140 lg2603 20250725 837.50 ... 838.50 837.00 LG
141 lg2605 20250725 842.50 ... 843.00 841.50 LG
142 lh2507 20250725 0.00 ... 14010.00 14010.00 LH
143 lh2509 20250725 14350.00 ... 14435.00 14345.00 LH
144 lh2511 20250725 14230.00 ... 14380.00 14145.00 LH
145 lh2601 20250725 14570.00 ... 14705.00 14560.00 LH
146 lh2603 20250725 13730.00 ... 13815.00 13645.00 LH
147 lh2605 20250725 14250.00 ... 14305.00 14065.00 LH
148 m2508 20250725 3004.00 ... 3013.00 3017.00 M
149 m2509 20250725 3029.00 ... 3025.00 3041.00 M
150 m2511 20250725 3068.00 ... 3061.00 3079.00 M
151 m2512 20250725 3098.00 ... 3092.00 3106.00 M
152 m2601 20250725 3060.00 ... 3061.00 3072.00 M
153 m2603 20250725 2928.00 ... 2922.00 2927.00 M
154 m2605 20250725 2754.00 ... 2755.00 2753.00 M
155 m2607 20250725 2735.00 ... 2736.00 2735.00 M
156 p2508 20250725 8950.00 ... 8894.00 8970.00 P
157 p2509 20250725 9058.00 ... 8984.00 9022.00 P
158 p2510 20250725 9074.00 ... 8990.00 9026.00 P
159 p2511 20250725 9044.00 ... 8952.00 8998.00 P
160 p2512 20250725 9032.00 ... 8982.00 9012.00 P
161 p2601 20250725 9050.00 ... 8972.00 8998.00 P
162 p2602 20250725 8968.00 ... 8930.00 8974.00 P
163 p2603 20250725 8906.00 ... 8858.00 8890.00 P
164 p2604 20250725 8732.00 ... 8750.00 8702.00 P
165 p2605 20250725 8730.00 ... 8682.00 8690.00 P
166 p2606 20250725 8640.00 ... 8600.00 8610.00 P
167 p2607 20250725 8628.00 ... 8602.00 8616.00 P
168 pg2507 20250725 4070.00 ... 4058.00 4019.00 PG
169 pg2508 20250725 4049.00 ... 4054.00 4036.00 PG
170 pg2509 20250725 4013.00 ... 4037.00 3994.00 PG
171 pg2510 20250725 4447.00 ... 4456.00 4426.00 PG
172 pg2511 20250725 4379.00 ... 4390.00 4359.00 PG
173 pg2512 20250725 4312.00 ... 4323.00 4289.00 PG
174 pg2601 20250725 4250.00 ... 4253.00 4220.00 PG
175 pg2602 20250725 4153.00 ... 4169.00 4137.00 PG
176 pg2603 20250725 4067.00 ... 4085.00 4055.00 PG
177 pg2604 20250725 4382.00 ... 4379.00 4338.00 PG
178 pg2605 20250725 4288.00 ... 4290.00 4243.00 PG
179 pg2606 20250725 4206.00 ... 4218.00 4185.00 PG
180 pp2508 20250725 7144.00 ... 7164.00 7117.00 PP
181 pp2509 20250725 7185.00 ... 7205.00 7149.00 PP
182 pp2510 20250725 7184.00 ... 7202.00 7159.00 PP
183 pp2511 20250725 7190.00 ... 7208.00 7160.00 PP
184 pp2512 20250725 7193.00 ... 7211.00 7165.00 PP
185 pp2601 20250725 7200.00 ... 7221.00 7165.00 PP
186 pp2602 20250725 7190.00 ... 7195.00 7158.00 PP
187 pp2603 20250725 7187.00 ... 7200.00 7136.00 PP
188 pp2604 20250725 7200.00 ... 7208.00 7149.00 PP
189 pp2605 20250725 7190.00 ... 7208.00 7158.00 PP
190 pp2606 20250725 7176.00 ... 7180.00 7159.00 PP
191 pp2607 20250725 0.00 ... 7162.00 7162.00 PP
192 rr2508 20250725 3593.00 ... 3594.00 3594.00 RR
193 rr2509 20250725 3602.00 ... 3605.00 3618.00 RR
194 rr2510 20250725 3631.00 ... 3629.00 3633.00 RR
195 rr2511 20250725 3624.00 ... 3622.00 3627.00 RR
196 rr2512 20250725 3630.00 ... 3630.00 3626.00 RR
197 rr2601 20250725 3631.00 ... 3628.00 3629.00 RR
198 rr2602 20250725 3626.00 ... 3627.00 3629.00 RR
199 rr2603 20250725 3642.00 ... 3633.00 3636.00 RR
200 rr2604 20250725 3636.00 ... 3633.00 3635.00 RR
201 rr2605 20250725 3634.00 ... 3633.00 3631.00 RR
202 rr2606 20250725 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250725 0.00 ... 3617.00 3617.00 RR
204 v2508 20250725 5182.00 ... 5241.00 5164.00 V
205 v2509 20250725 5240.00 ... 5291.00 5207.00 V
206 v2510 20250725 5261.00 ... 5325.00 5235.00 V
207 v2511 20250725 5294.00 ... 5345.00 5269.00 V
208 v2512 20250725 5342.00 ... 5367.00 5303.00 V
209 v2601 20250725 5374.00 ... 5408.00 5323.00 V
210 v2602 20250725 5379.00 ... 5444.00 5352.00 V
211 v2603 20250725 5425.00 ... 5469.00 5365.00 V
212 v2604 20250725 5554.00 ... 5623.00 5511.00 V
213 v2605 20250725 5545.00 ... 5623.00 5519.00 V
214 v2606 20250725 5587.00 ... 5609.00 5535.00 V
215 v2607 20250725 5593.00 ... 5661.00 5550.00 V
216 y2508 20250725 8230.00 ... 8232.00 8114.00 Y
217 y2509 20250725 8166.00 ... 8160.00 8112.00 Y
218 y2511 20250725 8154.00 ... 8160.00 8102.00 Y
219 y2512 20250725 8168.00 ... 8166.00 8118.00 Y
220 y2601 20250725 8102.00 ... 8114.00 8060.00 Y
221 y2603 20250725 7974.00 ... 7982.00 7934.00 Y
222 y2605 20250725 7738.00 ... 7746.00 7716.00 Y
223 y2607 20250725 7752.00 ... 7738.00 7700.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:31,624 - future_1d - INFO - ak.get_dce_daily('2025-07-25') done
symbol date open ... settle pre_settle variety
0 IC2508 20250725 6275.000 ... 6263.000 6262.600 IC
1 IC2509 20250725 6218.000 ... 6216.200 6217.800 IC
2 IC2512 20250725 6105.800 ... 6090.600 6092.600 IC
3 IC2603 20250725 6009.200 ... 5973.200 5979.400 IC
4 IF2508 20250725 4147.000 ... 4123.600 4142.800 IF
5 IF2509 20250725 4136.000 ... 4115.600 4136.800 IF
6 IF2512 20250725 4111.800 ... 4086.200 4105.200 IF
7 IF2603 20250725 4083.400 ... 4054.000 4074.000 IF
8 IH2508 20250725 2812.000 ... 2795.000 2812.000 IH
9 IH2509 20250725 2812.400 ... 2795.800 2813.800 IH
10 IH2512 20250725 2814.800 ... 2797.800 2815.200 IH
11 IH2603 20250725 2815.800 ... 2800.000 2816.400 IH
12 IM2508 20250725 6677.000 ... 6667.200 6666.200 IM
13 IM2509 20250725 6619.000 ... 6604.400 6603.600 IM
14 IM2512 20250725 6430.400 ... 6421.400 6423.400 IM
15 IM2603 20250725 6289.000 ... 6259.800 6263.000 IM
16 T2509 20250725 108.230 ... 108.195 108.260 T
17 T2512 20250725 108.305 ... 108.210 108.310 T
18 T2603 20250725 108.285 ... 108.165 108.300 T
19 TF2509 20250725 105.580 ... 105.585 105.610 TF
20 TF2512 20250725 105.695 ... 105.645 105.695 TF
21 TF2603 20250725 105.755 ... 105.695 105.765 TF
22 TL2509 20250725 118.350 ... 118.120 118.520 TL
23 TL2512 20250725 118.170 ... 117.900 118.320 TL
24 TL2603 20250725 117.850 ... 117.730 118.090 TL
25 TS2509 20250725 102.300 ... 102.326 102.310 TS
26 TS2512 20250725 102.398 ... 102.408 102.400 TS
27 TS2603 20250725 102.464 ... 102.494 102.490 TS
[28 rows x 12 columns]
2025-07-29 18:26:31,931 - future_1d - INFO - ak.get_cffex_daily('2025-07-25') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250725 526.9 532.7 ... 55427.05 526.8 518.7 SC
1 SC2509 20250725 509 513.1 ... 7761359.9 508.6 504.3 SC
2 SC2510 20250725 502.5 506.7 ... 828034.39 502.9 498.7 SC
3 SC2511 20250725 498 502.1 ... 297203.72 498 494.5 SC
4 SC2512 20250725 494.6 498.2 ... 49437.79 496.3 491.4 SC
5 SC2601 20250725 492 495.6 ... 12526.73 493.1 488.6 SC
6 SC2602 20250725 488.4 492.8 ... 12821.79 491.2 486.4 SC
7 SC2603 20250725 484.9 491.2 ... 13467.98 489.7 483.9 SC
8 SC2604 20250725 483.3 488.7 ... 585.21 487.6 481.3 SC
9 SC2605 20250725 486.3 486.4 ... 389.06 486.3 479 SC
10 SC2606 20250725 482.3 486.8 ... 6938.71 485.2 477.5 SC
11 SC2607 20250725 483.2 483.2 ... 48.32 483.2 475.5 SC
12 SC2609 20250725 471.4 480.8 ... 713.81 475.8 473.8 SC
13 SC2612 20250725 474 477.7 ... 95.17 475.8 471.9 SC
14 SC2703 20250725 474.1 474.1 ... 94.63 473.1 469.5 SC
15 SC2706 20250725 ... 0 469.4 468.4 SC
16 SC2709 20250725 ... 0 469.8 467 SC
17 SC2712 20250725 ... 0 468.4 467.2 SC
18 SC2803 20250725 ... 0 466.3 464.9 SC
19 SC2806 20250725 462.6 467 ... 511.42 464.9 464 SC
21 LU2508 20250725 3544 3544 ... 1215.177 3542 3539 LU
22 LU2509 20250725 3588 3613 ... 58603.249 3585 3557 LU
23 LU2510 20250725 3581 3614 ... 432506.398 3582 3556 LU
24 LU2511 20250725 3559 3595 ... 35717.794 3569 3547 LU
25 LU2512 20250725 3547 3575 ... 1270.635 3559 3521 LU
26 LU2601 20250725 3539 3554 ... 1777.322 3540 3511 LU
27 LU2602 20250725 3514 3531 ... 49.275 3519 3507 LU
28 LU2603 20250725 3495 3520 ... 77.08 3503 3489 LU
29 LU2604 20250725 3481 3502 ... 34.903 3490 3481 LU
30 LU2605 20250725 3471 3506 ... 41.807 3483 3471 LU
31 LU2606 20250725 3468 3487 ... 20.846 3474 3468 LU
32 LU2607 20250725 3460 3478 ... 38.103 3463 3455 LU
34 NR2508 20250725 13075 13355 ... 81682.805 13185 12905 NR
35 NR2509 20250725 13150 13420 ... 2354291.41 13255 12980 NR
36 NR2510 20250725 13080 13390 ... 667236.1 13230 12975 NR
37 NR2511 20250725 13090 13375 ... 61948.715 13225 13070 NR
38 NR2512 20250725 13135 13395 ... 9901.115 13235 13090 NR
39 NR2601 20250725 13130 13440 ... 38009.655 13280 13105 NR
40 NR2602 20250725 13230 13395 ... 530.765 13265 13145 NR
41 NR2603 20250725 13250 13390 ... 53.42 13355 12900 NR
42 NR2604 20250725 13270 13380 ... 106.41 13300 13265 NR
43 NR2605 20250725 13295 13435 ... 147.01 13360 13225 NR
44 NR2606 20250725 ... 0 13280 13280 NR
45 NR2607 20250725 13480 13480 ... 13.48 13480 12935 NR
47 BC2508 20250725 70560 70650 ... 165350.62 70420 70900 BC
48 BC2509 20250725 70640 70690 ... 118463.05 70510 70980 BC
49 BC2510 20250725 70610 71100 ... 8994.125 70540 70870 BC
50 BC2511 20250725 ... 0 69500 69190 BC
51 BC2512 20250725 ... 0 70620 70620 BC
52 BC2601 20250725 ... 0 70020 69620 BC
53 BC2602 20250725 ... 0 70000 69550 BC
54 BC2603 20250725 ... 0 70000 69430 BC
55 BC2604 20250725 ... 0 70000 69570 BC
56 BC2605 20250725 ... 0 70000 69480 BC
57 BC2606 20250725 ... 0 69340 69340 BC
58 BC2607 20250725 ... 0 68670 68670 BC
60 EC2508 20250725 2202 2221 ... 25915.0655 2202.7 2230.5 EC
61 EC2510 20250725 1570 1585 ... 327287.904 1530.9 1570 EC
62 EC2512 20250725 1767 1780 ... 38318.498 1730.7 1747.5 EC
63 EC2602 20250725 1579.4 1582.5 ... 12589.484 1534.3 1523.1 EC
64 EC2604 20250725 1390 1420 ... 12475.346 1376.9 1359.6 EC
65 EC2606 20250725 1509.2 1537.9 ... 1998.558 1514 1483.8 EC
68 SC_TAS2509 20250725 ... SC_TAS
69 SC_TAS2510 20250725 ... SC_TAS
70 SC_TAS2511 20250725 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:32,000 - future_1d - INFO - ak.get_ine_daily('2025-07-25') done
2025-07-29 18:26:33,758 - future_1d - INFO - save future_daily 2025-07-25 completed
symbol date open ... settle pre_settle variety
0 AP510 20250728 7979.0 ... 8161.0 8001.0 AP
1 AP511 20250728 7735.0 ... 7851.0 7725.0 AP
2 AP512 20250728 7717.0 ... 7927.0 7779.0 AP
3 AP601 20250728 7840.0 ... 7980.0 7870.0 AP
4 AP603 20250728 7788.0 ... 7920.0 7785.0 AP
5 AP604 20250728 7795.0 ... 7917.0 7795.0 AP
6 AP605 20250728 7815.0 ... 7956.0 7832.0 AP
7 CF509 20250728 14175.0 ... 14190.0 14230.0 CF
8 CF511 20250728 14000.0 ... 14040.0 14070.0 CF
9 CF601 20250728 14095.0 ... 14130.0 14155.0 CF
10 CF603 20250728 14040.0 ... 14100.0 14120.0 CF
11 CF605 20250728 14045.0 ... 14055.0 14080.0 CF
12 CF607 20250728 14035.0 ... 14090.0 14095.0 CF
13 CJ509 20250728 9550.0 ... 9835.0 9470.0 CJ
14 CJ512 20250728 10375.0 ... 10795.0 10315.0 CJ
15 CJ601 20250728 10550.0 ... 10935.0 10465.0 CJ
16 CJ603 20250728 10625.0 ... 10960.0 10520.0 CJ
17 CJ605 20250728 10760.0 ... 11135.0 10670.0 CJ
18 CJ607 20250728 11035.0 ... 11185.0 10780.0 CJ
19 CY508 20250728 0.0 ... 20165.0 20165.0 CY
20 CY509 20250728 20375.0 ... 20385.0 20420.0 CY
21 CY510 20250728 0.0 ... 20030.0 20030.0 CY
22 CY511 20250728 20200.0 ... 20200.0 20180.0 CY
23 CY512 20250728 20055.0 ... 20055.0 20045.0 CY
24 CY601 20250728 20260.0 ... 20270.0 20340.0 CY
25 CY602 20250728 0.0 ... 20055.0 20055.0 CY
26 CY603 20250728 0.0 ... 20305.0 20305.0 CY
27 CY604 20250728 0.0 ... 20040.0 20040.0 CY
28 CY605 20250728 20190.0 ... 20190.0 20250.0 CY
29 CY606 20250728 0.0 ... 20010.0 20010.0 CY
30 CY607 20250728 0.0 ... 20335.0 20335.0 CY
31 FG508 20250728 1351.0 ... 1280.0 1344.0 FG
32 FG509 20250728 1355.0 ... 1280.0 1344.0 FG
33 FG510 20250728 1389.0 ... 1315.0 1383.0 FG
34 FG511 20250728 1371.0 ... 1303.0 1369.0 FG
35 FG512 20250728 1435.0 ... 1369.0 1436.0 FG
36 FG601 20250728 1422.0 ... 1354.0 1426.0 FG
37 FG602 20250728 1440.0 ... 1377.0 1454.0 FG
38 FG603 20250728 1429.0 ... 1374.0 1447.0 FG
39 FG604 20250728 1461.0 ... 1403.0 1474.0 FG
40 FG605 20250728 1450.0 ... 1384.0 1462.0 FG
41 FG606 20250728 1455.0 ... 1395.0 1475.0 FG
42 FG607 20250728 1450.0 ... 1383.0 1456.0 FG
43 JR509 20250728 0.0 ... 2662.0 2662.0 JR
44 JR511 20250728 0.0 ... 2662.0 2662.0 JR
45 JR601 20250728 0.0 ... 2662.0 2662.0 JR
46 JR603 20250728 0.0 ... 2662.0 2662.0 JR
47 JR605 20250728 0.0 ... 2662.0 2662.0 JR
48 JR607 20250728 0.0 ... 2662.0 2662.0 JR
49 LR509 20250728 0.0 ... 2360.0 2360.0 LR
50 LR511 20250728 0.0 ... 2360.0 2360.0 LR
51 LR601 20250728 0.0 ... 2360.0 2360.0 LR
52 MA508 20250728 2484.0 ... 2417.0 2470.0 MA
53 MA509 20250728 2521.0 ... 2442.0 2500.0 MA
54 MA510 20250728 2546.0 ... 2467.0 2528.0 MA
55 MA511 20250728 2564.0 ... 2485.0 2545.0 MA
56 MA512 20250728 2579.0 ... 2512.0 2562.0 MA
57 MA601 20250728 2590.0 ... 2520.0 2569.0 MA
58 MA602 20250728 2556.0 ... 2512.0 2561.0 MA
59 MA603 20250728 2553.0 ... 2499.0 2547.0 MA
60 MA604 20250728 2526.0 ... 2480.0 2521.0 MA
61 MA605 20250728 2505.0 ... 2441.0 2493.0 MA
62 MA606 20250728 2513.0 ... 2453.0 2505.0 MA
63 MA607 20250728 2487.0 ... 2449.0 2491.0 MA
64 OI509 20250728 9457.0 ... 9412.0 9441.0 OI
65 OI511 20250728 9420.0 ... 9388.0 9423.0 OI
66 OI601 20250728 9409.0 ... 9359.0 9388.0 OI
67 OI603 20250728 9356.0 ... 9336.0 9360.0 OI
68 OI605 20250728 9301.0 ... 9277.0 9303.0 OI
69 OI607 20250728 9273.0 ... 9276.0 9275.0 OI
70 PF508 20250728 6598.0 ... 6540.0 6560.0 PF
71 PF509 20250728 6608.0 ... 6522.0 6568.0 PF
72 PF510 20250728 6668.0 ... 6570.0 6628.0 PF
73 PF511 20250728 6654.0 ... 6566.0 6620.0 PF
74 PF512 20250728 6648.0 ... 6552.0 6594.0 PF
75 PF601 20250728 6640.0 ... 6542.0 6590.0 PF
76 PF602 20250728 6618.0 ... 6526.0 6616.0 PF
77 PF603 20250728 6650.0 ... 6534.0 6612.0 PF
78 PF604 20250728 6538.0 ... 6532.0 6626.0 PF
79 PF605 20250728 6626.0 ... 6554.0 6632.0 PF
80 PF606 20250728 6572.0 ... 6564.0 6622.0 PF
81 PF607 20250728 6586.0 ... 6592.0 6570.0 PF
82 PK510 20250728 8148.0 ... 8192.0 8138.0 PK
83 PK511 20250728 8020.0 ... 8058.0 7996.0 PK
84 PK512 20250728 8022.0 ... 8058.0 7998.0 PK
85 PK601 20250728 8056.0 ... 8070.0 8034.0 PK
86 PK603 20250728 8046.0 ... 8082.0 8034.0 PK
87 PK604 20250728 8028.0 ... 8066.0 8034.0 PK
88 PK605 20250728 8054.0 ... 8064.0 8036.0 PK
89 PL601 20250728 6648.0 ... 6595.0 6643.0 PL
90 PL602 20250728 6671.0 ... 6651.0 6701.0 PL
91 PL603 20250728 6596.0 ... 6573.0 6611.0 PL
92 PL604 20250728 6605.0 ... 6620.0 6632.0 PL
93 PL605 20250728 6551.0 ... 6514.0 6586.0 PL
94 PL606 20250728 6589.0 ... 6589.0 6647.0 PL
95 PL607 20250728 0.0 ... 6593.0 6646.0 PL
96 PM509 20250728 0.0 ... 3122.0 3122.0 PM
97 PM511 20250728 0.0 ... 3122.0 3122.0 PM
98 PM601 20250728 0.0 ... 3122.0 3122.0 PM
99 PM603 20250728 0.0 ... 3122.0 3122.0 PM
100 PM605 20250728 0.0 ... 3122.0 3122.0 PM
101 PM607 20250728 0.0 ... 3122.0 3122.0 PM
102 PR508 20250728 6100.0 ... 6004.0 6086.0 PR
103 PR509 20250728 6130.0 ... 6038.0 6088.0 PR
104 PR510 20250728 6136.0 ... 6038.0 6100.0 PR
105 PR511 20250728 6114.0 ... 6020.0 6082.0 PR
106 PR512 20250728 6102.0 ... 6030.0 6072.0 PR
107 PR601 20250728 6110.0 ... 6020.0 6062.0 PR
108 PR602 20250728 6144.0 ... 6118.0 6094.0 PR
109 PR603 20250728 6124.0 ... 6124.0 6090.0 PR
110 PR604 20250728 6134.0 ... 6118.0 6114.0 PR
111 PR605 20250728 6100.0 ... 6050.0 6072.0 PR
112 PR606 20250728 5998.0 ... 5998.0 6090.0 PR
113 PR607 20250728 6006.0 ... 6006.0 6058.0 PR
114 PX508 20250728 7100.0 ... 6904.0 7094.0 PX
115 PX509 20250728 7076.0 ... 6972.0 7022.0 PX
116 PX510 20250728 7070.0 ... 6938.0 7010.0 PX
117 PX511 20250728 7044.0 ... 6914.0 6970.0 PX
118 PX512 20250728 6992.0 ... 6888.0 6956.0 PX
119 PX601 20250728 6952.0 ... 6854.0 6916.0 PX
120 PX602 20250728 6852.0 ... 6826.0 6840.0 PX
121 PX603 20250728 6848.0 ... 6848.0 6870.0 PX
122 PX604 20250728 6780.0 ... 6780.0 6882.0 PX
123 PX605 20250728 6944.0 ... 6796.0 6880.0 PX
124 PX606 20250728 6936.0 ... 6908.0 6888.0 PX
125 PX607 20250728 6918.0 ... 6834.0 6874.0 PX
126 RI509 20250728 0.0 ... 2479.0 2479.0 RI
127 RI511 20250728 0.0 ... 2479.0 2479.0 RI
128 RI601 20250728 0.0 ... 2479.0 2479.0 RI
129 RI603 20250728 0.0 ... 2479.0 2479.0 RI
130 RI605 20250728 0.0 ... 2479.0 2479.0 RI
131 RI607 20250728 0.0 ... 2479.0 2479.0 RI
132 RM508 20250728 2666.0 ... 2655.0 2670.0 RM
133 RM509 20250728 2672.0 ... 2664.0 2682.0 RM
134 RM511 20250728 2527.0 ... 2520.0 2531.0 RM
135 RM601 20250728 2403.0 ... 2394.0 2407.0 RM
136 RM603 20250728 2391.0 ... 2377.0 2386.0 RM
137 RM605 20250728 2372.0 ... 2368.0 2371.0 RM
138 RM607 20250728 2360.0 ... 2356.0 2357.0 RM
139 RS508 20250728 0.0 ... 5288.0 5019.0 RS
140 RS509 20250728 5171.0 ... 5375.0 5102.0 RS
141 RS511 20250728 5357.0 ... 5420.0 5290.0 RS
142 RS607 20250728 5358.0 ... 5388.0 5210.0 RS
143 SA508 20250728 1432.0 ... 1350.0 1415.0 SA
144 SA509 20250728 1430.0 ... 1367.0 1431.0 SA
145 SA510 20250728 1455.0 ... 1398.0 1455.0 SA
146 SA511 20250728 1470.0 ... 1406.0 1464.0 SA
147 SA512 20250728 1505.0 ... 1440.0 1500.0 SA
148 SA601 20250728 1500.0 ... 1441.0 1508.0 SA
149 SA602 20250728 1510.0 ... 1437.0 1517.0 SA
150 SA603 20250728 1505.0 ... 1436.0 1518.0 SA
151 SA604 20250728 1520.0 ... 1452.0 1536.0 SA
152 SA605 20250728 1530.0 ... 1458.0 1541.0 SA
153 SA606 20250728 1527.0 ... 1440.0 1544.0 SA
154 SA607 20250728 1529.0 ... 1438.0 1536.0 SA
155 SF508 20250728 5870.0 ... 5892.0 5990.0 SF
156 SF509 20250728 5820.0 ... 5902.0 5986.0 SF
157 SF510 20250728 5800.0 ... 5906.0 5958.0 SF
158 SF511 20250728 5850.0 ... 6050.0 6132.0 SF
159 SF512 20250728 5988.0 ... 6052.0 6086.0 SF
160 SF601 20250728 5834.0 ... 6018.0 6084.0 SF
161 SF602 20250728 6020.0 ... 5944.0 6038.0 SF
162 SF603 20250728 6014.0 ... 6030.0 6332.0 SF
163 SF604 20250728 5942.0 ... 6064.0 6202.0 SF
164 SF605 20250728 6100.0 ... 6034.0 6178.0 SF
165 SF606 20250728 6106.0 ... 6026.0 6136.0 SF
166 SF607 20250728 6030.0 ... 6154.0 6280.0 SF
167 SH508 20250728 2556.0 ... 2527.0 2585.0 SH
168 SH509 20250728 2625.0 ... 2584.0 2648.0 SH
169 SH510 20250728 2690.0 ... 2644.0 2705.0 SH
170 SH511 20250728 2684.0 ... 2625.0 2692.0 SH
171 SH512 20250728 2699.0 ... 2643.0 2706.0 SH
172 SH601 20250728 2688.0 ... 2636.0 2702.0 SH
173 SH602 20250728 2711.0 ... 2655.0 2721.0 SH
174 SH603 20250728 2702.0 ... 2655.0 2727.0 SH
175 SH604 20250728 2736.0 ... 2694.0 2754.0 SH
176 SH605 20250728 2750.0 ... 2699.0 2761.0 SH
177 SH606 20250728 2719.0 ... 2699.0 2754.0 SH
178 SH607 20250728 2718.0 ... 2692.0 2737.0 SH
179 SM508 20250728 6230.0 ... 6048.0 6238.0 SM
180 SM509 20250728 5850.0 ... 6044.0 6212.0 SM
181 SM510 20250728 5826.0 ... 6074.0 6120.0 SM
182 SM511 20250728 5960.0 ... 6138.0 6224.0 SM
183 SM512 20250728 5910.0 ... 6162.0 6252.0 SM
184 SM601 20250728 5900.0 ... 6124.0 6268.0 SM
185 SM602 20250728 6156.0 ... 6196.0 6266.0 SM
186 SM603 20250728 6300.0 ... 6174.0 6330.0 SM
187 SM604 20250728 6040.0 ... 6178.0 6318.0 SM
188 SM605 20250728 6118.0 ... 6150.0 6336.0 SM
189 SM606 20250728 6400.0 ... 6188.0 6274.0 SM
190 SM607 20250728 6480.0 ... 6206.0 6310.0 SM
191 SR509 20250728 5872.0 ... 5857.0 5876.0 SR
192 SR511 20250728 5758.0 ... 5752.0 5755.0 SR
193 SR601 20250728 5705.0 ... 5693.0 5691.0 SR
194 SR603 20250728 5670.0 ... 5663.0 5658.0 SR
195 SR605 20250728 5641.0 ... 5640.0 5633.0 SR
196 SR607 20250728 5633.0 ... 5631.0 5626.0 SR
197 TA508 20250728 4930.0 ... 4826.0 4884.0 TA
198 TA509 20250728 4940.0 ... 4852.0 4902.0 TA
199 TA510 20250728 4930.0 ... 4852.0 4892.0 TA
200 TA511 20250728 4930.0 ... 4860.0 4890.0 TA
201 TA512 20250728 4918.0 ... 4850.0 4878.0 TA
202 TA601 20250728 4912.0 ... 4844.0 4870.0 TA
203 TA602 20250728 4914.0 ... 4800.0 4862.0 TA
204 TA603 20250728 4918.0 ... 4818.0 4878.0 TA
205 TA604 20250728 4920.0 ... 4810.0 4870.0 TA
206 TA605 20250728 4920.0 ... 4854.0 4882.0 TA
207 TA606 20250728 4832.0 ... 4822.0 4872.0 TA
208 TA607 20250728 4850.0 ... 4846.0 4878.0 TA
209 UR508 20250728 1740.0 ... 1735.0 1783.0 UR
210 UR509 20250728 1750.0 ... 1745.0 1798.0 UR
211 UR510 20250728 1781.0 ... 1747.0 1794.0 UR
212 UR511 20250728 1768.0 ... 1771.0 1808.0 UR
213 UR512 20250728 1750.0 ... 1766.0 1797.0 UR
214 UR601 20250728 1761.0 ... 1763.0 1803.0 UR
215 UR602 20250728 1775.0 ... 1754.0 1799.0 UR
216 UR603 20250728 1771.0 ... 1779.0 1815.0 UR
217 UR604 20250728 1779.0 ... 1781.0 1816.0 UR
218 UR605 20250728 1784.0 ... 1782.0 1817.0 UR
219 UR606 20250728 1765.0 ... 1778.0 1810.0 UR
220 UR607 20250728 1782.0 ... 1787.0 1816.0 UR
221 WH509 20250728 0.0 ... 3198.0 3198.0 WH
222 WH511 20250728 0.0 ... 3198.0 3198.0 WH
223 WH601 20250728 0.0 ... 3198.0 3198.0 WH
224 WH603 20250728 0.0 ... 3198.0 3198.0 WH
225 WH605 20250728 0.0 ... 3198.0 3198.0 WH
226 WH607 20250728 0.0 ... 3198.0 3198.0 WH
227 ZC508 20250728 0.0 ... 801.4 801.4 ZC
228 ZC509 20250728 0.0 ... 801.4 801.4 ZC
229 ZC510 20250728 0.0 ... 801.4 801.4 ZC
230 ZC511 20250728 0.0 ... 801.4 801.4 ZC
231 ZC512 20250728 0.0 ... 801.4 801.4 ZC
232 ZC601 20250728 0.0 ... 801.4 801.4 ZC
233 ZC602 20250728 0.0 ... 801.4 801.4 ZC
234 ZC603 20250728 0.0 ... 801.4 801.4 ZC
235 ZC604 20250728 0.0 ... 801.4 801.4 ZC
236 ZC605 20250728 0.0 ... 801.4 801.4 ZC
237 ZC606 20250728 0.0 ... 801.4 801.4 ZC
238 ZC607 20250728 0.0 ... 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:42,996 - future_1d - INFO - ak.get_czce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 PS2508 20250728 47885.0 ... 49000.0 52505.0 PS
1 PS2509 20250728 48000.0 ... 48965.0 52470.0 PS
2 PS2510 20250728 47565.0 ... 49060.0 52260.0 PS
3 PS2511 20250728 48125.0 ... 48830.0 51760.0 PS
4 PS2512 20250728 49770.0 ... 51080.0 53940.0 PS
5 PS2601 20250728 49740.0 ... 50980.0 53670.0 PS
6 PS2602 20250728 50445.0 ... 51030.0 53535.0 PS
7 PS2603 20250728 50100.0 ... 50780.0 53415.0 PS
8 PS2604 20250728 49490.0 ... 50685.0 53220.0 PS
9 PS2605 20250728 49305.0 ... 50455.0 53335.0 PS
10 PS2606 20250728 51765.0 ... 51745.0 54465.0 PS
11 PS2607 20250728 50635.0 ... 51515.0 54135.0 PS
13 SI2508 20250728 9235.0 ... 9125.0 9640.0 SI
14 SI2509 20250728 9100.0 ... 9135.0 9690.0 SI
15 SI2510 20250728 9200.0 ... 9090.0 9625.0 SI
16 SI2511 20250728 9120.0 ... 9045.0 9575.0 SI
17 SI2512 20250728 9330.0 ... 9285.0 9825.0 SI
18 SI2601 20250728 9260.0 ... 9245.0 9785.0 SI
19 SI2602 20250728 9170.0 ... 9150.0 9730.0 SI
20 SI2603 20250728 9170.0 ... 9165.0 9735.0 SI
21 SI2604 20250728 9185.0 ... 9160.0 9725.0 SI
22 SI2605 20250728 9270.0 ... 9185.0 9725.0 SI
23 SI2606 20250728 9125.0 ... 9125.0 9710.0 SI
24 SI2607 20250728 9320.0 ... 9115.0 9685.0 SI
27 LC2508 20250728 77200.0 ... 74160.0 79120.0 LC
28 LC2509 20250728 73200.0 ... 75280.0 79460.0 LC
29 LC2510 20250728 73420.0 ... 74340.0 78220.0 LC
30 LC2511 20250728 74700.0 ... 74120.0 77620.0 LC
31 LC2512 20250728 72100.0 ... 73660.0 77040.0 LC
32 LC2601 20250728 70680.0 ... 72980.0 76720.0 LC
33 LC2602 20250728 73860.0 ... 71060.0 75940.0 LC
34 LC2603 20250728 73060.0 ... 71620.0 75460.0 LC
35 LC2604 20250728 72860.0 ... 71780.0 75300.0 LC
36 LC2605 20250728 73000.0 ... 71540.0 75280.0 LC
37 LC2606 20250728 73480.0 ... 71460.0 74900.0 LC
38 LC2607 20250728 73380.0 ... 71240.0 74840.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:43,228 - future_1d - INFO - ak.get_gfex_daily('2025-07-28') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250728 ... 78950 79260 CU
1 1 CU2509 20250728 ... 78980 79330 CU
2 2 CU2510 20250728 ... 79000 79350 CU
3 3 CU2511 20250728 ... 78970 79310 CU
4 4 CU2512 20250728 ... 78950 79260 CU
5 5 CU2601 20250728 ... 78900 79220 CU
6 6 CU2602 20250728 ... 78870 79190 CU
7 7 CU2603 20250728 ... 78880 79230 CU
8 8 CU2604 20250728 ... 78870 79260 CU
9 9 CU2605 20250728 ... 78900 79230 CU
10 10 CU2606 20250728 ... 78920 79280 CU
11 11 CU2607 20250728 ... 78890 79250 CU
12 12 BC2508 20250728 ... 70080 70420 BC
13 13 BC2509 20250728 ... 70160 70510 BC
14 14 BC2510 20250728 ... 70240 70540 BC
15 15 BC2511 20250728 ... 69850 69500 BC
16 16 BC2512 20250728 ... 70620 70620 BC
17 17 BC2601 20250728 ... 70020 70020 BC
18 18 BC2602 20250728 ... 70000 70000 BC
19 19 BC2603 20250728 ... 70000 70000 BC
20 20 BC2604 20250728 ... 70000 70000 BC
21 21 BC2605 20250728 ... 70000 70000 BC
22 22 BC2606 20250728 ... 69340 69340 BC
23 23 BC2607 20250728 ... 68670 68670 BC
24 24 AL2508 20250728 ... 20660 20760 AL
25 25 AL2509 20250728 ... 20650 20750 AL
26 26 AL2510 20250728 ... 20615 20715 AL
27 27 AL2511 20250728 ... 20550 20655 AL
28 28 AL2512 20250728 ... 20500 20605 AL
29 29 AL2601 20250728 ... 20475 20575 AL
30 30 AL2602 20250728 ... 20460 20575 AL
31 31 AL2603 20250728 ... 20470 20585 AL
32 32 AL2604 20250728 ... 20485 20605 AL
33 33 AL2605 20250728 ... 20510 20620 AL
34 34 AL2606 20250728 ... 20530 20635 AL
35 35 AL2607 20250728 ... 20510 20635 AL
36 36 ZN2508 20250728 ... 22680 22800 ZN
37 37 ZN2509 20250728 ... 22735 22845 ZN
38 38 ZN2510 20250728 ... 22740 22840 ZN
39 39 ZN2511 20250728 ... 22700 22810 ZN
40 40 ZN2512 20250728 ... 22670 22760 ZN
41 41 ZN2601 20250728 ... 22615 22715 ZN
42 42 ZN2602 20250728 ... 22590 22715 ZN
43 43 ZN2603 20250728 ... 22640 22730 ZN
44 44 ZN2604 20250728 ... 22630 22760 ZN
45 45 ZN2605 20250728 ... 22625 22755 ZN
46 46 ZN2606 20250728 ... 22610 22735 ZN
47 47 ZN2607 20250728 ... 22620 22725 ZN
48 48 PB2508 20250728 ... 16920 16895 PB
49 49 PB2509 20250728 ... 16940 16910 PB
50 50 PB2510 20250728 ... 16960 16950 PB
51 51 PB2511 20250728 ... 16960 16970 PB
52 52 PB2512 20250728 ... 17035 16995 PB
53 53 PB2601 20250728 ... 17035 17040 PB
54 54 PB2602 20250728 ... 17110 17035 PB
55 55 PB2603 20250728 ... 17110 17075 PB
56 56 PB2604 20250728 ... 17095 17095 PB
57 57 PB2605 20250728 ... 17140 17080 PB
58 58 PB2606 20250728 ... 17130 17065 PB
59 59 PB2607 20250728 ... 17085 17095 PB
60 60 NI2508 20250728 ... 122680 123330 NI
61 61 NI2509 20250728 ... 122840 123470 NI
62 62 NI2510 20250728 ... 122980 123650 NI
63 63 NI2511 20250728 ... 122970 123900 NI
64 64 NI2512 20250728 ... 123360 124020 NI
65 65 NI2601 20250728 ... 123530 124250 NI
66 66 NI2602 20250728 ... 123230 124510 NI
67 67 NI2603 20250728 ... 123880 124900 NI
68 68 NI2604 20250728 ... 124170 124980 NI
69 69 NI2605 20250728 ... 123520 125170 NI
70 70 NI2606 20250728 ... 124880 125260 NI
71 71 NI2607 20250728 ... 123630 125410 NI
72 72 SN2508 20250728 ... 268550 270950 SN
73 73 SN2509 20250728 ... 268690 271310 SN
74 74 SN2510 20250728 ... 268660 271330 SN
75 75 SN2511 20250728 ... 268390 271140 SN
76 76 SN2512 20250728 ... 268070 270720 SN
77 77 SN2601 20250728 ... 267800 270860 SN
78 78 SN2602 20250728 ... 267920 270900 SN
79 79 SN2603 20250728 ... 267640 271110 SN
80 80 SN2604 20250728 ... 269110 272800 SN
81 81 SN2605 20250728 ... 268890 270750 SN
82 82 SN2606 20250728 ... 269600 271970 SN
83 83 SN2607 20250728 ... 269320 271960 SN
84 84 AO2508 20250728 ... 3323 3446 AO
85 85 AO2509 20250728 ... 3274 3460 AO
86 86 AO2510 20250728 ... 3268 3416 AO
87 87 AO2511 20250728 ... 3264 3409 AO
88 88 AO2512 20250728 ... 3262 3414 AO
89 89 AO2601 20250728 ... 3266 3402 AO
90 90 AO2602 20250728 ... 3248 3407 AO
91 91 AO2603 20250728 ... 3252 3386 AO
92 92 AO2604 20250728 ... 3249 3377 AO
93 93 AO2605 20250728 ... 3244 3373 AO
94 94 AO2606 20250728 ... 3221 3371 AO
95 95 AO2607 20250728 ... 3236 3366 AO
96 96 AD2511 20250728 ... 20035 20150 AD
97 97 AD2512 20250728 ... 19995 20105 AD
98 98 AD2601 20250728 ... 19930 20030 AD
99 99 AD2602 20250728 ... 20010 20010 AD
100 100 AD2603 20250728 ... 20135 20135 AD
101 101 AD2604 20250728 ... 19935 19935 AD
102 102 AD2605 20250728 ... 19960 19960 AD
103 103 AD2606 20250728 ... 19695 19830 AD
104 104 AD2607 20250728 ... 19790 19790 AD
105 105 AU2508 20250728 ... 770.94 774.68 AU
106 106 AU2509 20250728 ... 771.72 776.28 AU
107 107 AU2510 20250728 ... 773.26 777.34 AU
108 108 AU2512 20250728 ... 775.48 779.26 AU
109 109 AU2602 20250728 ... 777.74 781.58 AU
110 110 AU2604 20250728 ... 779.86 783.86 AU
111 111 AU2606 20250728 ... 782.78 785.9 AU
112 112 AU2608 20250728 ... 784.34 788.9 AU
113 113 AG2508 20250728 ... 9212 9346 AG
114 114 AG2509 20250728 ... 9211 9360 AG
115 115 AG2510 20250728 ... 9225 9372 AG
116 116 AG2511 20250728 ... 9236 9381 AG
117 117 AG2512 20250728 ... 9246 9391 AG
118 118 AG2601 20250728 ... 9263 9405 AG
119 119 AG2602 20250728 ... 9270 9418 AG
120 120 AG2603 20250728 ... 9291 9432 AG
121 121 AG2604 20250728 ... 9294 9435 AG
122 122 AG2605 20250728 ... 9305 9449 AG
123 123 AG2606 20250728 ... 9313 9465 AG
124 124 AG2607 20250728 ... 9335 9473 AG
125 125 RB2508 20250728 ... 3227 3249 RB
126 126 RB2509 20250728 ... 3260 3263 RB
127 127 RB2510 20250728 ... 3282 3316 RB
128 128 RB2511 20250728 ... 3291 3328 RB
129 129 RB2512 20250728 ... 3316 3358 RB
130 130 RB2601 20250728 ... 3326 3368 RB
131 131 RB2602 20250728 ... 3311 3350 RB
132 132 RB2603 20250728 ... 3333 3370 RB
133 133 RB2604 20250728 ... 3337 3384 RB
134 134 RB2605 20250728 ... 3351 3394 RB
135 135 RB2606 20250728 ... 3343 3394 RB
136 136 RB2607 20250728 ... 3350 3398 RB
137 137 WR2508 20250728 ... 3212 3212 WR
138 138 WR2509 20250728 ... 3335 3335 WR
139 139 WR2510 20250728 ... 3473 3592 WR
140 140 WR2511 20250728 ... 3506 3541 WR
141 141 WR2512 20250728 ... 3532 3570 WR
142 142 WR2601 20250728 ... 3495 3583 WR
143 143 WR2602 20250728 ... 3570 3607 WR
144 144 WR2603 20250728 ... 3565 3606 WR
145 145 WR2604 20250728 ... 3559 3570 WR
146 146 WR2605 20250728 ... 3616 3640 WR
147 147 WR2606 20250728 ... 3600 3680 WR
148 148 WR2607 20250728 ... 3635 3668 WR
149 149 HC2508 20250728 ... 3396 3447 HC
150 150 HC2509 20250728 ... 3482 3481 HC
151 151 HC2510 20250728 ... 3434 3477 HC
152 152 HC2511 20250728 ... 3438 3478 HC
153 153 HC2512 20250728 ... 3439 3484 HC
154 154 HC2601 20250728 ... 3442 3492 HC
155 155 HC2602 20250728 ... 3433 3481 HC
156 156 HC2603 20250728 ... 3438 3488 HC
157 157 HC2604 20250728 ... 3453 3505 HC
158 158 HC2605 20250728 ... 3449 3500 HC
159 159 HC2606 20250728 ... 3467 3510 HC
160 160 HC2607 20250728 ... 3442 3510 HC
161 161 SS2508 20250728 ... 12925 12940 SS
162 162 SS2509 20250728 ... 12935 12935 SS
163 163 SS2510 20250728 ... 12970 12970 SS
164 164 SS2511 20250728 ... 13020 13010 SS
165 165 SS2512 20250728 ... 13040 13035 SS
166 166 SS2601 20250728 ... 13090 13080 SS
167 167 SS2602 20250728 ... 13080 13145 SS
168 168 SS2603 20250728 ... 13110 13205 SS
169 169 SS2604 20250728 ... 13215 13210 SS
170 170 SS2605 20250728 ... 13240 13265 SS
171 171 SS2606 20250728 ... 13255 13305 SS
172 172 SS2607 20250728 ... 13315 13375 SS
173 173 SC2508 20250728 ... 532.6 526.8 SC
174 174 SC2509 20250728 ... 505.5 508.6 SC
175 175 SC2510 20250728 ... 500.1 502.9 SC
176 176 SC2511 20250728 ... 495.6 498 SC
177 177 SC2512 20250728 ... 492.9 496.3 SC
178 178 SC2601 20250728 ... 489.6 493.1 SC
179 179 SC2602 20250728 ... 487.7 491.2 SC
180 180 SC2603 20250728 ... 486.9 489.7 SC
181 181 SC2604 20250728 ... 483.6 487.6 SC
182 182 SC2605 20250728 ... 486.3 486.3 SC
183 183 SC2606 20250728 ... 482.3 485.2 SC
184 184 SC2607 20250728 ... 478.5 483.2 SC
185 185 SC2609 20250728 ... 474.9 475.8 SC
186 186 SC2612 20250728 ... 472.6 475.8 SC
187 187 SC2703 20250728 ... 473 473.1 SC
188 188 SC2706 20250728 ... 469.4 469.4 SC
189 189 SC2709 20250728 ... 467.5 469.8 SC
190 190 SC2712 20250728 ... 468.4 468.4 SC
191 191 SC2803 20250728 ... 466.3 466.3 SC
192 192 SC2806 20250728 ... 463.5 464.9 SC
193 193 LU2508 20250728 ... 3455 3542 LU
194 194 LU2509 20250728 ... 3547 3585 LU
195 195 LU2510 20250728 ... 3548 3582 LU
196 196 LU2511 20250728 ... 3528 3569 LU
197 197 LU2512 20250728 ... 3511 3559 LU
198 198 LU2601 20250728 ... 3498 3540 LU
199 199 LU2602 20250728 ... 3472 3519 LU
200 200 LU2603 20250728 ... 3468 3503 LU
201 201 LU2604 20250728 ... 3461 3490 LU
202 202 LU2605 20250728 ... 3452 3483 LU
203 203 LU2606 20250728 ... 3457 3474 LU
204 204 LU2607 20250728 ... 3453 3463 LU
205 205 FU2508 20250728 ... 2883 2825 FU
206 206 FU2509 20250728 ... 2860 2895 FU
207 207 FU2510 20250728 ... 2874 2903 FU
208 208 FU2511 20250728 ... 2879 2910 FU
209 209 FU2512 20250728 ... 2876 2902 FU
210 210 FU2601 20250728 ... 2876 2902 FU
211 211 FU2602 20250728 ... 2862 2888 FU
212 212 FU2603 20250728 ... 2857 2878 FU
213 213 FU2604 20250728 ... 2849 2871 FU
214 214 FU2605 20250728 ... 2839 2859 FU
215 215 FU2606 20250728 ... 2830 2849 FU
216 216 FU2607 20250728 ... 2808 2826 FU
217 217 BU2508 20250728 ... 3618 3636 BU
218 218 BU2509 20250728 ... 3591 3607 BU
219 219 BU2510 20250728 ... 3560 3583 BU
220 220 BU2511 20250728 ... 3521 3541 BU
221 221 BU2512 20250728 ... 3451 3471 BU
222 222 BU2601 20250728 ... 3421 3441 BU
223 223 BU2602 20250728 ... 3423 3423 BU
224 224 BU2603 20250728 ... 3405 3423 BU
225 225 BU2604 20250728 ... 3390 3407 BU
226 226 BU2605 20250728 ... 3405 3407 BU
227 227 BU2606 20250728 ... 3391 3405 BU
228 228 BU2607 20250728 ... 3395 3375 BU
229 229 BU2609 20250728 ... 3385 3390 BU
230 230 BU2612 20250728 ... 3342 3343 BU
231 231 BU2703 20250728 ... 3342 3346 BU
232 232 BU2706 20250728 ... 3333 3335 BU
233 233 BR2508 20250728 ... 12130 12295 BR
234 234 BR2509 20250728 ... 12125 12320 BR
235 235 BR2510 20250728 ... 12095 12280 BR
236 236 BR2511 20250728 ... 12030 12295 BR
237 237 BR2512 20250728 ... 12060 12290 BR
238 238 BR2601 20250728 ... 12050 12320 BR
239 239 BR2602 20250728 ... 11995 12270 BR
240 240 BR2603 20250728 ... 11990 12275 BR
241 241 BR2604 20250728 ... 12055 12320 BR
242 242 BR2605 20250728 ... 12085 12315 BR
243 243 BR2606 20250728 ... 12090 12305 BR
244 244 BR2607 20250728 ... 12230 12390 BR
245 245 RU2508 20250728 ... 15315 15415 RU
246 246 RU2509 20250728 ... 15240 15455 RU
247 247 RU2510 20250728 ... 15230 15385 RU
248 248 RU2511 20250728 ... 15160 15425 RU
249 249 RU2601 20250728 ... 16005 16270 RU
250 250 RU2603 20250728 ... 15990 16355 RU
251 251 RU2604 20250728 ... 16115 16380 RU
252 252 RU2605 20250728 ... 16150 16415 RU
253 253 RU2606 20250728 ... 16290 16435 RU
254 254 RU2607 20250728 ... 16135 16395 RU
255 255 NR2508 20250728 ... 12990 13185 NR
256 256 NR2509 20250728 ... 12985 13255 NR
257 257 NR2510 20250728 ... 12955 13230 NR
258 258 NR2511 20250728 ... 12930 13225 NR
259 259 NR2512 20250728 ... 13005 13235 NR
260 260 NR2601 20250728 ... 13010 13280 NR
261 261 NR2602 20250728 ... 13210 13265 NR
262 262 NR2603 20250728 ... 13065 13355 NR
263 263 NR2604 20250728 ... 13145 13300 NR
264 264 NR2605 20250728 ... 12995 13360 NR
265 265 NR2606 20250728 ... 13140 13280 NR
266 266 NR2607 20250728 ... 13140 13480 NR
267 267 SP2508 20250728 ... 5400 5454 SP
268 268 SP2509 20250728 ... 5422 5454 SP
269 269 SP2510 20250728 ... 5352 5396 SP
270 270 SP2511 20250728 ... 5350 5376 SP
271 271 SP2512 20250728 ... 5330 5358 SP
272 272 SP2601 20250728 ... 5522 5542 SP
273 273 SP2602 20250728 ... 5442 5468 SP
274 274 SP2603 20250728 ... 5428 5454 SP
275 275 SP2604 20250728 ... 5422 5456 SP
276 276 SP2605 20250728 ... 5406 5444 SP
277 277 SP2606 20250728 ... 5402 5436 SP
278 278 SP2607 20250728 ... 5404 5442 SP
279 279 EC2508 20250728 ... 2188.7 2202.7 EC
280 280 EC2510 20250728 ... 1486.3 1530.9 EC
281 281 EC2512 20250728 ... 1722.3 1730.7 EC
282 282 EC2602 20250728 ... 1528.7 1534.3 EC
283 283 EC2604 20250728 ... 1363 1376.9 EC
284 284 EC2606 20250728 ... 1490.7 1514 EC
285 285 SC_TAS2509 20250728 ... SC_TAS
286 286 SC_TAS2510 20250728 ... SC_TAS
287 287 SC_TAS2511 20250728 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:43,347 - future_1d - INFO - ak.get_shfe_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 a2509 20250728 4215.00 ... 4183.00 4223.00 A
1 a2511 20250728 4130.00 ... 4115.00 4134.00 A
2 a2601 20250728 4123.00 ... 4100.00 4119.00 A
3 a2603 20250728 4100.00 ... 4090.00 4105.00 A
4 a2605 20250728 4140.00 ... 4128.00 4140.00 A
5 a2607 20250728 4133.00 ... 4123.00 4137.00 A
6 b2508 20250728 3553.00 ... 3538.00 3553.00 B
7 b2509 20250728 3652.00 ... 3632.00 3667.00 B
8 b2510 20250728 3716.00 ... 3693.00 3731.00 B
9 b2511 20250728 3731.00 ... 3716.00 3749.00 B
10 b2512 20250728 3754.00 ... 3734.00 3766.00 B
11 b2601 20250728 3743.00 ... 3724.00 3746.00 B
12 b2602 20250728 3698.00 ... 3698.00 3715.00 B
13 b2603 20250728 3595.00 ... 3604.00 3607.00 B
14 b2604 20250728 3506.00 ... 3503.00 3511.00 B
15 b2605 20250728 3445.00 ... 3436.00 3446.00 B
16 b2606 20250728 3440.00 ... 3430.00 3441.00 B
17 b2607 20250728 3435.00 ... 3424.00 3438.00 B
18 bb2509 20250728 152.35 ... 151.10 154.00 BB
19 bb2511 20250728 154.50 ... 153.10 154.30 BB
20 bb2601 20250728 151.00 ... 149.75 150.35 BB
21 bb2603 20250728 142.00 ... 142.00 157.00 BB
22 bb2605 20250728 0.00 ... 142.05 157.00 BB
23 bb2607 20250728 0.00 ... 142.05 157.00 BB
24 bz2603 20250728 6439.00 ... 6296.00 6326.00 BZ
25 bz2604 20250728 6315.00 ... 6226.00 6288.00 BZ
26 bz2605 20250728 6320.00 ... 6239.00 6277.00 BZ
27 bz2606 20250728 6328.00 ... 6250.00 6283.00 BZ
28 c2509 20250728 2308.00 ... 2313.00 2314.00 C
29 c2511 20250728 2260.00 ... 2260.00 2263.00 C
30 c2601 20250728 2231.00 ... 2232.00 2235.00 C
31 c2603 20250728 2234.00 ... 2233.00 2238.00 C
32 c2605 20250728 2275.00 ... 2275.00 2279.00 C
33 c2607 20250728 2289.00 ... 2288.00 2291.00 C
34 cs2509 20250728 2665.00 ... 2674.00 2669.00 CS
35 cs2511 20250728 2596.00 ... 2597.00 2599.00 CS
36 cs2601 20250728 2609.00 ... 2611.00 2614.00 CS
37 cs2603 20250728 2606.00 ... 2608.00 2612.00 CS
38 cs2605 20250728 2650.00 ... 2649.00 2652.00 CS
39 cs2607 20250728 2644.00 ... 2653.00 2660.00 CS
40 eb2507 20250728 0.00 ... 7330.00 7387.00 EB
41 eb2508 20250728 7588.00 ... 7448.00 7517.00 EB
42 eb2509 20250728 7580.00 ... 7441.00 7506.00 EB
43 eb2510 20250728 7599.00 ... 7438.00 7490.00 EB
44 eb2511 20250728 7537.00 ... 7420.00 7460.00 EB
45 eb2512 20250728 7519.00 ... 7399.00 7450.00 EB
46 eb2601 20250728 7530.00 ... 7419.00 7455.00 EB
47 eb2602 20250728 7462.00 ... 7399.00 7441.00 EB
48 eb2603 20250728 7469.00 ... 7406.00 7425.00 EB
49 eb2604 20250728 7427.00 ... 7379.00 7423.00 EB
50 eb2605 20250728 7526.00 ... 7428.00 7495.00 EB
51 eb2606 20250728 0.00 ... 7481.00 7481.00 EB
52 eg2507 20250728 0.00 ... 4226.00 4226.00 EG
53 eg2508 20250728 4474.00 ... 4410.00 4474.00 EG
54 eg2509 20250728 4545.00 ... 4469.00 4529.00 EG
55 eg2510 20250728 4543.00 ... 4468.00 4528.00 EG
56 eg2511 20250728 4519.00 ... 4462.00 4531.00 EG
57 eg2512 20250728 4532.00 ... 4472.00 4533.00 EG
58 eg2601 20250728 4536.00 ... 4472.00 4529.00 EG
59 eg2602 20250728 4516.00 ... 4488.00 4528.00 EG
60 eg2603 20250728 4469.00 ... 4471.00 4530.00 EG
61 eg2604 20250728 0.00 ... 4534.00 4534.00 EG
62 eg2605 20250728 4540.00 ... 4499.00 4556.00 EG
63 eg2606 20250728 0.00 ... 4503.00 4503.00 EG
64 fb2508 20250728 0.00 ... 1392.50 1392.50 FB
65 fb2509 20250728 1272.50 ... 1274.00 1277.50 FB
66 fb2510 20250728 1313.50 ... 1312.00 1313.50 FB
67 fb2511 20250728 1314.00 ... 1316.00 1313.00 FB
68 fb2512 20250728 1313.00 ... 1316.50 1312.00 FB
69 fb2601 20250728 1306.00 ... 1319.00 1310.50 FB
70 fb2602 20250728 0.00 ... 1305.50 1305.50 FB
71 fb2603 20250728 0.00 ... 1313.50 1313.50 FB
72 fb2604 20250728 0.00 ... 1310.50 1310.50 FB
73 fb2605 20250728 1330.50 ... 1327.50 1302.50 FB
74 fb2606 20250728 1326.50 ... 1326.50 1297.00 FB
75 fb2607 20250728 0.00 ... 1295.00 1295.00 FB
76 i2508 20250728 805.00 ... 791.50 801.00 I
77 i2509 20250728 802.50 ... 793.00 800.00 I
78 i2510 20250728 795.50 ... 788.00 795.50 I
79 i2511 20250728 789.50 ... 781.50 789.50 I
80 i2512 20250728 781.50 ... 775.00 783.50 I
81 i2601 20250728 773.00 ... 765.50 772.50 I
82 i2602 20250728 765.50 ... 762.00 769.00 I
83 i2603 20250728 761.50 ... 758.50 767.00 I
84 i2604 20250728 757.50 ... 755.00 761.50 I
85 i2605 20250728 753.00 ... 745.00 751.50 I
86 i2606 20250728 744.50 ... 739.50 747.50 I
87 i2607 20250728 740.00 ... 733.50 741.00 I
88 j2508 20250728 1599.00 ... 1601.00 1681.50 J
89 j2509 20250728 1748.50 ... 1677.00 1748.00 J
90 j2510 20250728 1769.00 ... 1682.00 1757.00 J
91 j2511 20250728 1764.50 ... 1684.50 1777.50 J
92 j2512 20250728 1707.00 ... 1685.50 1789.50 J
93 j2601 20250728 1800.00 ... 1719.50 1794.00 J
94 j2602 20250728 1801.50 ... 1727.00 1808.00 J
95 j2603 20250728 1788.00 ... 1733.00 1827.00 J
96 j2604 20250728 1749.50 ... 1738.50 1850.00 J
97 j2605 20250728 1840.00 ... 1741.00 1822.00 J
98 j2606 20250728 1812.00 ... 1741.50 1814.00 J
99 j2607 20250728 0.00 ... 1780.50 1854.50 J
100 jd2507 20250728 0.00 ... 2917.00 3160.00 JD
101 jd2508 20250728 3422.00 ... 3378.00 3526.00 JD
102 jd2509 20250728 3598.00 ... 3587.00 3630.00 JD
103 jd2510 20250728 3394.00 ... 3398.00 3404.00 JD
104 jd2511 20250728 3400.00 ... 3409.00 3411.00 JD
105 jd2512 20250728 3571.00 ... 3565.00 3571.00 JD
106 jd2601 20250728 3651.00 ... 3653.00 3664.00 JD
107 jd2602 20250728 3226.00 ... 3219.00 3226.00 JD
108 jd2603 20250728 3231.00 ... 3221.00 3227.00 JD
109 jd2604 20250728 3376.00 ... 3375.00 3378.00 JD
110 jd2605 20250728 3491.00 ... 3481.00 3471.00 JD
111 jd2606 20250728 3286.00 ... 3296.00 3285.00 JD
112 jm2508 20250728 1127.00 ... 1092.50 1120.50 JM
113 jm2509 20250728 1264.50 ... 1200.00 1236.50 JM
114 jm2510 20250728 1270.00 ... 1206.50 1252.50 JM
115 jm2511 20250728 1289.00 ... 1205.50 1262.00 JM
116 jm2512 20250728 1295.50 ... 1217.50 1267.50 JM
117 jm2601 20250728 1305.00 ... 1232.50 1282.50 JM
118 jm2602 20250728 1324.00 ... 1238.00 1301.50 JM
119 jm2603 20250728 1328.00 ... 1244.00 1293.00 JM
120 jm2604 20250728 1328.50 ... 1228.00 1296.00 JM
121 jm2605 20250728 1302.50 ... 1223.50 1287.50 JM
122 jm2606 20250728 1321.00 ... 1227.00 1302.00 JM
123 jm2607 20250728 1317.00 ... 1249.50 1321.50 JM
124 l2508 20250728 7389.00 ... 7327.00 7403.00 L
125 l2509 20250728 7456.00 ... 7367.00 7439.00 L
126 l2510 20250728 7477.00 ... 7388.00 7467.00 L
127 l2511 20250728 7483.00 ... 7405.00 7467.00 L
128 l2512 20250728 7491.00 ... 7429.00 7486.00 L
129 l2601 20250728 7494.00 ... 7423.00 7484.00 L
130 l2602 20250728 7443.00 ... 7414.00 7467.00 L
131 l2603 20250728 7394.00 ... 7403.00 7470.00 L
132 l2604 20250728 7419.00 ... 7407.00 7493.00 L
133 l2605 20250728 7490.00 ... 7416.00 7476.00 L
134 l2606 20250728 7455.00 ... 7427.00 7468.00 L
135 l2607 20250728 7474.00 ... 7417.00 7497.00 L
136 lg2507 20250728 791.00 ... 808.50 807.00 LG
137 lg2509 20250728 820.50 ... 829.00 827.50 LG
138 lg2511 20250728 831.00 ... 835.50 834.50 LG
139 lg2601 20250728 833.50 ... 836.50 837.00 LG
140 lg2603 20250728 835.00 ... 836.50 838.50 LG
141 lg2605 20250728 841.00 ... 841.50 843.00 LG
142 lh2507 20250728 0.00 ... 14000.00 14010.00 LH
143 lh2509 20250728 14180.00 ... 14220.00 14435.00 LH
144 lh2511 20250728 14250.00 ... 14305.00 14380.00 LH
145 lh2601 20250728 14410.00 ... 14585.00 14705.00 LH
146 lh2603 20250728 13605.00 ... 13655.00 13815.00 LH
147 lh2605 20250728 13980.00 ... 14100.00 14305.00 LH
148 m2508 20250728 3004.00 ... 2988.00 3013.00 M
149 m2509 20250728 3017.00 ... 3001.00 3025.00 M
150 m2511 20250728 3050.00 ... 3035.00 3061.00 M
151 m2512 20250728 3085.00 ... 3071.00 3092.00 M
152 m2601 20250728 3055.00 ... 3045.00 3061.00 M
153 m2603 20250728 2927.00 ... 2919.00 2922.00 M
154 m2605 20250728 2754.00 ... 2750.00 2755.00 M
155 m2607 20250728 2742.00 ... 2735.00 2736.00 M
156 p2508 20250728 8834.00 ... 8828.00 8894.00 P
157 p2509 20250728 8936.00 ... 8916.00 8984.00 P
158 p2510 20250728 8956.00 ... 8918.00 8990.00 P
159 p2511 20250728 8932.00 ... 8908.00 8952.00 P
160 p2512 20250728 8936.00 ... 8904.00 8982.00 P
161 p2601 20250728 8940.00 ... 8900.00 8972.00 P
162 p2602 20250728 8870.00 ... 8878.00 8930.00 P
163 p2603 20250728 8808.00 ... 8810.00 8858.00 P
164 p2604 20250728 8686.00 ... 8744.00 8750.00 P
165 p2605 20250728 8670.00 ... 8670.00 8682.00 P
166 p2606 20250728 8572.00 ... 8572.00 8600.00 P
167 p2607 20250728 8612.00 ... 8596.00 8602.00 P
168 pg2507 20250728 4060.00 ... 4051.00 4058.00 PG
169 pg2508 20250728 4054.00 ... 3983.00 4054.00 PG
170 pg2509 20250728 4050.00 ... 3997.00 4037.00 PG
171 pg2510 20250728 4461.00 ... 4409.00 4456.00 PG
172 pg2511 20250728 4403.00 ... 4349.00 4390.00 PG
173 pg2512 20250728 4337.00 ... 4288.00 4323.00 PG
174 pg2601 20250728 4267.00 ... 4223.00 4253.00 PG
175 pg2602 20250728 4172.00 ... 4152.00 4169.00 PG
176 pg2603 20250728 4094.00 ... 4066.00 4085.00 PG
177 pg2604 20250728 4360.00 ... 4352.00 4379.00 PG
178 pg2605 20250728 4252.00 ... 4254.00 4290.00 PG
179 pg2606 20250728 4182.00 ... 4182.00 4218.00 PG
180 pp2508 20250728 7144.00 ... 7092.00 7164.00 PP
181 pp2509 20250728 7240.00 ... 7147.00 7205.00 PP
182 pp2510 20250728 7219.00 ... 7137.00 7202.00 PP
183 pp2511 20250728 7223.00 ... 7146.00 7208.00 PP
184 pp2512 20250728 7233.00 ... 7151.00 7211.00 PP
185 pp2601 20250728 7236.00 ... 7155.00 7221.00 PP
186 pp2602 20250728 7120.00 ... 7117.00 7195.00 PP
187 pp2603 20250728 7174.00 ... 7170.00 7200.00 PP
188 pp2604 20250728 7204.00 ... 7144.00 7208.00 PP
189 pp2605 20250728 7211.00 ... 7158.00 7208.00 PP
190 pp2606 20250728 7142.00 ... 7111.00 7180.00 PP
191 pp2607 20250728 7150.00 ... 7150.00 7162.00 PP
192 rr2508 20250728 3591.00 ... 3591.00 3594.00 RR
193 rr2509 20250728 3607.00 ... 3606.00 3605.00 RR
194 rr2510 20250728 3630.00 ... 3630.00 3629.00 RR
195 rr2511 20250728 3621.00 ... 3620.00 3622.00 RR
196 rr2512 20250728 0.00 ... 3629.00 3630.00 RR
197 rr2601 20250728 3623.00 ... 3622.00 3628.00 RR
198 rr2602 20250728 3625.00 ... 3627.00 3627.00 RR
199 rr2603 20250728 0.00 ... 3633.00 3633.00 RR
200 rr2604 20250728 3634.00 ... 3634.00 3633.00 RR
201 rr2605 20250728 3630.00 ... 3630.00 3633.00 RR
202 rr2606 20250728 0.00 ... 3627.00 3627.00 RR
203 rr2607 20250728 0.00 ... 3617.00 3617.00 RR
204 v2508 20250728 5266.00 ... 5223.00 5241.00 V
205 v2509 20250728 5373.00 ... 5232.00 5291.00 V
206 v2510 20250728 5393.00 ... 5269.00 5325.00 V
207 v2511 20250728 5413.00 ... 5298.00 5345.00 V
208 v2512 20250728 5439.00 ... 5312.00 5367.00 V
209 v2601 20250728 5439.00 ... 5358.00 5408.00 V
210 v2602 20250728 5488.00 ... 5353.00 5444.00 V
211 v2603 20250728 5512.00 ... 5375.00 5469.00 V
212 v2604 20250728 5657.00 ... 5576.00 5623.00 V
213 v2605 20250728 5659.00 ... 5585.00 5623.00 V
214 v2606 20250728 5677.00 ... 5611.00 5609.00 V
215 v2607 20250728 5658.00 ... 5595.00 5661.00 V
216 y2508 20250728 8232.00 ... 8214.00 8232.00 Y
217 y2509 20250728 8160.00 ... 8114.00 8160.00 Y
218 y2511 20250728 8160.00 ... 8120.00 8160.00 Y
219 y2512 20250728 8164.00 ... 8112.00 8166.00 Y
220 y2601 20250728 8104.00 ... 8068.00 8114.00 Y
221 y2603 20250728 7982.00 ... 7958.00 7982.00 Y
222 y2605 20250728 7736.00 ... 7720.00 7746.00 Y
223 y2607 20250728 7732.00 ... 7700.00 7738.00 Y
[224 rows x 12 columns]
2025-07-29 18:26:43,976 - future_1d - INFO - ak.get_dce_daily('2025-07-28') done
symbol date open ... settle pre_settle variety
0 IC2508 20250728 6265.200 ... 6275.000 6263.000 IC
1 IC2509 20250728 6218.400 ... 6221.800 6216.200 IC
2 IC2512 20250728 6093.000 ... 6091.800 6090.600 IC
3 IC2603 20250728 5976.600 ... 5971.000 5973.200 IC
4 IF2508 20250728 4122.400 ... 4129.200 4123.600 IF
5 IF2509 20250728 4116.000 ... 4119.000 4115.600 IF
6 IF2512 20250728 4091.000 ... 4089.000 4086.200 IF
7 IF2603 20250728 4059.800 ... 4053.000 4054.000 IF
8 IH2508 20250728 2794.200 ... 2803.400 2795.000 IH
9 IH2509 20250728 2796.200 ... 2803.200 2795.800 IH
10 IH2512 20250728 2798.000 ... 2805.200 2797.800 IH
11 IH2603 20250728 2805.800 ... 2807.000 2800.000 IH
12 IM2508 20250728 6669.600 ... 6675.200 6667.200 IM
13 IM2509 20250728 6608.600 ... 6605.000 6604.400 IM
14 IM2512 20250728 6428.000 ... 6420.600 6421.400 IM
15 IM2603 20250728 6275.000 ... 6253.800 6259.800 IM
16 T2509 20250728 108.380 ... 108.400 108.195 T
17 T2512 20250728 108.315 ... 108.395 108.210 T
18 T2603 20250728 108.310 ... 108.375 108.165 T
19 TF2509 20250728 105.670 ... 105.720 105.585 TF
20 TF2512 20250728 105.725 ... 105.775 105.645 TF
21 TF2603 20250728 105.755 ... 105.835 105.695 TF
22 TL2509 20250728 118.550 ... 118.800 118.120 TL
23 TL2512 20250728 118.300 ... 118.490 117.900 TL
24 TL2603 20250728 118.050 ... 118.280 117.730 TL
25 TS2509 20250728 102.336 ... 102.364 102.326 TS
26 TS2512 20250728 102.422 ... 102.438 102.408 TS
27 TS2603 20250728 102.498 ... 102.522 102.494 TS
[28 rows x 12 columns]
2025-07-29 18:26:44,282 - future_1d - INFO - ak.get_cffex_daily('2025-07-28') done
symbol date open high ... turnover settle pre_settle variety
0 SC2508 20250728 529.4 540 ... 5432.55 532.6 526.8 SC
1 SC2509 20250728 513.4 513.7 ... 5947577.83 505.5 508.6 SC
2 SC2510 20250728 507 507.1 ... 812149.87 500.1 502.9 SC
3 SC2511 20250728 502.2 502.2 ... 257580.15 495.6 498 SC
4 SC2512 20250728 495.7 496.9 ... 56537.31 492.9 496.3 SC
5 SC2601 20250728 493.2 494.4 ... 14739.25 489.6 493.1 SC
6 SC2602 20250728 491 491.9 ... 7949.61 487.7 491.2 SC
7 SC2603 20250728 489.7 490.1 ... 4479.51 486.9 489.7 SC
8 SC2604 20250728 483.7 489.2 ... 1354.13 483.6 487.6 SC
9 SC2605 20250728 ... 0 486.3 486.3 SC
10 SC2606 20250728 483 483.9 ... 4485.5 482.3 485.2 SC
11 SC2607 20250728 483.2 483.2 ... 143.57 478.5 483.2 SC
12 SC2609 20250728 474.9 474.9 ... 47.49 474.9 475.8 SC
13 SC2612 20250728 472.7 472.7 ... 94.53 472.6 475.8 SC
14 SC2703 20250728 ... 0 473 473.1 SC
15 SC2706 20250728 ... 0 469.4 469.4 SC
16 SC2709 20250728 467.5 467.5 ... 46.75 467.5 469.8 SC
17 SC2712 20250728 ... 0 468.4 468.4 SC
18 SC2803 20250728 ... 0 466.3 466.3 SC
19 SC2806 20250728 462.1 464.7 ... 185.42 463.5 464.9 SC
21 LU2508 20250728 3596 3596 ... 31.097 3455 3542 LU
22 LU2509 20250728 3595 3610 ... 71249.771 3547 3585 LU
23 LU2510 20250728 3606 3610 ... 464392.04 3548 3582 LU
24 LU2511 20250728 3599 3599 ... 61261.122 3528 3569 LU
25 LU2512 20250728 3560 3568 ... 3592.462 3511 3559 LU
26 LU2601 20250728 3550 3557 ... 3785.248 3498 3540 LU
27 LU2602 20250728 3520 3524 ... 218.773 3472 3519 LU
28 LU2603 20250728 3494 3494 ... 135.273 3468 3503 LU
29 LU2604 20250728 3471 3471 ... 55.385 3461 3490 LU
30 LU2605 20250728 3466 3466 ... 62.142 3452 3483 LU
31 LU2606 20250728 3485 3485 ... 55.314 3457 3474 LU
32 LU2607 20250728 3480 3480 ... 69.079 3453 3463 LU
34 NR2508 20250728 13300 13320 ... 62327.08 12990 13185 NR
35 NR2509 20250728 13340 13385 ... 2049067.72 12985 13255 NR
36 NR2510 20250728 13300 13355 ... 754704.125 12955 13230 NR
37 NR2511 20250728 13315 13360 ... 126083.415 12930 13225 NR
38 NR2512 20250728 13330 13380 ... 12954.35 13005 13235 NR
39 NR2601 20250728 13390 13405 ... 42095.18 13010 13280 NR
40 NR2602 20250728 13370 13375 ... 290.72 13210 13265 NR
41 NR2603 20250728 ... 0 13065 13355 NR
42 NR2604 20250728 13310 13310 ... 39.435 13145 13300 NR
43 NR2605 20250728 13030 13030 ... 38.995 12995 13360 NR
44 NR2606 20250728 ... 0 13140 13280 NR
45 NR2607 20250728 ... 0 13140 13480 NR
47 BC2508 20250728 70210 70400 ... 141258.22 70080 70420 BC
48 BC2509 20250728 70410 70460 ... 122258.3 70160 70510 BC
49 BC2510 20250728 70400 70550 ... 19809.31 70240 70540 BC
50 BC2511 20250728 ... 0 69850 69500 BC
51 BC2512 20250728 ... 0 70620 70620 BC
52 BC2601 20250728 ... 0 70020 70020 BC
53 BC2602 20250728 ... 0 70000 70000 BC
54 BC2603 20250728 ... 0 70000 70000 BC
55 BC2604 20250728 ... 0 70000 70000 BC
56 BC2605 20250728 ... 0 70000 70000 BC
57 BC2606 20250728 ... 0 69340 69340 BC
58 BC2607 20250728 ... 0 68670 68670 BC
60 EC2508 20250728 2172.7 2218.8 ... 27633.4375 2188.7 2202.7 EC
61 EC2510 20250728 1503 1522 ... 416289.36 1486.3 1530.9 EC
62 EC2512 20250728 1687.5 1772 ... 58816.6675 1722.3 1730.7 EC
63 EC2602 20250728 1501.5 1569.1 ... 21501.6095 1528.7 1534.3 EC
64 EC2604 20250728 1350 1404 ... 15947.1925 1363 1376.9 EC
65 EC2606 20250728 1500.1 1520 ... 2407.5135 1490.7 1514 EC
68 SC_TAS2509 20250728 ... SC_TAS
69 SC_TAS2510 20250728 ... SC_TAS
70 SC_TAS2511 20250728 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:44,346 - future_1d - INFO - ak.get_ine_daily('2025-07-28') done
2025-07-29 18:26:46,072 - future_1d - INFO - save future_daily 2025-07-28 completed
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250729 8050.0 8060.0 ... 752506.41 7940.0 8161.0 AP
1 AP511 20250729 7789.0 7807.0 ... 7375.39 7747.0 7851.0 AP
2 AP512 20250729 7817.0 7817.0 ... 325.30 7745.0 7927.0 AP
3 AP601 20250729 7880.0 7903.0 ... 53136.18 7823.0 7980.0 AP
4 AP603 20250729 7789.0 7801.0 ... 603.89 7742.0 7920.0 AP
5 AP604 20250729 7831.0 7833.0 ... 187.13 7797.0 7917.0 AP
6 AP605 20250729 7890.0 7913.0 ... 879.64 7854.0 7956.0 AP
7 CF509 20250729 14085.0 14160.0 ... 2368573.19 14020.0 14190.0 CF
8 CF511 20250729 13995.0 14065.0 ... 156319.74 13980.0 14040.0 CF
9 CF601 20250729 14065.0 14145.0 ... 923527.15 14065.0 14130.0 CF
10 CF603 20250729 14065.0 14095.0 ... 3163.90 14030.0 14100.0 CF
11 CF605 20250729 14025.0 14075.0 ... 23933.96 13990.0 14055.0 CF
12 CF607 20250729 14050.0 14065.0 ... 322.05 14000.0 14090.0 CF
13 CJ509 20250729 9635.0 9740.0 ... 173581.00 9675.0 9835.0 CJ
14 CJ512 20250729 10570.0 10680.0 ... 12494.90 10590.0 10795.0 CJ
15 CJ601 20250729 10750.0 10825.0 ... 879162.70 10735.0 10935.0 CJ
16 CJ603 20250729 10790.0 10895.0 ... 12808.46 10805.0 10960.0 CJ
17 CJ605 20250729 10955.0 11040.0 ... 93362.99 10935.0 11135.0 CJ
18 CJ607 20250729 11035.0 11125.0 ... 325.67 11040.0 11185.0 CJ
19 CY508 20250729 0.0 0.0 ... 0.00 20165.0 20165.0 CY
20 CY509 20250729 20215.0 20310.0 ... 147322.66 20140.0 20385.0 CY
21 CY510 20250729 0.0 0.0 ... 0.00 20030.0 20030.0 CY
22 CY511 20250729 0.0 0.0 ... 0.00 20025.0 20200.0 CY
23 CY512 20250729 0.0 0.0 ... 0.00 19755.0 20055.0 CY
24 CY601 20250729 20220.0 20220.0 ... 942.64 20055.0 20270.0 CY
25 CY602 20250729 0.0 0.0 ... 0.00 20055.0 20055.0 CY
26 CY603 20250729 0.0 0.0 ... 0.00 20305.0 20305.0 CY
27 CY604 20250729 0.0 0.0 ... 0.00 20040.0 20040.0 CY
28 CY605 20250729 0.0 0.0 ... 0.00 20130.0 20190.0 CY
29 CY606 20250729 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250729 0.0 0.0 ... 0.00 20335.0 20335.0 CY
31 FG508 20250729 1224.0 1226.0 ... 5455.40 1175.0 1280.0 FG
32 FG509 20250729 1220.0 1227.0 ... 8242041.13 1182.0 1280.0 FG
33 FG510 20250729 1271.0 1273.0 ... 84850.92 1241.0 1315.0 FG
34 FG511 20250729 1253.0 1260.0 ... 101176.47 1232.0 1303.0 FG
35 FG512 20250729 1320.0 1326.0 ... 45496.63 1305.0 1369.0 FG
36 FG601 20250729 1308.0 1320.0 ... 2257702.60 1294.0 1354.0 FG
37 FG602 20250729 1338.0 1351.0 ... 2611.75 1320.0 1377.0 FG
38 FG603 20250729 1328.0 1346.0 ... 2745.09 1317.0 1374.0 FG
39 FG604 20250729 1353.0 1378.0 ... 1412.95 1351.0 1403.0 FG
40 FG605 20250729 1338.0 1370.0 ... 48750.84 1340.0 1384.0 FG
41 FG606 20250729 1346.0 1383.0 ... 2197.35 1351.0 1395.0 FG
42 FG607 20250729 1337.0 1373.0 ... 1394.28 1346.0 1383.0 FG
43 JR509 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250729 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250729 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250729 2343.0 2415.0 ... 1676.35 2378.0 2417.0 MA
53 MA509 20250729 2416.0 2437.0 ... 1392633.41 2417.0 2442.0 MA
54 MA510 20250729 2440.0 2466.0 ... 41346.98 2447.0 2467.0 MA
55 MA511 20250729 2465.0 2488.0 ... 64505.36 2471.0 2485.0 MA
56 MA512 20250729 2482.0 2515.0 ... 20261.72 2497.0 2512.0 MA
57 MA601 20250729 2500.0 2524.0 ... 323040.21 2507.0 2520.0 MA
58 MA602 20250729 2494.0 2514.0 ... 25.06 2506.0 2512.0 MA
59 MA603 20250729 2479.0 2503.0 ... 101.87 2485.0 2499.0 MA
60 MA604 20250729 2461.0 2483.0 ... 29.60 2467.0 2480.0 MA
61 MA605 20250729 2432.0 2458.0 ... 6324.08 2442.0 2441.0 MA
62 MA606 20250729 2443.0 2464.0 ... 14.69 2449.0 2453.0 MA
63 MA607 20250729 2427.0 2450.0 ... 51.20 2438.0 2449.0 MA
64 OI509 20250729 9422.0 9520.0 ... 2605083.09 9464.0 9412.0 OI
65 OI511 20250729 9400.0 9505.0 ... 121140.50 9447.0 9388.0 OI
66 OI601 20250729 9364.0 9466.0 ... 643474.59 9411.0 9359.0 OI
67 OI603 20250729 9333.0 9410.0 ... 1331.00 9373.0 9336.0 OI
68 OI605 20250729 9272.0 9351.0 ... 5331.80 9321.0 9277.0 OI
69 OI607 20250729 9303.0 9333.0 ... 139.67 9312.0 9276.0 OI
70 PF508 20250729 6494.0 6508.0 ... 1879.61 6494.0 6540.0 PF
71 PF509 20250729 6506.0 6522.0 ... 262923.99 6502.0 6522.0 PF
72 PF510 20250729 6560.0 6572.0 ... 104907.24 6552.0 6570.0 PF
73 PF511 20250729 6544.0 6566.0 ... 39347.97 6542.0 6566.0 PF
74 PF512 20250729 6530.0 6554.0 ... 11892.87 6530.0 6552.0 PF
75 PF601 20250729 6542.0 6554.0 ... 12528.90 6532.0 6542.0 PF
76 PF602 20250729 0.0 0.0 ... 0.00 6532.0 6526.0 PF
77 PF603 20250729 0.0 0.0 ... 0.00 6538.0 6534.0 PF
78 PF604 20250729 0.0 0.0 ... 0.00 6532.0 6532.0 PF
79 PF605 20250729 6564.0 6586.0 ... 6.58 6576.0 6554.0 PF
80 PF606 20250729 0.0 0.0 ... 0.00 6564.0 6564.0 PF
81 PF607 20250729 0.0 0.0 ... 0.00 6592.0 6592.0 PF
82 PK510 20250729 8122.0 8130.0 ... 283173.04 8090.0 8192.0 PK
83 PK511 20250729 8020.0 8020.0 ... 91795.28 7992.0 8058.0 PK
84 PK512 20250729 8032.0 8032.0 ... 727.11 7990.0 8058.0 PK
85 PK601 20250729 8050.0 8092.0 ... 14550.28 8014.0 8070.0 PK
86 PK603 20250729 8020.0 8068.0 ... 208.45 8018.0 8082.0 PK
87 PK604 20250729 8014.0 8048.0 ... 116.28 8020.0 8066.0 PK
88 PK605 20250729 8038.0 8042.0 ... 1058.64 8020.0 8064.0 PK
89 PL601 20250729 6569.0 6594.0 ... 40517.36 6575.0 6595.0 PL
90 PL602 20250729 6654.0 6655.0 ... 1234.63 6638.0 6651.0 PL
91 PL603 20250729 6570.0 6571.0 ... 78.79 6566.0 6573.0 PL
92 PL604 20250729 6573.0 6573.0 ... 13.15 6573.0 6620.0 PL
93 PL605 20250729 0.0 0.0 ... 0.00 6509.0 6514.0 PL
94 PL606 20250729 0.0 0.0 ... 0.00 6589.0 6589.0 PL
95 PL607 20250729 0.0 0.0 ... 0.00 6593.0 6593.0 PL
96 PM509 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250729 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250729 6030.0 6030.0 ... 955.50 6010.0 6004.0 PR
103 PR509 20250729 6020.0 6036.0 ... 265213.28 6014.0 6038.0 PR
104 PR510 20250729 6038.0 6046.0 ... 168379.97 6032.0 6038.0 PR
105 PR511 20250729 6026.0 6036.0 ... 32002.62 6016.0 6020.0 PR
106 PR512 20250729 6032.0 6032.0 ... 54.27 6030.0 6030.0 PR
107 PR601 20250729 6012.0 6038.0 ... 613.83 6018.0 6020.0 PR
108 PR602 20250729 0.0 0.0 ... 0.00 6052.0 6118.0 PR
109 PR603 20250729 6044.0 6044.0 ... 18.13 6044.0 6124.0 PR
110 PR604 20250729 0.0 0.0 ... 0.00 6058.0 6118.0 PR
111 PR605 20250729 0.0 0.0 ... 0.00 6050.0 6050.0 PR
112 PR606 20250729 0.0 0.0 ... 0.00 6020.0 5998.0 PR
113 PR607 20250729 0.0 0.0 ... 0.00 6026.0 6006.0 PR
114 PX508 20250729 6862.0 6908.0 ... 759.88 6846.0 6904.0 PX
115 PX509 20250729 6918.0 6976.0 ... 541054.94 6938.0 6972.0 PX
116 PX510 20250729 6904.0 6948.0 ... 44877.51 6906.0 6938.0 PX
117 PX511 20250729 6858.0 6910.0 ... 64693.34 6868.0 6914.0 PX
118 PX512 20250729 6856.0 6894.0 ... 27450.64 6866.0 6888.0 PX
119 PX601 20250729 6822.0 6864.0 ... 83037.97 6834.0 6854.0 PX
120 PX602 20250729 6822.0 6824.0 ... 13.64 6822.0 6826.0 PX
121 PX603 20250729 0.0 0.0 ... 0.00 6824.0 6848.0 PX
122 PX604 20250729 0.0 0.0 ... 0.00 6784.0 6780.0 PX
123 PX605 20250729 6796.0 6806.0 ... 285.00 6786.0 6796.0 PX
124 PX606 20250729 6804.0 6804.0 ... 3.40 6804.0 6908.0 PX
125 PX607 20250729 0.0 0.0 ... 0.00 6824.0 6834.0 PX
126 RI509 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250729 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250729 2652.0 2655.0 ... 4690.27 2642.0 2655.0 RM
133 RM509 20250729 2662.0 2668.0 ... 856741.15 2640.0 2664.0 RM
134 RM511 20250729 2510.0 2511.0 ... 8459.78 2498.0 2520.0 RM
135 RM601 20250729 2394.0 2397.0 ... 259575.28 2381.0 2394.0 RM
136 RM603 20250729 2379.0 2380.0 ... 16382.06 2365.0 2377.0 RM
137 RM605 20250729 2370.0 2377.0 ... 35505.39 2369.0 2368.0 RM
138 RM607 20250729 2360.0 2366.0 ... 2516.13 2356.0 2356.0 RM
139 RS508 20250729 0.0 0.0 ... 0.00 5056.0 5288.0 RS
140 RS509 20250729 5245.0 5249.0 ... 745.21 5139.0 5375.0 RS
141 RS511 20250729 5248.0 5266.0 ... 140.86 5217.0 5420.0 RS
142 RS607 20250729 5234.0 5316.0 ... 73.70 5264.0 5388.0 RS
143 SA508 20250729 1312.0 1314.0 ... 5010.60 1289.0 1350.0 SA
144 SA509 20250729 1318.0 1330.0 ... 6236237.91 1305.0 1367.0 SA
145 SA510 20250729 1349.0 1357.0 ... 223531.04 1335.0 1398.0 SA
146 SA511 20250729 1363.0 1367.0 ... 296517.69 1346.0 1406.0 SA
147 SA512 20250729 1385.0 1406.0 ... 106855.26 1381.0 1440.0 SA
148 SA601 20250729 1389.0 1411.0 ... 2617712.67 1388.0 1441.0 SA
149 SA602 20250729 1392.0 1414.0 ... 11764.23 1392.0 1437.0 SA
150 SA603 20250729 1380.0 1414.0 ... 9631.14 1389.0 1436.0 SA
151 SA604 20250729 1423.0 1442.0 ... 4752.59 1420.0 1452.0 SA
152 SA605 20250729 1416.0 1447.0 ... 98186.84 1422.0 1458.0 SA
153 SA606 20250729 1420.0 1445.0 ... 5448.97 1421.0 1440.0 SA
154 SA607 20250729 1413.0 1432.0 ... 6054.77 1411.0 1438.0 SA
155 SF508 20250729 5916.0 6104.0 ... 4924.27 5944.0 5892.0 SF
156 SF509 20250729 5840.0 6130.0 ... 2166001.68 5962.0 5902.0 SF
157 SF510 20250729 5832.0 6108.0 ... 185531.95 5940.0 5906.0 SF
158 SF511 20250729 6000.0 6270.0 ... 363586.69 6110.0 6050.0 SF
159 SF512 20250729 5970.0 6248.0 ... 42548.19 6092.0 6052.0 SF
160 SF601 20250729 5950.0 6232.0 ... 192586.28 6092.0 6018.0 SF
161 SF602 20250729 5940.0 6162.0 ... 2512.72 6026.0 5944.0 SF
162 SF603 20250729 6114.0 6278.0 ... 735.32 6128.0 6030.0 SF
163 SF604 20250729 6398.0 6398.0 ... 252.22 6152.0 6064.0 SF
164 SF605 20250729 5970.0 6254.0 ... 3220.10 6110.0 6034.0 SF
165 SF606 20250729 5944.0 6184.0 ... 568.62 6050.0 6026.0 SF
166 SF607 20250729 6118.0 6278.0 ... 354.72 6170.0 6154.0 SF
167 SH508 20250729 2534.0 2560.0 ... 4796.26 2542.0 2527.0 SH
168 SH509 20250729 2609.0 2649.0 ... 4131360.89 2610.0 2584.0 SH
169 SH510 20250729 2658.0 2690.0 ... 320462.33 2656.0 2644.0 SH
170 SH511 20250729 2634.0 2663.0 ... 209835.16 2633.0 2625.0 SH
171 SH512 20250729 2648.0 2669.0 ... 32395.63 2647.0 2643.0 SH
172 SH601 20250729 2641.0 2660.0 ... 545286.92 2638.0 2636.0 SH
173 SH602 20250729 2663.0 2674.0 ... 1629.01 2662.0 2655.0 SH
174 SH603 20250729 2651.0 2682.0 ... 575.00 2662.0 2655.0 SH
175 SH604 20250729 2687.0 2719.0 ... 388.55 2698.0 2694.0 SH
176 SH605 20250729 2698.0 2724.0 ... 8881.56 2706.0 2699.0 SH
177 SH606 20250729 2698.0 2717.0 ... 40.55 2703.0 2699.0 SH
178 SH607 20250729 0.0 0.0 ... 0.00 2697.0 2692.0 SH
179 SM508 20250729 5990.0 6238.0 ... 3853.51 6146.0 6048.0 SM
180 SM509 20250729 6030.0 6250.0 ... 3098528.80 6142.0 6044.0 SM
181 SM510 20250729 6050.0 6252.0 ... 134617.72 6144.0 6074.0 SM
182 SM511 20250729 6116.0 6320.0 ... 228793.31 6210.0 6138.0 SM
183 SM512 20250729 6114.0 6326.0 ... 81334.66 6222.0 6162.0 SM
184 SM601 20250729 6106.0 6318.0 ... 646675.29 6214.0 6124.0 SM
185 SM602 20250729 6108.0 6322.0 ... 3007.70 6222.0 6196.0 SM
186 SM603 20250729 6098.0 6322.0 ... 2101.51 6190.0 6174.0 SM
187 SM604 20250729 6116.0 6314.0 ... 462.88 6214.0 6178.0 SM
188 SM605 20250729 6156.0 6346.0 ... 6478.37 6236.0 6150.0 SM
189 SM606 20250729 6150.0 6324.0 ... 193.75 6250.0 6188.0 SM
190 SM607 20250729 6140.0 6346.0 ... 143.88 6256.0 6206.0 SM
191 SR509 20250729 5840.0 5870.0 ... 937069.00 5858.0 5857.0 SR
192 SR511 20250729 5744.0 5777.0 ... 99075.06 5763.0 5752.0 SR
193 SR601 20250729 5700.0 5734.0 ... 404096.25 5718.0 5693.0 SR
194 SR603 20250729 5663.0 5702.0 ... 5204.43 5682.0 5663.0 SR
195 SR605 20250729 5641.0 5671.0 ... 25172.20 5653.0 5640.0 SR
196 SR607 20250729 5635.0 5662.0 ... 829.69 5644.0 5631.0 SR
197 TA508 20250729 4810.0 4842.0 ... 12365.01 4820.0 4826.0 TA
198 TA509 20250729 4832.0 4856.0 ... 1306349.86 4836.0 4852.0 TA
199 TA510 20250729 4836.0 4858.0 ... 41212.23 4838.0 4852.0 TA
200 TA511 20250729 4836.0 4858.0 ... 30593.14 4836.0 4860.0 TA
201 TA512 20250729 4826.0 4854.0 ... 16545.89 4832.0 4850.0 TA
202 TA601 20250729 4824.0 4852.0 ... 428283.62 4832.0 4844.0 TA
203 TA602 20250729 4844.0 4844.0 ... 202.59 4824.0 4800.0 TA
204 TA603 20250729 4840.0 4844.0 ... 243.52 4822.0 4818.0 TA
205 TA604 20250729 4838.0 4838.0 ... 24.09 4818.0 4810.0 TA
206 TA605 20250729 4832.0 4860.0 ... 3636.69 4842.0 4854.0 TA
207 TA606 20250729 4858.0 4858.0 ... 4.86 4858.0 4822.0 TA
208 TA607 20250729 4856.0 4870.0 ... 12.16 4864.0 4846.0 TA
209 UR508 20250729 1727.0 1745.0 ... 1233.99 1738.0 1735.0 UR
210 UR509 20250729 1730.0 1754.0 ... 527502.26 1739.0 1745.0 UR
211 UR510 20250729 1730.0 1753.0 ... 18753.49 1743.0 1747.0 UR
212 UR511 20250729 1759.0 1779.0 ... 16455.87 1768.0 1771.0 UR
213 UR512 20250729 1749.0 1770.0 ... 246.50 1761.0 1766.0 UR
214 UR601 20250729 1750.0 1774.0 ... 152665.75 1760.0 1763.0 UR
215 UR602 20250729 1750.0 1768.0 ... 491.76 1756.0 1754.0 UR
216 UR603 20250729 1771.0 1793.0 ... 121.19 1782.0 1779.0 UR
217 UR604 20250729 1777.0 1788.0 ... 64.14 1782.0 1781.0 UR
218 UR605 20250729 1776.0 1799.0 ... 4537.52 1786.0 1782.0 UR
219 UR606 20250729 1774.0 1791.0 ... 274.38 1782.0 1778.0 UR
220 UR607 20250729 1787.0 1800.0 ... 42.98 1791.0 1787.0 UR
221 WH509 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250729 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC508 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC509 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC510 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC511 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC512 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC601 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC602 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC603 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC604 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC605 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC606 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC607 20250729 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-07-29 18:26:50,929 - future_1d - INFO - ak.get_czce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 PS2508 20250729 49500.0 ... 50080.0 49000.0 PS
1 PS2509 20250729 49500.0 ... 50250.0 48965.0 PS
2 PS2510 20250729 49995.0 ... 50390.0 49060.0 PS
3 PS2511 20250729 49800.0 ... 50350.0 48830.0 PS
4 PS2512 20250729 51350.0 ... 52625.0 51080.0 PS
5 PS2601 20250729 52000.0 ... 52410.0 50980.0 PS
6 PS2602 20250729 51565.0 ... 52050.0 51030.0 PS
7 PS2603 20250729 51600.0 ... 52370.0 50780.0 PS
8 PS2604 20250729 52010.0 ... 52520.0 50685.0 PS
9 PS2605 20250729 51305.0 ... 52415.0 50455.0 PS
10 PS2606 20250729 52350.0 ... 53795.0 51745.0 PS
11 PS2607 20250729 52360.0 ... 53835.0 51515.0 PS
13 SI2508 20250729 8890.0 ... 8995.0 9125.0 SI
14 SI2509 20250729 8915.0 ... 9085.0 9135.0 SI
15 SI2510 20250729 8880.0 ... 9050.0 9090.0 SI
16 SI2511 20250729 8810.0 ... 9005.0 9045.0 SI
17 SI2512 20250729 9040.0 ... 9270.0 9285.0 SI
18 SI2601 20250729 9025.0 ... 9265.0 9245.0 SI
19 SI2602 20250729 8960.0 ... 9265.0 9150.0 SI
20 SI2603 20250729 8980.0 ... 9200.0 9165.0 SI
21 SI2604 20250729 8980.0 ... 9235.0 9160.0 SI
22 SI2605 20250729 8890.0 ... 9185.0 9185.0 SI
23 SI2606 20250729 8935.0 ... 9165.0 9125.0 SI
24 SI2607 20250729 8950.0 ... 9180.0 9115.0 SI
27 LC2508 20250729 70320.0 ... 70040.0 74160.0 LC
28 LC2509 20250729 70160.0 ... 70300.0 75280.0 LC
29 LC2510 20250729 70040.0 ... 69900.0 74340.0 LC
30 LC2511 20250729 70620.0 ... 69800.0 74120.0 LC
31 LC2512 20250729 70880.0 ... 69960.0 73660.0 LC
32 LC2601 20250729 72000.0 ... 69980.0 72980.0 LC
33 LC2602 20250729 70080.0 ... 69740.0 71060.0 LC
34 LC2603 20250729 69660.0 ... 69400.0 71620.0 LC
35 LC2604 20250729 70880.0 ... 69740.0 71780.0 LC
36 LC2605 20250729 69000.0 ... 69820.0 71540.0 LC
37 LC2606 20250729 69040.0 ... 69400.0 71460.0 LC
38 LC2607 20250729 68900.0 ... 69480.0 71240.0 LC
[36 rows x 12 columns]
2025-07-29 18:26:51,020 - future_1d - INFO - ak.get_gfex_daily('2025-07-29') done
index symbol date ... settle pre_settle variety
0 0 CU2508 20250729 ... 78920 78950 CU
1 1 CU2509 20250729 ... 78980 78980 CU
2 2 CU2510 20250729 ... 78990 79000 CU
3 3 CU2511 20250729 ... 78940 78970 CU
4 4 CU2512 20250729 ... 78890 78950 CU
5 5 CU2601 20250729 ... 78830 78900 CU
6 6 CU2602 20250729 ... 78750 78870 CU
7 7 CU2603 20250729 ... 78710 78880 CU
8 8 CU2604 20250729 ... 78750 78870 CU
9 9 CU2605 20250729 ... 78800 78900 CU
10 10 CU2606 20250729 ... 78790 78920 CU
11 11 CU2607 20250729 ... 78810 78890 CU
12 12 BC2508 20250729 ... 70050 70080 BC
13 13 BC2509 20250729 ... 70130 70160 BC
14 14 BC2510 20250729 ... 70180 70240 BC
15 15 BC2511 20250729 ... 69850 69850 BC
16 16 BC2512 20250729 ... 70400 70620 BC
17 17 BC2601 20250729 ... 70020 70020 BC
18 18 BC2602 20250729 ... 70000 70000 BC
19 19 BC2603 20250729 ... 70000 70000 BC
20 20 BC2604 20250729 ... 70000 70000 BC
21 21 BC2605 20250729 ... 70000 70000 BC
22 22 BC2606 20250729 ... 69340 69340 BC
23 23 BC2607 20250729 ... 68670 68670 BC
24 24 AL2508 20250729 ... 20650 20660 AL
25 25 AL2509 20250729 ... 20625 20650 AL
26 26 AL2510 20250729 ... 20590 20615 AL
27 27 AL2511 20250729 ... 20540 20550 AL
28 28 AL2512 20250729 ... 20480 20500 AL
29 29 AL2601 20250729 ... 20450 20475 AL
30 30 AL2602 20250729 ... 20460 20460 AL
31 31 AL2603 20250729 ... 20475 20470 AL
32 32 AL2604 20250729 ... 20490 20485 AL
33 33 AL2605 20250729 ... 20490 20510 AL
34 34 AL2606 20250729 ... 20515 20530 AL
35 35 AL2607 20250729 ... 20525 20510 AL
36 36 ZN2508 20250729 ... 22625 22680 ZN
37 37 ZN2509 20250729 ... 22660 22735 ZN
38 38 ZN2510 20250729 ... 22665 22740 ZN
39 39 ZN2511 20250729 ... 22650 22700 ZN
40 40 ZN2512 20250729 ... 22600 22670 ZN
41 41 ZN2601 20250729 ... 22555 22615 ZN
42 42 ZN2602 20250729 ... 22545 22590 ZN
43 43 ZN2603 20250729 ... 22495 22640 ZN
44 44 ZN2604 20250729 ... 22590 22630 ZN
45 45 ZN2605 20250729 ... 22595 22625 ZN
46 46 ZN2606 20250729 ... 22550 22610 ZN
47 47 ZN2607 20250729 ... 22525 22620 ZN
48 48 PB2508 20250729 ... 16920 16920 PB
49 49 PB2509 20250729 ... 16945 16940 PB
50 50 PB2510 20250729 ... 16965 16960 PB
51 51 PB2511 20250729 ... 16990 16960 PB
52 52 PB2512 20250729 ... 17010 17035 PB
53 53 PB2601 20250729 ... 17000 17035 PB
54 54 PB2602 20250729 ... 17090 17110 PB
55 55 PB2603 20250729 ... 17110 17110 PB
56 56 PB2604 20250729 ... 17095 17095 PB
57 57 PB2605 20250729 ... 17150 17140 PB
58 58 PB2606 20250729 ... 17100 17130 PB
59 59 PB2607 20250729 ... 17160 17085 PB
60 60 NI2508 20250729 ... 121700 122680 NI
61 61 NI2509 20250729 ... 121900 122840 NI
62 62 NI2510 20250729 ... 121990 122980 NI
63 63 NI2511 20250729 ... 122240 122970 NI
64 64 NI2512 20250729 ... 122430 123360 NI
65 65 NI2601 20250729 ... 122690 123530 NI
66 66 NI2602 20250729 ... 122770 123230 NI
67 67 NI2603 20250729 ... 123040 123880 NI
68 68 NI2604 20250729 ... 123060 124170 NI
69 69 NI2605 20250729 ... 123420 123520 NI
70 70 NI2606 20250729 ... 123670 124880 NI
71 71 NI2607 20250729 ... 123840 123630 NI
72 72 SN2508 20250729 ... 267300 268550 SN
73 73 SN2509 20250729 ... 267360 268690 SN
74 74 SN2510 20250729 ... 267290 268660 SN
75 75 SN2511 20250729 ... 267050 268390 SN
76 76 SN2512 20250729 ... 267110 268070 SN
77 77 SN2601 20250729 ... 267390 267800 SN
78 78 SN2602 20250729 ... 267150 267920 SN
79 79 SN2603 20250729 ... 267340 267640 SN
80 80 SN2604 20250729 ... 267850 269110 SN
81 81 SN2605 20250729 ... 267880 268890 SN
82 82 SN2606 20250729 ... 267960 269600 SN
83 83 SN2607 20250729 ... 268480 269320 SN
84 84 AO2508 20250729 ... 3274 3323 AO
85 85 AO2509 20250729 ... 3272 3274 AO
86 86 AO2510 20250729 ... 3255 3268 AO
87 87 AO2511 20250729 ... 3253 3264 AO
88 88 AO2512 20250729 ... 3249 3262 AO
89 89 AO2601 20250729 ... 3246 3266 AO
90 90 AO2602 20250729 ... 3237 3248 AO
91 91 AO2603 20250729 ... 3237 3252 AO
92 92 AO2604 20250729 ... 3235 3249 AO
93 93 AO2605 20250729 ... 3233 3244 AO
94 94 AO2606 20250729 ... 3228 3221 AO
95 95 AO2607 20250729 ... 3226 3236 AO
96 96 AD2511 20250729 ... 20040 20035 AD
97 97 AD2512 20250729 ... 20020 19995 AD
98 98 AD2601 20250729 ... 19955 19930 AD
99 99 AD2602 20250729 ... 19930 20010 AD
100 100 AD2603 20250729 ... 19880 20135 AD
101 101 AD2604 20250729 ... 19890 19935 AD
102 102 AD2605 20250729 ... 19960 19960 AD
103 103 AD2606 20250729 ... 19695 19695 AD
104 104 AD2607 20250729 ... 19790 19790 AD
105 105 AU2508 20250729 ... 768 770.94 AU
106 106 AU2509 20250729 ... 768.88 771.72 AU
107 107 AU2510 20250729 ... 770.56 773.26 AU
108 108 AU2512 20250729 ... 772.84 775.48 AU
109 109 AU2602 20250729 ... 774.98 777.74 AU
110 110 AU2604 20250729 ... 777.02 779.86 AU
111 111 AU2606 20250729 ... 779.48 782.78 AU
112 112 AU2608 20250729 ... 781.96 784.34 AU
113 113 AG2508 20250729 ... 9168 9212 AG
114 114 AG2509 20250729 ... 9176 9211 AG
115 115 AG2510 20250729 ... 9192 9225 AG
116 116 AG2511 20250729 ... 9201 9236 AG
117 117 AG2512 20250729 ... 9213 9246 AG
118 118 AG2601 20250729 ... 9222 9263 AG
119 119 AG2602 20250729 ... 9238 9270 AG
120 120 AG2603 20250729 ... 9245 9291 AG
121 121 AG2604 20250729 ... 9254 9294 AG
122 122 AG2605 20250729 ... 9269 9305 AG
123 123 AG2606 20250729 ... 9284 9313 AG
124 124 AG2607 20250729 ... 9296 9335 AG
125 125 RB2508 20250729 ... 3217 3227 RB
126 126 RB2509 20250729 ... 3236 3260 RB
127 127 RB2510 20250729 ... 3301 3282 RB
128 128 RB2511 20250729 ... 3295 3291 RB
129 129 RB2512 20250729 ... 3322 3316 RB
130 130 RB2601 20250729 ... 3338 3326 RB
131 131 RB2602 20250729 ... 3333 3311 RB
132 132 RB2603 20250729 ... 3334 3333 RB
133 133 RB2604 20250729 ... 3361 3337 RB
134 134 RB2605 20250729 ... 3365 3351 RB
135 135 RB2606 20250729 ... 3346 3343 RB
136 136 RB2607 20250729 ... 3352 3350 RB
137 137 WR2508 20250729 ... 3212 3212 WR
138 138 WR2509 20250729 ... 3335 3335 WR
139 139 WR2510 20250729 ... 3516 3473 WR
140 140 WR2511 20250729 ... 3490 3506 WR
141 141 WR2512 20250729 ... 3532 3532 WR
142 142 WR2601 20250729 ... 3550 3495 WR
143 143 WR2602 20250729 ... 3570 3570 WR
144 144 WR2603 20250729 ... 3565 3565 WR
145 145 WR2604 20250729 ... 3559 3559 WR
146 146 WR2605 20250729 ... 3616 3616 WR
147 147 WR2606 20250729 ... 3600 3600 WR
148 148 WR2607 20250729 ... 3635 3635 WR
149 149 HC2508 20250729 ... 3468 3396 HC
150 150 HC2509 20250729 ... 3432 3482 HC
151 151 HC2510 20250729 ... 3455 3434 HC
152 152 HC2511 20250729 ... 3451 3438 HC
153 153 HC2512 20250729 ... 3469 3439 HC
154 154 HC2601 20250729 ... 3467 3442 HC
155 155 HC2602 20250729 ... 3429 3433 HC
156 156 HC2603 20250729 ... 3447 3438 HC
157 157 HC2604 20250729 ... 3451 3453 HC
158 158 HC2605 20250729 ... 3456 3449 HC
159 159 HC2606 20250729 ... 3471 3467 HC
160 160 HC2607 20250729 ... 3490 3442 HC
161 161 SS2508 20250729 ... 12885 12925 SS
162 162 SS2509 20250729 ... 12880 12935 SS
163 163 SS2510 20250729 ... 12920 12970 SS
164 164 SS2511 20250729 ... 12970 13020 SS
165 165 SS2512 20250729 ... 12995 13040 SS
166 166 SS2601 20250729 ... 13020 13090 SS
167 167 SS2602 20250729 ... 13065 13080 SS
168 168 SS2603 20250729 ... 13125 13110 SS
169 169 SS2604 20250729 ... 13215 13215 SS
170 170 SS2605 20250729 ... 13225 13240 SS
171 171 SS2606 20250729 ... 13235 13255 SS
172 172 SS2607 20250729 ... 13275 13315 SS
173 173 SC2508 20250729 ... 540.2 532.6 SC
174 174 SC2509 20250729 ... 514.7 505.5 SC
175 175 SC2510 20250729 ... 507.8 500.1 SC
176 176 SC2511 20250729 ... 503.8 495.6 SC
177 177 SC2512 20250729 ... 500.5 492.9 SC
178 178 SC2601 20250729 ... 497.5 489.6 SC
179 179 SC2602 20250729 ... 495.1 487.7 SC
180 180 SC2603 20250729 ... 492.1 486.9 SC
181 181 SC2604 20250729 ... 490.9 483.6 SC
182 182 SC2605 20250729 ... 487.9 486.3 SC
183 183 SC2606 20250729 ... 488.5 482.3 SC
184 184 SC2607 20250729 ... 482.7 478.5 SC
185 185 SC2609 20250729 ... 483.2 474.9 SC
186 186 SC2612 20250729 ... 478.7 472.6 SC
187 187 SC2703 20250729 ... 473 473 SC
188 188 SC2706 20250729 ... 474.6 469.4 SC
189 189 SC2709 20250729 ... 470.9 467.5 SC
190 190 SC2712 20250729 ... 474.9 468.4 SC
191 191 SC2803 20250729 ... 466.3 466.3 SC
192 192 SC2806 20250729 ... 467.7 463.5 SC
193 193 LU2508 20250729 ... 3498 3455 LU
194 194 LU2509 20250729 ... 3615 3547 LU
195 195 LU2510 20250729 ... 3620 3548 LU
196 196 LU2511 20250729 ... 3608 3528 LU
197 197 LU2512 20250729 ... 3574 3511 LU
198 198 LU2601 20250729 ... 3546 3498 LU
199 199 LU2602 20250729 ... 3530 3472 LU
200 200 LU2603 20250729 ... 3512 3468 LU
201 201 LU2604 20250729 ... 3507 3461 LU
202 202 LU2605 20250729 ... 3504 3452 LU
203 203 LU2606 20250729 ... 3492 3457 LU
204 204 LU2607 20250729 ... 3483 3453 LU
205 205 FU2508 20250729 ... 2883 2883 FU
206 206 FU2509 20250729 ... 2913 2860 FU
207 207 FU2510 20250729 ... 2917 2874 FU
208 208 FU2511 20250729 ... 2922 2879 FU
209 209 FU2512 20250729 ... 2915 2876 FU
210 210 FU2601 20250729 ... 2913 2876 FU
211 211 FU2602 20250729 ... 2901 2862 FU
212 212 FU2603 20250729 ... 2891 2857 FU
213 213 FU2604 20250729 ... 2877 2849 FU
214 214 FU2605 20250729 ... 2865 2839 FU
215 215 FU2606 20250729 ... 2857 2830 FU
216 216 FU2607 20250729 ... 2832 2808 FU
217 217 BU2508 20250729 ... 3640 3618 BU
218 218 BU2509 20250729 ... 3614 3591 BU
219 219 BU2510 20250729 ... 3592 3560 BU
220 220 BU2511 20250729 ... 3548 3521 BU
221 221 BU2512 20250729 ... 3480 3451 BU
222 222 BU2601 20250729 ... 3450 3421 BU
223 223 BU2602 20250729 ... 3427 3423 BU
224 224 BU2603 20250729 ... 3431 3405 BU
225 225 BU2604 20250729 ... 3421 3390 BU
226 226 BU2605 20250729 ... 3417 3405 BU
227 227 BU2606 20250729 ... 3411 3391 BU
228 228 BU2607 20250729 ... 3395 3395 BU
229 229 BU2609 20250729 ... 3398 3385 BU
230 230 BU2612 20250729 ... 3350 3342 BU
231 231 BU2703 20250729 ... 3352 3342 BU
232 232 BU2706 20250729 ... 3353 3333 BU
233 233 BR2508 20250729 ... 11845 12130 BR
234 234 BR2509 20250729 ... 11855 12125 BR
235 235 BR2510 20250729 ... 11815 12095 BR
236 236 BR2511 20250729 ... 11795 12030 BR
237 237 BR2512 20250729 ... 11855 12060 BR
238 238 BR2601 20250729 ... 11860 12050 BR
239 239 BR2602 20250729 ... 11820 11995 BR
240 240 BR2603 20250729 ... 11880 11990 BR
241 241 BR2604 20250729 ... 11820 12055 BR
242 242 BR2605 20250729 ... 11800 12085 BR
243 243 BR2606 20250729 ... 11820 12090 BR
244 244 BR2607 20250729 ... 11890 12230 BR
245 245 RU2508 20250729 ... 14940 15315 RU
246 246 RU2509 20250729 ... 14975 15240 RU
247 247 RU2510 20250729 ... 14955 15230 RU
248 248 RU2511 20250729 ... 14930 15160 RU
249 249 RU2601 20250729 ... 15750 16005 RU
250 250 RU2603 20250729 ... 15810 15990 RU
251 251 RU2604 20250729 ... 15800 16115 RU
252 252 RU2605 20250729 ... 15880 16150 RU
253 253 RU2606 20250729 ... 15890 16290 RU
254 254 RU2607 20250729 ... 15985 16135 RU
255 255 NR2508 20250729 ... 12605 12990 NR
256 256 NR2509 20250729 ... 12665 12985 NR
257 257 NR2510 20250729 ... 12665 12955 NR
258 258 NR2511 20250729 ... 12665 12930 NR
259 259 NR2512 20250729 ... 12665 13005 NR
260 260 NR2601 20250729 ... 12750 13010 NR
261 261 NR2602 20250729 ... 12840 13210 NR
262 262 NR2603 20250729 ... 12665 13065 NR
263 263 NR2604 20250729 ... 12760 13145 NR
264 264 NR2605 20250729 ... 12790 12995 NR
265 265 NR2606 20250729 ... 13050 13140 NR
266 266 NR2607 20250729 ... 13020 13140 NR
267 267 SP2508 20250729 ... 5352 5400 SP
268 268 SP2509 20250729 ... 5384 5422 SP
269 269 SP2510 20250729 ... 5344 5352 SP
270 270 SP2511 20250729 ... 5352 5350 SP
271 271 SP2512 20250729 ... 5328 5330 SP
272 272 SP2601 20250729 ... 5528 5522 SP
273 273 SP2602 20250729 ... 5438 5442 SP
274 274 SP2603 20250729 ... 5430 5428 SP
275 275 SP2604 20250729 ... 5420 5422 SP
276 276 SP2605 20250729 ... 5402 5406 SP
277 277 SP2606 20250729 ... 5402 5402 SP
278 278 SP2607 20250729 ... 5414 5404 SP
279 279 EC2508 20250729 ... 2105.6 2188.7 EC
280 280 EC2510 20250729 ... 1475.4 1486.3 EC
281 281 EC2512 20250729 ... 1734.5 1722.3 EC
282 282 EC2602 20250729 ... 1522.7 1528.7 EC
283 283 EC2604 20250729 ... 1366.2 1363 EC
284 284 EC2606 20250729 ... 1501.8 1490.7 EC
285 285 SC_TAS2509 20250729 ... SC_TAS
286 286 SC_TAS2510 20250729 ... SC_TAS
287 287 SC_TAS2511 20250729 ... SC_TAS
[288 rows x 13 columns]
2025-07-29 18:26:51,117 - future_1d - INFO - ak.get_shfe_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 a2509 20250729 4145.00 ... 4136.00 4183.00 A
1 a2511 20250729 4103.00 ... 4105.00 4115.00 A
2 a2601 20250729 4095.00 ... 4090.00 4100.00 A
3 a2603 20250729 4090.00 ... 4080.00 4090.00 A
4 a2605 20250729 4114.00 ... 4119.00 4128.00 A
5 a2607 20250729 4112.00 ... 4117.00 4123.00 A
6 b2508 20250729 3536.00 ... 3521.00 3538.00 B
7 b2509 20250729 3619.00 ... 3621.00 3632.00 B
8 b2510 20250729 3676.00 ... 3669.00 3693.00 B
9 b2511 20250729 3697.00 ... 3695.00 3716.00 B
10 b2512 20250729 3723.00 ... 3720.00 3734.00 B
11 b2601 20250729 3718.00 ... 3714.00 3724.00 B
12 b2602 20250729 3683.00 ... 3684.00 3698.00 B
13 b2603 20250729 3590.00 ... 3603.00 3604.00 B
14 b2604 20250729 3499.00 ... 3500.00 3503.00 B
15 b2605 20250729 3437.00 ... 3438.00 3436.00 B
16 b2606 20250729 3424.00 ... 3421.00 3430.00 B
17 b2607 20250729 3420.00 ... 3414.00 3424.00 B
18 bb2509 20250729 148.15 ... 147.60 151.10 BB
19 bb2511 20250729 153.10 ... 152.40 153.10 BB
20 bb2601 20250729 150.85 ... 150.25 149.75 BB
21 bb2603 20250729 0.00 ... 142.45 142.00 BB
22 bb2605 20250729 0.00 ... 142.50 142.05 BB
23 bb2607 20250729 0.00 ... 142.50 142.05 BB
24 bz2603 20250729 6279.00 ... 6283.00 6296.00 BZ
25 bz2604 20250729 6205.00 ... 6228.00 6226.00 BZ
26 bz2605 20250729 6188.00 ... 6220.00 6239.00 BZ
27 bz2606 20250729 6250.00 ... 6244.00 6250.00 BZ
28 bz2607 20250729 0.00 ... 6250.00 6250.00 BZ
29 c2509 20250729 2317.00 ... 2306.00 2313.00 C
30 c2511 20250729 2255.00 ... 2242.00 2260.00 C
31 c2601 20250729 2226.00 ... 2217.00 2232.00 C
32 c2603 20250729 2226.00 ... 2219.00 2233.00 C
33 c2605 20250729 2270.00 ... 2263.00 2275.00 C
34 c2607 20250729 2285.00 ... 2277.00 2288.00 C
35 cs2509 20250729 2681.00 ... 2671.00 2674.00 CS
36 cs2511 20250729 2601.00 ... 2584.00 2597.00 CS
37 cs2601 20250729 2615.00 ... 2599.00 2611.00 CS
38 cs2603 20250729 2605.00 ... 2600.00 2608.00 CS
39 cs2605 20250729 2646.00 ... 2641.00 2649.00 CS
40 cs2607 20250729 0.00 ... 2653.00 2653.00 CS
41 eb2508 20250729 7370.00 ... 7347.00 7448.00 EB
42 eb2509 20250729 7372.00 ... 7359.00 7441.00 EB
43 eb2510 20250729 7395.00 ... 7374.00 7438.00 EB
44 eb2511 20250729 7375.00 ... 7381.00 7420.00 EB
45 eb2512 20250729 7366.00 ... 7392.00 7399.00 EB
46 eb2601 20250729 7375.00 ... 7412.00 7419.00 EB
47 eb2602 20250729 7411.00 ... 7417.00 7399.00 EB
48 eb2603 20250729 7424.00 ... 7412.00 7406.00 EB
49 eb2604 20250729 7438.00 ... 7432.00 7379.00 EB
50 eb2605 20250729 7440.00 ... 7437.00 7428.00 EB
51 eb2606 20250729 7442.00 ... 7446.00 7481.00 EB
52 eb2607 20250729 0.00 ... 7481.00 7481.00 EB
53 eg2508 20250729 4403.00 ... 4417.00 4410.00 EG
54 eg2509 20250729 4423.00 ... 4450.00 4469.00 EG
55 eg2510 20250729 4447.00 ... 4449.00 4468.00 EG
56 eg2511 20250729 4462.00 ... 4459.00 4462.00 EG
57 eg2512 20250729 4467.00 ... 4469.00 4472.00 EG
58 eg2601 20250729 4480.00 ... 4480.00 4472.00 EG
59 eg2602 20250729 4474.00 ... 4476.00 4488.00 EG
60 eg2603 20250729 4487.00 ... 4490.00 4471.00 EG
61 eg2604 20250729 4497.00 ... 4497.00 4534.00 EG
62 eg2605 20250729 4499.00 ... 4501.00 4499.00 EG
63 eg2606 20250729 0.00 ... 4503.00 4503.00 EG
64 eg2607 20250729 4561.00 ... 4561.00 4503.00 EG
65 fb2508 20250729 0.00 ... 1395.00 1392.50 FB
66 fb2509 20250729 1277.00 ... 1271.00 1274.00 FB
67 fb2510 20250729 1308.00 ... 1305.00 1312.00 FB
68 fb2511 20250729 1312.00 ... 1307.50 1316.00 FB
69 fb2512 20250729 1309.50 ... 1309.50 1316.50 FB
70 fb2601 20250729 1317.00 ... 1313.00 1319.00 FB
71 fb2602 20250729 0.00 ... 1305.50 1305.50 FB
72 fb2603 20250729 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250729 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250729 0.00 ... 1330.50 1327.50 FB
75 fb2606 20250729 1331.50 ... 1331.50 1326.50 FB
76 fb2607 20250729 0.00 ... 1295.00 1295.00 FB
77 i2508 20250729 788.00 ... 791.50 791.50 I
78 i2509 20250729 786.50 ... 792.50 793.00 I
79 i2510 20250729 781.00 ... 786.50 788.00 I
80 i2511 20250729 774.00 ... 780.00 781.50 I
81 i2512 20250729 770.00 ... 773.00 775.00 I
82 i2601 20250729 756.00 ... 764.50 765.50 I
83 i2602 20250729 754.00 ... 760.00 762.00 I
84 i2603 20250729 750.00 ... 755.50 758.50 I
85 i2604 20250729 746.50 ... 752.00 755.00 I
86 i2605 20250729 737.00 ... 743.50 745.00 I
87 i2606 20250729 732.50 ... 737.50 739.50 I
88 i2607 20250729 729.00 ... 733.50 733.50 I
89 j2508 20250729 1541.50 ... 1557.00 1601.00 J
90 j2509 20250729 1610.00 ... 1612.00 1677.00 J
91 j2510 20250729 1653.00 ... 1632.00 1682.00 J
92 j2511 20250729 1664.50 ... 1655.00 1684.50 J
93 j2512 20250729 1649.50 ... 1644.00 1685.50 J
94 j2601 20250729 1641.50 ... 1664.50 1719.50 J
95 j2602 20250729 0.00 ... 1727.00 1727.00 J
96 j2603 20250729 0.00 ... 1733.00 1733.00 J
97 j2604 20250729 1724.50 ... 1724.50 1738.50 J
98 j2605 20250729 1696.00 ... 1717.50 1741.00 J
99 j2606 20250729 1719.00 ... 1714.50 1741.50 J
100 j2607 20250729 0.00 ... 1780.50 1780.50 J
101 jd2508 20250729 3380.00 ... 3347.00 3378.00 JD
102 jd2509 20250729 3560.00 ... 3570.00 3587.00 JD
103 jd2510 20250729 3390.00 ... 3386.00 3398.00 JD
104 jd2511 20250729 3408.00 ... 3413.00 3409.00 JD
105 jd2512 20250729 3553.00 ... 3552.00 3565.00 JD
106 jd2601 20250729 3660.00 ... 3640.00 3653.00 JD
107 jd2602 20250729 3229.00 ... 3210.00 3219.00 JD
108 jd2603 20250729 3220.00 ... 3210.00 3221.00 JD
109 jd2604 20250729 3370.00 ... 3365.00 3375.00 JD
110 jd2605 20250729 3474.00 ... 3471.00 3481.00 JD
111 jd2606 20250729 3290.00 ... 3290.00 3296.00 JD
112 jd2607 20250729 3488.00 ... 3500.00 3296.00 JD
113 jm2508 20250729 990.00 ... 956.00 1092.50 JM
114 jm2509 20250729 1090.00 ... 1087.50 1200.00 JM
115 jm2510 20250729 1101.00 ... 1106.00 1206.50 JM
116 jm2511 20250729 1120.00 ... 1119.50 1205.50 JM
117 jm2512 20250729 1150.50 ... 1140.00 1217.50 JM
118 jm2601 20250729 1158.00 ... 1164.00 1232.50 JM
119 jm2602 20250729 1136.50 ... 1161.50 1238.00 JM
120 jm2603 20250729 1160.00 ... 1167.50 1244.00 JM
121 jm2604 20250729 1150.00 ... 1166.50 1228.00 JM
122 jm2605 20250729 1154.00 ... 1181.50 1223.50 JM
123 jm2606 20250729 1164.00 ... 1184.00 1227.00 JM
124 jm2607 20250729 1169.00 ... 1192.50 1249.50 JM
125 l2508 20250729 7305.00 ... 7331.00 7327.00 L
126 l2509 20250729 7341.00 ... 7369.00 7367.00 L
127 l2510 20250729 7384.00 ... 7400.00 7388.00 L
128 l2511 20250729 7414.00 ... 7415.00 7405.00 L
129 l2512 20250729 7429.00 ... 7428.00 7429.00 L
130 l2601 20250729 7420.00 ... 7427.00 7423.00 L
131 l2602 20250729 7415.00 ... 7416.00 7414.00 L
132 l2603 20250729 7410.00 ... 7410.00 7403.00 L
133 l2604 20250729 7428.00 ... 7434.00 7407.00 L
134 l2605 20250729 7396.00 ... 7415.00 7416.00 L
135 l2606 20250729 0.00 ... 7427.00 7427.00 L
136 l2607 20250729 7433.00 ... 7439.00 7417.00 L
137 lg2509 20250729 828.00 ... 830.00 829.00 LG
138 lg2511 20250729 840.00 ... 833.50 835.50 LG
139 lg2601 20250729 843.00 ... 835.50 836.50 LG
140 lg2603 20250729 836.50 ... 833.50 836.50 LG
141 lg2605 20250729 844.00 ... 839.00 841.50 LG
142 lg2607 20250729 0.00 ... 841.50 841.50 LG
143 lh2509 20250729 14350.00 ... 14145.00 14220.00 LH
144 lh2511 20250729 14200.00 ... 14160.00 14305.00 LH
145 lh2601 20250729 14520.00 ... 14420.00 14585.00 LH
146 lh2603 20250729 13620.00 ... 13540.00 13655.00 LH
147 lh2605 20250729 14030.00 ... 14055.00 14100.00 LH
148 lh2607 20250729 14550.00 ... 14495.00 14100.00 LH
149 m2508 20250729 2988.00 ... 2970.00 2988.00 M
150 m2509 20250729 2989.00 ... 2974.00 3001.00 M
151 m2511 20250729 3027.00 ... 3011.00 3035.00 M
152 m2512 20250729 3063.00 ... 3048.00 3071.00 M
153 m2601 20250729 3040.00 ... 3024.00 3045.00 M
154 m2603 20250729 2919.00 ... 2912.00 2919.00 M
155 m2605 20250729 2751.00 ... 2744.00 2750.00 M
156 m2607 20250729 2731.00 ... 2730.00 2735.00 M
157 p2508 20250729 8882.00 ... 8838.00 8828.00 P
158 p2509 20250729 8952.00 ... 8926.00 8916.00 P
159 p2510 20250729 8956.00 ... 8922.00 8918.00 P
160 p2511 20250729 8948.00 ... 8942.00 8908.00 P
161 p2512 20250729 8952.00 ... 8938.00 8904.00 P
162 p2601 20250729 8936.00 ... 8924.00 8900.00 P
163 p2602 20250729 8854.00 ... 8904.00 8878.00 P
164 p2603 20250729 8836.00 ... 8848.00 8810.00 P
165 p2604 20250729 8808.00 ... 8796.00 8744.00 P
166 p2605 20250729 8730.00 ... 8720.00 8670.00 P
167 p2606 20250729 8664.00 ... 8666.00 8572.00 P
168 p2607 20250729 8644.00 ... 8624.00 8596.00 P
169 pg2508 20250729 3990.00 ... 4013.00 3983.00 PG
170 pg2509 20250729 4001.00 ... 4020.00 3997.00 PG
171 pg2510 20250729 4411.00 ... 4430.00 4409.00 PG
172 pg2511 20250729 4355.00 ... 4366.00 4349.00 PG
173 pg2512 20250729 4291.00 ... 4305.00 4288.00 PG
174 pg2601 20250729 4238.00 ... 4241.00 4223.00 PG
175 pg2602 20250729 4170.00 ... 4158.00 4152.00 PG
176 pg2603 20250729 4056.00 ... 4076.00 4066.00 PG
177 pg2604 20250729 4367.00 ... 4365.00 4352.00 PG
178 pg2605 20250729 4288.00 ... 4278.00 4254.00 PG
179 pg2606 20250729 4212.00 ... 4218.00 4182.00 PG
180 pg2607 20250729 4224.00 ... 4209.00 4182.00 PG
181 pp2508 20250729 7098.00 ... 7108.00 7092.00 PP
182 pp2509 20250729 7139.00 ... 7147.00 7147.00 PP
183 pp2510 20250729 7125.00 ... 7137.00 7137.00 PP
184 pp2511 20250729 7134.00 ... 7145.00 7146.00 PP
185 pp2512 20250729 7151.00 ... 7150.00 7151.00 PP
186 pp2601 20250729 7140.00 ... 7157.00 7155.00 PP
187 pp2602 20250729 7141.00 ... 7130.00 7117.00 PP
188 pp2603 20250729 7139.00 ... 7130.00 7170.00 PP
189 pp2604 20250729 0.00 ... 7144.00 7144.00 PP
190 pp2605 20250729 7148.00 ... 7150.00 7158.00 PP
191 pp2606 20250729 7124.00 ... 7124.00 7111.00 PP
192 pp2607 20250729 7185.00 ... 7178.00 7150.00 PP
193 rr2508 20250729 3594.00 ... 3574.00 3591.00 RR
194 rr2509 20250729 3602.00 ... 3611.00 3606.00 RR
195 rr2510 20250729 3631.00 ... 3631.00 3630.00 RR
196 rr2511 20250729 3624.00 ... 3623.00 3620.00 RR
197 rr2512 20250729 0.00 ... 3629.00 3629.00 RR
198 rr2601 20250729 3629.00 ... 3625.00 3622.00 RR
199 rr2602 20250729 3626.00 ... 3626.00 3627.00 RR
200 rr2603 20250729 3634.00 ... 3634.00 3633.00 RR
201 rr2604 20250729 3626.00 ... 3629.00 3634.00 RR
202 rr2605 20250729 3626.00 ... 3626.00 3630.00 RR
203 rr2606 20250729 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250729 0.00 ... 3629.00 3617.00 RR
205 v2508 20250729 5124.00 ... 5137.00 5223.00 V
206 v2509 20250729 5150.00 ... 5161.00 5232.00 V
207 v2510 20250729 5182.00 ... 5194.00 5269.00 V
208 v2511 20250729 5220.00 ... 5227.00 5298.00 V
209 v2512 20250729 5254.00 ... 5250.00 5312.00 V
210 v2601 20250729 5280.00 ... 5290.00 5358.00 V
211 v2602 20250729 5323.00 ... 5321.00 5353.00 V
212 v2603 20250729 5323.00 ... 5320.00 5375.00 V
213 v2604 20250729 5505.00 ... 5521.00 5576.00 V
214 v2605 20250729 5543.00 ... 5557.00 5585.00 V
215 v2606 20250729 5556.00 ... 5569.00 5611.00 V
216 v2607 20250729 5560.00 ... 5574.00 5595.00 V
217 y2508 20250729 8218.00 ... 8188.00 8214.00 Y
218 y2509 20250729 8130.00 ... 8174.00 8114.00 Y
219 y2511 20250729 8120.00 ... 8176.00 8120.00 Y
220 y2512 20250729 8136.00 ... 8220.00 8112.00 Y
221 y2601 20250729 8086.00 ... 8138.00 8068.00 Y
222 y2603 20250729 7986.00 ... 8014.00 7958.00 Y
223 y2605 20250729 7750.00 ... 7784.00 7720.00 Y
224 y2607 20250729 7736.00 ... 7754.00 7700.00 Y
[225 rows x 12 columns]
2025-07-29 18:26:51,617 - future_1d - INFO - ak.get_dce_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 IC2508 20250729 6258.800 ... 6298.000 6275.000 IC
1 IC2509 20250729 6211.000 ... 6241.600 6221.800 IC
2 IC2512 20250729 6081.400 ... 6101.200 6091.800 IC
3 IC2603 20250729 5960.000 ... 5973.800 5971.000 IC
4 IF2508 20250729 4123.000 ... 4145.400 4129.200 IF
5 IF2509 20250729 4112.000 ... 4134.600 4119.000 IF
6 IF2512 20250729 4086.000 ... 4102.000 4089.000 IF
7 IF2603 20250729 4045.000 ... 4069.000 4053.000 IF
8 IH2508 20250729 2800.000 ... 2812.400 2803.400 IH
9 IH2509 20250729 2801.000 ... 2812.200 2803.200 IH
10 IH2512 20250729 2803.200 ... 2813.800 2805.200 IH
11 IH2603 20250729 2803.200 ... 2814.200 2807.000 IH
12 IM2508 20250729 6668.400 ... 6705.400 6675.200 IM
13 IM2509 20250729 6583.000 ... 6633.000 6605.000 IM
14 IM2512 20250729 6412.200 ... 6443.200 6420.600 IM
15 IM2603 20250729 6244.600 ... 6277.000 6253.800 IM
16 T2509 20250729 108.320 ... 108.140 108.400 T
17 T2512 20250729 108.315 ... 108.120 108.395 T
18 T2603 20250729 108.385 ... 108.100 108.375 T
19 TF2509 20250729 105.670 ... 105.550 105.720 TF
20 TF2512 20250729 105.745 ... 105.610 105.775 TF
21 TF2603 20250729 105.810 ... 105.660 105.835 TF
22 TL2509 20250729 118.660 ... 117.890 118.800 TL
23 TL2512 20250729 118.300 ... 117.550 118.490 TL
24 TL2603 20250729 118.150 ... 117.320 118.280 TL
25 TS2509 20250729 102.362 ... 102.302 102.364 TS
26 TS2512 20250729 102.424 ... 102.372 102.438 TS
27 TS2603 20250729 102.500 ... 102.454 102.522 TS
[28 rows x 12 columns]
2025-07-29 18:26:51,925 - future_1d - INFO - ak.get_cffex_daily('2025-07-29') done
symbol date open ... settle pre_settle variety
0 SC2508 20250729 541.4 ... 540.2 532.6 SC
1 SC2509 20250729 510.3 ... 514.7 505.5 SC
2 SC2510 20250729 504.5 ... 507.8 500.1 SC
3 SC2511 20250729 500.2 ... 503.8 495.6 SC
4 SC2512 20250729 496 ... 500.5 492.9 SC
5 SC2601 20250729 494.8 ... 497.5 489.6 SC
6 SC2602 20250729 490 ... 495.1 487.7 SC
7 SC2603 20250729 487.9 ... 492.1 486.9 SC
8 SC2604 20250729 486.4 ... 490.9 483.6 SC
9 SC2605 20250729 488 ... 487.9 486.3 SC
10 SC2606 20250729 484.6 ... 488.5 482.3 SC
11 SC2607 20250729 480 ... 482.7 478.5 SC
12 SC2609 20250729 ... 483.2 474.9 SC
13 SC2612 20250729 479 ... 478.7 472.6 SC
14 SC2703 20250729 ... 473 473 SC
15 SC2706 20250729 474.6 ... 474.6 469.4 SC
16 SC2709 20250729 ... 470.9 467.5 SC
17 SC2712 20250729 474.9 ... 474.9 468.4 SC
18 SC2803 20250729 ... 466.3 466.3 SC
19 SC2806 20250729 468.2 ... 467.7 463.5 SC
21 LU2508 20250729 3498 ... 3498 3455 LU
22 LU2509 20250729 3571 ... 3615 3547 LU
23 LU2510 20250729 3570 ... 3620 3548 LU
24 LU2511 20250729 3555 ... 3608 3528 LU
25 LU2512 20250729 3533 ... 3574 3511 LU
26 LU2601 20250729 3505 ... 3546 3498 LU
27 LU2602 20250729 3526 ... 3530 3472 LU
28 LU2603 20250729 3487 ... 3512 3468 LU
29 LU2604 20250729 3485 ... 3507 3461 LU
30 LU2605 20250729 3484 ... 3504 3452 LU
31 LU2606 20250729 3465 ... 3492 3457 LU
32 LU2607 20250729 3465 ... 3483 3453 LU
34 NR2508 20250729 12740 ... 12605 12990 NR
35 NR2509 20250729 12810 ... 12665 12985 NR
36 NR2510 20250729 12800 ... 12665 12955 NR
37 NR2511 20250729 12800 ... 12665 12930 NR
38 NR2512 20250729 12845 ... 12665 13005 NR
39 NR2601 20250729 12865 ... 12750 13010 NR
40 NR2602 20250729 12840 ... 12840 13210 NR
41 NR2603 20250729 12645 ... 12665 13065 NR
42 NR2604 20250729 12725 ... 12760 13145 NR
43 NR2605 20250729 12925 ... 12790 12995 NR
44 NR2606 20250729 ... 13050 13140 NR
45 NR2607 20250729 ... 13020 13140 NR
47 BC2508 20250729 70290 ... 70050 70080 BC
48 BC2509 20250729 70250 ... 70130 70160 BC
49 BC2510 20250729 70400 ... 70180 70240 BC
50 BC2511 20250729 ... 69850 69850 BC
51 BC2512 20250729 70540 ... 70400 70620 BC
52 BC2601 20250729 ... 70020 70020 BC
53 BC2602 20250729 ... 70000 70000 BC
54 BC2603 20250729 ... 70000 70000 BC
55 BC2604 20250729 ... 70000 70000 BC
56 BC2605 20250729 ... 70000 70000 BC
57 BC2606 20250729 ... 69340 69340 BC
58 BC2607 20250729 ... 68670 68670 BC
60 EC2508 20250729 1858 ... 2105.6 2188.7 EC
61 EC2510 20250729 1486 ... 1475.4 1486.3 EC
62 EC2512 20250729 1760 ... 1734.5 1722.3 EC
63 EC2602 20250729 1545 ... 1522.7 1528.7 EC
64 EC2604 20250729 1369.9 ... 1366.2 1363 EC
65 EC2606 20250729 1503.8 ... 1501.8 1490.7 EC
68 SC_TAS2509 20250729 ... SC_TAS
69 SC_TAS2510 20250729 ... SC_TAS
70 SC_TAS2511 20250729 ... SC_TAS
[65 rows x 12 columns]
2025-07-29 18:26:51,985 - future_1d - INFO - ak.get_ine_daily('2025-07-29') done
2025-07-29 18:26:53,795 - future_1d - INFO - save future_daily 2025-07-29 completed