... 19935 19890 AD
98 98 AD2601 20250805 ... 19880 19830 AD
99 99 AD2602 20250805 ... 19800 19760 AD
100 100 AD2603 20250805 ... 19795 19790 AD
101 101 AD2604 20250805 ... 19710 19710 AD
102 102 AD2605 20250805 ... 19650 19650 AD
103 103 AD2606 20250805 ... 19715 19650 AD
104 104 AD2607 20250805 ... 19830 19830 AD
105 105 AU2508 20250805 ... 781.16 777.22 AU
106 106 AU2509 20250805 ... 783.04 779.2 AU
107 107 AU2510 20250805 ... 784.32 780.48 AU
108 108 AU2512 20250805 ... 786.54 782.76 AU
109 109 AU2602 20250805 ... 788.78 784.98 AU
110 110 AU2604 20250805 ... 790.86 787 AU
111 111 AU2606 20250805 ... 793 789.08 AU
112 112 AU2608 20250805 ... 795.52 791.5 AU
113 113 AG2508 20250805 ... 9030 8986 AG
114 114 AG2509 20250805 ... 9063 8992 AG
115 115 AG2510 20250805 ... 9074 9001 AG
116 116 AG2511 20250805 ... 9086 9014 AG
117 117 AG2512 20250805 ... 9099 9026 AG
118 118 AG2601 20250805 ... 9110 9038 AG
119 119 AG2602 20250805 ... 9123 9049 AG
120 120 AG2603 20250805 ... 9135 9064 AG
121 121 AG2604 20250805 ... 9148 9075 AG
122 122 AG2605 20250805 ... 9163 9092 AG
123 123 AG2606 20250805 ... 9173 9104 AG
124 124 AG2607 20250805 ... 9185 9115 AG
125 125 RB2508 20250805 ... 3168 3146 RB
126 126 RB2509 20250805 ... 3180 3160 RB
127 127 RB2510 20250805 ... 3210 3189 RB
128 128 RB2511 20250805 ... 3227 3212 RB
129 129 RB2512 20250805 ... 3265 3244 RB
130 130 RB2601 20250805 ... 3284 3250 RB
131 131 RB2602 20250805 ... 3269 3235 RB
132 132 RB2603 20250805 ... 3286 3258 RB
133 133 RB2604 20250805 ... 3315 3270 RB
134 134 RB2605 20250805 ... 3311 3284 RB
135 135 RB2606 20250805 ... 3330 3290 RB
136 136 RB2607 20250805 ... 3331 3297 RB
137 137 WR2508 20250805 ... 3212 3212 WR
138 138 WR2509 20250805 ... 3342 3342 WR
139 139 WR2510 20250805 ... 3449 3401 WR
140 140 WR2511 20250805 ... 3490 3490 WR
141 141 WR2512 20250805 ... 3499 3499 WR
142 142 WR2601 20250805 ... 3473 3416 WR
143 143 WR2602 20250805 ... 3507 3540 WR
144 144 WR2603 20250805 ... 3565 3565 WR
145 145 WR2604 20250805 ... 3560 3560 WR
146 146 WR2605 20250805 ... 3439 3595 WR
147 147 WR2606 20250805 ... 3599 3599 WR
148 148 WR2607 20250805 ... 3635 3635 WR
149 149 HC2508 20250805 ... 3453 3395 HC
150 150 HC2509 20250805 ... 3443 3404 HC
151 151 HC2510 20250805 ... 3437 3393 HC
152 152 HC2511 20250805 ... 3434 3391 HC
153 153 HC2512 20250805 ... 3435 3405 HC
154 154 HC2601 20250805 ... 3440 3396 HC
155 155 HC2602 20250805 ... 3431 3377 HC
156 156 HC2603 20250805 ... 3434 3389 HC
157 157 HC2604 20250805 ... 3441 3414 HC
158 158 HC2605 20250805 ... 3439 3399 HC
159 159 HC2606 20250805 ... 3456 3394 HC
160 160 HC2607 20250805 ... 3459 3414 HC
161 161 SS2508 20250805 ... 12960 12895 SS
162 162 SS2509 20250805 ... 12950 12845 SS
163 163 SS2510 20250805 ... 12995 12895 SS
164 164 SS2511 20250805 ... 13035 12945 SS
165 165 SS2512 20250805 ... 13055 12970 SS
166 166 SS2601 20250805 ... 13095 12990 SS
167 167 SS2602 20250805 ... 13135 13045 SS
168 168 SS2603 20250805 ... 13195 13090 SS
169 169 SS2604 20250805 ... 13190 13190 SS
170 170 SS2605 20250805 ... 13265 13150 SS
171 171 SS2606 20250805 ... 13290 13220 SS
172 172 SS2607 20250805 ... 13345 13240 SS
173 173 SC2509 20250805 ... 509.1 516.8 SC
174 174 SC2510 20250805 ... 503.3 511.8 SC
175 175 SC2511 20250805 ... 499.4 507.9 SC
176 176 SC2512 20250805 ... 494.7 505.7 SC
177 177 SC2601 20250805 ... 490.5 501.5 SC
178 178 SC2602 20250805 ... 486.6 499.8 SC
179 179 SC2603 20250805 ... 484.8 496.8 SC
180 180 SC2604 20250805 ... 481.7 489 SC
181 181 SC2605 20250805 ... 481.3 490.7 SC
182 182 SC2606 20250805 ... 479.3 485.9 SC
183 183 SC2607 20250805 ... 482.4 485 SC
184 184 SC2608 20250805 ... 481.6 486.8 SC
185 185 SC2609 20250805 ... 478 480.4 SC
186 186 SC2612 20250805 ... 472.3 482 SC
187 187 SC2703 20250805 ... 473.1 478.1 SC
188 188 SC2706 20250805 ... 473 480.9 SC
189 189 SC2709 20250805 ... 466.8 471.7 SC
190 190 SC2712 20250805 ... 466.3 470.1 SC
191 191 SC2803 20250805 ... 463 469.5 SC
192 192 SC2806 20250805 ... 458.6 472.4 SC
193 193 LU2509 20250805 ... 3544 3572 LU
194 194 LU2510 20250805 ... 3539 3588 LU
195 195 LU2511 20250805 ... 3541 3600 LU
196 196 LU2512 20250805 ... 3528 3571 LU
197 197 LU2601 20250805 ... 3495 3529 LU
198 198 LU2602 20250805 ... 3473 3526 LU
199 199 LU2603 20250805 ... 3467 3550 LU
200 200 LU2604 20250805 ... 3443 3506 LU
201 201 LU2605 20250805 ... 3435 3467 LU
202 202 LU2606 20250805 ... 3437 3492 LU
203 203 LU2607 20250805 ... 3422 3478 LU
204 204 LU2608 20250805 ... 3418 3477 LU
205 205 FU2509 20250805 ... 2818 2869 FU
206 206 FU2510 20250805 ... 2839 2889 FU
207 207 FU2511 20250805 ... 2849 2903 FU
208 208 FU2512 20250805 ... 2848 2894 FU
209 209 FU2601 20250805 ... 2841 2893 FU
210 210 FU2602 20250805 ... 2836 2876 FU
211 211 FU2603 20250805 ... 2830 2870 FU
212 212 FU2604 20250805 ... 2825 2855 FU
213 213 FU2605 20250805 ... 2815 2856 FU
214 214 FU2606 20250805 ... 2810 2843 FU
215 215 FU2607 20250805 ... 2797 2824 FU
216 216 FU2608 20250805 ... 2793 2825 FU
217 217 BU2508 20250805 ... 3557 3625 BU
218 218 BU2509 20250805 ... 3543 3601 BU
219 219 BU2510 20250805 ... 3523 3580 BU
220 220 BU2511 20250805 ... 3494 3553 BU
221 221 BU2512 20250805 ... 3434 3487 BU
222 222 BU2601 20250805 ... 3399 3442 BU
223 223 BU2602 20250805 ... 3383 3423 BU
224 224 BU2603 20250805 ... 3371 3405 BU
225 225 BU2604 20250805 ... 3372 3404 BU
226 226 BU2605 20250805 ... 3368 3402 BU
227 227 BU2606 20250805 ... 3366 3420 BU
228 228 BU2607 20250805 ... 3361 3399 BU
229 229 BU2609 20250805 ... 3364 3394 BU
230 230 BU2612 20250805 ... 3316 3352 BU
231 231 BU2703 20250805 ... 3315 3354 BU
232 232 BU2706 20250805 ... 3335 3353 BU
233 233 BR2508 20250805 ... 11480 11480 BR
234 234 BR2509 20250805 ... 11460 11405 BR
235 235 BR2510 20250805 ... 11465 11410 BR
236 236 BR2511 20250805 ... 11490 11430 BR
237 237 BR2512 20250805 ... 11540 11475 BR
238 238 BR2601 20250805 ... 11555 11515 BR
239 239 BR2602 20250805 ... 11570 11510 BR
240 240 BR2603 20250805 ... 11585 11525 BR
241 241 BR2604 20250805 ... 11615 11590 BR
242 242 BR2605 20250805 ... 11670 11610 BR
243 243 BR2606 20250805 ... 11675 11575 BR
244 244 BR2607 20250805 ... 11660 11655 BR
245 245 RU2508 20250805 ... 14460 14275 RU
246 246 RU2509 20250805 ... 14465 14320 RU
247 247 RU2510 20250805 ... 14475 14345 RU
248 248 RU2511 20250805 ... 14495 14325 RU
249 249 RU2601 20250805 ... 15380 15210 RU
250 250 RU2603 20250805 ... 15420 15280 RU
251 251 RU2604 20250805 ... 15500 15230 RU
252 252 RU2605 20250805 ... 15480 15325 RU
253 253 RU2606 20250805 ... 15615 15330 RU
254 254 RU2607 20250805 ... 15590 15400 RU
255 255 NR2508 20250805 ... 12230 12100 NR
256 256 NR2509 20250805 ... 12270 12145 NR
257 257 NR2510 20250805 ... 12315 12190 NR
258 258 NR2511 20250805 ... 12365 12220 NR
259 259 NR2512 20250805 ... 12390 12265 NR
260 260 NR2601 20250805 ... 12415 12305 NR
261 261 NR2602 20250805 ... 12465 12335 NR
262 262 NR2603 20250805 ... 12470 12370 NR
263 263 NR2604 20250805 ... 12520 12375 NR
264 264 NR2605 20250805 ... 12780 12385 NR
265 265 NR2606 20250805 ... 12540 12485 NR
266 266 NR2607 20250805 ... 12560 12485 NR
267 267 SP2508 20250805 ... 5108 5194 SP
268 268 SP2509 20250805 ... 5156 5170 SP
269 269 SP2510 20250805 ... 5156 5172 SP
270 270 SP2511 20250805 ... 5162 5178 SP
271 271 SP2512 20250805 ... 5168 5186 SP
272 272 SP2601 20250805 ... 5394 5410 SP
273 273 SP2602 20250805 ... 5368 5362 SP
274 274 SP2603 20250805 ... 5378 5374 SP
275 275 SP2604 20250805 ... 5350 5350 SP
276 276 SP2605 20250805 ... 5374 5362 SP
277 277 SP2606 20250805 ... 5394 5378 SP
278 278 SP2607 20250805 ... 5370 5362 SP
279 279 EC2508 20250805 ... 2096 2112 EC
280 280 EC2510 20250805 ... 1411.1 1404.2 EC
281 281 EC2512 20250805 ... 1682.1 1670.3 EC
282 282 EC2602 20250805 ... 1478.2 1474.4 EC
283 283 EC2604 20250805 ... 1323.6 1315.1 EC
284 284 EC2606 20250805 ... 1460.8 1455.1 EC
285 286 SC_TAS2509 20250805 ... SC_TAS
286 287 SC_TAS2510 20250805 ... SC_TAS
287 288 SC_TAS2511 20250805 ... SC_TAS
288 289 SC_TAS2512 20250805 ... SC_TAS
[289 rows x 13 columns]
2025-08-06 18:26:05,918 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250805 7830.0 7862.0 ... 235841.35 7842.0 7814.0 AP
1 AP511 20250805 7647.0 7677.0 ... 750.70 7660.0 7636.0 AP
2 AP512 20250805 7717.0 7730.0 ... 154.41 7721.0 7698.0 AP
3 AP601 20250805 7738.0 7796.0 ... 18030.53 7775.0 7736.0 AP
4 AP603 20250805 7727.0 7744.0 ... 23.20 7734.0 7703.0 AP
5 AP604 20250805 7779.0 7798.0 ... 23.37 7790.0 7757.0 AP
6 AP605 20250805 7852.0 7863.0 ... 78.54 7854.0 7843.0 AP
7 CF509 20250805 13690.0 13730.0 ... 842950.86 13670.0 13640.0 CF
8 CF511 20250805 13685.0 13730.0 ... 131987.93 13690.0 13655.0 CF
9 CF601 20250805 13810.0 13860.0 ... 548656.50 13825.0 13780.0 CF
10 CF603 20250805 13810.0 13830.0 ... 1400.46 13800.0 13755.0 CF
11 CF605 20250805 13790.0 13810.0 ... 22176.58 13775.0 13720.0 CF
12 CF607 20250805 13795.0 13830.0 ... 413.39 13780.0 13755.0 CF
13 CJ509 20250805 9760.0 9775.0 ... 26137.23 9705.0 9790.0 CJ
14 CJ512 20250805 10685.0 10720.0 ... 6106.67 10650.0 10750.0 CJ
15 CJ601 20250805 10855.0 10870.0 ... 526585.97 10795.0 10920.0 CJ
16 CJ603 20250805 10905.0 10940.0 ... 8639.97 10860.0 11000.0 CJ
17 CJ605 20250805 11090.0 11090.0 ... 71540.60 11015.0 11135.0 CJ
18 CJ607 20250805 11280.0 11290.0 ... 1054.96 11225.0 11300.0 CJ
19 CY508 20250805 0.0 0.0 ... 0.00 19995.0 20005.0 CY
20 CY509 20250805 19790.0 19880.0 ... 31312.45 19835.0 19790.0 CY
21 CY510 20250805 0.0 0.0 ... 0.00 19945.0 19900.0 CY
22 CY511 20250805 19760.0 19820.0 ... 85583.75 19755.0 19765.0 CY
23 CY512 20250805 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250805 19705.0 19810.0 ... 2086.66 19780.0 19670.0 CY
25 CY602 20250805 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250805 0.0 0.0 ... 0.00 20165.0 20150.0 CY
27 CY604 20250805 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250805 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250805 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250805 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250805 1063.0 1063.0 ... 358.78 1055.0 1062.0 FG
32 FG509 20250805 1082.0 1096.0 ... 4498783.48 1073.0 1084.0 FG
33 FG510 20250805 1167.0 1184.0 ... 101232.64 1162.0 1162.0 FG
34 FG511 20250805 1164.0 1181.0 ... 131088.75 1157.0 1156.0 FG
35 FG512 20250805 1241.0 1256.0 ... 52281.08 1231.0 1228.0 FG
36 FG601 20250805 1226.0 1250.0 ... 2701612.95 1220.0 1218.0 FG
37 FG602 20250805 1272.0 1299.0 ... 4076.46 1268.0 1261.0 FG
38 FG603 20250805 1269.0 1300.0 ... 5348.23 1268.0 1256.0 FG
39 FG604 20250805 1306.0 1348.0 ... 1981.39 1316.0 1303.0 FG
40 FG605 20250805 1298.0 1353.0 ... 74841.65 1310.0 1292.0 FG
41 FG606 20250805 1329.0 1369.0 ... 1919.69 1339.0 1322.0 FG
42 FG607 20250805 1323.0 1364.0 ... 1824.68 1334.0 1315.0 FG
43 JR509 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250805 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250805 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250805 2330.0 2355.0 ... 14.06 2343.0 2366.0 MA
53 MA509 20250805 2374.0 2402.0 ... 886984.32 2381.0 2384.0 MA
54 MA510 20250805 2407.0 2431.0 ... 33703.88 2411.0 2413.0 MA
55 MA511 20250805 2432.0 2455.0 ... 87044.37 2435.0 2437.0 MA
56 MA512 20250805 2468.0 2491.0 ... 64912.40 2470.0 2472.0 MA
57 MA601 20250805 2475.0 2501.0 ... 314568.77 2482.0 2481.0 MA
58 MA602 20250805 2476.0 2494.0 ... 14.90 2484.0 2482.0 MA
59 MA603 20250805 2470.0 2488.0 ... 17.33 2476.0 2474.0 MA
60 MA604 20250805 2453.0 2458.0 ... 9.82 2454.0 2456.0 MA
61 MA605 20250805 2428.0 2447.0 ... 10276.31 2427.0 2427.0 MA
62 MA606 20250805 2435.0 2448.0 ... 114.48 2436.0 2438.0 MA
63 MA607 20250805 2426.0 2441.0 ... 60.68 2427.0 2425.0 MA
64 OI509 20250805 9522.0 9617.0 ... 1954380.69 9566.0 9490.0 OI
65 OI511 20250805 9533.0 9626.0 ... 199001.02 9581.0 9496.0 OI
66 OI601 20250805 9458.0 9549.0 ... 737180.32 9506.0 9429.0 OI
67 OI603 20250805 9393.0 9495.0 ... 850.47 9450.0 9375.0 OI
68 OI605 20250805 9345.0 9425.0 ... 15399.45 9367.0 9321.0 OI
69 OI607 20250805 9344.0 9401.0 ... 84.42 9380.0 9312.0 OI
70 PF508 20250805 6304.0 6304.0 ... 314.49 6290.0 6322.0 PF
71 PF509 20250805 6324.0 6342.0 ... 266245.52 6322.0 6362.0 PF
72 PF510 20250805 6388.0 6408.0 ... 448532.33 6376.0 6420.0 PF
73 PF511 20250805 6388.0 6400.0 ... 290508.89 6372.0 6412.0 PF
74 PF512 20250805 6354.0 6398.0 ... 98389.80 6370.0 6404.0 PF
75 PF601 20250805 6378.0 6406.0 ... 4769.03 6390.0 6416.0 PF
76 PF602 20250805 6406.0 6426.0 ... 115.23 6402.0 6432.0 PF
77 PF603 20250805 6412.0 6436.0 ... 35.26 6410.0 6420.0 PF
78 PF604 20250805 6438.0 6438.0 ... 9.65 6432.0 6432.0 PF
79 PF605 20250805 6452.0 6458.0 ... 32.23 6446.0 6466.0 PF
80 PF606 20250805 0.0 0.0 ... 0.00 6468.0 6468.0 PF
81 PF607 20250805 0.0 0.0 ... 0.00 6476.0 6476.0 PF
82 PK510 20250805 8090.0 8118.0 ... 224696.08 8074.0 8092.0 PK
83 PK511 20250805 7964.0 7980.0 ... 97660.24 7954.0 7960.0 PK
84 PK512 20250805 7962.0 7990.0 ... 32543.37 7952.0 7948.0 PK
85 PK601 20250805 7944.0 7966.0 ... 11826.48 7952.0 7950.0 PK
86 PK603 20250805 7956.0 7960.0 ... 47.74 7958.0 7950.0 PK
87 PK604 20250805 7954.0 7962.0 ... 51.74 7960.0 7960.0 PK
88 PK605 20250805 7952.0 7964.0 ... 962.77 7958.0 7954.0 PK
89 PL601 20250805 6464.0 6520.0 ... 25561.90 6485.0 6468.0 PL
90 PL602 20250805 6532.0 6571.0 ... 1359.06 6534.0 6532.0 PL
91 PL603 20250805 6477.0 6526.0 ... 765.08 6484.0 6477.0 PL
92 PL604 20250805 6470.0 6494.0 ... 64.78 6478.0 6475.0 PL
93 PL605 20250805 6374.0 6375.0 ... 229.48 6375.0 6356.0 PL
94 PL606 20250805 0.0 0.0 ... 0.00 6499.0 6477.0 PL
95 PL607 20250805 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250805 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250805 5862.0 5864.0 ... 211.10 5864.0 5890.0 PR
103 PR509 20250805 5880.0 5882.0 ... 91859.90 5864.0 5896.0 PR
104 PR510 20250805 5902.0 5918.0 ... 193980.16 5894.0 5932.0 PR
105 PR511 20250805 5930.0 5930.0 ... 154302.83 5900.0 5946.0 PR
106 PR512 20250805 5946.0 5948.0 ... 81031.67 5916.0 5962.0 PR
107 PR601 20250805 5960.0 5960.0 ... 1992.51 5930.0 5960.0 PR
108 PR602 20250805 0.0 0.0 ... 0.00 5978.0 6000.0 PR
109 PR603 20250805 5968.0 5968.0 ... 17.90 5968.0 6006.0 PR
110 PR604 20250805 5970.0 5970.0 ... 17.90 5968.0 6012.0 PR
111 PR605 20250805 5986.0 5990.0 ... 26.90 5978.0 5994.0 PR
112 PR606 20250805 5958.0 5958.0 ... 17.87 5958.0 6026.0 PR
113 PR607 20250805 0.0 0.0 ... 0.00 6012.0 6038.0 PR
114 PX508 20250805 0.0 0.0 ... 0.00 6722.0 6780.0 PX
115 PX509 20250805 6700.0 6752.0 ... 287706.30 6722.0 6780.0 PX
116 PX510 20250805 6708.0 6744.0 ... 75540.37 6720.0 6768.0 PX
117 PX511 20250805 6688.0 6984.0 ... 137494.16 6710.0 6744.0 PX
118 PX512 20250805 6724.0 6736.0 ... 40628.30 6718.0 6748.0 PX
119 PX601 20250805 6674.0 6714.0 ... 56275.05 6696.0 6746.0 PX
120 PX602 20250805 6682.0 6700.0 ... 33.44 6688.0 6722.0 PX
121 PX603 20250805 6686.0 6686.0 ... 3.34 6686.0 6706.0 PX
122 PX604 20250805 6696.0 6696.0 ... 3.35 6696.0 6718.0 PX
123 PX605 20250805 6704.0 6704.0 ... 103.66 6688.0 6710.0 PX
124 PX606 20250805 6670.0 6688.0 ... 6.68 6680.0 6718.0 PX
125 PX607 20250805 6736.0 6736.0 ... 10.05 6700.0 6720.0 PX
126 RI509 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250805 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250805 2717.0 2727.0 ... 244.95 2722.0 2683.0 RM
133 RM509 20250805 2677.0 2752.0 ... 1124493.67 2720.0 2686.0 RM
134 RM511 20250805 2558.0 2599.0 ... 21642.63 2578.0 2555.0 RM
135 RM601 20250805 2433.0 2463.0 ... 386167.74 2448.0 2428.0 RM
136 RM603 20250805 2403.0 2429.0 ... 13907.27 2418.0 2403.0 RM
137 RM605 20250805 2379.0 2393.0 ... 64955.65 2387.0 2380.0 RM
138 RM607 20250805 2363.0 2372.0 ... 3133.86 2367.0 2363.0 RM
139 RS508 20250805 0.0 0.0 ... 0.00 5061.0 5037.0 RS
140 RS509 20250805 5110.0 5151.0 ... 368.80 5122.0 5098.0 RS
141 RS511 20250805 5207.0 5305.0 ... 193.59 5232.0 5241.0 RS
142 RS607 20250805 5400.0 5557.0 ... 22.05 5512.0 5350.0 RS
143 SA508 20250805 1246.0 1250.0 ... 640.66 1237.0 1246.0 SA
144 SA509 20250805 1248.0 1286.0 ... 2494890.38 1255.0 1246.0 SA
145 SA510 20250805 1275.0 1315.0 ... 155705.65 1285.0 1274.0 SA
146 SA511 20250805 1290.0 1324.0 ... 277493.74 1291.0 1284.0 SA
147 SA512 20250805 1334.0 1376.0 ... 161061.14 1334.0 1323.0 SA
148 SA601 20250805 1338.0 1384.0 ... 3322117.25 1346.0 1327.0 SA
149 SA602 20250805 1347.0 1394.0 ... 7793.67 1366.0 1334.0 SA
150 SA603 20250805 1346.0 1400.0 ... 8901.83 1369.0 1337.0 SA
151 SA604 20250805 1380.0 1434.0 ... 4332.05 1407.0 1370.0 SA
152 SA605 20250805 1380.0 1444.0 ... 122224.29 1402.0 1376.0 SA
153 SA606 20250805 1389.0 1446.0 ... 1926.10 1406.0 1381.0 SA
154 SA607 20250805 1382.0 1441.0 ... 1598.22 1404.0 1373.0 SA
155 SF508 20250805 5654.0 5654.0 ... 1843.20 5654.0 5654.0 SF
156 SF509 20250805 5662.0 5774.0 ... 624386.09 5666.0 5658.0 SF
157 SF510 20250805 5658.0 5754.0 ... 123816.74 5650.0 5638.0 SF
158 SF511 20250805 5820.0 5930.0 ... 221454.27 5830.0 5808.0 SF
159 SF512 20250805 5802.0 5918.0 ... 28597.46 5824.0 5802.0 SF
160 SF601 20250805 5804.0 5910.0 ... 67956.20 5810.0 5790.0 SF
161 SF602 20250805 5740.0 5866.0 ... 663.41 5770.0 5740.0 SF
162 SF603 20250805 5850.0 6000.0 ... 56.15 5912.0 5878.0 SF
163 SF604 20250805 5828.0 5992.0 ... 23.56 5890.0 5862.0 SF
164 SF605 20250805 5860.0 5992.0 ... 1168.91 5904.0 5862.0 SF
165 SF606 20250805 5778.0 5920.0 ... 46.90 5864.0 5790.0 SF
166 SF607 20250805 5960.0 6038.0 ... 9.01 6010.0 5926.0 SF
167 SH508 20250805 2631.0 2631.0 ... 459.11 2354.0 2459.0 SH
168 SH509 20250805 2519.0 2523.0 ... 1767704.91 2490.0 2517.0 SH
169 SH510 20250805 2601.0 2601.0 ... 336289.88 2572.0 2590.0 SH
170 SH511 20250805 2594.0 2603.0 ... 329124.30 2573.0 2584.0 SH
171 SH512 20250805 2613.0 2619.0 ... 67065.91 2593.0 2597.0 SH
172 SH601 20250805 2600.0 2606.0 ... 467479.99 2584.0 2587.0 SH
173 SH602 20250805 2618.0 2627.0 ... 453.23 2605.0 2607.0 SH
174 SH603 20250805 2636.0 2639.0 ... 549.90 2619.0 2617.0 SH
175 SH604 20250805 2669.0 2688.0 ... 583.36 2664.0 2663.0 SH
176 SH605 20250805 2677.0 2702.0 ... 8191.81 2674.0 2673.0 SH
177 SH606 20250805 2690.0 2710.0 ... 444.04 2691.0 2682.0 SH
178 SH607 20250805 2664.0 2693.0 ... 56.34 2683.0 2663.0 SH
179 SM508 20250805 5912.0 5988.0 ... 71.60 5968.0 5948.0 SM
180 SM509 20250805 5960.0 6054.0 ... 845698.40 5970.0 5962.0 SM
181 SM510 20250805 5966.0 6062.0 ... 77467.83 5978.0 5964.0 SM
182 SM511 20250805 6022.0 6128.0 ... 139178.56 6038.0 6032.0 SM
183 SM512 20250805 6032.0 6134.0 ... 30364.10 6058.0 6040.0 SM
184 SM601 20250805 6054.0 6146.0 ... 245962.38 6058.0 6050.0 SM
185 SM602 20250805 6026.0 6136.0 ... 208.90 6056.0 6056.0 SM
186 SM603 20250805 6014.0 6146.0 ... 240.82 6098.0 6040.0 SM
187 SM604 20250805 6044.0 6162.0 ... 137.70 6120.0 6042.0 SM
188 SM605 20250805 6078.0 6178.0 ... 3645.77 6092.0 6080.0 SM
189 SM606 20250805 6076.0 6164.0 ... 39.56 6088.0 6086.0 SM
190 SM607 20250805 6074.0 6136.0 ... 18.33 6112.0 6104.0 SM
191 SR509 20250805 5727.0 5730.0 ... 784438.98 5707.0 5721.0 SR
192 SR511 20250805 5660.0 5667.0 ... 89600.92 5656.0 5650.0 SR
193 SR601 20250805 5646.0 5650.0 ... 503022.73 5637.0 5626.0 SR
194 SR603 20250805 5611.0 5618.0 ... 3509.62 5606.0 5596.0 SR
195 SR605 20250805 5584.0 5586.0 ... 18665.17 5575.0 5567.0 SR
196 SR607 20250805 5575.0 5581.0 ... 813.37 5571.0 5564.0 SR
197 TA508 20250805 4660.0 4678.0 ... 9503.18 4666.0 4688.0 TA
198 TA509 20250805 4674.0 4696.0 ... 1051774.00 4678.0 4716.0 TA
199 TA510 20250805 4686.0 4714.0 ... 62341.57 4698.0 4734.0 TA
200 TA511 20250805 4710.0 4720.0 ... 63460.08 4706.0 4740.0 TA
201 TA512 20250805 4702.0 4726.0 ... 23842.44 4712.0 4742.0 TA
202 TA601 20250805 4710.0 4728.0 ... 471120.64 4714.0 4744.0 TA
203 TA602 20250805 4704.0 4716.0 ... 54.17 4712.0 4744.0 TA
204 TA603 20250805 4730.0 4732.0 ... 28.37 4728.0 4752.0 TA
205 TA604 20250805 4742.0 4742.0 ... 4.74 4740.0 4758.0 TA
206 TA605 20250805 4744.0 4780.0 ... 13541.38 4752.0 4784.0 TA
207 TA606 20250805 4750.0 4750.0 ... 2.38 4750.0 4784.0 TA
208 TA607 20250805 4768.0 4770.0 ... 7.15 4770.0 4786.0 TA
209 UR508 20250805 1742.0 1766.0 ... 705.20 1754.0 1722.0 UR
210 UR509 20250805 1736.0 1779.0 ... 732016.43 1756.0 1726.0 UR
211 UR510 20250805 1742.0 1772.0 ... 26455.04 1750.0 1734.0 UR
212 UR511 20250805 1770.0 1794.0 ... 22591.34 1773.0 1765.0 UR
213 UR512 20250805 1766.0 1788.0 ... 1378.66 1772.0 1762.0 UR
214 UR601 20250805 1763.0 1789.0 ... 236678.26 1772.0 1752.0 UR
215 UR602 20250805 1760.0 1785.0 ... 1017.90 1773.0 1751.0 UR
216 UR603 20250805 1793.0 1814.0 ... 371.29 1802.0 1785.0 UR
217 UR604 20250805 1794.0 1814.0 ... 449.46 1798.0 1780.0 UR
218 UR605 20250805 1793.0 1815.0 ... 7963.73 1802.0 1788.0 UR
219 UR606 20250805 1785.0 1803.0 ... 219.09 1796.0 1779.0 UR
220 UR607 20250805 1793.0 1814.0 ... 201.79 1802.0 1785.0 UR
221 WH509 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250805 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250805 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-06 18:26:06,200 - future_1d - INFO - ak.get_czce_daily('2025-08-05') done
symbol date open high ... turnover settle pre_settle variety
0 SC2509 20250805 502.7 513.2 ... 5459613.72 509.1 516.8 SC
1 SC2510 20250805 497.8 507.5 ... 1479824.73 503.3 511.8 SC
2 SC2511 20250805 494.7 503.5 ... 281418.06 499.4 507.9 SC
3 SC2512 20250805 490 499.4 ... 65747.36 494.7 505.7 SC
4 SC2601 20250805 487.9 495.8 ... 15354.48 490.5 501.5 SC
5 SC2602 20250805 485.2 491.7 ... 6862.23 486.6 499.8 SC
6 SC2603 20250805 483 487.8 ... 3345.39 484.8 496.8 SC
7 SC2604 20250805 480.1 485.6 ... 1204.3 481.7 489 SC
8 SC2605 20250805 478.8 483.1 ... 529.53 481.3 490.7 SC
9 SC2606 20250805 477.7 483.9 ... 2972.12 479.3 485.9 SC
10 SC2607 20250805 ... 0 482.4 485 SC
11 SC2608 20250805 474.3 490 ... 240.81 481.6 486.8 SC
12 SC2609 20250805 ... 0 478 480.4 SC
13 SC2612 20250805 470 474.7 ... 94.47 472.3 482 SC
14 SC2703 20250805 ... 0 473.1 478.1 SC
15 SC2706 20250805 ... 0 473 480.9 SC
16 SC2709 20250805 467.5 467.5 ... 93.36 466.8 471.7 SC
17 SC2712 20250805 ... 0 466.3 470.1 SC
18 SC2803 20250805 453 473 ... 92.6 463 469.5 SC
19 SC2806 20250805 463 463 ... 366.94 458.6 472.4 SC
21 LU2509 20250805 3501 3570 ... 12623.133 3544 3572 LU
22 LU2510 20250805 3507 3567 ... 307314.131 3539 3588 LU
23 LU2511 20250805 3512 3565 ... 133821.897 3541 3600 LU
24 LU2512 20250805 3501 3547 ... 8740.935 3528 3571 LU
25 LU2601 20250805 3498 3512 ... 7071.373 3495 3529 LU
26 LU2602 20250805 3488 3500 ... 1396.232 3473 3526 LU
27 LU2603 20250805 3478 3526 ... 360.621 3467 3550 LU
28 LU2604 20250805 3436 3454 ... 30.987 3443 3506 LU
29 LU2605 20250805 3425 3453 ... 17.176 3435 3467 LU
30 LU2606 20250805 3418 3444 ... 13.748 3437 3492 LU
31 LU2607 20250805 3413 3437 ... 30.806 3422 3478 LU
32 LU2608 20250805 3415 3432 ... 13.675 3418 3477 LU
34 NR2508 20250805 12110 12280 ... 4037.1 12230 12100 NR
35 NR2509 20250805 12230 12345 ... 771088.43 12270 12145 NR
36 NR2510 20250805 12275 12395 ... 542097.88 12315 12190 NR
37 NR2511 20250805 12350 12440 ... 102313.575 12365 12220 NR
38 NR2512 20250805 12310 12470 ... 33457.98 12390 12265 NR
39 NR2601 20250805 12360 12525 ... 82388.275 12415 12305 NR
40 NR2602 20250805 12455 13005 ... 1072.095 12465 12335 NR
41 NR2603 20250805 12440 12535 ... 448.985 12470 12370 NR
42 NR2604 20250805 12435 12555 ... 62.61 12520 12375 NR
43 NR2605 20250805 13300 13300 ... 127.815 12780 12385 NR
44 NR2606 20250805 12510 12610 ... 37.62 12540 12485 NR
45 NR2607 20250805 12560 12560 ... 12.56 12560 12485 NR
47 BC2508 20250805 69500 69500 ... 173.75 69500 69390 BC
48 BC2509 20250805 69530 69790 ... 95558.87 69640 69370 BC
49 BC2510 20250805 69440 69850 ... 11567.63 69680 69410 BC
50 BC2511 20250805 ... 0 69240 69240 BC
51 BC2512 20250805 69910 69910 ... 34.955 69910 69650 BC
52 BC2601 20250805 ... 0 70020 70020 BC
53 BC2602 20250805 ... 0 70000 70000 BC
54 BC2603 20250805 ... 0 70000 70000 BC
55 BC2604 20250805 ... 0 70000 70000 BC
56 BC2605 20250805 ... 0 70000 70000 BC
57 BC2606 20250805 ... 0 69340 69340 BC
58 BC2607 20250805 ... 0 68670 68670 BC
60 EC2508 20250805 2103.1 2104 ... 7378.154 2096 2112 EC
61 EC2510 20250805 1400 1434.9 ... 215916.821 1411.1 1404.2 EC
62 EC2512 20250805 1665 1700.3 ... 23347.8595 1682.1 1670.3 EC
63 EC2602 20250805 1465.8 1498.8 ... 5306.773 1478.2 1474.4 EC
64 EC2604 20250805 1309.9 1339 ... 4990.0835 1323.6 1315.1 EC
65 EC2606 20250805 1454.1 1472.5 ... 606.269 1460.8 1455.1 EC
68 SC_TAS2509 20250805 ... SC_TAS
69 SC_TAS2510 20250805 ... SC_TAS
70 SC_TAS2511 20250805 ... SC_TAS
71 SC_TAS2512 20250805 ... SC_TAS
[66 rows x 12 columns]
2025-08-06 18:26:06,293 - future_1d - INFO - ak.get_ine_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 IC2508 20250805 6240.400 ... 6260.200 6220.600 IC
1 IC2509 20250805 6177.000 ... 6195.600 6157.800 IC
2 IC2512 20250805 6030.800 ... 6038.000 6001.200 IC
3 IC2603 20250805 5896.000 ... 5903.400 5873.200 IC
4 IF2508 20250805 4072.000 ... 4094.400 4060.000 IF
5 IF2509 20250805 4060.000 ... 4081.800 4048.000 IF
6 IF2512 20250805 4026.000 ... 4050.800 4017.000 IF
7 IF2603 20250805 3999.800 ... 4019.000 3987.200 IF
8 IH2508 20250805 2770.200 ... 2789.800 2767.200 IH
9 IH2509 20250805 2772.000 ... 2790.800 2768.000 IH
10 IH2512 20250805 2775.200 ... 2792.600 2770.000 IH
11 IH2603 20250805 2775.600 ... 2792.800 2769.800 IH
12 IM2508 20250805 6729.800 ... 6744.600 6694.400 IM
13 IM2509 20250805 6658.000 ... 6673.200 6622.600 IM
14 IM2512 20250805 6468.000 ... 6482.200 6433.000 IM
15 IM2603 20250805 6294.000 ... 6304.800 6262.000 IM
16 T2509 20250805 108.470 ... 108.550 108.485 T
17 T2512 20250805 108.210 ... 108.360 108.265 T
18 T2603 20250805 108.000 ... 108.150 108.035 T
19 TF2509 20250805 105.700 ... 105.755 105.715 TF
20 TF2512 20250805 105.655 ... 105.770 105.710 TF
21 TF2603 20250805 105.685 ... 105.770 105.695 TF
22 TL2509 20250805 119.200 ... 119.380 119.250 TL
23 TL2512 20250805 118.650 ... 119.020 118.900 TL
24 TL2603 20250805 118.450 ... 118.610 118.540 TL
25 TS2509 20250805 102.358 ... 102.352 102.354 TS
26 TS2512 20250805 102.356 ... 102.392 102.362 TS
27 TS2603 20250805 102.338 ... 102.368 102.332 TS
[28 rows x 12 columns]
2025-08-06 18:26:06,389 - future_1d - INFO - ak.get_cffex_daily('2025-08-05') done
symbol date open ... settle pre_settle variety
0 PS2508 20250805 48370.0 ... 48635.0 48370.0 PS
1 PS2509 20250805 48100.0 ... 49445.0 48250.0 PS
2 PS2510 20250805 48480.0 ... 49665.0 48405.0 PS
3 PS2511 20250805 48615.0 ... 49740.0 48450.0 PS
4 PS2512 20250805 51470.0 ... 52710.0 51430.0 PS
5 PS2601 20250805 51795.0 ... 52905.0 51605.0 PS
6 PS2602 20250805 51960.0 ... 53055.0 51880.0 PS
7 PS2603 20250805 52045.0 ... 53175.0 52045.0 PS
8 PS2604 20250805 52500.0 ... 53395.0 52185.0 PS
9 PS2605 20250805 51820.0 ... 53265.0 51875.0 PS
10 PS2606 20250805 54505.0 ... 55725.0 54095.0 PS
11 PS2607 20250805 54620.0 ... 55890.0 54260.0 PS
13 SI2508 20250805 0.0 ... 8490.0 8490.0 SI
14 SI2509 20250805 8330.0 ... 8365.0 8365.0 SI
15 SI2510 20250805 8315.0 ... 8400.0 8380.0 SI
16 SI2511 20250805 8345.0 ... 8395.0 8375.0 SI
17 SI2512 20250805 8830.0 ... 8785.0 8720.0 SI
18 SI2601 20250805 8730.0 ... 8770.0 8715.0 SI
19 SI2602 20250805 8700.0 ... 8810.0 8700.0 SI
20 SI2603 20250805 8715.0 ... 8780.0 8725.0 SI
21 SI2604 20250805 8670.0 ... 8830.0 8745.0 SI
22 SI2605 20250805 8735.0 ... 8805.0 8745.0 SI
23 SI2606 20250805 8740.0 ... 8825.0 8770.0 SI
24 SI2607 20250805 8755.0 ... 8795.0 8790.0 SI
27 LC2508 20250805 69200.0 ... 68200.0 69520.0 LC
28 LC2509 20250805 69160.0 ... 68400.0 69520.0 LC
29 LC2510 20250805 69080.0 ... 68520.0 69480.0 LC
30 LC2511 20250805 68840.0 ... 68540.0 69500.0 LC
31 LC2512 20250805 69460.0 ... 68680.0 69580.0 LC
32 LC2601 20250805 69000.0 ... 68800.0 69640.0 LC
33 LC2602 20250805 68900.0 ... 68520.0 69320.0 LC
34 LC2603 20250805 69000.0 ... 68720.0 69440.0 LC
35 LC2604 20250805 69740.0 ... 69360.0 70200.0 LC
36 LC2605 20250805 70040.0 ... 69560.0 70300.0 LC
37 LC2606 20250805 70020.0 ... 69560.0 70140.0 LC
38 LC2607 20250805 70060.0 ... 69780.0 70220.0 LC
[36 rows x 12 columns]
2025-08-06 18:26:06,618 - future_1d - INFO - ak.get_gfex_daily('2025-08-05') done
2025-08-06 18:26:08,356 - future_1d - INFO - save future_daily 2025-08-05 completed
symbol date open ... settle pre_settle variety
0 a2509 20250806 4121.00 ... 4118.00 4121.00 A
1 a2511 20250806 4116.00 ... 4097.00 4100.00 A
2 a2601 20250806 4107.00 ... 4101.00 4101.00 A
3 a2603 20250806 4095.00 ... 4092.00 4091.00 A
4 a2605 20250806 4133.00 ... 4130.00 4130.00 A
5 a2607 20250806 4125.00 ... 4122.00 4122.00 A
6 b2508 20250806 0.00 ... 3616.00 3616.00 B
7 b2509 20250806 3722.00 ... 3717.00 3701.00 B
8 b2510 20250806 3765.00 ... 3756.00 3751.00 B
9 b2511 20250806 3786.00 ... 3778.00 3771.00 B
10 b2512 20250806 3800.00 ... 3797.00 3780.00 B
11 b2601 20250806 3780.00 ... 3782.00 3769.00 B
12 b2602 20250806 3774.00 ... 3758.00 3732.00 B
13 b2603 20250806 3660.00 ... 3660.00 3643.00 B
14 b2604 20250806 3543.00 ... 3545.00 3529.00 B
15 b2605 20250806 3473.00 ... 3467.00 3455.00 B
16 b2606 20250806 3453.00 ... 3452.00 3436.00 B
17 b2607 20250806 3440.00 ... 3442.00 3428.00 B
18 bb2509 20250806 150.95 ... 150.70 149.25 BB
19 bb2511 20250806 150.30 ... 149.85 150.85 BB
20 bb2601 20250806 150.15 ... 149.80 149.75 BB
21 bb2603 20250806 148.45 ... 148.05 147.75 BB
22 bb2605 20250806 0.00 ... 142.30 142.05 BB
23 bb2607 20250806 0.00 ... 148.10 147.80 BB
24 bz2603 20250806 6205.00 ... 6235.00 6210.00 BZ
25 bz2604 20250806 6179.00 ... 6195.00 6172.00 BZ
26 bz2605 20250806 6242.00 ... 6207.00 6194.00 BZ
27 bz2606 20250806 0.00 ... 6165.00 6165.00 BZ
28 bz2607 20250806 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250806 2253.00 ... 2255.00 2259.00 C
30 c2511 20250806 2212.00 ... 2210.00 2215.00 C
31 c2601 20250806 2197.00 ... 2192.00 2198.00 C
32 c2603 20250806 2198.00 ... 2197.00 2200.00 C
33 c2605 20250806 2238.00 ... 2242.00 2246.00 C
34 c2607 20250806 2260.00 ... 2260.00 2264.00 C
35 cs2509 20250806 2658.00 ... 2657.00 2651.00 CS
36 cs2511 20250806 2558.00 ... 2559.00 2557.00 CS
37 cs2601 20250806 2569.00 ... 2563.00 2564.00 CS
38 cs2603 20250806 2557.00 ... 2557.00 2557.00 CS
39 cs2605 20250806 2608.00 ... 2606.00 2607.00 CS
40 cs2607 20250806 2613.00 ... 2614.00 2616.00 CS
41 eb2508 20250806 7270.00 ... 7299.00 7251.00 EB
42 eb2509 20250806 7267.00 ... 7283.00 7267.00 EB
43 eb2510 20250806 7290.00 ... 7313.00 7290.00 EB
44 eb2511 20250806 7302.00 ... 7332.00 7303.00 EB
45 eb2512 20250806 7330.00 ... 7346.00 7322.00 EB
46 eb2601 20250806 7339.00 ... 7357.00 7329.00 EB
47 eb2602 20250806 7344.00 ... 7371.00 7339.00 EB
48 eb2603 20250806 7350.00 ... 7385.00 7341.00 EB
49 eb2604 20250806 7357.00 ... 7356.00 7348.00 EB
50 eb2605 20250806 7381.00 ... 7400.00 7343.00 EB
51 eb2606 20250806 7366.00 ... 7376.00 7391.00 EB
52 eb2607 20250806 7330.00 ... 7330.00 7313.00 EB
53 eg2508 20250806 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250806 4417.00 ... 4411.00 4380.00 EG
55 eg2510 20250806 4407.00 ... 4416.00 4392.00 EG
56 eg2511 20250806 4412.00 ... 4423.00 4397.00 EG
57 eg2512 20250806 4430.00 ... 4431.00 4411.00 EG
58 eg2601 20250806 4411.00 ... 4434.00 4409.00 EG
59 eg2602 20250806 4442.00 ... 4442.00 4412.00 EG
60 eg2603 20250806 4441.00 ... 4440.00 4400.00 EG
61 eg2604 20250806 4455.00 ... 4464.00 4420.00 EG
62 eg2605 20250806 4462.00 ... 4465.00 4432.00 EG
63 eg2606 20250806 4455.00 ... 4470.00 4419.00 EG
64 eg2607 20250806 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250806 0.00 ... 1370.50 1370.50 FB
66 fb2509 20250806 1259.00 ... 1254.00 1268.00 FB
67 fb2510 20250806 1290.50 ... 1295.00 1291.50 FB
68 fb2511 20250806 1282.50 ... 1290.50 1289.00 FB
69 fb2512 20250806 1293.00 ... 1293.50 1292.00 FB
70 fb2601 20250806 1292.50 ... 1296.50 1295.00 FB
71 fb2602 20250806 1293.00 ... 1301.00 1297.00 FB
72 fb2603 20250806 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250806 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250806 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250806 0.00 ... 1331.50 1331.50 FB
76 fb2607 20250806 0.00 ... 1302.50 1302.50 FB
77 i2508 20250806 801.00 ... 816.50 809.50 I
78 i2509 20250806 799.50 ... 795.00 795.00 I
79 i2510 20250806 797.00 ... 793.50 791.50 I
80 i2511 20250806 792.00 ... 789.00 786.00 I
81 i2512 20250806 787.50 ... 785.50 779.50 I
82 i2601 20250806 778.50 ... 778.50 773.00 I
83 i2602 20250806 773.50 ... 773.50 766.00 I
84 i2603 20250806 768.00 ... 768.50 762.00 I
85 i2604 20250806 763.00 ... 763.50 757.00 I
86 i2605 20250806 755.00 ... 754.50 749.00 I
87 i2606 20250806 749.00 ... 750.00 743.50 I
88 i2607 20250806 745.00 ... 745.50 739.50 I
89 j2508 20250806 0.00 ... 1598.00 1598.00 J
90 j2509 20250806 1633.00 ... 1639.50 1613.00 J
91 j2510 20250806 1660.00 ... 1672.00 1634.00 J
92 j2511 20250806 1676.50 ... 1690.50 1656.00 J
93 j2512 20250806 1692.00 ... 1704.00 1677.50 J
94 j2601 20250806 1710.00 ... 1721.00 1680.50 J
95 j2602 20250806 1714.00 ... 1731.50 1728.50 J
96 j2603 20250806 1745.50 ... 1752.00 1740.00 J
97 j2604 20250806 1778.50 ... 1781.50 1795.00 J
98 j2605 20250806 1790.00 ... 1811.50 1759.50 J
99 j2606 20250806 1818.50 ... 1827.50 1753.50 J
100 j2607 20250806 1822.50 ... 1819.50 1754.50 J
101 jd2508 20250806 2810.00 ... 2756.00 2871.00 JD
102 jd2509 20250806 3315.00 ... 3352.00 3345.00 JD
103 jd2510 20250806 3248.00 ... 3275.00 3254.00 JD
104 jd2511 20250806 3336.00 ... 3355.00 3341.00 JD
105 jd2512 20250806 3537.00 ... 3536.00 3525.00 JD
106 jd2601 20250806 3625.00 ... 3627.00 3628.00 JD
107 jd2602 20250806 3209.00 ... 3207.00 3210.00 JD
108 jd2603 20250806 3209.00 ... 3217.00 3214.00 JD
109 jd2604 20250806 3359.00 ... 3364.00 3359.00 JD
110 jd2605 20250806 3467.00 ... 3474.00 3467.00 JD
111 jd2606 20250806 3299.00 ... 3303.00 3301.00 JD
112 jd2607 20250806 3519.00 ... 3516.00 3515.00 JD
113 jm2508 20250806 920.00 ... 941.50 878.00 JM
114 jm2509 20250806 1035.00 ... 1050.00 1013.00 JM
115 jm2510 20250806 1080.00 ... 1100.50 1041.00 JM
116 jm2511 20250806 1101.00 ... 1144.00 1075.00 JM
117 jm2512 20250806 1143.00 ... 1171.00 1107.50 JM
118 jm2601 20250806 1182.00 ... 1202.00 1147.00 JM
119 jm2602 20250806 1220.50 ... 1225.50 1169.00 JM
120 jm2603 20250806 1212.00 ... 1239.00 1179.00 JM
121 jm2604 20250806 1230.50 ... 1257.00 1194.00 JM
122 jm2605 20250806 1245.00 ... 1269.50 1200.00 JM
123 jm2606 20250806 1245.00 ... 1277.00 1216.00 JM
124 jm2607 20250806 1252.00 ... 1285.00 1220.00 JM
125 l2508 20250806 0.00 ... 7311.00 7311.00 L
126 l2509 20250806 7323.00 ... 7318.00 7288.00 L
127 l2510 20250806 7343.00 ... 7339.00 7308.00 L
128 l2511 20250806 7362.00 ... 7362.00 7332.00 L
129 l2512 20250806 7380.00 ... 7375.00 7345.00 L
130 l2601 20250806 7380.00 ... 7382.00 7355.00 L
131 l2602 20250806 7373.00 ... 7365.00 7341.00 L
132 l2603 20250806 0.00 ... 7373.00 7373.00 L
133 l2604 20250806 0.00 ... 7394.00 7394.00 L
134 l2605 20250806 7374.00 ... 7373.00 7342.00 L
135 l2606 20250806 7375.00 ... 7369.00 7333.00 L
136 l2607 20250806 7361.00 ... 7375.00 7361.00 L
137 lg2509 20250806 829.00 ... 831.00 831.50 LG
138 lg2511 20250806 835.00 ... 839.00 836.50 LG
139 lg2601 20250806 842.00 ... 841.00 840.50 LG
140 lg2603 20250806 837.00 ... 839.00 836.50 LG
141 lg2605 20250806 840.00 ... 842.00 842.00 LG
142 lg2607 20250806 834.00 ... 839.00 841.00 LG
143 lh2509 20250806 13880.00 ... 13825.00 13900.00 LH
144 lh2511 20250806 13855.00 ... 13985.00 13915.00 LH
145 lh2601 20250806 14125.00 ... 14285.00 14170.00 LH
146 lh2603 20250806 13275.00 ... 13365.00 13260.00 LH
147 lh2605 20250806 13800.00 ... 13890.00 13775.00 LH
148 lh2607 20250806 14430.00 ... 14490.00 14440.00 LH
149 m2508 20250806 3013.00 ... 3007.00 3016.00 M
150 m2509 20250806 3036.00 ... 3027.00 3030.00 M
151 m2511 20250806 3078.00 ... 3064.00 3066.00 M
152 m2512 20250806 3104.00 ... 3095.00 3096.00 M
153 m2601 20250806 3076.00 ... 3072.00 3069.00 M
154 m2603 20250806 2944.00 ... 2942.00 2935.00 M
155 m2605 20250806 2760.00 ... 2754.00 2752.00 M
156 m2607 20250806 2749.00 ... 2735.00 2730.00 M
157 p2508 20250806 0.00 ... 8808.00 8808.00 P
158 p2509 20250806 9062.00 ... 8980.00 8946.00 P
159 p2510 20250806 9034.00 ... 8978.00 8934.00 P
160 p2511 20250806 9050.00 ... 8976.00 8942.00 P
161 p2512 20250806 9038.00 ... 8980.00 8906.00 P
162 p2601 20250806 9044.00 ... 8986.00 8930.00 P
163 p2602 20250806 8938.00 ... 8944.00 8906.00 P
164 p2603 20250806 8940.00 ... 8910.00 8832.00 P
165 p2604 20250806 8890.00 ... 8882.00 8840.00 P
166 p2605 20250806 8846.00 ... 8780.00 8744.00 P
167 p2606 20250806 8742.00 ... 8708.00 8684.00 P
168 p2607 20250806 8666.00 ... 8654.00 8594.00 P
169 pg2508 20250806 3885.00 ... 3885.00 3885.00 PG
170 pg2509 20250806 3830.00 ... 3835.00 3849.00 PG
171 pg2510 20250806 4272.00 ... 4302.00 4272.00 PG
172 pg2511 20250806 4206.00 ... 4236.00 4209.00 PG
173 pg2512 20250806 4161.00 ... 4183.00 4163.00 PG
174 pg2601 20250806 4117.00 ... 4136.00 4117.00 PG
175 pg2602 20250806 4054.00 ... 4074.00 4048.00 PG
176 pg2603 20250806 3978.00 ... 3993.00 3972.00 PG
177 pg2604 20250806 4272.00 ... 4284.00 4258.00 PG
178 pg2605 20250806 4166.00 ... 4186.00 4164.00 PG
179 pg2606 20250806 4127.00 ... 4136.00 4113.00 PG
180 pg2607 20250806 4078.00 ... 4087.00 4086.00 PG
181 pp2508 20250806 7044.00 ... 7073.00 7033.00 PP
182 pp2509 20250806 7090.00 ... 7084.00 7066.00 PP
183 pp2510 20250806 7096.00 ... 7091.00 7069.00 PP
184 pp2511 20250806 7102.00 ... 7102.00 7085.00 PP
185 pp2512 20250806 7115.00 ... 7115.00 7091.00 PP
186 pp2601 20250806 7110.00 ... 7119.00 7101.00 PP
187 pp2602 20250806 7094.00 ... 7099.00 7083.00 PP
188 pp2603 20250806 7099.00 ... 7102.00 7101.00 PP
189 pp2604 20250806 7109.00 ... 7112.00 7105.00 PP
190 pp2605 20250806 7160.00 ... 7127.00 7111.00 PP
191 pp2606 20250806 0.00 ... 7085.00 7085.00 PP
192 pp2607 20250806 0.00 ... 7109.00 7109.00 PP
193 rr2508 20250806 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250806 3597.00 ... 3606.00 3609.00 RR
195 rr2510 20250806 3621.00 ... 3619.00 3618.00 RR
196 rr2511 20250806 3616.00 ... 3618.00 3620.00 RR
197 rr2512 20250806 0.00 ... 3615.00 3615.00 RR
198 rr2601 20250806 3624.00 ... 3623.00 3623.00 RR
199 rr2602 20250806 0.00 ... 3620.00 3620.00 RR
200 rr2603 20250806 3615.00 ... 3615.00 3615.00 RR
201 rr2604 20250806 3618.00 ... 3618.00 3620.00 RR
202 rr2605 20250806 3620.00 ... 3619.00 3620.00 RR
203 rr2606 20250806 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250806 0.00 ... 3633.00 3633.00 RR
205 v2508 20250806 4948.00 ... 4958.00 4948.00 V
206 v2509 20250806 5034.00 ... 5032.00 4992.00 V
207 v2510 20250806 5070.00 ... 5072.00 5027.00 V
208 v2511 20250806 5105.00 ... 5115.00 5061.00 V
209 v2512 20250806 5135.00 ... 5160.00 5103.00 V
210 v2601 20250806 5175.00 ... 5173.00 5132.00 V
211 v2602 20250806 5197.00 ... 5196.00 5179.00 V
212 v2603 20250806 5206.00 ... 5219.00 5174.00 V
213 v2604 20250806 5429.00 ... 5447.00 5396.00 V
214 v2605 20250806 5422.00 ... 5468.00 5428.00 V
215 v2606 20250806 5478.00 ... 5494.00 5459.00 V
216 v2607 20250806 5506.00 ... 5532.00 5477.00 V
217 y2508 20250806 8688.00 ... 8514.00 8284.00 Y
218 y2509 20250806 8350.00 ... 8360.00 8294.00 Y
219 y2511 20250806 8350.00 ... 8366.00 8296.00 Y
220 y2512 20250806 8358.00 ... 8370.00 8298.00 Y
221 y2601 20250806 8320.00 ... 8334.00 8264.00 Y
222 y2603 20250806 8232.00 ... 8242.00 8192.00 Y
223 y2605 20250806 7954.00 ... 7944.00 7904.00 Y
224 y2607 20250806 7938.00 ... 7922.00 7882.00 Y
[225 rows x 12 columns]
2025-08-06 18:26:15,281 - future_1d - INFO - ak.get_dce_daily('2025-08-06') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250806 ... 78200 78490 CU
1 1 CU2509 20250806 ... 78160 78480 CU
2 2 CU2510 20250806 ... 78160 78480 CU
3 3 CU2511 20250806 ... 78150 78440 CU
4 4 CU2512 20250806 ... 78120 78420 CU
5 5 CU2601 20250806 ... 78080 78400 CU
6 6 CU2602 20250806 ... 78030 78330 CU
7 7 CU2603 20250806 ... 78010 78340 CU
8 8 CU2604 20250806 ... 78040 78360 CU
9 9 CU2605 20250806 ... 78080 78390 CU
10 10 CU2606 20250806 ... 78040 78380 CU
11 11 CU2607 20250806 ... 78060 78380 CU
12 12 BC2508 20250806 ... 69270 69500 BC
13 13 BC2509 20250806 ... 69340 69640 BC
14 14 BC2510 20250806 ... 69410 69680 BC
15 15 BC2511 20250806 ... 69240 69240 BC
16 16 BC2512 20250806 ... 69900 69910 BC
17 17 BC2601 20250806 ... 70020 70020 BC
18 18 BC2602 20250806 ... 70000 70000 BC
19 19 BC2603 20250806 ... 70000 70000 BC
20 20 BC2604 20250806 ... 70000 70000 BC
21 21 BC2605 20250806 ... 70000 70000 BC
22 22 BC2606 20250806 ... 69340 69340 BC
23 23 BC2607 20250806 ... 68670 68670 BC
24 24 AL2508 20250806 ... 20655 20535 AL
25 25 AL2509 20250806 ... 20600 20495 AL
26 26 AL2510 20250806 ... 20570 20460 AL
27 27 AL2511 20250806 ... 20525 20420 AL
28 28 AL2512 20250806 ... 20475 20360 AL
29 29 AL2601 20250806 ... 20445 20325 AL
30 30 AL2602 20250806 ... 20450 20320 AL
31 31 AL2603 20250806 ... 20470 20355 AL
32 32 AL2604 20250806 ... 20460 20345 AL
33 33 AL2605 20250806 ... 20480 20370 AL
34 34 AL2606 20250806 ... 20535 20405 AL
35 35 AL2607 20250806 ... 20505 20420 AL
36 36 ZN2508 20250806 ... 22310 22295 ZN
37 37 ZN2509 20250806 ... 22330 22315 ZN
38 38 ZN2510 20250806 ... 22330 22315 ZN
39 39 ZN2511 20250806 ... 22325 22315 ZN
40 40 ZN2512 20250806 ... 22280 22295 ZN
41 41 ZN2601 20250806 ... 22260 22260 ZN
42 42 ZN2602 20250806 ... 22255 22230 ZN
43 43 ZN2603 20250806 ... 22275 22300 ZN
44 44 ZN2604 20250806 ... 22270 22280 ZN
45 45 ZN2605 20250806 ... 22320 22300 ZN
46 46 ZN2606 20250806 ... 22345 22310 ZN
47 47 ZN2607 20250806 ... 22305 22295 ZN
48 48 PB2508 20250806 ... 16775 16665 PB
49 49 PB2509 20250806 ... 16830 16715 PB
50 50 PB2510 20250806 ... 16825 16720 PB
51 51 PB2511 20250806 ... 16845 16760 PB
52 52 PB2512 20250806 ... 16845 16785 PB
53 53 PB2601 20250806 ... 16925 16785 PB
54 54 PB2602 20250806 ... 16970 16800 PB
55 55 PB2603 20250806 ... 16825 16825 PB
56 56 PB2604 20250806 ... 16855 16855 PB
57 57 PB2605 20250806 ... 17020 16925 PB
58 58 PB2606 20250806 ... 16860 16860 PB
59 59 PB2607 20250806 ... 16980 16980 PB
60 60 NI2508 20250806 ... 120620 120660 NI
61 61 NI2509 20250806 ... 120680 120800 NI
62 62 NI2510 20250806 ... 120810 120900 NI
63 63 NI2511 20250806 ... 120970 121090 NI
64 64 NI2512 20250806 ... 121190 121380 NI
65 65 NI2601 20250806 ... 121500 121610 NI
66 66 NI2602 20250806 ... 121710 121950 NI
67 67 NI2603 20250806 ... 121820 122050 NI
68 68 NI2604 20250806 ... 122280 122250 NI
69 69 NI2605 20250806 ... 122640 122680 NI
70 70 NI2606 20250806 ... 122940 122900 NI
71 71 NI2607 20250806 ... 123100 123210 NI
72 72 SN2508 20250806 ... 266550 265600 SN
73 73 SN2509 20250806 ... 266860 266140 SN
74 74 SN2510 20250806 ... 267160 266620 SN
75 75 SN2511 20250806 ... 267170 266700 SN
76 76 SN2512 20250806 ... 266980 266960 SN
77 77 SN2601 20250806 ... 267550 266920 SN
78 78 SN2602 20250806 ... 267470 268140 SN
79 79 SN2603 20250806 ... 267930 268190 SN
80 80 SN2604 20250806 ... 268730 268730 SN
81 81 SN2605 20250806 ... 268090 267070 SN
82 82 SN2606 20250806 ... 268240 267870 SN
83 83 SN2607 20250806 ... 268490 268490 SN
84 84 AO2508 20250806 ... 3227 3225 AO
85 85 AO2509 20250806 ... 3222 3210 AO
86 86 AO2510 20250806 ... 3223 3213 AO
87 87 AO2511 20250806 ... 3225 3215 AO
88 88 AO2512 20250806 ... 3232 3219 AO
89 89 AO2601 20250806 ... 3235 3220 AO
90 90 AO2602 20250806 ... 3219 3220 AO
91 91 AO2603 20250806 ... 3229 3218 AO
92 92 AO2604 20250806 ... 3237 3209 AO
93 93 AO2605 20250806 ... 3237 3215 AO
94 94 AO2606 20250806 ... 3234 3208 AO
95 95 AO2607 20250806 ... 3239 3212 AO
96 96 AD2511 20250806 ... 20020 19940 AD
97 97 AD2512 20250806 ... 20060 19935 AD
98 98 AD2601 20250806 ... 20015 19880 AD
99 99 AD2602 20250806 ... 19855 19800 AD
100 100 AD2603 20250806 ... 19885 19795 AD
101 101 AD2604 20250806 ... 19710 19710 AD
102 102 AD2605 20250806 ... 19650 19650 AD
103 103 AD2606 20250806 ... 19715 19715 AD
104 104 AD2607 20250806 ... 19830 19830 AD
105 105 AU2508 20250806 ... 781.54 781.16 AU
106 106 AU2509 20250806 ... 783.02 783.04 AU
107 107 AU2510 20250806 ... 784.26 784.32 AU
108 108 AU2512 20250806 ... 786.36 786.54 AU
109 109 AU2602 20250806 ... 788.5 788.78 AU
110 110 AU2604 20250806 ... 790.68 790.86 AU
111 111 AU2606 20250806 ... 792.88 793 AU
112 112 AU2608 20250806 ... 795.3 795.52 AU
113 113 AG2508 20250806 ... 9147 9030 AG
114 114 AG2509 20250806 ... 9147 9063 AG
115 115 AG2510 20250806 ... 9160 9074 AG
116 116 AG2511 20250806 ... 9169 9086 AG
117 117 AG2512 20250806 ... 9184 9099 AG
118 118 AG2601 20250806 ... 9192 9110 AG
119 119 AG2602 20250806 ... 9208 9123 AG
120 120 AG2603 20250806 ... 9218 9135 AG
121 121 AG2604 20250806 ... 9228 9148 AG
122 122 AG2605 20250806 ... 9250 9163 AG
123 123 AG2606 20250806 ... 9257 9173 AG
124 124 AG2607 20250806 ... 9266 9185 AG
125 125 RB2508 20250806 ... 3195 3168 RB
126 126 RB2509 20250806 ... 3194 3180 RB
127 127 RB2510 20250806 ... 3230 3210 RB
128 128 RB2511 20250806 ... 3246 3227 RB
129 129 RB2512 20250806 ... 3284 3265 RB
130 130 RB2601 20250806 ... 3306 3284 RB
131 131 RB2602 20250806 ... 3295 3269 RB
132 132 RB2603 20250806 ... 3317 3286 RB
133 133 RB2604 20250806 ... 3330 3315 RB
134 134 RB2605 20250806 ... 3334 3311 RB
135 135 RB2606 20250806 ... 3346 3330 RB
136 136 RB2607 20250806 ... 3354 3331 RB
137 137 WR2508 20250806 ... 3212 3212 WR
138 138 WR2509 20250806 ... 3342 3342 WR
139 139 WR2510 20250806 ... 3467 3449 WR
140 140 WR2511 20250806 ... 3490 3490 WR
141 141 WR2512 20250806 ... 3499 3499 WR
142 142 WR2601 20250806 ... 3473 3473 WR
143 143 WR2602 20250806 ... 3523 3507 WR
144 144 WR2603 20250806 ... 3527 3565 WR
145 145 WR2604 20250806 ... 3560 3560 WR
146 146 WR2605 20250806 ... 3478 3439 WR
147 147 WR2606 20250806 ... 3599 3599 WR
148 148 WR2607 20250806 ... 3635 3635 WR
149 149 HC2508 20250806 ... 3450 3453 HC
150 150 HC2509 20250806 ... 3461 3443 HC
151 151 HC2510 20250806 ... 3452 3437 HC
152 152 HC2511 20250806 ... 3454 3434 HC
153 153 HC2512 20250806 ... 3451 3435 HC
154 154 HC2601 20250806 ... 3455 3440 HC
155 155 HC2602 20250806 ... 3448 3431 HC
156 156 HC2603 20250806 ... 3456 3434 HC
157 157 HC2604 20250806 ... 3461 3441 HC
158 158 HC2605 20250806 ... 3460 3439 HC
159 159 HC2606 20250806 ... 3457 3456 HC
160 160 HC2607 20250806 ... 3473 3459 HC
161 161 SS2508 20250806 ... 12955 12960 SS
162 162 SS2509 20250806 ... 12930 12950 SS
163 163 SS2510 20250806 ... 12985 12995 SS
164 164 SS2511 20250806 ... 13025 13035 SS
165 165 SS2512 20250806 ... 13045 13055 SS
166 166 SS2601 20250806 ... 13085 13095 SS
167 167 SS2602 20250806 ... 13125 13135 SS
168 168 SS2603 20250806 ... 13180 13195 SS
169 169 SS2604 20250806 ... 13190 13190 SS
170 170 SS2605 20250806 ... 13270 13265 SS
171 171 SS2606 20250806 ... 13300 13290 SS
172 172 SS2607 20250806 ... 13335 13345 SS
173 173 SC2509 20250806 ... 504.2 509.1 SC
174 174 SC2510 20250806 ... 499.5 503.3 SC
175 175 SC2511 20250806 ... 495.4 499.4 SC
176 176 SC2512 20250806 ... 491.6 494.7 SC
177 177 SC2601 20250806 ... 488.6 490.5 SC
178 178 SC2602 20250806 ... 486 486.6 SC
179 179 SC2603 20250806 ... 483.2 484.8 SC
180 180 SC2604 20250806 ... 481.6 481.7 SC
181 181 SC2605 20250806 ... 478.4 481.3 SC
182 182 SC2606 20250806 ... 476.8 479.3 SC
183 183 SC2607 20250806 ... 475.6 482.4 SC
184 184 SC2608 20250806 ... 477.5 481.6 SC
185 185 SC2609 20250806 ... 475 478 SC
186 186 SC2612 20250806 ... 472.3 472.3 SC
187 187 SC2703 20250806 ... 470.5 473.1 SC
188 188 SC2706 20250806 ... 467.8 473 SC
189 189 SC2709 20250806 ... 464.4 466.8 SC
190 190 SC2712 20250806 ... 464 466.3 SC
191 191 SC2803 20250806 ... 460.5 463 SC
192 192 SC2806 20250806 ... 456 458.6 SC
193 193 LU2509 20250806 ... 3532 3544 LU
194 194 LU2510 20250806 ... 3535 3539 LU
195 195 LU2511 20250806 ... 3531 3541 LU
196 196 LU2512 20250806 ... 3507 3528 LU
197 197 LU2601 20250806 ... 3488 3495 LU
198 198 LU2602 20250806 ... 3451 3473 LU
199 199 LU2603 20250806 ... 3438 3467 LU
200 200 LU2604 20250806 ... 3431 3443 LU
201 201 LU2605 20250806 ... 3427 3435 LU
202 202 LU2606 20250806 ... 3421 3437 LU
203 203 LU2607 20250806 ... 3415 3422 LU
204 204 LU2608 20250806 ... 3408 3418 LU
205 205 FU2509 20250806 ... 2819 2818 FU
206 206 FU2510 20250806 ... 2838 2839 FU
207 207 FU2511 20250806 ... 2850 2849 FU
208 208 FU2512 20250806 ... 2849 2848 FU
209 209 FU2601 20250806 ... 2840 2841 FU
210 210 FU2602 20250806 ... 2832 2836 FU
211 211 FU2603 20250806 ... 2824 2830 FU
212 212 FU2604 20250806 ... 2820 2825 FU
213 213 FU2605 20250806 ... 2806 2815 FU
214 214 FU2606 20250806 ... 2803 2810 FU
215 215 FU2607 20250806 ... 2788 2797 FU
216 216 FU2608 20250806 ... 2788 2793 FU
217 217 BU2508 20250806 ... 3550 3557 BU
218 218 BU2509 20250806 ... 3543 3543 BU
219 219 BU2510 20250806 ... 3517 3523 BU
220 220 BU2511 20250806 ... 3486 3494 BU
221 221 BU2512 20250806 ... 3430 3434 BU
222 222 BU2601 20250806 ... 3396 3399 BU
223 223 BU2602 20250806 ... 3385 3383 BU
224 224 BU2603 20250806 ... 3367 3371 BU
225 225 BU2604 20250806 ... 3372 3372 BU
226 226 BU2605 20250806 ... 3362 3368 BU
227 227 BU2606 20250806 ... 3359 3366 BU
228 228 BU2607 20250806 ... 3380 3361 BU
229 229 BU2609 20250806 ... 3364 3364 BU
230 230 BU2612 20250806 ... 3297 3316 BU
231 231 BU2703 20250806 ... 3314 3315 BU
232 232 BU2706 20250806 ... 3335 3335 BU
233 233 BR2508 20250806 ... 11525 11480 BR
234 234 BR2509 20250806 ... 11510 11460 BR
235 235 BR2510 20250806 ... 11510 11465 BR
236 236 BR2511 20250806 ... 11530 11490 BR
237 237 BR2512 20250806 ... 11575 11540 BR
238 238 BR2601 20250806 ... 11615 11555 BR
239 239 BR2602 20250806 ... 11605 11570 BR
240 240 BR2603 20250806 ... 11665 11585 BR
241 241 BR2604 20250806 ... 11615 11615 BR
242 242 BR2605 20250806 ... 11735 11670 BR
243 243 BR2606 20250806 ... 11695 11675 BR
244 244 BR2607 20250806 ... 11760 11660 BR
245 245 RU2508 20250806 ... 14460 14460 RU
246 246 RU2509 20250806 ... 14510 14465 RU
247 247 RU2510 20250806 ... 14525 14475 RU
248 248 RU2511 20250806 ... 14555 14495 RU
249 249 RU2601 20250806 ... 15475 15380 RU
250 250 RU2603 20250806 ... 15570 15420 RU
251 251 RU2604 20250806 ... 15590 15500 RU
252 252 RU2605 20250806 ... 15595 15480 RU
253 253 RU2606 20250806 ... 15600 15615 RU
254 254 RU2607 20250806 ... 15620 15590 RU
255 255 NR2508 20250806 ... 12260 12230 NR
256 256 NR2509 20250806 ... 12300 12270 NR
257 257 NR2510 20250806 ... 12365 12315 NR
258 258 NR2511 20250806 ... 12410 12365 NR
259 259 NR2512 20250806 ... 12435 12390 NR
260 260 NR2601 20250806 ... 12470 12415 NR
261 261 NR2602 20250806 ... 12505 12465 NR
262 262 NR2603 20250806 ... 12545 12470 NR
263 263 NR2604 20250806 ... 12565 12520 NR
264 264 NR2605 20250806 ... 12620 12780 NR
265 265 NR2606 20250806 ... 12540 12540 NR
266 266 NR2607 20250806 ... 12645 12560 NR
267 267 SP2508 20250806 ... 5108 5108 SP
268 268 SP2509 20250806 ... 5162 5156 SP
269 269 SP2510 20250806 ... 5176 5156 SP
270 270 SP2511 20250806 ... 5178 5162 SP
271 271 SP2512 20250806 ... 5186 5168 SP
272 272 SP2601 20250806 ... 5418 5394 SP
273 273 SP2602 20250806 ... 5402 5368 SP
274 274 SP2603 20250806 ... 5392 5378 SP
275 275 SP2604 20250806 ... 5390 5350 SP
276 276 SP2605 20250806 ... 5394 5374 SP
277 277 SP2606 20250806 ... 5420 5394 SP
278 278 SP2607 20250806 ... 5402 5370 SP
279 279 EC2508 20250806 ... 2080.3 2096 EC
280 280 EC2510 20250806 ... 1434.4 1411.1 EC
281 281 EC2512 20250806 ... 1759.5 1682.1 EC
282 282 EC2602 20250806 ... 1521.6 1478.2 EC
283 283 EC2604 20250806 ... 1342.5 1323.6 EC
284 284 EC2606 20250806 ... 1489.4 1460.8 EC
285 287 SC_TAS2509 20250806 ... SC_TAS
286 288 SC_TAS2510 20250806 ... SC_TAS
287 289 SC_TAS2511 20250806 ... SC_TAS
288 290 SC_TAS2512 20250806 ... SC_TAS
[289 rows x 13 columns]
2025-08-06 18:26:15,402 - future_1d - INFO - ak.get_shfe_daily('2025-08-06') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250806 7859.0 7944.0 ... 314392.84 7906.0 7842.0 AP
1 AP511 20250806 7681.0 7736.0 ... 1357.23 7712.0 7660.0 AP
2 AP512 20250806 7758.0 7780.0 ... 225.27 7768.0 7721.0 AP
3 AP601 20250806 7780.0 7875.0 ... 24187.54 7843.0 7775.0 AP
4 AP603 20250806 7771.0 7805.0 ... 210.39 7792.0 7734.0 AP
5 AP604 20250806 7823.0 7839.0 ... 39.17 7833.0 7790.0 AP
6 AP605 20250806 7879.0 7910.0 ... 339.88 7904.0 7854.0 AP
7 CF509 20250806 13675.0 13730.0 ... 913008.41 13690.0 13670.0 CF
8 CF511 20250806 13705.0 13780.0 ... 132938.10 13740.0 13690.0 CF
9 CF601 20250806 13825.0 13885.0 ... 630239.11 13855.0 13825.0 CF
10 CF603 20250806 13800.0 13850.0 ... 2011.96 13830.0 13800.0 CF
11 CF605 20250806 13780.0 13830.0 ... 35816.87 13810.0 13775.0 CF
12 CF607 20250806 13780.0 13840.0 ... 614.93 13820.0 13780.0 CF
13 CJ509 20250806 9730.0 9850.0 ... 25882.81 9770.0 9705.0 CJ
14 CJ512 20250806 10720.0 10840.0 ... 9756.43 10735.0 10650.0 CJ
15 CJ601 20250806 10865.0 10985.0 ... 584003.04 10885.0 10795.0 CJ
16 CJ603 20250806 10925.0 11055.0 ... 7041.43 10960.0 10860.0 CJ
17 CJ605 20250806 11090.0 11190.0 ... 95692.16 11100.0 11015.0 CJ
18 CJ607 20250806 11300.0 11380.0 ... 1372.66 11300.0 11225.0 CJ
19 CY508 20250806 0.0 0.0 ... 0.00 19965.0 19995.0 CY
20 CY509 20250806 19850.0 19970.0 ... 16492.96 19905.0 19835.0 CY
21 CY510 20250806 0.0 0.0 ... 0.00 20015.0 19945.0 CY
22 CY511 20250806 19665.0 19775.0 ... 57069.79 19725.0 19755.0 CY
23 CY512 20250806 0.0 0.0 ... 0.00 19650.0 19650.0 CY
24 CY601 20250806 19735.0 19815.0 ... 731.66 19775.0 19780.0 CY
25 CY602 20250806 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250806 0.0 0.0 ... 0.00 20165.0 20165.0 CY
27 CY604 20250806 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250806 0.0 0.0 ... 0.00 19960.0 19960.0 CY
29 CY606 20250806 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250806 0.0 0.0 ... 0.00 20280.0 20280.0 CY
31 FG508 20250806 1064.0 1064.0 ... 63.84 1064.0 1055.0 FG
32 FG509 20250806 1079.0 1093.0 ... 2810737.49 1079.0 1073.0 FG
33 FG510 20250806 1174.0 1181.0 ... 71895.64 1169.0 1162.0 FG
34 FG511 20250806 1169.0 1179.0 ... 114846.97 1165.0 1157.0 FG
35 FG512 20250806 1242.0 1255.0 ... 61444.01 1238.0 1231.0 FG
36 FG601 20250806 1241.0 1248.0 ... 2646818.98 1229.0 1220.0 FG
37 FG602 20250806 1274.0 1296.0 ... 1933.74 1279.0 1268.0 FG
38 FG603 20250806 1277.0 1296.0 ... 3103.22 1280.0 1268.0 FG
39 FG604 20250806 1331.0 1340.0 ... 878.30 1323.0 1316.0 FG
40 FG605 20250806 1328.0 1336.0 ... 41995.88 1319.0 1310.0 FG
41 FG606 20250806 1343.0 1364.0 ... 1741.96 1340.0 1339.0 FG
42 FG607 20250806 1355.0 1355.0 ... 1119.48 1336.0 1334.0 FG
43 JR509 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250806 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250806 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250806 0.0 0.0 ... 0.00 2347.0 2343.0 MA
53 MA509 20250806 2394.0 2407.0 ... 684868.97 2397.0 2381.0 MA
54 MA510 20250806 2425.0 2438.0 ... 30656.62 2427.0 2411.0 MA
55 MA511 20250806 2445.0 2462.0 ... 64448.95 2452.0 2435.0 MA
56 MA512 20250806 2483.0 2499.0 ... 49791.62 2489.0 2470.0 MA
57 MA601 20250806 2490.0 2512.0 ... 320208.79 2502.0 2482.0 MA
58 MA602 20250806 2496.0 2507.0 ... 40.00 2500.0 2484.0 MA
59 MA603 20250806 2493.0 2503.0 ... 521.55 2495.0 2476.0 MA
60 MA604 20250806 2479.0 2484.0 ... 27.27 2479.0 2454.0 MA
61 MA605 20250806 2442.0 2460.0 ... 6942.59 2451.0 2427.0 MA
62 MA606 20250806 2450.0 2462.0 ... 12.29 2458.0 2436.0 MA
63 MA607 20250806 2444.0 2450.0 ... 26.88 2444.0 2427.0 MA
64 OI509 20250806 9620.0 9642.0 ... 1907396.47 9576.0 9566.0 OI
65 OI511 20250806 9620.0 9649.0 ... 191023.53 9589.0 9581.0 OI
66 OI601 20250806 9550.0 9573.0 ... 806394.17 9524.0 9506.0 OI
67 OI603 20250806 9499.0 9502.0 ... 3009.78 9465.0 9450.0 OI
68 OI605 20250806 9425.0 9445.0 ... 9691.28 9400.0 9367.0 OI
69 OI607 20250806 9425.0 9425.0 ... 187.81 9390.0 9380.0 OI
70 PF508 20250806 6298.0 6298.0 ... 31.49 6298.0 6290.0 PF
71 PF509 20250806 6314.0 6370.0 ... 156581.91 6332.0 6322.0 PF
72 PF510 20250806 6382.0 6436.0 ... 481228.55 6400.0 6376.0 PF
73 PF511 20250806 6374.0 6440.0 ... 277996.92 6408.0 6372.0 PF
74 PF512 20250806 6386.0 6438.0 ... 55692.20 6416.0 6370.0 PF
75 PF601 20250806 6386.0 6450.0 ... 8806.79 6410.0 6390.0 PF
76 PF602 20250806 6418.0 6452.0 ... 12.87 6434.0 6402.0 PF
77 PF603 20250806 6424.0 6448.0 ... 35.34 6426.0 6410.0 PF
78 PF604 20250806 6442.0 6444.0 ... 22.54 6442.0 6432.0 PF
79 PF605 20250806 6444.0 6484.0 ... 25.86 6466.0 6446.0 PF
80 PF606 20250806 6472.0 6488.0 ... 9.72 6478.0 6468.0 PF
81 PF607 20250806 6484.0 6490.0 ... 6.49 6488.0 6476.0 PF
82 PK510 20250806 8084.0 8100.0 ... 95588.20 8084.0 8074.0 PK
83 PK511 20250806 7956.0 7980.0 ... 75915.97 7956.0 7954.0 PK
84 PK512 20250806 7934.0 7970.0 ... 24022.29 7950.0 7952.0 PK
85 PK601 20250806 7960.0 7966.0 ... 7857.54 7954.0 7952.0 PK
86 PK603 20250806 7954.0 7974.0 ... 51.74 7960.0 7958.0 PK
87 PK604 20250806 7974.0 7976.0 ... 59.77 7970.0 7960.0 PK
88 PK605 20250806 7970.0 7986.0 ... 1087.79 7970.0 7958.0 PK
89 PL601 20250806 6510.0 6555.0 ... 24983.14 6499.0 6485.0 PL
90 PL602 20250806 6532.0 6570.0 ... 275.07 6549.0 6534.0 PL
91 PL603 20250806 6489.0 6531.0 ... 104.13 6508.0 6484.0 PL
92 PL604 20250806 6511.0 6511.0 ... 65.09 6509.0 6478.0 PL
93 PL605 20250806 6393.0 6393.0 ... 25.52 6379.0 6375.0 PL
94 PL606 20250806 0.0 0.0 ... 0.00 6499.0 6499.0 PL
95 PL607 20250806 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250806 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250806 0.0 0.0 ... 0.00 5896.0 5864.0 PR
103 PR509 20250806 5868.0 5916.0 ... 59208.19 5886.0 5864.0 PR
104 PR510 20250806 5900.0 5950.0 ... 235479.50 5924.0 5894.0 PR
105 PR511 20250806 5908.0 5956.0 ... 199802.34 5936.0 5900.0 PR
106 PR512 20250806 5930.0 5962.0 ... 61986.56 5952.0 5916.0 PR
107 PR601 20250806 5934.0 5960.0 ... 2570.78 5930.0 5930.0 PR
108 PR602 20250806 0.0 0.0 ... 0.00 5978.0 5978.0 PR
109 PR603 20250806 0.0 0.0 ... 0.00 5968.0 5968.0 PR
110 PR604 20250806 0.0 0.0 ... 0.00 5968.0 5968.0 PR
111 PR605 20250806 0.0 0.0 ... 0.00 5978.0 5978.0 PR
112 PR606 20250806 0.0 0.0 ... 0.00 5968.0 5958.0 PR
113 PR607 20250806 0.0 0.0 ... 0.00 6012.0 6012.0 PR
114 PX508 20250806 0.0 0.0 ... 0.00 6756.0 6722.0 PX
115 PX509 20250806 6716.0 6828.0 ... 351097.13 6756.0 6722.0 PX
116 PX510 20250806 6726.0 6804.0 ... 106039.48 6754.0 6720.0 PX
117 PX511 20250806 6708.0 6794.0 ... 197629.57 6740.0 6710.0 PX
118 PX512 20250806 6708.0 6788.0 ... 62266.54 6742.0 6718.0 PX
119 PX601 20250806 6684.0 6768.0 ... 80619.70 6722.0 6696.0 PX
120 PX602 20250806 6730.0 6740.0 ... 16.84 6738.0 6688.0 PX
121 PX603 20250806 0.0 0.0 ... 0.00 6718.0 6686.0 PX
122 PX604 20250806 6744.0 6744.0 ... 6.74 6744.0 6696.0 PX
123 PX605 20250806 6688.0 6752.0 ... 100.68 6712.0 6688.0 PX
124 PX606 20250806 6700.0 6708.0 ... 10.06 6706.0 6680.0 PX
125 PX607 20250806 6710.0 6752.0 ... 26.90 6726.0 6700.0 PX
126 RI509 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250806 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250806 2733.0 2745.0 ... 273.82 2738.0 2722.0 RM
133 RM509 20250806 2728.0 2793.0 ... 1508398.63 2761.0 2720.0 RM
134 RM511 20250806 2585.0 2615.0 ... 24847.32 2597.0 2578.0 RM
135 RM601 20250806 2444.0 2485.0 ... 553827.23 2462.0 2448.0 RM
136 RM603 20250806 2416.0 2445.0 ... 24039.15 2428.0 2418.0 RM
137 RM605 20250806 2392.0 2408.0 ... 67191.42 2397.0 2387.0 RM
138 RM607 20250806 2374.0 2383.0 ... 8859.63 2375.0 2367.0 RM
139 RS508 20250806 0.0 0.0 ... 0.00 5023.0 5061.0 RS
140 RS509 20250806 5278.0 5278.0 ... 238.96 5084.0 5122.0 RS
141 RS511 20250806 5269.0 5269.0 ... 15.73 5243.0 5232.0 RS
142 RS607 20250806 5584.0 5683.0 ... 123.77 5626.0 5512.0 RS
143 SA508 20250806 1254.0 1254.0 ... 97.57 1251.0 1237.0 SA
144 SA509 20250806 1269.0 1295.0 ... 1806727.84 1272.0 1255.0 SA
145 SA510 20250806 1305.0 1321.0 ... 191626.94 1302.0 1285.0 SA
146 SA511 20250806 1317.0 1331.0 ... 358539.66 1307.0 1291.0 SA
147 SA512 20250806 1362.0 1379.0 ... 187919.91 1352.0 1334.0 SA
148 SA601 20250806 1377.0 1388.0 ... 4578416.06 1363.0 1346.0 SA
149 SA602 20250806 1377.0 1396.0 ... 7750.65 1373.0 1366.0 SA
150 SA603 20250806 1385.0 1399.0 ... 7013.32 1377.0 1369.0 SA
151 SA604 20250806 1420.0 1438.0 ... 2587.76 1414.0 1407.0 SA
152 SA605 20250806 1427.0 1443.0 ... 125623.01 1421.0 1402.0 SA
153 SA606 20250806 1425.0 1445.0 ... 2443.86 1426.0 1406.0 SA
154 SA607 20250806 1424.0 1438.0 ... 2703.06 1424.0 1404.0 SA
155 SF508 20250806 5768.0 5944.0 ... 2384.39 5858.0 5654.0 SF
156 SF509 20250806 5708.0 6012.0 ... 1454719.26 5906.0 5666.0 SF
157 SF510 20250806 5692.0 5994.0 ... 258542.24 5880.0 5650.0 SF
158 SF511 20250806 5882.0 6176.0 ... 534537.38 6070.0 5830.0 SF
159 SF512 20250806 5864.0 6164.0 ... 59896.00 6054.0 5824.0 SF
160 SF601 20250806 5854.0 6148.0 ... 186150.55 6042.0 5810.0 SF
161 SF602 20250806 5844.0 6092.0 ... 1463.63 5986.0 5770.0 SF
162 SF603 20250806 6030.0 6226.0 ... 254.94 6144.0 5912.0 SF
163 SF604 20250806 6060.0 6182.0 ... 39.89 6138.0 5890.0 SF
164 SF605 20250806 5950.0 6204.0 ... 2949.62 6126.0 5904.0 SF
165 SF606 20250806 5946.0 6130.0 ... 275.76 6062.0 5864.0 SF
166 SF607 20250806 6058.0 6238.0 ... 172.68 6168.0 6010.0 SF
167 SH508 20250806 0.0 0.0 ... 0.00 2349.0 2354.0 SH
168 SH509 20250806 2506.0 2515.0 ... 1426910.21 2485.0 2490.0 SH
169 SH510 20250806 2590.0 2593.0 ... 321298.15 2569.0 2572.0 SH
170 SH511 20250806 2588.0 2590.0 ... 312692.04 2570.0 2573.0 SH
171 SH512 20250806 2607.0 2609.0 ... 76908.55 2593.0 2593.0 SH
172 SH601 20250806 2596.0 2598.0 ... 434692.64 2583.0 2584.0 SH
173 SH602 20250806 2621.0 2621.0 ... 492.90 2608.0 2605.0 SH
174 SH603 20250806 2634.0 2634.0 ... 715.35 2620.0 2619.0 SH
175 SH604 20250806 2672.0 2680.0 ... 528.43 2669.0 2664.0 SH
176 SH605 20250806 2697.0 2697.0 ... 5362.71 2680.0 2674.0 SH
177 SH606 20250806 2692.0 2702.0 ... 307.27 2695.0 2691.0 SH
178 SH607 20250806 2678.0 2690.0 ... 88.48 2681.0 2683.0 SH
179 SM508 20250806 6030.0 6148.0 ... 36.38 6064.0 5968.0 SM
180 SM509 20250806 6012.0 6192.0 ... 1381334.61 6110.0 5970.0 SM
181 SM510 20250806 6030.0 6188.0 ... 140567.57 6116.0 5978.0 SM
182 SM511 20250806 6078.0 6264.0 ... 213775.66 6196.0 6038.0 SM
183 SM512 20250806 6104.0 6270.0 ... 41131.80 6204.0 6058.0 SM
184 SM601 20250806 6102.0 6280.0 ... 444589.37 6202.0 6058.0 SM
185 SM602 20250806 6130.0 6258.0 ... 244.73 6196.0 6056.0 SM
186 SM603 20250806 6188.0 6278.0 ... 152.23 6214.0 6098.0 SM
187 SM604 20250806 6140.0 6290.0 ... 86.92 6210.0 6120.0 SM
188 SM605 20250806 6150.0 6312.0 ... 5777.89 6236.0 6092.0 SM
189 SM606 20250806 6204.0 6300.0 ... 53.05 6242.0 6088.0 SM
190 SM607 20250806 6164.0 6310.0 ... 56.48 6276.0 6112.0 SM
191 SR509 20250806 5680.0 5702.0 ... 635289.07 5689.0 5707.0 SR
192 SR511 20250806 5645.0 5654.0 ... 80865.75 5645.0 5656.0 SR
193 SR601 20250806 5623.0 5637.0 ... 475524.18 5627.0 5637.0 SR
194 SR603 20250806 5586.0 5605.0 ... 3027.70 5596.0 5606.0 SR
195 SR605 20250806 5566.0 5574.0 ... 19250.64 5565.0 5575.0 SR
196 SR607 20250806 5556.0 5569.0 ... 1718.81 5562.0 5571.0 SR
197 TA508 20250806 4666.0 4732.0 ... 1524.18 4668.0 4666.0 TA
198 TA509 20250806 4678.0 4748.0 ... 1408293.52 4702.0 4678.0 TA
199 TA510 20250806 4650.0 4756.0 ... 113324.77 4720.0 4698.0 TA
200 TA511 20250806 4706.0 4760.0 ... 119080.35 4728.0 4706.0 TA
201 TA512 20250806 4714.0 4764.0 ... 29852.27 4732.0 4712.0 TA
202 TA601 20250806 4710.0 4768.0 ... 651324.84 4734.0 4714.0 TA
203 TA602 20250806 4710.0 4758.0 ... 231.32 4722.0 4712.0 TA
204 TA603 20250806 4728.0 4774.0 ... 68.81 4746.0 4728.0 TA
205 TA604 20250806 4742.0 4782.0 ... 7.15 4768.0 4740.0 TA
206 TA605 20250806 4756.0 4800.0 ... 10110.05 4776.0 4752.0 TA
207 TA606 20250806 0.0 0.0 ... 0.00 4794.0 4750.0 TA
208 TA607 20250806 4806.0 4806.0 ... 2.40 4806.0 4770.0 TA
209 UR508 20250806 1775.0 1780.0 ... 206.40 1749.0 1754.0 UR
210 UR509 20250806 1784.0 1792.0 ... 833313.96 1761.0 1756.0 UR
211 UR510 20250806 1773.0 1785.0 ... 31993.87 1754.0 1750.0 UR
212 UR511 20250806 1789.0 1803.0 ... 27819.72 1777.0 1773.0 UR
213 UR512 20250806 1798.0 1799.0 ... 898.76 1776.0 1772.0 UR
214 UR601 20250806 1800.0 1804.0 ... 287545.04 1774.0 1772.0 UR
215 UR602 20250806 1792.0 1792.0 ... 938.41 1771.0 1773.0 UR
216 UR603 20250806 1814.0 1816.0 ... 371.35 1803.0 1802.0 UR
217 UR604 20250806 1811.0 1821.0 ... 224.15 1808.0 1798.0 UR
218 UR605 20250806 1818.0 1827.0 ... 13356.73 1805.0 1802.0 UR
219 UR606 20250806 1806.0 1809.0 ... 208.69 1799.0 1796.0 UR
220 UR607 20250806 1812.0 1812.0 ... 173.03 1802.0 1802.0 UR
221 WH509 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250806 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250806 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-06 18:26:15,679 - future_1d - INFO - ak.get_czce_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 SC2509 20250806 504.5 ... 504.2 509.1 SC
1 SC2510 20250806 499.6 ... 499.5 503.3 SC
2 SC2511 20250806 495.7 ... 495.4 499.4 SC
3 SC2512 20250806 492.3 ... 491.6 494.7 SC
4 SC2601 20250806 488.7 ... 488.6 490.5 SC
5 SC2602 20250806 485.5 ... 486 486.6 SC
6 SC2603 20250806 485.8 ... 483.2 484.8 SC
7 SC2604 20250806 482.5 ... 481.6 481.7 SC
8 SC2605 20250806 477.6 ... 478.4 481.3 SC
9 SC2606 20250806 477.6 ... 476.8 479.3 SC
10 SC2607 20250806 474.3 ... 475.6 482.4 SC
11 SC2608 20250806 ... 477.5 481.6 SC
12 SC2609 20250806 ... 475 478 SC
13 SC2612 20250806 ... 472.3 472.3 SC
14 SC2703 20250806 ... 470.5 473.1 SC
15 SC2706 20250806 468 ... 467.8 473 SC
16 SC2709 20250806 466 ... 464.4 466.8 SC
17 SC2712 20250806 ... 464 466.3 SC
18 SC2803 20250806 ... 460.5 463 SC
19 SC2806 20250806 455.6 ... 456 458.6 SC
21 LU2509 20250806 3527 ... 3532 3544 LU
22 LU2510 20250806 3526 ... 3535 3539 LU
23 LU2511 20250806 3525 ... 3531 3541 LU
24 LU2512 20250806 3504 ... 3507 3528 LU
25 LU2601 20250806 3503 ... 3488 3495 LU
26 LU2602 20250806 3448 ... 3451 3473 LU
27 LU2603 20250806 3443 ... 3438 3467 LU
28 LU2604 20250806 3430 ... 3431 3443 LU
29 LU2605 20250806 3433 ... 3427 3435 LU
30 LU2606 20250806 3421 ... 3421 3437 LU
31 LU2607 20250806 3430 ... 3415 3422 LU
32 LU2608 20250806 3408 ... 3408 3418 LU
34 NR2508 20250806 12270 ... 12260 12230 NR
35 NR2509 20250806 12320 ... 12300 12270 NR
36 NR2510 20250806 12415 ... 12365 12315 NR
37 NR2511 20250806 12435 ... 12410 12365 NR
38 NR2512 20250806 12495 ... 12435 12390 NR
39 NR2601 20250806 12480 ... 12470 12415 NR
40 NR2602 20250806 12460 ... 12505 12465 NR
41 NR2603 20250806 12480 ... 12545 12470 NR
42 NR2604 20250806 ... 12565 12520 NR
43 NR2605 20250806 12620 ... 12620 12780 NR
44 NR2606 20250806 ... 12540 12540 NR
45 NR2607 20250806 12645 ... 12645 12560 NR
47 BC2508 20250806 69300 ... 69270 69500 BC
48 BC2509 20250806 69380 ... 69340 69640 BC
49 BC2510 20250806 69330 ... 69410 69680 BC
50 BC2511 20250806 ... 69240 69240 BC
51 BC2512 20250806 ... 69900 69910 BC
52 BC2601 20250806 ... 70020 70020 BC
53 BC2602 20250806 ... 70000 70000 BC
54 BC2603 20250806 ... 70000 70000 BC
55 BC2604 20250806 ... 70000 70000 BC
56 BC2605 20250806 ... 70000 70000 BC
57 BC2606 20250806 ... 69340 69340 BC
58 BC2607 20250806 ... 68670 68670 BC
60 EC2508 20250806 2075.3 ... 2080.3 2096 EC
61 EC2510 20250806 1403.8 ... 1434.4 1411.1 EC
62 EC2512 20250806 1681.3 ... 1759.5 1682.1 EC
63 EC2602 20250806 1483.2 ... 1521.6 1478.2 EC
64 EC2604 20250806 1329.9 ... 1342.5 1323.6 EC
65 EC2606 20250806 1458 ... 1489.4 1460.8 EC
69 SC_TAS2509 20250806 ... SC_TAS
70 SC_TAS2510 20250806 ... SC_TAS
71 SC_TAS2511 20250806 ... SC_TAS
72 SC_TAS2512 20250806 ... SC_TAS
[66 rows x 12 columns]
2025-08-06 18:26:15,768 - future_1d - INFO - ak.get_ine_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 IC2508 20250806 6255.000 ... 6331.000 6260.200 IC
1 IC2509 20250806 6198.000 ... 6266.200 6195.600 IC
2 IC2512 20250806 6034.800 ... 6107.800 6038.000 IC
3 IC2603 20250806 5909.800 ... 5973.400 5903.400 IC
4 IF2508 20250806 4091.400 ... 4109.000 4094.400 IF
5 IF2509 20250806 4080.000 ... 4098.600 4081.800 IF
6 IF2512 20250806 4050.800 ... 4068.600 4050.800 IF
7 IF2603 20250806 4022.000 ... 4037.800 4019.000 IF
8 IH2508 20250806 2787.000 ... 2797.200 2789.800 IH
9 IH2509 20250806 2790.000 ... 2798.200 2790.800 IH
10 IH2512 20250806 2790.000 ... 2800.200 2792.600 IH
11 IH2603 20250806 2789.800 ... 2801.800 2792.800 IH
12 IM2508 20250806 6745.000 ... 6840.200 6744.600 IM
13 IM2509 20250806 6674.000 ... 6770.400 6673.200 IM
14 IM2512 20250806 6490.000 ... 6581.200 6482.200 IM
15 IM2603 20250806 6312.000 ... 6402.600 6304.800 IM
16 T2509 20250806 108.510 ... 108.565 108.550 T
17 T2512 20250806 108.325 ... 108.435 108.360 T
18 T2603 20250806 108.085 ... 108.235 108.150 T
19 TF2509 20250806 105.755 ... 105.780 105.755 TF
20 TF2512 20250806 105.700 ... 105.815 105.770 TF
21 TF2603 20250806 105.740 ... 105.820 105.770 TF
22 TL2509 20250806 119.220 ... 119.340 119.380 TL
23 TL2512 20250806 118.830 ... 119.000 119.020 TL
24 TL2603 20250806 118.460 ... 118.620 118.610 TL
25 TS2509 20250806 102.348 ... 102.370 102.352 TS
26 TS2512 20250806 102.384 ... 102.408 102.392 TS
27 TS2603 20250806 102.352 ... 102.380 102.368 TS
[28 rows x 12 columns]
2025-08-06 18:26:15,866 - future_1d - INFO - ak.get_cffex_daily('2025-08-06') done
symbol date open ... settle pre_settle variety
0 PS2508 20250806 49030.0 ... 49845.0 48635.0 PS
1 PS2509 20250806 50290.0 ... 51200.0 49445.0 PS
2 PS2510 20250806 50580.0 ... 51385.0 49665.0 PS
3 PS2511 20250806 50300.0 ... 51555.0 49740.0 PS
4 PS2512 20250806 53000.0 ... 54630.0 52710.0 PS
5 PS2601 20250806 53645.0 ... 54795.0 52905.0 PS
6 PS2602 20250806 53770.0 ... 54730.0 53055.0 PS
7 PS2603 20250806 53810.0 ... 54875.0 53175.0 PS
8 PS2604 20250806 54150.0 ... 55050.0 53395.0 PS
9 PS2605 20250806 54200.0 ... 55125.0 53265.0 PS
10 PS2606 20250806 56945.0 ... 57555.0 55725.0 PS
11 PS2607 20250806 56140.0 ... 57595.0 55890.0 PS
13 SI2508 20250806 8530.0 ... 8630.0 8490.0 SI
14 SI2509 20250806 8435.0 ... 8570.0 8365.0 SI
15 SI2510 20250806 8405.0 ... 8585.0 8400.0 SI
16 SI2511 20250806 8400.0 ... 8615.0 8395.0 SI
17 SI2512 20250806 8815.0 ... 9010.0 8785.0 SI
18 SI2601 20250806 8800.0 ... 8990.0 8770.0 SI
19 SI2602 20250806 8850.0 ... 9085.0 8810.0 SI
20 SI2603 20250806 8845.0 ... 9110.0 8780.0 SI
21 SI2604 20250806 8870.0 ... 9170.0 8830.0 SI
22 SI2605 20250806 8960.0 ... 9130.0 8805.0 SI
23 SI2606 20250806 8890.0 ... 9135.0 8825.0 SI
24 SI2607 20250806 8925.0 ... 9100.0 8795.0 SI
27 LC2508 20250806 67500.0 ... 67800.0 68200.0 LC
28 LC2509 20250806 67680.0 ... 68300.0 68400.0 LC
29 LC2510 20250806 67760.0 ... 68560.0 68520.0 LC
30 LC2511 20250806 68100.0 ... 68620.0 68540.0 LC
31 LC2512 20250806 68440.0 ... 68900.0 68680.0 LC
32 LC2601 20250806 68500.0 ... 69040.0 68800.0 LC
33 LC2602 20250806 68480.0 ... 68820.0 68520.0 LC
34 LC2603 20250806 68380.0 ... 68800.0 68720.0 LC
35 LC2604 20250806 69360.0 ... 69580.0 69360.0 LC
36 LC2605 20250806 69400.0 ... 69800.0 69560.0 LC
37 LC2606 20250806 69460.0 ... 69600.0 69560.0 LC
38 LC2607 20250806 69560.0 ... 69700.0 69780.0 LC
[36 rows x 12 columns]
2025-08-06 18:26:16,060 - future_1d - INFO - ak.get_gfex_daily('2025-08-06') done
2025-08-06 18:26:17,800 - future_1d - INFO - save future_daily 2025-08-06 completed