LogViewer
154  SA608  20250922   1450.0   1456.0  ...     1683.28   1441.0      1440.0       SA
155  SA609  20250922   1454.0   1463.0  ...     6773.61   1447.0      1449.0       SA
156  SF510  20250922   5606.0   5606.0  ...     5220.47   5510.0      5594.0       SF
157  SF511  20250922   5760.0   5790.0  ...   802136.67   5692.0      5764.0       SF
158  SF512  20250922   5748.0   5784.0  ...   300500.11   5708.0      5746.0       SF
159  SF601  20250922   5760.0   5784.0  ...   236333.21   5672.0      5752.0       SF
160  SF602  20250922   5742.0   5754.0  ...    45401.13   5632.0      5710.0       SF
161  SF603  20250922   5900.0   5900.0  ...      104.57   5810.0      5870.0       SF
162  SF604  20250922   5888.0   5888.0  ...       20.57   5876.0      5876.0       SF
163  SF605  20250922   5868.0   5888.0  ...     4857.15   5794.0      5854.0       SF
164  SF606  20250922   5836.0   5840.0  ...      146.06   5728.0      5820.0       SF
165  SF607  20250922   6000.0   6000.0  ...       79.91   5920.0      5970.0       SF
166  SF608  20250922   5974.0   5974.0  ...       38.38   5906.0      5952.0       SF
167  SF609  20250922   5974.0   5974.0  ...       97.18   5890.0      5954.0       SF
168  SH510  20250922   2542.0   2543.0  ...    15410.73   2517.0      2523.0       SH
169  SH511  20250922   2580.0   2587.0  ...   567814.28   2553.0      2562.0       SH
170  SH512  20250922   2640.0   2649.0  ...   333560.83   2615.0      2618.0       SH
171  SH601  20250922   2645.0   2649.0  ...  2719570.17   2622.0      2623.0       SH
172  SH602  20250922   2670.0   2670.0  ...    56052.40   2640.0      2636.0       SH
173  SH603  20250922   2635.0   2684.0  ...      934.46   2662.0      2655.0       SH
174  SH604  20250922   2715.0   2715.0  ...       89.00   2697.0      2705.0       SH
175  SH605  20250922   2719.0   2731.0  ...    14781.20   2707.0      2706.0       SH
176  SH606  20250922   2739.0   2739.0  ...       89.65   2717.0      2727.0       SH
177  SH607  20250922   2730.0   2730.0  ...       16.30   2716.0      2729.0       SH
178  SH608  20250922   2729.0   2729.0  ...       57.02   2715.0      2730.0       SH
179  SH609  20250922   2740.0   2740.0  ...      163.34   2722.0      2727.0       SH
180  SM510  20250922   5920.0   5920.0  ...    12471.33   5798.0      5880.0       SM
181  SM511  20250922   5964.0   5972.0  ...   508950.22   5896.0      5950.0       SM
182  SM512  20250922   5982.0   5986.0  ...   103550.67   5906.0      5966.0       SM
183  SM601  20250922   5988.0   6002.0  ...   988130.11   5884.0      5980.0       SM
184  SM602  20250922   5966.0   6002.0  ...   334645.76   5936.0      5978.0       SM
185  SM603  20250922   5986.0   5996.0  ...      265.23   5894.0      5996.0       SM
186  SM604  20250922   6002.0   6002.0  ...       11.98   5992.0      5978.0       SM
187  SM605  20250922   6014.0   6042.0  ...    20961.67   5920.0      6014.0       SM
188  SM606  20250922   5964.0   5964.0  ...       23.62   5906.0      6010.0       SM
189  SM607  20250922   6038.0   6044.0  ...       32.91   5984.0      6030.0       SM
190  SM608  20250922      0.0      0.0  ...        0.00   5966.0      6048.0       SM
191  SM609  20250922   6050.0   6064.0  ...      888.25   5962.0      6048.0       SM
192  SR511  20250922   5500.0   5520.0  ...   120511.31   5497.0      5483.0       SR
193  SR601  20250922   5473.0   5478.0  ...  1012332.82   5461.0      5460.0       SR
194  SR603  20250922   5456.0   5466.0  ...     2228.85   5450.0      5452.0       SR
195  SR605  20250922   5454.0   5458.0  ...    83998.60   5442.0      5443.0       SR
196  SR607  20250922   5460.0   5464.0  ...     3106.98   5451.0      5451.0       SR
197  SR609  20250922   5471.0   5476.0  ...     2923.71   5465.0      5465.0       SR
198  TA510  20250922   4562.0   4580.0  ...    22964.55   4562.0      4602.0       TA
199  TA511  20250922   4590.0   4598.0  ...   296397.64   4576.0      4620.0       TA
200  TA512  20250922   4600.0   4608.0  ...   136797.14   4588.0      4630.0       TA
201  TA601  20250922   4608.0   4616.0  ...  1503295.87   4596.0      4638.0       TA
202  TA602  20250922   4622.0   4628.0  ...    22757.20   4606.0      4648.0       TA
203  TA603  20250922   4634.0   4638.0  ...      101.83   4630.0      4660.0       TA
204  TA604  20250922   4616.0   4618.0  ...       18.47   4618.0      4644.0       TA
205  TA605  20250922   4654.0   4660.0  ...    49514.35   4636.0      4672.0       TA
206  TA606  20250922      0.0      0.0  ...        0.00   4640.0      4702.0       TA
207  TA607  20250922   4672.0   4672.0  ...       13.97   4658.0      4708.0       TA
208  TA608  20250922      0.0      0.0  ...        0.00   4676.0      4688.0       TA
209  TA609  20250922   4680.0   4692.0  ...      119.10   4672.0      4704.0       TA
210  UR510  20250922   1552.0   1569.0  ...     3330.43   1561.0      1574.0       UR
211  UR511  20250922   1625.0   1644.0  ...    55147.72   1635.0      1647.0       UR
212  UR512  20250922   1644.0   1656.0  ...    16277.36   1648.0      1657.0       UR
213  UR601  20250922   1655.0   1666.0  ...   377420.58   1658.0      1666.0       UR
214  UR602  20250922   1665.0   1673.0  ...      788.89   1664.0      1672.0       UR
215  UR603  20250922   1717.0   1717.0  ...       68.44   1711.0      1717.0       UR
216  UR604  20250922   1712.0   1712.0  ...        3.42   1712.0      1724.0       UR
217  UR605  20250922   1717.0   1725.0  ...    24739.82   1716.0      1724.0       UR
218  UR606  20250922   1720.0   1725.0  ...      195.74   1717.0      1724.0       UR
219  UR607  20250922   1754.0   1760.0  ...       80.63   1753.0      1758.0       UR
220  UR608  20250922   1747.0   1749.0  ...       76.89   1747.0      1753.0       UR
221  UR609  20250922   1746.0   1747.0  ...      132.24   1740.0      1747.0       UR
222  WH511  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-24 18:26:03,258 - future_1d - INFO - ak.get_czce_daily('2025-09-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250922  52995.0  ...  51890.0     53040.0       PS
1   PS2511  20250922  52925.0  ...  51675.0     52910.0       PS
2   PS2512  20250922  55290.0  ...  54225.0     55320.0       PS
3   PS2601  20250922  55300.0  ...  54065.0     55030.0       PS
4   PS2602  20250922  55385.0  ...  54595.0     55135.0       PS
5   PS2603  20250922  55455.0  ...  54490.0     55205.0       PS
6   PS2604  20250922  55475.0  ...  54165.0     54950.0       PS
7   PS2605  20250922  55385.0  ...  53990.0     54930.0       PS
8   PS2606  20250922  57600.0  ...  56335.0     56920.0       PS
9   PS2607  20250922  57685.0  ...  56470.0     56815.0       PS
10  PS2608  20250922  57560.0  ...  56380.0     57180.0       PS
11  PS2609  20250922  56810.0  ...  56245.0     56995.0       PS
13  SI2510  20250922   9275.0  ...   9110.0      8975.0       SI
14  SI2511  20250922   9285.0  ...   9135.0      9025.0       SI
15  SI2512  20250922   9855.0  ...   9520.0      9420.0       SI
16  SI2601  20250922   9690.0  ...   9515.0      9405.0       SI
17  SI2602  20250922   9650.0  ...   9525.0      9425.0       SI
18  SI2603  20250922   9690.0  ...   9510.0      9500.0       SI
19  SI2604  20250922   9665.0  ...   9500.0      9550.0       SI
20  SI2605  20250922   9655.0  ...   9520.0      9405.0       SI
21  SI2606  20250922   9645.0  ...   9545.0      9470.0       SI
22  SI2607  20250922   9640.0  ...   9510.0      9480.0       SI
23  SI2608  20250922   9605.0  ...   9560.0      9475.0       SI
24  SI2609  20250922   9665.0  ...   9575.0      9440.0       SI
27  LC2510  20250922  74020.0  ...  73660.0     73320.0       LC
28  LC2511  20250922  74580.0  ...  73780.0     73460.0       LC
29  LC2512  20250922  74460.0  ...  73940.0     73600.0       LC
30  LC2601  20250922  73840.0  ...  73880.0     73620.0       LC
31  LC2602  20250922  74560.0  ...  73580.0     73280.0       LC
32  LC2603  20250922  74360.0  ...  73840.0     73480.0       LC
33  LC2604  20250922  74640.0  ...  74240.0     74060.0       LC
34  LC2605  20250922  74500.0  ...  74280.0     74040.0       LC
35  LC2606  20250922  74560.0  ...  74180.0     73840.0       LC
36  LC2607  20250922  74080.0  ...  73980.0     73700.0       LC
37  LC2608  20250922  74160.0  ...  74100.0     73740.0       LC
38  LC2609  20250922  74120.0  ...  74020.0     73820.0       LC

[36 rows x 12 columns]
2025-09-24 18:26:03,575 - future_1d - INFO - ak.get_gfex_daily('2025-09-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250922  7111.000  ...  7124.600    7117.800       IC
1   IC2511  20250922  7088.800  ...  7056.600    7117.800       IC
2   IC2512  20250922  7007.000  ...  6995.000    6999.000       IC
3   IC2603  20250922  6840.000  ...  6825.000    6831.000       IC
4   IF2510  20250922  4492.200  ...  4497.400    4495.000       IF
5   IF2511  20250922  4492.800  ...  4481.800    4495.000       IF
6   IF2512  20250922  4475.000  ...  4472.400    4470.400       IF
7   IF2603  20250922  4447.600  ...  4448.800    4446.600       IF
8   IH2510  20250922  2914.200  ...  2917.000    2917.400       IH
9   IH2511  20250922  2904.400  ...  2915.800    2917.400       IH
10  IH2512  20250922  2914.200  ...  2917.400    2917.400       IH
11  IH2603  20250922  2915.600  ...  2918.800    2919.600       IH
12  IM2510  20250922  7382.000  ...  7373.800    7361.000       IM
13  IM2511  20250922  7311.800  ...  7290.800    7361.000       IM
14  IM2512  20250922  7209.000  ...  7211.000    7202.200       IM
15  IM2603  20250922  7000.000  ...  7002.600    6994.000       IM
16   T2512  20250922   107.810  ...   107.945     107.755        T
17   T2603  20250922   107.510  ...   107.595     107.420        T
18   T2606  20250922   107.335  ...   107.460     107.285        T
19  TF2512  20250922   105.675  ...   105.760     105.630       TF
20  TF2603  20250922   105.515  ...   105.620     105.510       TF
21  TF2606  20250922   105.500  ...   105.555     105.420       TF
22  TL2512  20250922   114.900  ...   115.090     114.880       TL
23  TL2603  20250922   114.620  ...   114.750     114.570       TL
24  TL2606  20250922   114.600  ...   114.770     114.540       TL
25  TS2512  20250922   102.370  ...   102.396     102.358       TS
26  TS2603  20250922   102.276  ...   102.324     102.292       TS
27  TS2606  20250922   102.298  ...   102.300     102.274       TS

[28 rows x 12 columns]
2025-09-24 18:26:03,973 - future_1d - INFO - ak.get_cffex_daily('2025-09-22') done
2025-09-24 18:26:05,735 - future_1d - INFO - save future_daily 2025-09-22 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250923  ...   79940      80130      CU
1        1      CU2511  20250923  ...   79940      80120      CU
2        2      CU2512  20250923  ...   79940      80120      CU
3        3      CU2601  20250923  ...   79920      80110      CU
4        4      CU2602  20250923  ...   79890      80100      CU
5        5      CU2603  20250923  ...   79880      80130      CU
6        6      CU2604  20250923  ...   79920      80170      CU
7        7      CU2605  20250923  ...   79890      80280      CU
8        8      CU2606  20250923  ...   79940      80260      CU
9        9      CU2607  20250923  ...   79930      80290      CU
10      10      CU2608  20250923  ...   79930      80210      CU
11      11      CU2609  20250923  ...   79940      80220      CU
12      12      BC2510  20250923  ...   70920      71050      BC
13      13      BC2511  20250923  ...   70990      71120      BC
14      14      BC2512  20250923  ...   71110      71490      BC
15      15      BC2601  20250923  ...   71300      71300      BC
16      16      BC2602  20250923  ...   71100      71100      BC
17      17      BC2603  20250923  ...   71210      71210      BC
18      18      BC2604  20250923  ...   71300      71300      BC
19      19      BC2605  20250923  ...   71300      71300      BC
20      20      BC2606  20250923  ...   71400      71400      BC
21      21      BC2607  20250923  ...   71400      71400      BC
22      22      BC2608  20250923  ...   71400      71400      BC
23      23      BC2609  20250923  ...   71550      71550      BC
24      24      AL2510  20250923  ...   20685      20760      AL
25      25      AL2511  20250923  ...   20685      20770      AL
26      26      AL2512  20250923  ...   20690      20765      AL
27      27      AL2601  20250923  ...   20690      20760      AL
28      28      AL2602  20250923  ...   20690      20765      AL
29      29      AL2603  20250923  ...   20715      20785      AL
30      30      AL2604  20250923  ...   20735      20840      AL
31      31      AL2605  20250923  ...   20740      20820      AL
32      32      AL2606  20250923  ...   20745      20820      AL
33      33      AL2607  20250923  ...   20745      20840      AL
34      34      AL2608  20250923  ...   20745      20830      AL
35      35      AL2609  20250923  ...   20775      20830      AL
36      36      ZN2510  20250923  ...   21945      21995      ZN
37      37      ZN2511  20250923  ...   21955      21995      ZN
38      38      ZN2512  20250923  ...   21955      22015      ZN
39      39      ZN2601  20250923  ...   21980      22035      ZN
40      40      ZN2602  20250923  ...   21980      22055      ZN
41      41      ZN2603  20250923  ...   21960      22070      ZN
42      42      ZN2604  20250923  ...   22020      22095      ZN
43      43      ZN2605  20250923  ...   22125      22145      ZN
44      44      ZN2606  20250923  ...   22105      22185      ZN
45      45      ZN2607  20250923  ...   22115      22205      ZN
46      46      ZN2608  20250923  ...   22140      22240      ZN
47      47      ZN2609  20250923  ...   22160      22305      ZN
48      48      PB2510  20250923  ...   17085      17120      PB
49      49      PB2511  20250923  ...   17125      17160      PB
50      50      PB2512  20250923  ...   17125      17170      PB
51      51      PB2601  20250923  ...   17095      17160      PB
52      52      PB2602  20250923  ...   17175      17175      PB
53      53      PB2603  20250923  ...   17125      17185      PB
54      54      PB2604  20250923  ...   17215      17185      PB
55      55      PB2605  20250923  ...   17150      17185      PB
56      56      PB2606  20250923  ...   17165      17195      PB
57      57      PB2607  20250923  ...   17180      17215      PB
58      58      PB2608  20250923  ...   17140      17220      PB
59      59      PB2609  20250923  ...   17185      17210      PB
60      60      NI2510  20250923  ...  121010     121440      NI
61      61      NI2511  20250923  ...  121170     121630      NI
62      62      NI2512  20250923  ...  121300     121810      NI
63      63      NI2601  20250923  ...  121540     122020      NI
64      64      NI2602  20250923  ...  121790     122170      NI
65      65      NI2603  20250923  ...  122010     122400      NI
66      66      NI2604  20250923  ...  122160     122780      NI
67      67      NI2605  20250923  ...  122370     122960      NI
68      68      NI2606  20250923  ...  122520     123530      NI
69      69      NI2607  20250923  ...  122800     123500      NI
70      70      NI2608  20250923  ...  123230     123810      NI
71      71      NI2609  20250923  ...  123490     123880      NI
72      72      SN2510  20250923  ...  270250     271360      SN
73      73      SN2511  20250923  ...  270590     271840      SN
74      74      SN2512  20250923  ...  270770     272050      SN
75      75      SN2601  20250923  ...  270840     272270      SN
76      76      SN2602  20250923  ...  270970     271620      SN
77      77      SN2603  20250923  ...  270870     271420      SN
78      78      SN2604  20250923  ...  271120     271610      SN
79      79      SN2605  20250923  ...  270970     272210      SN
80      80      SN2606  20250923  ...  271080     272850      SN
81      81      SN2607  20250923  ...  272210     272590      SN
82      82      SN2608  20250923  ...  272800     271030      SN
83      83      SN2609  20250923  ...  272720     274160      SN
84      84      AO2510  20250923  ...    2873       2915      AO
85      85      AO2511  20250923  ...    2877       2914      AO
86      86      AO2512  20250923  ...    2887       2924      AO
87      87      AO2601  20250923  ...    2899       2934      AO
88      88      AO2602  20250923  ...    2905       2938      AO
89      89      AO2603  20250923  ...    2974       3008      AO
90      90      AO2604  20250923  ...    2996       3016      AO
91      91      AO2605  20250923  ...    2992       3026      AO
92      92      AO2606  20250923  ...    3007       3031      AO
93      93      AO2607  20250923  ...    3008       3040      AO
94      94      AO2608  20250923  ...    3020       3044      AO
95      95      AO2609  20250923  ...    3030       3076      AO
96      96      AD2511  20250923  ...   20230      20315      AD
97      97      AD2512  20250923  ...   20260      20340      AD
98      98      AD2601  20250923  ...   20275      20355      AD
99      99      AD2602  20250923  ...   20285      20355      AD
100    100      AD2603  20250923  ...   20300      20415      AD
101    101      AD2604  20250923  ...   20320      20345      AD
102    102      AD2605  20250923  ...   20320      20340      AD
103    103      AD2606  20250923  ...   20305      20305      AD
104    104      AD2607  20250923  ...   20510      20510      AD
105    105      AD2608  20250923  ...   20515      20515      AD
106    106      AD2609  20250923  ...   20335      20515      AD
107    107      AU2510  20250923  ...  847.78     835.38      AU
108    108      AU2511  20250923  ...  850.82     839.18      AU
109    109      AU2512  20250923  ...   851.2     838.74      AU
110    110      AU2602  20250923  ...  853.94      841.9      AU
111    111      AU2604  20250923  ...  855.86     844.64      AU
112    112      AU2606  20250923  ...  858.76      845.2      AU
113    113      AU2608  20250923  ...  861.04     848.34      AU
114    114      AU2610  20250923  ...  864.14     850.26      AU
115    115      AG2510  20250923  ...   10273      10136      AG
116    116      AG2511  20250923  ...   10294      10147      AG
117    117      AG2512  20250923  ...   10311      10168      AG
118    118      AG2601  20250923  ...   10318      10181      AG
119    119      AG2602  20250923  ...   10328      10181      AG
120    120      AG2603  20250923  ...   10346      10236      AG
121    121      AG2604  20250923  ...   10349      10233      AG
122    122      AG2605  20250923  ...   10372      10242      AG
123    123      AG2606  20250923  ...   10389      10262      AG
124    124      AG2607  20250923  ...   10399      10281      AG
125    125      AG2608  20250923  ...   10418      10291      AG
126    126      AG2609  20250923  ...   10429      10322      AG
127    127      RB2510  20250923  ...    3074       3093      RB
128    128      RB2511  20250923  ...    3088       3109      RB
129    129      RB2512  20250923  ...    3140       3161      RB
130    130      RB2601  20250923  ...    3163       3187      RB
131    131      RB2602  20250923  ...    3163       3188      RB
132    132      RB2603  20250923  ...    3182       3210      RB
133    133      RB2604  20250923  ...    3200       3222      RB
134    134      RB2605  20250923  ...    3220       3245      RB
135    135      RB2606  20250923  ...    3233       3257      RB
136    136      RB2607  20250923  ...    3248       3272      RB
137    137      RB2608  20250923  ...    3242       3266      RB
138    138      RB2609  20250923  ...    3248       3274      RB
139    139      WR2510  20250923  ...    3275       3289      WR
140    140      WR2511  20250923  ...    3302       3302      WR
141    141      WR2512  20250923  ...    3324       3324      WR
142    142      WR2601  20250923  ...    3337       3349      WR
143    143      WR2602  20250923  ...    3330       3358      WR
144    144      WR2603  20250923  ...    3399       3399      WR
145    145      WR2604  20250923  ...    3389       3389      WR
146    146      WR2605  20250923  ...    3414       3414      WR
147    147      WR2606  20250923  ...    3372       3372      WR
148    148      WR2607  20250923  ...    3390       3390      WR
149    149      WR2608  20250923  ...    3371       3399      WR
150    150      WR2609  20250923  ...    3450       3466      WR
151    151      HC2510  20250923  ...    3396       3424      HC
152    152      HC2511  20250923  ...    3377       3408      HC
153    153      HC2512  20250923  ...    3356       3392      HC
154    154      HC2601  20250923  ...    3349       3385      HC
155    155      HC2602  20250923  ...    3345       3383      HC
156    156      HC2603  20250923  ...    3350       3385      HC
157    157      HC2604  20250923  ...    3356       3388      HC
158    158      HC2605  20250923  ...    3358       3393      HC
159    159      HC2606  20250923  ...    3370       3399      HC
160    160      HC2607  20250923  ...    3376       3405      HC
161    161      HC2608  20250923  ...    3378       3392      HC
162    162      HC2609  20250923  ...    3378       3396      HC
163    163      SS2510  20250923  ...   12790      12795      SS
164    164      SS2511  20250923  ...   12905      12910      SS
165    165      SS2512  20250923  ...   12940      12945      SS
166    166      SS2601  20250923  ...   13005      13015      SS
167    167      SS2602  20250923  ...   13065      13075      SS
168    168      SS2603  20250923  ...   13125      13140      SS
169    169      SS2604  20250923  ...   13190      13195      SS
170    170      SS2605  20250923  ...   13255      13265      SS
171    171      SS2606  20250923  ...   13305      13310      SS
172    172      SS2607  20250923  ...   13340      13360      SS
173    173      SS2608  20250923  ...   13420      13395      SS
174    174      SS2609  20250923  ...   13485      13475      SS
175    175      SC2510  20250923  ...   477.6      485.5      SC
176    176      SC2511  20250923  ...   475.3      484.2      SC
177    177      SC2512  20250923  ...   475.6      483.6      SC
178    178      SC2601  20250923  ...   475.6      482.9      SC
179    179      SC2602  20250923  ...   475.1      481.8      SC
180    180      SC2603  20250923  ...   474.4      481.1      SC
181    181      SC2604  20250923  ...   475.3      481.3      SC
182    182      SC2605  20250923  ...     475      480.9      SC
183    183      SC2606  20250923  ...   474.4      480.2      SC
184    184      SC2607  20250923  ...   472.8      480.4      SC
185    185      SC2608  20250923  ...   472.8        478      SC
186    186      SC2609  20250923  ...   471.8      477.7      SC
187    187      SC2612  20250923  ...   469.8      473.9      SC
188    188      SC2703  20250923  ...     472      475.1      SC
189    189      SC2706  20250923  ...   469.2      469.2      SC
190    190      SC2709  20250923  ...     470      473.2      SC
191    191      SC2712  20250923  ...   466.3      466.3      SC
192    192      SC2803  20250923  ...     468        470      SC
193    193      SC2806  20250923  ...   458.9      462.8      SC
194    194      SC2809  20250923  ...     461      465.7      SC
195    195      LU2510  20250923  ...    3317       3351      LU
196    196      LU2511  20250923  ...    3345       3373      LU
197    197      LU2512  20250923  ...    3328       3354      LU
198    198      LU2601  20250923  ...    3318       3342      LU
199    199      LU2602  20250923  ...    3309       3334      LU
200    200      LU2603  20250923  ...    3301       3326      LU
201    201      LU2604  20250923  ...    3294       3323      LU
202    202      LU2605  20250923  ...    3304       3326      LU
203    203      LU2606  20250923  ...    3297       3319      LU
204    204      LU2607  20250923  ...    3278       3307      LU
205    205      LU2608  20250923  ...    3274       3306      LU
206    206      LU2609  20250923  ...    3268       3292      LU
207    207      FU2510  20250923  ...    2770       2803      FU
208    208      FU2511  20250923  ...    2797       2818      FU
209    209      FU2512  20250923  ...    2776       2796      FU
210    210      FU2601  20250923  ...    2758       2778      FU
211    211      FU2602  20250923  ...    2744       2761      FU
212    212      FU2603  20250923  ...    2736       2754      FU
213    213      FU2604  20250923  ...    2730       2749      FU
214    214      FU2605  20250923  ...    2718       2739      FU
215    215      FU2606  20250923  ...    2710       2732      FU
216    216      FU2607  20250923  ...    2690       2713      FU
217    217      FU2608  20250923  ...    2684       2708      FU
218    218      FU2609  20250923  ...    2674       2695      FU
219    219      BU2510  20250923  ...    3387       3421      BU
220    220      BU2511  20250923  ...    3377       3414      BU
221    221      BU2512  20250923  ...    3324       3364      BU
222    222      BU2601  20250923  ...    3291       3336      BU
223    223      BU2602  20250923  ...    3298       3340      BU
224    224      BU2603  20250923  ...    3306       3342      BU
225    225      BU2604  20250923  ...    3312       3346      BU
226    226      BU2605  20250923  ...    3308       3346      BU
227    227      BU2606  20250923  ...    3309       3337      BU
228    228      BU2607  20250923  ...    3310       3330      BU
229    229      BU2608  20250923  ...    3302       3337      BU
230    230      BU2609  20250923  ...    3304       3332      BU
231    231      BU2612  20250923  ...    3276       3297      BU
232    232      BU2703  20250923  ...    3281       3312      BU
233    233      BU2706  20250923  ...    3289       3308      BU
234    234      BU2709  20250923  ...    3297       3337      BU
235    235      BR2510  20250923  ...   11545      11565      BR
236    236      BR2511  20250923  ...   11480      11495      BR
237    237      BR2512  20250923  ...   11465      11475      BR
238    238      BR2601  20250923  ...   11460      11475      BR
239    239      BR2602  20250923  ...   11500      11485      BR
240    240      BR2603  20250923  ...   11570      11470      BR
241    241      BR2604  20250923  ...   11540      11535      BR
242    242      BR2605  20250923  ...   11510      11545      BR
243    243      BR2606  20250923  ...   11620      11630      BR
244    244      BR2607  20250923  ...   11680      11730      BR
245    245      BR2608  20250923  ...   11685      11715      BR
246    246      BR2609  20250923  ...   11675      11675      BR
247    247      RU2510  20250923  ...   14780      14745      RU
248    248      RU2511  20250923  ...   14695      14675      RU
249    249      RU2601  20250923  ...   15570      15560      RU
250    250      RU2603  20250923  ...   15510      15560      RU
251    251      RU2604  20250923  ...   15505      15550      RU
252    252      RU2605  20250923  ...   15525      15540      RU
253    253      RU2606  20250923  ...   15655      15580      RU
254    254      RU2607  20250923  ...   15575      15580      RU
255    255      RU2608  20250923  ...   15680      15735      RU
256    256      RU2609  20250923  ...   15575      15610      RU
257    257      NR2510  20250923  ...   12390      12340      NR
258    258      NR2511  20250923  ...   12435      12365      NR
259    259      NR2512  20250923  ...   12445      12385      NR
260    260      NR2601  20250923  ...   12475      12405      NR
261    261      NR2602  20250923  ...   12460      12420      NR
262    262      NR2603  20250923  ...   12505      12385      NR
263    263      NR2604  20250923  ...   12525      12440      NR
264    264      NR2605  20250923  ...   12505      12485      NR
265    265      NR2606  20250923  ...   12495      12495      NR
266    266      NR2607  20250923  ...   12650      12650      NR
267    267      NR2608  20250923  ...   12685      12685      NR
268    268      NR2609  20250923  ...   12510      12510      NR
269    269      SP2510  20250923  ...    4984       4980      SP
270    270      SP2511  20250923  ...    5006       5006      SP
271    271      SP2512  20250923  ...    5026       5024      SP
272    272      SP2601  20250923  ...    5274       5298      SP
273    273      SP2602  20250923  ...    5264       5286      SP
274    274      SP2603  20250923  ...    5282       5304      SP
275    275      SP2604  20250923  ...    5286       5320      SP
276    276      SP2605  20250923  ...    5300       5316      SP
277    277      SP2606  20250923  ...    5308       5320      SP
278    278      SP2607  20250923  ...    5310       5322      SP
279    279      SP2608  20250923  ...    5312       5330      SP
280    280      SP2609  20250923  ...    5308       5340      SP
281    281      OP2601  20250923  ...    4230       4238      OP
282    282      OP2602  20250923  ...    4228       4232      OP
283    283      OP2603  20250923  ...    4238       4258      OP
284    284      OP2604  20250923  ...    4262       4270      OP
285    285      OP2605  20250923  ...    4276       4286      OP
286    286      OP2606  20250923  ...    4242       4242      OP
287    287      OP2607  20250923  ...    4258       4258      OP
288    288      OP2608  20250923  ...    4238       4260      OP
289    289      OP2609  20250923  ...    4342       4342      OP
290    290      EC2510  20250923  ...  1085.4       1102      EC
291    291      EC2512  20250923  ...  1622.5     1669.2      EC
292    292      EC2602  20250923  ...  1536.9     1586.4      EC
293    293      EC2604  20250923  ...  1235.7     1274.4      EC
294    294      EC2606  20250923  ...  1422.5     1454.8      EC
295    295      EC2608  20250923  ...  1591.2     1606.8      EC
296    298  SC_TAS2511  20250923  ...                     SC_TAS
297    299  SC_TAS2512  20250923  ...                     SC_TAS
298    300  SC_TAS2601  20250923  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-24 18:26:11,238 - future_1d - INFO - ak.get_shfe_daily('2025-09-23') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250923   481.2  ...   477.6      485.5      SC
1       SC2511  20250923   476.6  ...   475.3      484.2      SC
2       SC2512  20250923   477.4  ...   475.6      483.6      SC
3       SC2601  20250923   476.3  ...   475.6      482.9      SC
4       SC2602  20250923   476.6  ...   475.1      481.8      SC
5       SC2603  20250923     476  ...   474.4      481.1      SC
6       SC2604  20250923   476.6  ...   475.3      481.3      SC
7       SC2605  20250923   476.5  ...     475      480.9      SC
8       SC2606  20250923   474.7  ...   474.4      480.2      SC
9       SC2607  20250923   474.2  ...   472.8      480.4      SC
10      SC2608  20250923   473.5  ...   472.8        478      SC
11      SC2609  20250923   471.3  ...   471.8      477.7      SC
12      SC2612  20250923   470.6  ...   469.8      473.9      SC
13      SC2703  20250923          ...     472      475.1      SC
14      SC2706  20250923          ...   469.2      469.2      SC
15      SC2709  20250923          ...     470      473.2      SC
16      SC2712  20250923          ...   466.3      466.3      SC
17      SC2803  20250923          ...     468        470      SC
18      SC2806  20250923   456.5  ...   458.9      462.8      SC
19      SC2809  20250923          ...     461      465.7      SC
21      LU2510  20250923    3322  ...    3317       3351      LU
22      LU2511  20250923    3330  ...    3345       3373      LU
23      LU2512  20250923    3328  ...    3328       3354      LU
24      LU2601  20250923    3320  ...    3318       3342      LU
25      LU2602  20250923    3301  ...    3309       3334      LU
26      LU2603  20250923    3296  ...    3301       3326      LU
27      LU2604  20250923    3289  ...    3294       3323      LU
28      LU2605  20250923    3299  ...    3304       3326      LU
29      LU2606  20250923    3281  ...    3297       3319      LU
30      LU2607  20250923    3280  ...    3278       3307      LU
31      LU2608  20250923    3270  ...    3274       3306      LU
32      LU2609  20250923    3262  ...    3268       3292      LU
34      NR2510  20250923   12400  ...   12390      12340      NR
35      NR2511  20250923   12445  ...   12435      12365      NR
36      NR2512  20250923   12460  ...   12445      12385      NR
37      NR2601  20250923   12505  ...   12475      12405      NR
38      NR2602  20250923   12470  ...   12460      12420      NR
39      NR2603  20250923   12480  ...   12505      12385      NR
40      NR2604  20250923   12545  ...   12525      12440      NR
41      NR2605  20250923   12525  ...   12505      12485      NR
42      NR2606  20250923          ...   12495      12495      NR
43      NR2607  20250923          ...   12650      12650      NR
44      NR2608  20250923          ...   12685      12685      NR
45      NR2609  20250923          ...   12510      12510      NR
47      BC2510  20250923   71080  ...   70920      71050      BC
48      BC2511  20250923   71150  ...   70990      71120      BC
49      BC2512  20250923   71490  ...   71110      71490      BC
50      BC2601  20250923          ...   71300      71300      BC
51      BC2602  20250923          ...   71100      71100      BC
52      BC2603  20250923          ...   71210      71210      BC
53      BC2604  20250923          ...   71300      71300      BC
54      BC2605  20250923          ...   71300      71300      BC
55      BC2606  20250923          ...   71400      71400      BC
56      BC2607  20250923          ...   71400      71400      BC
57      BC2608  20250923          ...   71400      71400      BC
58      BC2609  20250923          ...   71550      71550      BC
60      EC2510  20250923    1101  ...  1085.4       1102      EC
61      EC2512  20250923    1640  ...  1622.5     1669.2      EC
62      EC2602  20250923  1560.1  ...  1536.9     1586.4      EC
63      EC2604  20250923    1270  ...  1235.7     1274.4      EC
64      EC2606  20250923  1453.1  ...  1422.5     1454.8      EC
65      EC2608  20250923  1586.1  ...  1591.2     1606.8      EC
68  SC_TAS2511  20250923          ...                     SC_TAS
69  SC_TAS2512  20250923          ...                     SC_TAS
70  SC_TAS2601  20250923          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-24 18:26:11,363 - future_1d - INFO - ak.get_ine_daily('2025-09-23') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250923   3909.00  ...   3876.00     3911.00        A
1     a2601  20250923   3899.00  ...   3870.00     3908.00        A
2     a2603  20250923   3912.00  ...   3872.00     3912.00        A
3     a2605  20250923   3951.00  ...   3911.00     3949.00        A
4     a2607  20250923   3956.00  ...   3917.00     3954.00        A
5     a2609  20250923   3964.00  ...   3927.00     3961.00        A
6     b2510  20250923   3678.00  ...   3576.00     3686.00        B
7     b2511  20250923   3705.00  ...   3607.00     3716.00        B
8     b2512  20250923   3740.00  ...   3645.00     3746.00        B
9     b2601  20250923   3720.00  ...   3639.00     3733.00        B
10    b2602  20250923   3717.00  ...   3635.00     3727.00        B
11    b2603  20250923   3672.00  ...   3586.00     3683.00        B
12    b2604  20250923   3560.00  ...   3494.00     3573.00        B
13    b2605  20250923   3487.00  ...   3426.00     3496.00        B
14    b2606  20250923   3445.00  ...   3401.00     3475.00        B
15    b2607  20250923   3452.00  ...   3406.00     3475.00        B
16    b2608  20250923   3547.00  ...   3510.00     3566.00        B
17    b2609  20250923   3554.00  ...   3510.00     3583.00        B
18   bb2511  20250923    141.80  ...    142.05      142.05       BB
19   bb2601  20250923    146.65  ...    146.65      146.50       BB
20   bb2603  20250923    147.10  ...    147.00      146.80       BB
21   bb2605  20250923      0.00  ...    141.60      141.45       BB
22   bb2607  20250923      0.00  ...    146.35      146.20       BB
23   bb2609  20250923      0.00  ...    146.35      146.20       BB
24   bz2603  20250923   5900.00  ...   5865.00     5922.00       BZ
25   bz2604  20250923   5866.00  ...   5841.00     5904.00       BZ
26   bz2605  20250923   5857.00  ...   5859.00     5927.00       BZ
27   bz2606  20250923      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250923      0.00  ...   5859.00     5935.00       BZ
29   bz2608  20250923      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250923   2144.00  ...   2151.00     2163.00        C
31    c2601  20250923   2135.00  ...   2134.00     2148.00        C
32    c2603  20250923   2146.00  ...   2146.00     2159.00        C
33    c2605  20250923   2210.00  ...   2207.00     2218.00        C
34    c2607  20250923   2222.00  ...   2220.00     2231.00        C
35    c2609  20250923   2238.00  ...   2235.00     2247.00        C
36   cs2511  20250923   2429.00  ...   2436.00     2453.00       CS
37   cs2601  20250923   2450.00  ...   2452.00     2467.00       CS
38   cs2603  20250923   2458.00  ...   2458.00     2473.00       CS
39   cs2605  20250923   2542.00  ...   2541.00     2554.00       CS
40   cs2607  20250923   2552.00  ...   2549.00     2562.00       CS
41   cs2609  20250923   2581.00  ...   2576.00     2591.00       CS
42   eb2509  20250923      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250923   6856.00  ...   6839.00     6947.00       EB
44   eb2511  20250923   6892.00  ...   6865.00     6952.00       EB
45   eb2512  20250923   6916.00  ...   6883.00     6970.00       EB
46   eb2601  20250923   6962.00  ...   6927.00     7012.00       EB
47   eb2602  20250923   6988.00  ...   6966.00     7058.00       EB
48   eb2603  20250923   7027.00  ...   7002.00     7095.00       EB
49   eb2604  20250923   7069.00  ...   7048.00     7110.00       EB
50   eb2605  20250923   7097.00  ...   7065.00     7145.00       EB
51   eb2606  20250923   7103.00  ...   7086.00     7173.00       EB
52   eb2607  20250923   7085.00  ...   7071.00     7137.00       EB
53   eb2608  20250923   7099.00  ...   7099.00     7243.00       EB
54   eg2509  20250923   4078.00  ...   4139.00     4338.00       EG
55   eg2510  20250923   4269.00  ...   4246.00     4279.00       EG
56   eg2511  20250923   4219.00  ...   4201.00     4234.00       EG
57   eg2512  20250923   4204.00  ...   4193.00     4246.00       EG
58   eg2601  20250923   4231.00  ...   4214.00     4249.00       EG
59   eg2602  20250923   4230.00  ...   4226.00     4241.00       EG
60   eg2603  20250923   4237.00  ...   4234.00     4271.00       EG
61   eg2604  20250923   4266.00  ...   4261.00     4294.00       EG
62   eg2605  20250923   4288.00  ...   4271.00     4305.00       EG
63   eg2606  20250923   4288.00  ...   4292.00     4311.00       EG
64   eg2607  20250923   4300.00  ...   4300.00     4321.00       EG
65   eg2608  20250923      0.00  ...   4346.00     4378.00       EG
66   fb2510  20250923   1261.00  ...   1260.00     1259.00       FB
67   fb2511  20250923   1256.00  ...   1254.50     1254.00       FB
68   fb2512  20250923   1254.00  ...   1252.50     1254.50       FB
69   fb2601  20250923   1255.50  ...   1253.50     1255.50       FB
70   fb2602  20250923   1254.50  ...   1254.50     1255.50       FB
71   fb2603  20250923   1247.50  ...   1247.00     1247.50       FB
72   fb2604  20250923      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250923      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250923      0.00  ...   1294.50     1294.50       FB
75   fb2607  20250923      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250923      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250923      0.00  ...   1296.00     1296.00       FB
78    i2510  20250923    820.50  ...    821.00      828.50        I
79    i2511  20250923    819.50  ...    816.00      824.50        I
80    i2512  20250923    817.50  ...    810.50      819.00        I
81    i2601  20250923    808.50  ...    803.50      812.50        I
82    i2602  20250923    803.00  ...    800.00      808.00        I
83    i2603  20250923    796.50  ...    793.00      802.00        I
84    i2604  20250923    793.00  ...    789.50      796.50        I
85    i2605  20250923    785.00  ...    781.00      790.00        I
86    i2606  20250923    779.50  ...    776.00      784.00        I
87    i2607  20250923    778.00  ...    771.50      779.50        I
88    i2608  20250923    773.00  ...    767.00      774.50        I
89    i2609  20250923    803.00  ...    767.50      768.50        I
90    j2510  20250923   1601.00  ...   1604.00     1621.50        J
91    j2511  20250923   1645.00  ...   1632.50     1653.00        J
92    j2512  20250923   1654.50  ...   1664.00     1698.00        J
93    j2601  20250923   1721.00  ...   1710.50     1729.00        J
94    j2602  20250923   1755.50  ...   1747.50     1760.00        J
95    j2603  20250923      0.00  ...   1783.00     1783.00        J
96    j2604  20250923      0.00  ...   1814.00     1814.00        J
97    j2605  20250923   1859.00  ...   1847.00     1868.50        J
98    j2606  20250923   1869.50  ...   1869.50     1899.50        J
99    j2607  20250923   1878.00  ...   1878.00     1902.50        J
100   j2608  20250923   1905.00  ...   1905.00     1931.50        J
101   j2609  20250923   1931.00  ...   1933.50     1948.00        J
102  jd2509  20250923   3120.00  ...   3120.00     3193.00       JD
103  jd2510  20250923   2982.00  ...   2962.00     3003.00       JD
104  jd2511  20250923   3069.00  ...   3070.00     3096.00       JD
105  jd2512  20250923   3182.00  ...   3192.00     3224.00       JD
106  jd2601  20250923   3363.00  ...   3366.00     3381.00       JD
107  jd2602  20250923   3123.00  ...   3125.00     3135.00       JD
108  jd2603  20250923   3142.00  ...   3140.00     3156.00       JD
109  jd2604  20250923   3306.00  ...   3288.00     3324.00       JD
110  jd2605  20250923   3426.00  ...   3406.00     3443.00       JD
111  jd2606  20250923   3240.00  ...   3232.00     3254.00       JD
112  jd2607  20250923   3479.00  ...   3471.00     3492.00       JD
113  jd2608  20250923   3920.00  ...   3918.00     3924.00       JD
114  jm2510  20250923   1036.00  ...   1019.00     1036.00       JM
115  jm2511  20250923   1081.00  ...   1069.50     1085.50       JM
116  jm2512  20250923   1147.50  ...   1140.50     1155.50       JM
117  jm2601  20250923   1214.00  ...   1209.50     1229.00       JM
118  jm2602  20250923   1239.50  ...   1232.50     1251.00       JM
119  jm2603  20250923   1259.00  ...   1254.50     1277.50       JM
120  jm2604  20250923   1275.50  ...   1276.00     1304.00       JM
121  jm2605  20250923   1305.00  ...   1301.00     1323.00       JM
122  jm2606  20250923   1315.00  ...   1314.50     1347.50       JM
123  jm2607  20250923   1326.50  ...   1329.50     1361.00       JM
124  jm2608  20250923   1346.00  ...   1345.50     1370.00       JM
125  jm2609  20250923   1376.00  ...   1370.50     1389.50       JM
126   l2510  20250923   7073.00  ...   7043.00     7074.00        L
127   l2511  20250923   7093.00  ...   7073.00     7107.00        L
128   l2512  20250923   7114.00  ...   7093.00     7133.00        L
129   l2601  20250923   7116.00  ...   7108.00     7153.00        L
130   l2602  20250923   7112.00  ...   7109.00     7155.00        L
131   l2603  20250923   7132.00  ...   7126.00     7167.00        L
132   l2604  20250923   7172.00  ...   7157.00     7216.00        L
133   l2605  20250923   7172.00  ...   7154.00     7204.00        L
134   l2606  20250923   7171.00  ...   7155.00     7195.00        L
135   l2607  20250923   7184.00  ...   7175.00     7206.00        L
136   l2608  20250923   7206.00  ...   7209.00     7223.00        L
137   l2609  20250923   7222.00  ...   7204.00     7237.00        L
138  lg2509  20250923    780.00  ...    780.00      780.00       LG
139  lg2511  20250923    808.00  ...    807.00      808.00       LG
140  lg2601  20250923    823.50  ...    820.00      821.00       LG
141  lg2603  20250923    825.50  ...    825.00      826.50       LG
142  lg2605  20250923    826.00  ...    827.00      830.50       LG
143  lg2607  20250923    830.00  ...    829.50      832.50       LG
144  lh2509  20250923      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250923  12760.00  ...  12730.00    12855.00       LH
146  lh2601  20250923  13310.00  ...  13280.00    13405.00       LH
147  lh2603  20250923  12745.00  ...  12685.00    12815.00       LH
148  lh2605  20250923  13230.00  ...  13130.00    13315.00       LH
149  lh2607  20250923  13905.00  ...  13780.00    13990.00       LH
150   m2511  20250923   2995.00  ...   2922.00     3003.00        M
151   m2512  20250923   3040.00  ...   2968.00     3048.00        M
152   m2601  20250923   3013.00  ...   2954.00     3030.00        M
153   m2603  20250923   2943.00  ...   2906.00     2968.00        M
154   m2605  20250923   2770.00  ...   2739.00     2784.00        M
155   m2607  20250923   2762.00  ...   2736.00     2776.00        M
156   m2608  20250923   2877.00  ...   2843.00     2887.00        M
157   m2609  20250923   2885.00  ...   2847.00     2893.00        M
158   p2510  20250923   9210.00  ...   8948.00     9244.00        P
159   p2511  20250923   9264.00  ...   9052.00     9278.00        P
160   p2512  20250923   9278.00  ...   9072.00     9292.00        P
161   p2601  20250923   9282.00  ...   9086.00     9326.00        P
162   p2602  20250923   9290.00  ...   9078.00     9276.00        P
163   p2603  20250923   9228.00  ...   9008.00     9276.00        P
164   p2604  20250923   9128.00  ...   8938.00     9216.00        P
165   p2605  20250923   9108.00  ...   8866.00     9120.00        P
166   p2606  20250923   8990.00  ...   8762.00     9002.00        P
167   p2607  20250923   8800.00  ...   8648.00     8894.00        P
168   p2608  20250923   8726.00  ...   8574.00     8834.00        P
169   p2609  20250923   8776.00  ...   8520.00     8768.00        P
170  pg2509  20250923      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250923   4314.00  ...   4318.00     4366.00       PG
172  pg2511  20250923   4258.00  ...   4247.00     4293.00       PG
173  pg2512  20250923   4194.00  ...   4185.00     4232.00       PG
174  pg2601  20250923   4132.00  ...   4123.00     4171.00       PG
175  pg2602  20250923   4056.00  ...   4055.00     4100.00       PG
176  pg2603  20250923   3994.00  ...   3977.00     4020.00       PG
177  pg2604  20250923   4348.00  ...   4332.00     4366.00       PG
178  pg2605  20250923   4261.00  ...   4246.00     4281.00       PG
179  pg2606  20250923   4197.00  ...   4197.00     4195.00       PG
180  pg2607  20250923   4134.00  ...   4134.00     4159.00       PG
181  pg2608  20250923   4080.00  ...   4080.00     4095.00       PG
182  pp2510  20250923   6755.00  ...   6750.00     6785.00       PP
183  pp2511  20250923   6796.00  ...   6782.00     6821.00       PP
184  pp2512  20250923   6839.00  ...   6818.00     6857.00       PP
185  pp2601  20250923   6866.00  ...   6850.00     6895.00       PP
186  pp2602  20250923   6852.00  ...   6836.00     6882.00       PP
187  pp2603  20250923   6839.00  ...   6840.00     6870.00       PP
188  pp2604  20250923   6887.00  ...   6876.00     6911.00       PP
189  pp2605  20250923   6905.00  ...   6900.00     6942.00       PP
190  pp2606  20250923   6877.00  ...   6852.00     6903.00       PP
191  pp2607  20250923   6865.00  ...   6842.00     6878.00       PP
192  pp2608  20250923   6871.00  ...   6859.00     6894.00       PP
193  pp2609  20250923   6900.00  ...   6892.00     6931.00       PP
194  rr2510  20250923   3614.00  ...   3619.00     3610.00       RR
195  rr2511  20250923   3616.00  ...   3615.00     3615.00       RR
196  rr2512  20250923   3616.00  ...   3615.00     3613.00       RR
197  rr2601  20250923   3622.00  ...   3620.00     3624.00       RR
198  rr2602  20250923   3606.00  ...   3606.00     3608.00       RR
199  rr2603  20250923   3612.00  ...   3612.00     3611.00       RR
200  rr2604  20250923      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250923      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250923      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250923      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250923      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250923      0.00  ...   3614.00     3614.00       RR
206   v2510  20250923   4798.00  ...   4784.00     4837.00        V
207   v2511  20250923   4848.00  ...   4819.00     4867.00        V
208   v2512  20250923   4884.00  ...   4859.00     4903.00        V
209   v2601  20250923   4927.00  ...   4903.00     4955.00        V
210   v2602  20250923   4969.00  ...   4939.00     5001.00        V
211   v2603  20250923   5002.00  ...   4976.00     5035.00        V
212   v2604  20250923   5198.00  ...   5179.00     5246.00        V
213   v2605  20250923   5232.00  ...   5203.00     5259.00        V
214   v2606  20250923   5251.00  ...   5248.00     5286.00        V
215   v2607  20250923   5281.00  ...   5269.00     5318.00        V
216   v2608  20250923   5333.00  ...   5308.00     5347.00        V
217   v2609  20250923   5352.00  ...   5331.00     5385.00        V
218   y2511  20250923   8354.00  ...   8128.00     8376.00        Y
219   y2512  20250923   8408.00  ...   8178.00     8402.00        Y
220   y2601  20250923   8310.00  ...   8136.00     8348.00        Y
221   y2603  20250923   8286.00  ...   8096.00     8282.00        Y
222   y2605  20250923   8042.00  ...   7860.00     8066.00        Y
223   y2607  20250923   8026.00  ...   7868.00     8026.00        Y
224   y2608  20250923   8000.00  ...   7852.00     8036.00        Y
225   y2609  20250923   8012.00  ...   7804.00     8000.00        Y

[226 rows x 12 columns]
2025-09-24 18:26:11,982 - future_1d - INFO - ak.get_dce_daily('2025-09-23') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250923   8450.0   8490.0  ...    23932.02   8472.0      8448.0       AP
1    AP511  20250923   8251.0   8288.0  ...     7593.47   8263.0      8220.0       AP
2    AP512  20250923   8252.0   8254.0  ...      543.07   8228.0      8205.0       AP
3    AP601  20250923   8293.0   8322.0  ...   349547.15   8285.0      8256.0       AP
4    AP603  20250923   8191.0   8208.0  ...      220.83   8179.0      8172.0       AP
5    AP604  20250923   8155.0   8156.0  ...       48.92   8154.0      8169.0       AP
6    AP605  20250923   8238.0   8239.0  ...     2657.67   8203.0      8195.0       AP
7    CF511  20250923  13505.0  13540.0  ...   335967.69  13490.0     13520.0       CF
8    CF601  20250923  13600.0  13605.0  ...  1633174.42  13545.0     13635.0       CF
9    CF603  20250923  13565.0  13565.0  ...     3271.99  13520.0     13605.0       CF
10   CF605  20250923  13620.0  13620.0  ...   227380.36  13560.0     13640.0       CF
11   CF607  20250923  13590.0  13600.0  ...      821.13  13570.0     13645.0       CF
12   CF609  20250923  13760.0  13780.0  ...      336.51  13735.0     13825.0       CF
13   CJ512  20250923  10680.0  10780.0  ...     1889.48  10735.0     10695.0       CJ
14   CJ601  20250923  10700.0  10820.0  ...   569998.00  10760.0     10710.0       CJ
15   CJ603  20250923  10660.0  10795.0  ...    10673.59  10745.0     10665.0       CJ
16   CJ605  20250923  10700.0  10820.0  ...    77130.91  10760.0     10680.0       CJ
17   CJ607  20250923  10825.0  10925.0  ...     1770.36  10860.0     10785.0       CJ
18   CJ609  20250923  10950.0  11000.0  ...      197.45  10970.0     10905.0       CJ
19   CY510  20250923      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250923  19640.0  19695.0  ...    96808.01  19640.0     19665.0       CY
21   CY512  20250923      0.0      0.0  ...        0.00  19495.0     19590.0       CY
22   CY601  20250923  19655.0  19675.0  ...     2238.56  19635.0     19700.0       CY
23   CY602  20250923      0.0      0.0  ...        0.00  19745.0     19790.0       CY
24   CY603  20250923      0.0      0.0  ...        0.00  19735.0     19705.0       CY
25   CY604  20250923      0.0      0.0  ...        0.00  19730.0     19790.0       CY
26   CY605  20250923  19835.0  19835.0  ...       29.67  19780.0     19910.0       CY
27   CY606  20250923      0.0      0.0  ...        0.00  19735.0     19845.0       CY
28   CY607  20250923      0.0      0.0  ...        0.00  20005.0     20150.0       CY
29   CY608  20250923      0.0      0.0  ...        0.00  19810.0     19810.0       CY
30   CY609  20250923      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250923   1082.0   1083.0  ...     8381.67   1073.0      1089.0       FG
32   FG511  20250923   1077.0   1077.0  ...   195070.28   1067.0      1087.0       FG
33   FG512  20250923   1196.0   1197.0  ...    91030.90   1184.0      1211.0       FG
34   FG601  20250923   1195.0   1195.0  ...  4359055.58   1181.0      1212.0       FG
35   FG602  20250923   1248.0   1254.0  ...    77124.71   1240.0      1263.0       FG
36   FG603  20250923   1257.0   1257.0  ...     3286.93   1245.0      1274.0       FG
37   FG604  20250923   1318.0   1321.0  ...      719.35   1308.0      1332.0       FG
38   FG605  20250923   1327.0   1327.0  ...   169356.31   1310.0      1339.0       FG
39   FG606  20250923   1349.0   1349.0  ...      854.70   1340.0      1366.0       FG
40   FG607  20250923   1350.0   1350.0  ...     1643.94   1339.0      1366.0       FG
41   FG608  20250923   1392.0   1392.0  ...     1223.87   1384.0      1400.0       FG
42   FG609  20250923   1399.0   1399.0  ...     5673.52   1388.0      1405.0       FG
43   JR511  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250923   2250.0   2258.0  ...     3747.47   2249.0      2263.0       MA
52   MA511  20250923   2278.0   2289.0  ...   206723.97   2278.0      2291.0       MA
53   MA512  20250923   2324.0   2328.0  ...   194794.73   2320.0      2330.0       MA
54   MA601  20250923   2339.0   2351.0  ...  1088354.07   2340.0      2353.0       MA
55   MA602  20250923   2364.0   2373.0  ...   134806.42   2363.0      2374.0       MA
56   MA603  20250923   2384.0   2396.0  ...      801.17   2384.0      2398.0       MA
57   MA604  20250923   2391.0   2391.0  ...       11.90   2379.0      2393.0       MA
58   MA605  20250923   2371.0   2380.0  ...    53597.43   2371.0      2379.0       MA
59   MA606  20250923   2383.0   2383.0  ...        4.76   2380.0      2386.0       MA
60   MA607  20250923   2360.0   2364.0  ...       37.69   2356.0      2367.0       MA
61   MA608  20250923   2349.0   2361.0  ...        7.06   2354.0      2360.0       MA
62   MA609  20250923   2337.0   2345.0  ...     2365.82   2333.0      2337.0       MA
63   OI511  20250923  10287.0  10290.0  ...   737228.24  10202.0     10272.0       OI
64   OI601  20250923  10118.0  10121.0  ...  4204398.12  10026.0     10102.0       OI
65   OI603  20250923   9838.0   9849.0  ...     5661.95   9745.0      9851.0       OI
66   OI605  20250923   9608.0   9617.0  ...   246149.62   9498.0      9607.0       OI
67   OI607  20250923   9551.0   9551.0  ...     1048.77   9448.0      9568.0       OI
68   OI609  20250923   9501.0   9506.0  ...      649.85   9418.0      9532.0       OI
69   PF510  20250923   6260.0   6262.0  ...     5991.79   6242.0      6296.0       PF
70   PF511  20250923   6254.0   6256.0  ...   499030.51   6234.0      6278.0       PF
71   PF512  20250923   6218.0   6220.0  ...   287371.85   6202.0      6244.0       PF
72   PF601  20250923   6270.0   6270.0  ...    35246.28   6246.0      6298.0       PF
73   PF602  20250923   6260.0   6272.0  ...    81677.67   6258.0      6300.0       PF
74   PF603  20250923   6262.0   6266.0  ...       50.06   6258.0      6314.0       PF
75   PF604  20250923   6314.0   6316.0  ...       22.08   6308.0      6366.0       PF
76   PF605  20250923   6332.0   6332.0  ...       34.82   6332.0      6378.0       PF
77   PF606  20250923      0.0      0.0  ...        0.00   6364.0      6376.0       PF
78   PF607  20250923      0.0      0.0  ...        0.00   6378.0      6412.0       PF
79   PF608  20250923      0.0      0.0  ...        0.00   6392.0      6420.0       PF
80   PF609  20250923   6408.0   6408.0  ...        3.20   6408.0      6428.0       PF
81   PK510  20250923   7794.0   7816.0  ...     3624.08   7794.0      7818.0       PK
82   PK511  20250923   7790.0   7802.0  ...   380149.50   7772.0      7820.0       PK
83   PK512  20250923   7802.0   7812.0  ...   166386.10   7788.0      7828.0       PK
84   PK601  20250923   7820.0   7820.0  ...    58162.67   7796.0      7832.0       PK
85   PK603  20250923   7828.0   7834.0  ...      297.03   7818.0      7852.0       PK
86   PK604  20250923   7836.0   7836.0  ...       58.72   7830.0      7850.0       PK
87   PK605  20250923   7846.0   7846.0  ...     2961.37   7834.0      7862.0       PK
88   PL601  20250923   6319.0   6348.0  ...    53121.68   6332.0      6373.0       PL
89   PL602  20250923   6366.0   6373.0  ...      165.58   6369.0      6412.0       PL
90   PL603  20250923      0.0      0.0  ...        0.00   6402.0      6421.0       PL
91   PL604  20250923      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250923      0.0      0.0  ...        0.00   6327.0      6345.0       PL
93   PL606  20250923      0.0      0.0  ...        0.00   6384.0      6384.0       PL
94   PL607  20250923      0.0      0.0  ...        0.00   6410.0      6439.0       PL
95   PL608  20250923      0.0      0.0  ...        0.00   6499.0      6500.0       PL
96   PL609  20250923      0.0      0.0  ...        0.00   6490.0      6500.0       PL
97   PM511  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250923   5756.0   5784.0  ...     3373.82   5752.0      5788.0       PR
104  PR511  20250923   5732.0   5734.0  ...   474277.75   5708.0      5756.0       PR
105  PR512  20250923   5730.0   5740.0  ...   546543.29   5712.0      5760.0       PR
106  PR601  20250923   5734.0   5734.0  ...   178133.22   5712.0      5760.0       PR
107  PR602  20250923   5756.0   6124.0  ...      397.18   5756.0      5780.0       PR
108  PR603  20250923   5778.0   6136.0  ...      398.15   5770.0      5810.0       PR
109  PR604  20250923   5766.0   5800.0  ...      173.45   5782.0      5820.0       PR
110  PR605  20250923   5794.0   5812.0  ...      130.32   5792.0      5828.0       PR
111  PR606  20250923      0.0      0.0  ...        0.00   5860.0      5904.0       PR
112  PR607  20250923   5848.0   5848.0  ...        8.77   5848.0      5912.0       PR
113  PR608  20250923      0.0      0.0  ...        0.00   5870.0      5914.0       PR
114  PR609  20250923      0.0      0.0  ...        0.00   5870.0      5888.0       PR
115  PX510  20250923   6592.0   6592.0  ...      817.21   6564.0      6666.0       PX
116  PX511  20250923   6566.0   6570.0  ...   536097.15   6534.0      6602.0       PX
117  PX512  20250923   6564.0   6564.0  ...   232067.56   6526.0      6594.0       PX
118  PX601  20250923   6550.0   6550.0  ...   118298.50   6518.0      6588.0       PX
119  PX602  20250923   6548.0   6552.0  ...    10757.76   6524.0      6590.0       PX
120  PX603  20250923   6524.0   6524.0  ...       13.02   6512.0      6584.0       PX
121  PX604  20250923      0.0      0.0  ...        0.00   6540.0      6600.0       PX
122  PX605  20250923   6530.0   6558.0  ...     3227.44   6528.0      6586.0       PX
123  PX606  20250923      0.0      0.0  ...        0.00   6558.0      6620.0       PX
124  PX607  20250923   6528.0   6614.0  ...       45.96   6566.0      6586.0       PX
125  PX608  20250923   6550.0   6550.0  ...        6.55   6548.0      6602.0       PX
126  PX609  20250923   6580.0   6580.0  ...        3.29   6580.0      6634.0       PX
127  RI511  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250923   2534.0   2537.0  ...    33070.36   2493.0      2553.0       RM
134  RM601  20250923   2519.0   2519.0  ...  1206857.30   2468.0      2533.0       RM
135  RM603  20250923   2407.0   2409.0  ...    26030.09   2368.0      2423.0       RM
136  RM605  20250923   2367.0   2369.0  ...   257422.45   2338.0      2384.0       RM
137  RM607  20250923   2356.0   2356.0  ...    16271.20   2328.0      2373.0       RM
138  RM608  20250923   2455.0   2455.0  ...     2317.59   2427.0      2470.0       RM
139  RM609  20250923   2442.0   2462.0  ...     6438.24   2426.0      2458.0       RM
140  RS511  20250923   5306.0   5330.0  ...       90.06   5297.0      5346.0       RS
141  RS607  20250923   5519.0   5574.0  ...      166.34   5545.0      5570.0       RS
142  RS608  20250923   5526.0   5571.0  ...      177.37   5543.0      5579.0       RS
143  RS609  20250923   5534.0   5584.0  ...      122.16   5553.0      5588.0       RS
144  SA510  20250923   1205.0   1209.0  ...    13784.78   1200.0      1219.0       SA
145  SA511  20250923   1217.0   1218.0  ...   630620.16   1209.0      1233.0       SA
146  SA512  20250923   1278.0   1280.0  ...   303270.59   1267.0      1298.0       SA
147  SA601  20250923   1287.0   1290.0  ...  3200531.21   1278.0      1307.0       SA
148  SA602  20250923   1322.0   1323.0  ...   302874.97   1308.0      1344.0       SA
149  SA603  20250923   1329.0   1363.0  ...     5013.19   1317.0      1345.0       SA
150  SA604  20250923   1375.0   1375.0  ...     1850.53   1359.0      1387.0       SA
151  SA605  20250923   1380.0   1385.0  ...   179470.47   1364.0      1397.0       SA
152  SA606  20250923   1391.0   1392.0  ...     1518.85   1378.0      1409.0       SA
153  SA607  20250923   1393.0   1394.0  ...     1744.90   1380.0      1411.0       SA
154  SA608  20250923   1431.0   1431.0  ...     1465.37   1417.0      1441.0       SA
155  SA609  20250923   1438.0   1438.0  ...     6767.03   1423.0      1447.0       SA
156  SF510  20250923   5464.0   5544.0  ...     6162.35   5508.0      5510.0       SF
157  SF511  20250923   5642.0   5734.0  ...   696479.14   5692.0      5692.0       SF
158  SF512  20250923   5658.0   5718.0  ...   225000.00   5676.0      5708.0       SF
159  SF601  20250923   5636.0   5706.0  ...   191019.14   5664.0      5672.0       SF
160  SF602  20250923   5586.0   5668.0  ...    33277.91   5628.0      5632.0       SF
161  SF603  20250923   5810.0   5810.0  ...       54.94   5784.0      5810.0       SF
162  SF604  20250923      0.0      0.0  ...        0.00   5832.0      5876.0       SF
163  SF605  20250923   5758.0   5820.0  ...     2607.62   5776.0      5794.0       SF
164  SF606  20250923   5730.0   5774.0  ...      183.61   5738.0      5728.0       SF
165  SF607  20250923   5900.0   5900.0  ...       41.12   5876.0      5920.0       SF
166  SF608  20250923   5834.0   5856.0  ...        8.77   5846.0      5906.0       SF
167  SF609  20250923   5904.0   5904.0  ...      111.22   5854.0      5890.0       SF
168  SH510  20250923   2497.0   2506.0  ...    23584.32   2474.0      2517.0       SH
169  SH511  20250923   2518.0   2535.0  ...   712883.24   2493.0      2553.0       SH
170  SH512  20250923   2590.0   2598.0  ...   396488.93   2551.0      2615.0       SH
171  SH601  20250923   2594.0   2603.0  ...  3220884.00   2555.0      2622.0       SH
172  SH602  20250923   2618.0   2624.0  ...    58040.99   2573.0      2640.0       SH
173  SH603  20250923   2636.0   2637.0  ...     1941.86   2589.0      2662.0       SH
174  SH604  20250923   2681.0   2681.0  ...      386.46   2629.0      2697.0       SH
175  SH605  20250923   2688.0   2694.0  ...    24995.82   2648.0      2707.0       SH
176  SH606  20250923   2689.0   2695.0  ...      431.06   2661.0      2717.0       SH
177  SH607  20250923   2661.0   2668.0  ...      119.10   2647.0      2716.0       SH
178  SH608  20250923   2699.0   2699.0  ...       87.61   2655.0      2715.0       SH
179  SH609  20250923   2704.0   2704.0  ...      577.67   2674.0      2722.0       SH
180  SM510  20250923   5742.0   5838.0  ...     5693.78   5790.0      5798.0       SM
181  SM511  20250923   5844.0   5918.0  ...   260909.85   5862.0      5896.0       SM
182  SM512  20250923   5858.0   5924.0  ...    95495.91   5866.0      5906.0       SM
183  SM601  20250923   5858.0   5940.0  ...   725733.20   5890.0      5884.0       SM
184  SM602  20250923   5866.0   5948.0  ...   110787.74   5892.0      5936.0       SM
185  SM603  20250923   5902.0   5956.0  ...      381.97   5922.0      5894.0       SM
186  SM604  20250923   5940.0   5944.0  ...       23.75   5938.0      5992.0       SM
187  SM605  20250923   5918.0   5978.0  ...    10115.74   5930.0      5920.0       SM
188  SM606  20250923   5918.0   5918.0  ...        2.96   5918.0      5906.0       SM
189  SM607  20250923   5936.0   5952.0  ...       14.85   5940.0      5984.0       SM
190  SM608  20250923   5928.0   5928.0  ...        2.96   5928.0      5966.0       SM
191  SM609  20250923   5980.0   6008.0  ...      534.55   5974.0      5962.0       SM
192  SR511  20250923   5500.0   5516.0  ...   155873.47   5496.0      5497.0       SR
193  SR601  20250923   5451.0   5457.0  ...  1208829.22   5440.0      5461.0       SR
194  SR603  20250923   5450.0   5450.0  ...     6275.57   5424.0      5450.0       SR
195  SR605  20250923   5430.0   5435.0  ...   126861.56   5414.0      5442.0       SR
196  SR607  20250923   5448.0   5449.0  ...     5980.90   5427.0      5451.0       SR
197  SR609  20250923   5458.0   5459.0  ...     3040.49   5439.0      5465.0       SR
198  TA510  20250923   4522.0   4524.0  ...    18585.90   4512.0      4562.0       TA
199  TA511  20250923   4542.0   4546.0  ...   251751.50   4528.0      4576.0       TA
200  TA512  20250923   4560.0   4560.0  ...   100162.00   4540.0      4588.0       TA
201  TA601  20250923   4562.0   4568.0  ...  1376736.09   4550.0      4596.0       TA
202  TA602  20250923   4566.0   4578.0  ...    19993.68   4560.0      4606.0       TA
203  TA603  20250923   4576.0   4588.0  ...      157.71   4572.0      4630.0       TA
204  TA604  20250923   4580.0   4588.0  ...        6.87   4584.0      4618.0       TA
205  TA605  20250923   4600.0   4610.0  ...    54237.18   4592.0      4636.0       TA
206  TA606  20250923   4608.0   4608.0  ...       20.68   4596.0      4640.0       TA
207  TA607  20250923   4610.0   4624.0  ...       27.66   4610.0      4658.0       TA
208  TA608  20250923   4626.0   4628.0  ...        9.25   4626.0      4676.0       TA
209  TA609  20250923   4634.0   4642.0  ...      243.28   4634.0      4672.0       TA
210  UR510  20250923   1558.0   1566.0  ...     5681.73   1559.0      1561.0       UR
211  UR511  20250923   1630.0   1640.0  ...    57725.64   1634.0      1635.0       UR
212  UR512  20250923   1648.0   1653.0  ...    16640.84   1648.0      1648.0       UR
213  UR601  20250923   1655.0   1664.0  ...   373093.20   1658.0      1658.0       UR
214  UR602  20250923   1665.0   1671.0  ...      589.60   1666.0      1664.0       UR
215  UR603  20250923   1712.0   1714.0  ...       71.83   1710.0      1711.0       UR
216  UR604  20250923   1711.0   1715.0  ...       27.40   1713.0      1712.0       UR
217  UR605  20250923   1712.0   1718.0  ...    18504.79   1713.0      1716.0       UR
218  UR606  20250923   1713.0   1718.0  ...      181.69   1714.0      1717.0       UR
219  UR607  20250923   1748.0   1749.0  ...      188.59   1746.0      1753.0       UR
220  UR608  20250923   1745.0   1745.0  ...       24.39   1742.0      1747.0       UR
221  UR609  20250923   1735.0   1739.0  ...      350.40   1735.0      1740.0       UR
222  WH511  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-24 18:26:12,330 - future_1d - INFO - ak.get_czce_daily('2025-09-23') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250923  51015.0  ...  50335.0     51890.0       PS
1   PS2511  20250923  50900.0  ...  50170.0     51675.0       PS
2   PS2512  20250923  53420.0  ...  52510.0     54225.0       PS
3   PS2601  20250923  53070.0  ...  52240.0     54065.0       PS
4   PS2602  20250923  53345.0  ...  52145.0     54595.0       PS
5   PS2603  20250923  53410.0  ...  51780.0     54490.0       PS
6   PS2604  20250923  53440.0  ...  52115.0     54165.0       PS
7   PS2605  20250923  53100.0  ...  51960.0     53990.0       PS
8   PS2606  20250923  55615.0  ...  54160.0     56335.0       PS
9   PS2607  20250923  55715.0  ...  53800.0     56470.0       PS
10  PS2608  20250923  55385.0  ...  53725.0     56380.0       PS
11  PS2609  20250923  55295.0  ...  53680.0     56245.0       PS
13  SI2510  20250923   8900.0  ...   8905.0      9110.0       SI
14  SI2511  20250923   8930.0  ...   8945.0      9135.0       SI
15  SI2512  20250923   9330.0  ...   9350.0      9520.0       SI
16  SI2601  20250923   9310.0  ...   9305.0      9515.0       SI
17  SI2602  20250923   9320.0  ...   9320.0      9525.0       SI
18  SI2603  20250923   9390.0  ...   9340.0      9510.0       SI
19  SI2604  20250923   9330.0  ...   9335.0      9500.0       SI
20  SI2605  20250923   9330.0  ...   9355.0      9520.0       SI
21  SI2606  20250923   9345.0  ...   9335.0      9545.0       SI
22  SI2607  20250923   9380.0  ...   9355.0      9510.0       SI
23  SI2608  20250923   9340.0  ...   9350.0      9560.0       SI
24  SI2609  20250923   9380.0  ...   9360.0      9575.0       SI
27  LC2510  20250923  72880.0  ...  73160.0     73660.0       LC
28  LC2511  20250923  73040.0  ...  73460.0     73780.0       LC
29  LC2512  20250923  73240.0  ...  73540.0     73940.0       LC
30  LC2601  20250923  74160.0  ...  73440.0     73880.0       LC
31  LC2602  20250923  73120.0  ...  73360.0     73580.0       LC
32  LC2603  20250923  73520.0  ...  73320.0     73840.0       LC
33  LC2604  20250923  74180.0  ...  73900.0     74240.0       LC
34  LC2605  20250923  73860.0  ...  73800.0     74280.0       LC
35  LC2606  20250923  73700.0  ...  73500.0     74180.0       LC
36  LC2607  20250923  73460.0  ...  73440.0     73980.0       LC
37  LC2608  20250923  73600.0  ...  73500.0     74100.0       LC
38  LC2609  20250923  73680.0  ...  73580.0     74020.0       LC

[36 rows x 12 columns]
2025-09-24 18:26:12,532 - future_1d - INFO - ak.get_gfex_daily('2025-09-23') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250923  7156.800  ...  7034.000    7124.600       IC
1   IC2511  20250923  7093.200  ...  6972.000    7056.600       IC
2   IC2512  20250923  7033.000  ...  6888.200    6995.000       IC
3   IC2603  20250923  6857.000  ...  6715.600    6825.000       IC
4   IF2510  20250923  4516.800  ...  4482.000    4497.400       IF
5   IF2511  20250923  4502.000  ...  4472.600    4481.800       IF
6   IF2512  20250923  4495.000  ...  4454.600    4472.400       IF
7   IF2603  20250923  4469.000  ...  4425.200    4448.800       IF
8   IH2510  20250923  2917.000  ...  2911.800    2917.000       IH
9   IH2511  20250923  2915.800  ...  2912.600    2915.800       IH
10  IH2512  20250923  2920.000  ...  2912.400    2917.400       IH
11  IH2603  20250923  2921.000  ...  2911.400    2918.800       IH
12  IM2510  20250923  7402.200  ...  7250.400    7373.800       IM
13  IM2511  20250923  7319.800  ...  7160.400    7290.800       IM
14  IM2512  20250923  7236.800  ...  7075.800    7211.000       IM
15  IM2603  20250923  7029.000  ...  6870.200    7002.600       IM
16   T2512  20250923   107.905  ...   107.755     107.945        T
17   T2603  20250923   107.575  ...   107.420     107.595        T
18   T2606  20250923   107.400  ...   107.320     107.460        T
19  TF2512  20250923   105.730  ...   105.645     105.760       TF
20  TF2603  20250923   105.610  ...   105.515     105.620       TF
21  TF2606  20250923   105.530  ...   105.455     105.555       TF
22  TL2512  20250923   114.950  ...   114.540     115.090       TL
23  TL2603  20250923   114.660  ...   114.200     114.750       TL
24  TL2606  20250923   114.510  ...   114.250     114.770       TL
25  TS2512  20250923   102.394  ...   102.352     102.396       TS
26  TS2603  20250923   102.312  ...   102.280     102.324       TS
27  TS2606  20250923   102.274  ...   102.280     102.300       TS

[28 rows x 12 columns]
2025-09-24 18:26:12,851 - future_1d - INFO - ak.get_cffex_daily('2025-09-23') done
2025-09-24 18:26:14,621 - future_1d - INFO - save future_daily 2025-09-23 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250924  ...   79990      79940      CU
1        1      CU2511  20250924  ...   79990      79940      CU
2        2      CU2512  20250924  ...   79980      79940      CU
3        3      CU2601  20250924  ...   79970      79920      CU
4        4      CU2602  20250924  ...   79960      79890      CU
5        5      CU2603  20250924  ...   79950      79880      CU
6        6      CU2604  20250924  ...   79970      79920      CU
7        7      CU2605  20250924  ...   79910      79890      CU
8        8      CU2606  20250924  ...   79860      79940      CU
9        9      CU2607  20250924  ...   79840      79930      CU
10      10      CU2608  20250924  ...   79880      79930      CU
11      11      CU2609  20250924  ...   79890      79940      CU
12      12      BC2510  20250924  ...   70910      70920      BC
13      13      BC2511  20250924  ...   71060      70990      BC
14      14      BC2512  20250924  ...   71110      71110      BC
15      15      BC2601  20250924  ...   71300      71300      BC
16      16      BC2602  20250924  ...   71100      71100      BC
17      17      BC2603  20250924  ...   71210      71210      BC
18      18      BC2604  20250924  ...   71300      71300      BC
19      19      BC2605  20250924  ...   71300      71300      BC
20      20      BC2606  20250924  ...   71400      71400      BC
21      21      BC2607  20250924  ...   71400      71400      BC
22      22      BC2608  20250924  ...   71400      71400      BC
23      23      BC2609  20250924  ...   71550      71550      BC
24      24      AL2510  20250924  ...   20680      20685      AL
25      25      AL2511  20250924  ...   20685      20685      AL
26      26      AL2512  20250924  ...   20690      20690      AL
27      27      AL2601  20250924  ...   20695      20690      AL
28      28      AL2602  20250924  ...   20695      20690      AL
29      29      AL2603  20250924  ...   20725      20715      AL
30      30      AL2604  20250924  ...   20750      20735      AL
31      31      AL2605  20250924  ...   20755      20740      AL
32      32      AL2606  20250924  ...   20785      20745      AL
33      33      AL2607  20250924  ...   20780      20745      AL
34      34      AL2608  20250924  ...   20775      20745      AL
35      35      AL2609  20250924  ...   20775      20775      AL
36      36      ZN2510  20250924  ...   21905      21945      ZN
37      37      ZN2511  20250924  ...   21915      21955      ZN
38      38      ZN2512  20250924  ...   21915      21955      ZN
39      39      ZN2601  20250924  ...   21930      21980      ZN
40      40      ZN2602  20250924  ...   21955      21980      ZN
41      41      ZN2603  20250924  ...   21970      21960      ZN
42      42      ZN2604  20250924  ...   22010      22020      ZN
43      43      ZN2605  20250924  ...   22045      22125      ZN
44      44      ZN2606  20250924  ...   22080      22105      ZN
45      45      ZN2607  20250924  ...   22095      22115      ZN
46      46      ZN2608  20250924  ...   22115      22140      ZN
47      47      ZN2609  20250924  ...   22145      22160      ZN
48      48      PB2510  20250924  ...   17035      17085      PB
49      49      PB2511  20250924  ...   17075      17125      PB
50      50      PB2512  20250924  ...   17090      17125      PB
51      51      PB2601  20250924  ...   17085      17095      PB
52      52      PB2602  20250924  ...   17090      17175      PB
53      53      PB2603  20250924  ...   17125      17125      PB
54      54      PB2604  20250924  ...   17215      17215      PB
55      55      PB2605  20250924  ...   17140      17150      PB
56      56      PB2606  20250924  ...   17160      17165      PB
57      57      PB2607  20250924  ...   17175      17180      PB
58      58      PB2608  20250924  ...   17140      17140      PB
59      59      PB2609  20250924  ...   17185      17185      PB
60      60      NI2510  20250924  ...  121450     121010      NI
61      61      NI2511  20250924  ...  121680     121170      NI
62      62      NI2512  20250924  ...  121810     121300      NI
63      63      NI2601  20250924  ...  122020     121540      NI
64      64      NI2602  20250924  ...  122250     121790      NI
65      65      NI2603  20250924  ...  122510     122010      NI
66      66      NI2604  20250924  ...  122640     122160      NI
67      67      NI2605  20250924  ...  122920     122370      NI
68      68      NI2606  20250924  ...  123050     122520      NI
69      69      NI2607  20250924  ...  123340     122800      NI
70      70      NI2608  20250924  ...  123750     123230      NI
71      71      NI2609  20250924  ...  124090     123490      NI
72      72      SN2510  20250924  ...  271570     270250      SN
73      73      SN2511  20250924  ...  271840     270590      SN
74      74      SN2512  20250924  ...  272030     270770      SN
75      75      SN2601  20250924  ...  272140     270840      SN
76      76      SN2602  20250924  ...  272100     270970      SN
77      77      SN2603  20250924  ...  272640     270870      SN
78      78      SN2604  20250924  ...  272870     271120      SN
79      79      SN2605  20250924  ...  273140     270970      SN
80      80      SN2606  20250924  ...  273310     271080      SN
81      81      SN2607  20250924  ...  273200     272210      SN
82      82      SN2608  20250924  ...  273380     272800      SN
83      83      SN2609  20250924  ...  273670     272720      SN
84      84      AO2510  20250924  ...    2858       2873      AO
85      85      AO2511  20250924  ...    2871       2877      AO
86      86      AO2512  20250924  ...    2882       2887      AO
87      87      AO2601  20250924  ...    2894       2899      AO
88      88      AO2602  20250924  ...    2906       2905      AO
89      89      AO2603  20250924  ...    2975       2974      AO
90      90      AO2604  20250924  ...    2980       2996      AO
91      91      AO2605  20250924  ...    2986       2992      AO
92      92      AO2606  20250924  ...    2993       3007      AO
93      93      AO2607  20250924  ...    2996       3008      AO
94      94      AO2608  20250924  ...    3007       3020      AO
95      95      AO2609  20250924  ...    3020       3030      AO
96      96      AD2511  20250924  ...   20320      20230      AD
97      97      AD2512  20250924  ...   20315      20260      AD
98      98      AD2601  20250924  ...   20320      20275      AD
99      99      AD2602  20250924  ...   20320      20285      AD
100    100      AD2603  20250924  ...   20300      20300      AD
101    101      AD2604  20250924  ...   20320      20320      AD
102    102      AD2605  20250924  ...   20320      20320      AD
103    103      AD2606  20250924  ...   20305      20305      AD
104    104      AD2607  20250924  ...   20510      20510      AD
105    105      AD2608  20250924  ...   20515      20515      AD
106    106      AD2609  20250924  ...   20335      20335      AD
107    107      AU2510  20250924  ...  854.98     847.78      AU
108    108      AU2511  20250924  ...  856.34     850.82      AU
109    109      AU2512  20250924  ...   858.6      851.2      AU
110    110      AU2602  20250924  ...  860.92     853.94      AU
111    111      AU2604  20250924  ...  863.22     855.86      AU
112    112      AU2606  20250924  ...  865.94     858.76      AU
113    113      AU2608  20250924  ...  869.22     861.04      AU
114    114      AU2610  20250924  ...  872.52     864.14      AU
115    115      AG2510  20250924  ...   10356      10273      AG
116    116      AG2511  20250924  ...   10388      10294      AG
117    117      AG2512  20250924  ...   10403      10311      AG
118    118      AG2601  20250924  ...   10415      10318      AG
119    119      AG2602  20250924  ...   10423      10328      AG
120    120      AG2603  20250924  ...   10438      10346      AG
121    121      AG2604  20250924  ...   10454      10349      AG
122    122      AG2605  20250924  ...   10468      10372      AG
123    123      AG2606  20250924  ...   10479      10389      AG
124    124      AG2607  20250924  ...   10496      10399      AG
125    125      AG2608  20250924  ...   10509      10418      AG
126    126      AG2609  20250924  ...   10514      10429      AG
127    127      RB2510  20250924  ...    3066       3074      RB
128    128      RB2511  20250924  ...    3082       3088      RB
129    129      RB2512  20250924  ...    3136       3140      RB
130    130      RB2601  20250924  ...    3157       3163      RB
131    131      RB2602  20250924  ...    3159       3163      RB
132    132      RB2603  20250924  ...    3175       3182      RB
133    133      RB2604  20250924  ...    3193       3200      RB
134    134      RB2605  20250924  ...    3217       3220      RB
135    135      RB2606  20250924  ...    3235       3233      RB
136    136      RB2607  20250924  ...    3246       3248      RB
137    137      RB2608  20250924  ...    3241       3242      RB
138    138      RB2609  20250924  ...    3244       3248      RB
139    139      WR2510  20250924  ...    3233       3275      WR
140    140      WR2511  20250924  ...    3343       3302      WR
141    141      WR2512  20250924  ...    3324       3324      WR
142    142      WR2601  20250924  ...    3349       3337      WR
143    143      WR2602  20250924  ...    3339       3330      WR
144    144      WR2603  20250924  ...    3399       3399      WR
145    145      WR2604  20250924  ...    3389       3389      WR
146    146      WR2605  20250924  ...    3414       3414      WR
147    147      WR2606  20250924  ...    3372       3372      WR
148    148      WR2607  20250924  ...    3390       3390      WR
149    149      WR2608  20250924  ...    3371       3371      WR
150    150      WR2609  20250924  ...    3418       3450      WR
151    151      HC2510  20250924  ...    3401       3396      HC
152    152      HC2511  20250924  ...    3380       3377      HC
153    153      HC2512  20250924  ...    3368       3356      HC
154    154      HC2601  20250924  ...    3350       3349      HC
155    155      HC2602  20250924  ...    3346       3345      HC
156    156      HC2603  20250924  ...    3351       3350      HC
157    157      HC2604  20250924  ...    3349       3356      HC
158    158      HC2605  20250924  ...    3358       3358      HC
159    159      HC2606  20250924  ...    3362       3370      HC
160    160      HC2607  20250924  ...    3369       3376      HC
161    161      HC2608  20250924  ...    3371       3378      HC
162    162      HC2609  20250924  ...    3383       3378      HC
163    163      SS2510  20250924  ...   12790      12790      SS
164    164      SS2511  20250924  ...   12905      12905      SS
165    165      SS2512  20250924  ...   12945      12940      SS
166    166      SS2601  20250924  ...   13005      13005      SS
167    167      SS2602  20250924  ...   13040      13065      SS
168    168      SS2603  20250924  ...   13125      13125      SS
169    169      SS2604  20250924  ...   13180      13190      SS
170    170      SS2605  20250924  ...   13260      13255      SS
171    171      SS2606  20250924  ...   13305      13305      SS
172    172      SS2607  20250924  ...   13395      13340      SS
173    173      SS2608  20250924  ...   13420      13420      SS
174    174      SS2609  20250924  ...   13485      13485      SS
175    175      SC2510  20250924  ...   479.3      477.6      SC
176    176      SC2511  20250924  ...   482.3      475.3      SC
177    177      SC2512  20250924  ...   482.8      475.6      SC
178    178      SC2601  20250924  ...   482.7      475.6      SC
179    179      SC2602  20250924  ...   482.1      475.1      SC
180    180      SC2603  20250924  ...   481.8      474.4      SC
181    181      SC2604  20250924  ...   482.5      475.3      SC
182    182      SC2605  20250924  ...   480.8        475      SC
183    183      SC2606  20250924  ...     480      474.4      SC
184    184      SC2607  20250924  ...     480      472.8      SC
185    185      SC2608  20250924  ...   478.1      472.8      SC
186    186      SC2609  20250924  ...   477.8      471.8      SC
187    187      SC2612  20250924  ...     472      469.8      SC
188    188      SC2703  20250924  ...   473.1        472      SC
189    189      SC2706  20250924  ...   469.2      469.2      SC
190    190      SC2709  20250924  ...     470        470      SC
191    191      SC2712  20250924  ...   469.1      466.3      SC
192    192      SC2803  20250924  ...     468        468      SC
193    193      SC2806  20250924  ...   465.8      458.9      SC
194    194      SC2809  20250924  ...   464.2        461      SC
195    195      LU2510  20250924  ...    3366       3317      LU
196    196      LU2511  20250924  ...    3397       3345      LU
197    197      LU2512  20250924  ...    3385       3328      LU
198    198      LU2601  20250924  ...    3377       3318      LU
199    199      LU2602  20250924  ...    3362       3309      LU
200    200      LU2603  20250924  ...    3358       3301      LU
201    201      LU2604  20250924  ...    3356       3294      LU
202    202      LU2605  20250924  ...    3356       3304      LU
203    203      LU2606  20250924  ...    3347       3297      LU
204    204      LU2607  20250924  ...    3344       3278      LU
205    205      LU2608  20250924  ...    3334       3274      LU
206    206      LU2609  20250924  ...    3320       3268      LU
207    207      FU2510  20250924  ...    2879       2770      FU
208    208      FU2511  20250924  ...    2888       2797      FU
209    209      FU2512  20250924  ...    2867       2776      FU
210    210      FU2601  20250924  ...    2850       2758      FU
211    211      FU2602  20250924  ...    2837       2744      FU
212    212      FU2603  20250924  ...    2822       2736      FU
213    213      FU2604  20250924  ...    2808       2730      FU
214    214      FU2605  20250924  ...    2800       2718      FU
215    215      FU2606  20250924  ...    2782       2710      FU
216    216      FU2607  20250924  ...    2753       2690      FU
217    217      FU2608  20250924  ...    2728       2684      FU
218    218      FU2609  20250924  ...    2719       2674      FU
219    219      BU2510  20250924  ...    3413       3387      BU
220    220      BU2511  20250924  ...    3396       3377      BU
221    221      BU2512  20250924  ...    3346       3324      BU
222    222      BU2601  20250924  ...    3314       3291      BU
223    223      BU2602  20250924  ...    3318       3298      BU
224    224      BU2603  20250924  ...    3335       3306      BU
225    225      BU2604  20250924  ...    3312       3312      BU
226    226      BU2605  20250924  ...    3332       3308      BU
227    227      BU2606  20250924  ...    3333       3309      BU
228    228      BU2607  20250924  ...    3327       3310      BU
229    229      BU2608  20250924  ...    3323       3302      BU
230    230      BU2609  20250924  ...    3333       3304      BU
231    231      BU2612  20250924  ...    3300       3276      BU
232    232      BU2703  20250924  ...    3281       3281      BU
233    233      BU2706  20250924  ...    3312       3289      BU
234    234      BU2709  20250924  ...    3320       3297      BU
235    235      BR2510  20250924  ...   11595      11545      BR
236    236      BR2511  20250924  ...   11545      11480      BR
237    237      BR2512  20250924  ...   11535      11465      BR
238    238      BR2601  20250924  ...   11525      11460      BR
239    239      BR2602  20250924  ...   11545      11500      BR
240    240      BR2603  20250924  ...   11605      11570      BR
241    241      BR2604  20250924  ...   11640      11540      BR
242    242      BR2605  20250924  ...   11580      11510      BR
243    243      BR2606  20250924  ...   11620      11620      BR
244    244      BR2607  20250924  ...   11680      11680      BR
245    245      BR2608  20250924  ...   11745      11685      BR
246    246      BR2609  20250924  ...   11750      11675      BR
247    247      RU2510  20250924  ...   14740      14780      RU
248    248      RU2511  20250924  ...   14715      14695      RU
249    249      RU2601  20250924  ...   15605      15570      RU
250    250      RU2603  20250924  ...   15590      15510      RU
251    251      RU2604  20250924  ...   15570      15505      RU
252    252      RU2605  20250924  ...   15545      15525      RU
253    253      RU2606  20250924  ...   15585      15655      RU
254    254      RU2607  20250924  ...   15600      15575      RU
255    255      RU2608  20250924  ...   15685      15680      RU
256    256      RU2609  20250924  ...   15600      15575      RU
257    257      NR2510  20250924  ...   12415      12390      NR
258    258      NR2511  20250924  ...   12455      12435      NR
259    259      NR2512  20250924  ...   12465      12445      NR
260    260      NR2601  20250924  ...   12490      12475      NR
261    261      NR2602  20250924  ...   12490      12460      NR
262    262      NR2603  20250924  ...   12510      12505      NR
263    263      NR2604  20250924  ...   12530      12525      NR
264    264      NR2605  20250924  ...   12600      12505      NR
265    265      NR2606  20250924  ...   12495      12495      NR
266    266      NR2607  20250924  ...   12650      12650      NR
267    267      NR2608  20250924  ...   12685      12685      NR
268    268      NR2609  20250924  ...   12510      12510      NR
269    269      SP2510  20250924  ...    4984       4984      SP
270    270      SP2511  20250924  ...    5010       5006      SP
271    271      SP2512  20250924  ...    5026       5026      SP
272    272      SP2601  20250924  ...    5268       5274      SP
273    273      SP2602  20250924  ...    5258       5264      SP
274    274      SP2603  20250924  ...    5272       5282      SP
275    275      SP2604  20250924  ...    5282       5286      SP
276    276      SP2605  20250924  ...    5286       5300      SP
277    277      SP2606  20250924  ...    5282       5308      SP
278    278      SP2607  20250924  ...    5268       5310      SP
279    279      SP2608  20250924  ...    5292       5312      SP
280    280      SP2609  20250924  ...    5280       5308      SP
281    281      OP2601  20250924  ...    4230       4230      OP
282    282      OP2602  20250924  ...    4228       4228      OP
283    283      OP2603  20250924  ...    4246       4238      OP
284    284      OP2604  20250924  ...    4262       4262      OP
285    285      OP2605  20250924  ...    4266       4276      OP
286    286      OP2606  20250924  ...    4242       4242      OP
287    287      OP2607  20250924  ...    4238       4258      OP
288    288      OP2608  20250924  ...    4238       4238      OP
289    289      OP2609  20250924  ...    4338       4342      OP
290    290      EC2510  20250924  ...    1128     1085.4      EC
291    291      EC2512  20250924  ...  1678.9     1622.5      EC
292    292      EC2602  20250924  ...  1572.8     1536.9      EC
293    293      EC2604  20250924  ...  1257.3     1235.7      EC
294    294      EC2606  20250924  ...  1436.5     1422.5      EC
295    295      EC2608  20250924  ...  1591.5     1591.2      EC
296    297  SC_TAS2511  20250924  ...                     SC_TAS
297    298  SC_TAS2512  20250924  ...                     SC_TAS
298    299  SC_TAS2601  20250924  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-24 18:26:19,472 - future_1d - INFO - ak.get_shfe_daily('2025-09-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250924   479.3  ...   479.3      477.6      SC
1       SC2511  20250924   479.2  ...   482.3      475.3      SC
2       SC2512  20250924   479.3  ...   482.8      475.6      SC
3       SC2601  20250924   480.2  ...   482.7      475.6      SC
4       SC2602  20250924   479.4  ...   482.1      475.1      SC
5       SC2603  20250924   478.5  ...   481.8      474.4      SC
6       SC2604  20250924   478.5  ...   482.5      475.3      SC
7       SC2605  20250924   478.5  ...   480.8        475      SC
8       SC2606  20250924   478.5  ...     480      474.4      SC
9       SC2607  20250924     479  ...     480      472.8      SC
10      SC2608  20250924   478.2  ...   478.1      472.8      SC
11      SC2609  20250924     477  ...   477.8      471.8      SC
12      SC2612  20250924          ...     472      469.8      SC
13      SC2703  20250924          ...   473.1        472      SC
14      SC2706  20250924          ...   469.2      469.2      SC
15      SC2709  20250924          ...     470        470      SC
16      SC2712  20250924   469.1  ...   469.1      466.3      SC
17      SC2803  20250924          ...     468        468      SC
18      SC2806  20250924   465.3  ...   465.8      458.9      SC
19      SC2809  20250924   464.2  ...   464.2        461      SC
21      LU2510  20250924    3341  ...    3366       3317      LU
22      LU2511  20250924    3386  ...    3397       3345      LU
23      LU2512  20250924    3364  ...    3385       3328      LU
24      LU2601  20250924    3354  ...    3377       3318      LU
25      LU2602  20250924    3348  ...    3362       3309      LU
26      LU2603  20250924    3346  ...    3358       3301      LU
27      LU2604  20250924    3356  ...    3356       3294      LU
28      LU2605  20250924    3330  ...    3356       3304      LU
29      LU2606  20250924    3346  ...    3347       3297      LU
30      LU2607  20250924    3338  ...    3344       3278      LU
31      LU2608  20250924    3325  ...    3334       3274      LU
32      LU2609  20250924    3288  ...    3320       3268      LU
34      NR2510  20250924   12400  ...   12415      12390      NR
35      NR2511  20250924   12385  ...   12455      12435      NR
36      NR2512  20250924   12415  ...   12465      12445      NR
37      NR2601  20250924   12455  ...   12490      12475      NR
38      NR2602  20250924   12460  ...   12490      12460      NR
39      NR2603  20250924   12460  ...   12510      12505      NR
40      NR2604  20250924   12520  ...   12530      12525      NR
41      NR2605  20250924   12590  ...   12600      12505      NR
42      NR2606  20250924          ...   12495      12495      NR
43      NR2607  20250924          ...   12650      12650      NR
44      NR2608  20250924          ...   12685      12685      NR
45      NR2609  20250924          ...   12510      12510      NR
47      BC2510  20250924   71050  ...   70910      70920      BC
48      BC2511  20250924   71050  ...   71060      70990      BC
49      BC2512  20250924          ...   71110      71110      BC
50      BC2601  20250924          ...   71300      71300      BC
51      BC2602  20250924          ...   71100      71100      BC
52      BC2603  20250924          ...   71210      71210      BC
53      BC2604  20250924          ...   71300      71300      BC
54      BC2605  20250924          ...   71300      71300      BC
55      BC2606  20250924          ...   71400      71400      BC
56      BC2607  20250924          ...   71400      71400      BC
57      BC2608  20250924          ...   71400      71400      BC
58      BC2609  20250924          ...   71550      71550      BC
60      EC2510  20250924  1101.6  ...    1128     1085.4      EC
61      EC2512  20250924  1628.8  ...  1678.9     1622.5      EC
62      EC2602  20250924  1548.1  ...  1572.8     1536.9      EC
63      EC2604  20250924  1238.6  ...  1257.3     1235.7      EC
64      EC2606  20250924    1426  ...  1436.5     1422.5      EC
65      EC2608  20250924    1588  ...  1591.5     1591.2      EC
68  SC_TAS2511  20250924          ...                     SC_TAS
69  SC_TAS2512  20250924          ...                     SC_TAS
70  SC_TAS2601  20250924          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-24 18:26:19,530 - future_1d - INFO - ak.get_ine_daily('2025-09-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250924   3883.00  ...   3890.00     3876.00        A
1     a2601  20250924   3871.00  ...   3879.00     3870.00        A
2     a2603  20250924   3875.00  ...   3886.00     3872.00        A
3     a2605  20250924   3925.00  ...   3929.00     3911.00        A
4     a2607  20250924   3924.00  ...   3931.00     3917.00        A
5     a2609  20250924   3925.00  ...   3942.00     3927.00        A
6     b2510  20250924   3578.00  ...   3575.00     3576.00        B
7     b2511  20250924   3579.00  ...   3582.00     3607.00        B
8     b2512  20250924   3610.00  ...   3611.00     3645.00        B
9     b2601  20250924   3602.00  ...   3605.00     3639.00        B
10    b2602  20250924   3596.00  ...   3608.00     3635.00        B
11    b2603  20250924   3565.00  ...   3580.00     3586.00        B
12    b2604  20250924   3483.00  ...   3495.00     3494.00        B
13    b2605  20250924   3421.00  ...   3425.00     3426.00        B
14    b2606  20250924   3394.00  ...   3405.00     3401.00        B
15    b2607  20250924   3405.00  ...   3413.00     3406.00        B
16    b2608  20250924   3502.00  ...   3508.00     3510.00        B
17    b2609  20250924   3510.00  ...   3516.00     3510.00        B
18   bb2511  20250924    141.85  ...    142.00      142.05       BB
19   bb2601  20250924    146.80  ...    146.80      146.65       BB
20   bb2603  20250924    147.05  ...    147.00      147.00       BB
21   bb2605  20250924      0.00  ...    141.60      141.60       BB
22   bb2607  20250924      0.00  ...    146.35      146.35       BB
23   bb2609  20250924      0.00  ...    146.35      146.35       BB
24   bz2603  20250924   5882.00  ...   5910.00     5865.00       BZ
25   bz2604  20250924   5891.00  ...   5902.00     5841.00       BZ
26   bz2605  20250924   5916.00  ...   5916.00     5859.00       BZ
27   bz2606  20250924      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250924   5880.00  ...   5880.00     5859.00       BZ
29   bz2608  20250924      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250924   2163.00  ...   2158.00     2151.00        C
31    c2601  20250924   2137.00  ...   2134.00     2134.00        C
32    c2603  20250924   2147.00  ...   2146.00     2146.00        C
33    c2605  20250924   2204.00  ...   2201.00     2207.00        C
34    c2607  20250924   2220.00  ...   2214.00     2220.00        C
35    c2609  20250924   2234.00  ...   2231.00     2235.00        C
36   cs2511  20250924   2448.00  ...   2458.00     2436.00       CS
37   cs2601  20250924   2457.00  ...   2459.00     2452.00       CS
38   cs2603  20250924   2459.00  ...   2461.00     2458.00       CS
39   cs2605  20250924   2541.00  ...   2540.00     2541.00       CS
40   cs2607  20250924   2543.00  ...   2549.00     2549.00       CS
41   cs2609  20250924   2576.00  ...   2588.00     2576.00       CS
42   eb2509  20250924      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250924   6851.00  ...   6884.00     6839.00       EB
44   eb2511  20250924   6900.00  ...   6923.00     6865.00       EB
45   eb2512  20250924   6921.00  ...   6940.00     6883.00       EB
46   eb2601  20250924   6950.00  ...   6978.00     6927.00       EB
47   eb2602  20250924   6994.00  ...   7013.00     6966.00       EB
48   eb2603  20250924   7020.00  ...   7051.00     7002.00       EB
49   eb2604  20250924   7091.00  ...   7085.00     7048.00       EB
50   eb2605  20250924   7105.00  ...   7107.00     7065.00       EB
51   eb2606  20250924   7116.00  ...   7117.00     7086.00       EB
52   eb2607  20250924      0.00  ...   7071.00     7071.00       EB
53   eb2608  20250924   7178.00  ...   7178.00     7099.00       EB
54   eg2509  20250924      0.00  ...   4139.00     4139.00       EG
55   eg2510  20250924   4264.00  ...   4259.00     4246.00       EG
56   eg2511  20250924   4225.00  ...   4219.00     4201.00       EG
57   eg2512  20250924   4203.00  ...   4228.00     4193.00       EG
58   eg2601  20250924   4220.00  ...   4227.00     4214.00       EG
59   eg2602  20250924   4240.00  ...   4240.00     4226.00       EG
60   eg2603  20250924   4244.00  ...   4247.00     4234.00       EG
61   eg2604  20250924   4270.00  ...   4279.00     4261.00       EG
62   eg2605  20250924   4279.00  ...   4286.00     4271.00       EG
63   eg2606  20250924   4290.00  ...   4290.00     4292.00       EG
64   eg2607  20250924      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250924      0.00  ...   4346.00     4346.00       EG
66   fb2510  20250924   1261.00  ...   1259.50     1260.00       FB
67   fb2511  20250924   1256.00  ...   1254.50     1254.50       FB
68   fb2512  20250924   1254.50  ...   1254.00     1252.50       FB
69   fb2601  20250924   1253.50  ...   1254.50     1253.50       FB
70   fb2602  20250924   1256.00  ...   1255.50     1254.50       FB
71   fb2603  20250924   1247.00  ...   1246.00     1247.00       FB
72   fb2604  20250924      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250924      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250924      0.00  ...   1292.00     1294.50       FB
75   fb2607  20250924      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250924      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250924      0.00  ...   1296.00     1296.00       FB
78    i2510  20250924    815.50  ...    820.00      821.00        I
79    i2511  20250924    816.50  ...    816.00      816.00        I
80    i2512  20250924    812.00  ...    811.00      810.50        I
81    i2601  20250924    804.00  ...    803.50      803.50        I
82    i2602  20250924    799.00  ...    799.00      800.00        I
83    i2603  20250924    793.50  ...    793.00      793.00        I
84    i2604  20250924    788.00  ...    789.50      789.50        I
85    i2605  20250924    780.50  ...    781.50      781.00        I
86    i2606  20250924    775.00  ...    777.00      776.00        I
87    i2607  20250924    770.00  ...    771.50      771.50        I
88    i2608  20250924    765.50  ...    767.00      767.00        I
89    i2609  20250924    759.50  ...    762.00      767.50        I
90    j2510  20250924   1631.50  ...   1628.00     1604.00        J
91    j2511  20250924   1645.00  ...   1655.00     1632.50        J
92    j2512  20250924   1687.50  ...   1690.50     1664.00        J
93    j2601  20250924   1720.00  ...   1725.50     1710.50        J
94    j2602  20250924      0.00  ...   1747.50     1747.50        J
95    j2603  20250924      0.00  ...   1783.00     1783.00        J
96    j2604  20250924   1842.00  ...   1841.50     1814.00        J
97    j2605  20250924   1868.50  ...   1869.50     1847.00        J
98    j2606  20250924      0.00  ...   1869.50     1869.50        J
99    j2607  20250924   1898.50  ...   1898.50     1878.00        J
100   j2608  20250924   1922.00  ...   1919.50     1905.00        J
101   j2609  20250924   1936.00  ...   1943.00     1933.50        J
102  jd2509  20250924   3250.00  ...   3250.00     3120.00       JD
103  jd2510  20250924   2949.00  ...   2958.00     2962.00       JD
104  jd2511  20250924   3065.00  ...   3057.00     3070.00       JD
105  jd2512  20250924   3190.00  ...   3182.00     3192.00       JD
106  jd2601  20250924   3362.00  ...   3354.00     3366.00       JD
107  jd2602  20250924   3121.00  ...   3122.00     3125.00       JD
108  jd2603  20250924   3140.00  ...   3144.00     3140.00       JD
109  jd2604  20250924   3274.00  ...   3268.00     3288.00       JD
110  jd2605  20250924   3397.00  ...   3391.00     3406.00       JD
111  jd2606  20250924   3222.00  ...   3228.00     3232.00       JD
112  jd2607  20250924   3467.00  ...   3472.00     3471.00       JD
113  jd2608  20250924   3918.00  ...   3918.00     3918.00       JD
114  jm2510  20250924   1030.00  ...   1025.50     1019.00       JM
115  jm2511  20250924   1082.00  ...   1078.50     1069.50       JM
116  jm2512  20250924   1156.00  ...   1149.50     1140.50       JM
117  jm2601  20250924   1221.00  ...   1222.50     1209.50       JM
118  jm2602  20250924   1245.00  ...   1247.50     1232.50       JM
119  jm2603  20250924   1271.00  ...   1268.00     1254.50       JM
120  jm2604  20250924   1293.50  ...   1289.00     1276.00       JM
121  jm2605  20250924   1319.00  ...   1316.00     1301.00       JM
122  jm2606  20250924   1340.00  ...   1332.00     1314.50       JM
123  jm2607  20250924   1343.00  ...   1346.00     1329.50       JM
124  jm2608  20250924   1369.00  ...   1364.50     1345.50       JM
125  jm2609  20250924   1387.50  ...   1386.00     1370.50       JM
126   l2510  20250924   7062.00  ...   7075.00     7043.00        L
127   l2511  20250924   7073.00  ...   7109.00     7073.00        L
128   l2512  20250924   7106.00  ...   7131.00     7093.00        L
129   l2601  20250924   7117.00  ...   7138.00     7108.00        L
130   l2602  20250924   7117.00  ...   7144.00     7109.00        L
131   l2603  20250924   7130.00  ...   7146.00     7126.00        L
132   l2604  20250924   7169.00  ...   7193.00     7157.00        L
133   l2605  20250924   7160.00  ...   7179.00     7154.00        L
134   l2606  20250924   7180.00  ...   7187.00     7155.00        L
135   l2607  20250924   7191.00  ...   7208.00     7175.00        L
136   l2608  20250924   7230.00  ...   7230.00     7209.00        L
137   l2609  20250924   7213.00  ...   7228.00     7204.00        L
138  lg2509  20250924    770.00  ...    766.00      780.00       LG
139  lg2511  20250924    807.00  ...    804.50      807.00       LG
140  lg2601  20250924    820.00  ...    820.00      820.00       LG
141  lg2603  20250924    825.50  ...    826.00      825.00       LG
142  lg2605  20250924    829.00  ...    827.50      827.00       LG
143  lg2607  20250924    828.00  ...    828.00      829.50       LG
144  lh2509  20250924      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250924  12665.00  ...  12700.00    12730.00       LH
146  lh2601  20250924  13225.00  ...  13295.00    13280.00       LH
147  lh2603  20250924  12650.00  ...  12700.00    12685.00       LH
148  lh2605  20250924  13100.00  ...  13140.00    13130.00       LH
149  lh2607  20250924  13730.00  ...  13810.00    13780.00       LH
150   m2511  20250924   2894.00  ...   2895.00     2922.00        M
151   m2512  20250924   2938.00  ...   2937.00     2968.00        M
152   m2601  20250924   2926.00  ...   2922.00     2954.00        M
153   m2603  20250924   2893.00  ...   2897.00     2906.00        M
154   m2605  20250924   2729.00  ...   2743.00     2739.00        M
155   m2607  20250924   2724.00  ...   2737.00     2736.00        M
156   m2608  20250924   2836.00  ...   2848.00     2843.00        M
157   m2609  20250924   2842.00  ...   2851.00     2847.00        M
158   p2510  20250924   8942.00  ...   8904.00     8948.00        P
159   p2511  20250924   9050.00  ...   9044.00     9052.00        P
160   p2512  20250924   9058.00  ...   9052.00     9072.00        P
161   p2601  20250924   9088.00  ...   9078.00     9086.00        P
162   p2602  20250924   9020.00  ...   9062.00     9078.00        P
163   p2603  20250924   9008.00  ...   9018.00     9008.00        P
164   p2604  20250924   8976.00  ...   8982.00     8938.00        P
165   p2605  20250924   8870.00  ...   8902.00     8866.00        P
166   p2606  20250924   8774.00  ...   8798.00     8762.00        P
167   p2607  20250924   8702.00  ...   8718.00     8648.00        P
168   p2608  20250924   8614.00  ...   8618.00     8574.00        P
169   p2609  20250924   8500.00  ...   8546.00     8520.00        P
170  pg2509  20250924      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250924   4321.00  ...   4332.00     4318.00       PG
172  pg2511  20250924   4256.00  ...   4254.00     4247.00       PG
173  pg2512  20250924   4189.00  ...   4193.00     4185.00       PG
174  pg2601  20250924   4130.00  ...   4132.00     4123.00       PG
175  pg2602  20250924   4059.00  ...   4065.00     4055.00       PG
176  pg2603  20250924   3989.00  ...   3989.00     3977.00       PG
177  pg2604  20250924   4361.00  ...   4363.00     4332.00       PG
178  pg2605  20250924   4257.00  ...   4265.00     4246.00       PG
179  pg2606  20250924   4222.00  ...   4220.00     4197.00       PG
180  pg2607  20250924   4155.00  ...   4153.00     4134.00       PG
181  pg2608  20250924   4098.00  ...   4096.00     4080.00       PG
182  pp2510  20250924   6750.00  ...   6763.00     6750.00       PP
183  pp2511  20250924   6782.00  ...   6806.00     6782.00       PP
184  pp2512  20250924   6818.00  ...   6843.00     6818.00       PP
185  pp2601  20250924   6860.00  ...   6870.00     6850.00       PP
186  pp2602  20250924   6834.00  ...   6858.00     6836.00       PP
187  pp2603  20250924   6841.00  ...   6859.00     6840.00       PP
188  pp2604  20250924   6879.00  ...   6904.00     6876.00       PP
189  pp2605  20250924   6905.00  ...   6916.00     6900.00       PP
190  pp2606  20250924   6879.00  ...   6895.00     6852.00       PP
191  pp2607  20250924   6854.00  ...   6871.00     6842.00       PP
192  pp2608  20250924   6853.00  ...   6881.00     6859.00       PP
193  pp2609  20250924   6887.00  ...   6903.00     6892.00       PP
194  rr2510  20250924   3621.00  ...   3622.00     3619.00       RR
195  rr2511  20250924   3615.00  ...   3614.00     3615.00       RR
196  rr2512  20250924   3619.00  ...   3615.00     3615.00       RR
197  rr2601  20250924   3616.00  ...   3621.00     3620.00       RR
198  rr2602  20250924   3602.00  ...   3602.00     3606.00       RR
199  rr2603  20250924      0.00  ...   3612.00     3612.00       RR
200  rr2604  20250924      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250924      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250924      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250924      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250924      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250924      0.00  ...   3614.00     3614.00       RR
206   v2510  20250924   4786.00  ...   4787.00     4784.00        V
207   v2511  20250924   4819.00  ...   4823.00     4819.00        V
208   v2512  20250924   4847.00  ...   4871.00     4859.00        V
209   v2601  20250924   4899.00  ...   4906.00     4903.00        V
210   v2602  20250924   4931.00  ...   4960.00     4939.00        V
211   v2603  20250924   4957.00  ...   4994.00     4976.00        V
212   v2604  20250924   5161.00  ...   5162.00     5179.00        V
213   v2605  20250924   5198.00  ...   5208.00     5203.00        V
214   v2606  20250924   5217.00  ...   5232.00     5248.00        V
215   v2607  20250924   5247.00  ...   5262.00     5269.00        V
216   v2608  20250924   5285.00  ...   5293.00     5308.00        V
217   v2609  20250924   5309.00  ...   5328.00     5331.00        V
218   y2511  20250924   8110.00  ...   8100.00     8128.00        Y
219   y2512  20250924   8154.00  ...   8154.00     8178.00        Y
220   y2601  20250924   8100.00  ...   8096.00     8136.00        Y
221   y2603  20250924   8058.00  ...   8050.00     8096.00        Y
222   y2605  20250924   7862.00  ...   7852.00     7860.00        Y
223   y2607  20250924   7816.00  ...   7816.00     7868.00        Y
224   y2608  20250924   7818.00  ...   7816.00     7852.00        Y
225   y2609  20250924   7790.00  ...   7782.00     7804.00        Y

[226 rows x 12 columns]
2025-09-24 18:26:20,003 - future_1d - INFO - ak.get_dce_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250924   8472.0  ...   8525.0      8472.0       AP
1    AP511  20250924   8289.0  ...   8356.0      8263.0       AP
2    AP512  20250924   8252.0  ...   8296.0      8228.0       AP
3    AP601  20250924   8316.0  ...   8344.0      8285.0       AP
4    AP603  20250924   8202.0  ...   8223.0      8179.0       AP
5    AP604  20250924   8188.0  ...   8213.0      8154.0       AP
6    AP605  20250924   8208.0  ...   8248.0      8203.0       AP
7    CF511  20250924  13570.0  ...  13625.0     13490.0       CF
8    CF601  20250924  13560.0  ...  13560.0     13545.0       CF
9    CF603  20250924  13555.0  ...  13535.0     13520.0       CF
10   CF605  20250924  13590.0  ...  13560.0     13560.0       CF
11   CF607  20250924  13600.0  ...  13590.0     13570.0       CF
12   CF609  20250924  13755.0  ...  13735.0     13735.0       CF
13   CJ512  20250924  10800.0  ...  10760.0     10735.0       CJ
14   CJ601  20250924  10840.0  ...  10795.0     10760.0       CJ
15   CJ603  20250924  10820.0  ...  10785.0     10745.0       CJ
16   CJ605  20250924  10870.0  ...  10830.0     10760.0       CJ
17   CJ607  20250924  10960.0  ...  10935.0     10860.0       CJ
18   CJ609  20250924  11050.0  ...  11025.0     10970.0       CJ
19   CY510  20250924      0.0  ...  19600.0     19600.0       CY
20   CY511  20250924  19705.0  ...  19775.0     19640.0       CY
21   CY512  20250924      0.0  ...  19495.0     19495.0       CY
22   CY601  20250924  19680.0  ...  19690.0     19635.0       CY
23   CY602  20250924      0.0  ...  19745.0     19745.0       CY
24   CY603  20250924      0.0  ...  19830.0     19735.0       CY
25   CY604  20250924      0.0  ...  19730.0     19730.0       CY
26   CY605  20250924      0.0  ...  19795.0     19780.0       CY
27   CY606  20250924      0.0  ...  19735.0     19735.0       CY
28   CY607  20250924      0.0  ...  20005.0     20005.0       CY
29   CY608  20250924  19940.0  ...  19940.0     19810.0       CY
30   CY609  20250924      0.0  ...  20035.0     20035.0       CY
31   FG510  20250924   1076.0  ...   1109.0      1073.0       FG
32   FG511  20250924   1070.0  ...   1106.0      1067.0       FG
33   FG512  20250924   1189.0  ...   1228.0      1184.0       FG
34   FG601  20250924   1188.0  ...   1232.0      1181.0       FG
35   FG602  20250924   1247.0  ...   1274.0      1240.0       FG
36   FG603  20250924   1254.0  ...   1289.0      1245.0       FG
37   FG604  20250924   1311.0  ...   1354.0      1308.0       FG
38   FG605  20250924   1316.0  ...   1354.0      1310.0       FG
39   FG606  20250924   1350.0  ...   1382.0      1340.0       FG
40   FG607  20250924   1340.0  ...   1375.0      1339.0       FG
41   FG608  20250924   1385.0  ...   1417.0      1384.0       FG
42   FG609  20250924   1390.0  ...   1414.0      1388.0       FG
43   JR511  20250924      0.0  ...   2662.0      2662.0       JR
44   JR601  20250924      0.0  ...   2662.0      2662.0       JR
45   JR603  20250924      0.0  ...   2662.0      2662.0       JR
46   JR605  20250924      0.0  ...   2662.0      2662.0       JR
47   JR607  20250924      0.0  ...   2662.0      2662.0       JR
48   JR609  20250924      0.0  ...   2662.0      2662.0       JR
49   LR511  20250924      0.0  ...   2360.0      2360.0       LR
50   LR601  20250924      0.0  ...   2360.0      2360.0       LR
51   MA510  20250924   2254.0  ...   2263.0      2249.0       MA
52   MA511  20250924   2291.0  ...   2294.0      2278.0       MA
53   MA512  20250924   2321.0  ...   2332.0      2320.0       MA
54   MA601  20250924   2346.0  ...   2355.0      2340.0       MA
55   MA602  20250924   2371.0  ...   2380.0      2363.0       MA
56   MA603  20250924   2391.0  ...   2396.0      2384.0       MA
57   MA604  20250924   2392.0  ...   2396.0      2379.0       MA
58   MA605  20250924   2375.0  ...   2382.0      2371.0       MA
59   MA606  20250924   2384.0  ...   2389.0      2380.0       MA
60   MA607  20250924   2357.0  ...   2364.0      2356.0       MA
61   MA608  20250924      0.0  ...   2362.0      2354.0       MA
62   MA609  20250924   2333.0  ...   2341.0      2333.0       MA
63   OI511  20250924  10214.0  ...  10110.0     10202.0       OI
64   OI601  20250924  10009.0  ...   9923.0     10026.0       OI
65   OI603  20250924   9757.0  ...   9681.0      9745.0       OI
66   OI605  20250924   9491.0  ...   9437.0      9498.0       OI
67   OI607  20250924   9434.0  ...   9387.0      9448.0       OI
68   OI609  20250924   9400.0  ...   9343.0      9418.0       OI
69   PF510  20250924   6254.0  ...   6274.0      6242.0       PF
70   PF511  20250924   6262.0  ...   6272.0      6234.0       PF
71   PF512  20250924   6216.0  ...   6238.0      6202.0       PF
72   PF601  20250924   6266.0  ...   6284.0      6246.0       PF
73   PF602  20250924   6274.0  ...   6288.0      6258.0       PF
74   PF603  20250924   6274.0  ...   6304.0      6258.0       PF
75   PF604  20250924   6328.0  ...   6342.0      6308.0       PF
76   PF605  20250924   6348.0  ...   6378.0      6332.0       PF
77   PF606  20250924   6372.0  ...   6380.0      6364.0       PF
78   PF607  20250924   6382.0  ...   6394.0      6378.0       PF
79   PF608  20250924   6402.0  ...   6402.0      6392.0       PF
80   PF609  20250924   6442.0  ...   6442.0      6408.0       PF
81   PK510  20250924   7790.0  ...   7796.0      7794.0       PK
82   PK511  20250924   7760.0  ...   7762.0      7772.0       PK
83   PK512  20250924   7786.0  ...   7770.0      7788.0       PK
84   PK601  20250924   7812.0  ...   7790.0      7796.0       PK
85   PK603  20250924   7828.0  ...   7830.0      7818.0       PK
86   PK604  20250924   7836.0  ...   7836.0      7830.0       PK
87   PK605  20250924   7842.0  ...   7836.0      7834.0       PK
88   PL601  20250924   6337.0  ...   6344.0      6332.0       PL
89   PL602  20250924   6377.0  ...   6385.0      6369.0       PL
90   PL603  20250924      0.0  ...   6402.0      6402.0       PL
91   PL604  20250924      0.0  ...   6407.0      6407.0       PL
92   PL605  20250924      0.0  ...   6330.0      6327.0       PL
93   PL606  20250924      0.0  ...   6402.0      6384.0       PL
94   PL607  20250924      0.0  ...   6410.0      6410.0       PL
95   PL608  20250924      0.0  ...   6499.0      6499.0       PL
96   PL609  20250924      0.0  ...   6490.0      6490.0       PL
97   PM511  20250924      0.0  ...   3122.0      3122.0       PM
98   PM601  20250924      0.0  ...   3122.0      3122.0       PM
99   PM603  20250924      0.0  ...   3122.0      3122.0       PM
100  PM605  20250924      0.0  ...   3122.0      3122.0       PM
101  PM607  20250924      0.0  ...   3122.0      3122.0       PM
102  PM609  20250924      0.0  ...   3122.0      3122.0       PM
103  PR510  20250924   5752.0  ...   5798.0      5752.0       PR
104  PR511  20250924   5734.0  ...   5756.0      5708.0       PR
105  PR512  20250924   5742.0  ...   5764.0      5712.0       PR
106  PR601  20250924   5732.0  ...   5746.0      5712.0       PR
107  PR602  20250924   5764.0  ...   5790.0      5756.0       PR
108  PR603  20250924   5774.0  ...   5808.0      5770.0       PR
109  PR604  20250924   5798.0  ...   5826.0      5782.0       PR
110  PR605  20250924   5808.0  ...   5830.0      5792.0       PR
111  PR606  20250924   5860.0  ...   5860.0      5860.0       PR
112  PR607  20250924   5876.0  ...   5876.0      5848.0       PR
113  PR608  20250924      0.0  ...   5892.0      5870.0       PR
114  PR609  20250924      0.0  ...   5882.0      5870.0       PR
115  PX510  20250924   6624.0  ...   6604.0      6564.0       PX
116  PX511  20250924   6562.0  ...   6568.0      6534.0       PX
117  PX512  20250924   6544.0  ...   6576.0      6526.0       PX
118  PX601  20250924   6554.0  ...   6570.0      6518.0       PX
119  PX602  20250924   6560.0  ...   6582.0      6524.0       PX
120  PX603  20250924   6534.0  ...   6570.0      6512.0       PX
121  PX604  20250924   6616.0  ...   6616.0      6540.0       PX
122  PX605  20250924   6570.0  ...   6596.0      6528.0       PX
123  PX606  20250924      0.0  ...   6622.0      6558.0       PX
124  PX607  20250924   6608.0  ...   6608.0      6566.0       PX
125  PX608  20250924   6624.0  ...   6620.0      6548.0       PX
126  PX609  20250924   6628.0  ...   6626.0      6580.0       PX
127  RI511  20250924      0.0  ...   2479.0      2479.0       RI
128  RI601  20250924      0.0  ...   2479.0      2479.0       RI
129  RI603  20250924      0.0  ...   2479.0      2479.0       RI
130  RI605  20250924      0.0  ...   2479.0      2479.0       RI
131  RI607  20250924      0.0  ...   2479.0      2479.0       RI
132  RI609  20250924      0.0  ...   2479.0      2479.0       RI
133  RM511  20250924   2492.0  ...   2459.0      2493.0       RM
134  RM601  20250924   2445.0  ...   2406.0      2468.0       RM
135  RM603  20250924   2357.0  ...   2334.0      2368.0       RM
136  RM605  20250924   2329.0  ...   2321.0      2338.0       RM
137  RM607  20250924   2322.0  ...   2311.0      2328.0       RM
138  RM608  20250924   2421.0  ...   2409.0      2427.0       RM
139  RM609  20250924   2411.0  ...   2396.0      2426.0       RM
140  RS511  20250924   5232.0  ...   5278.0      5297.0       RS
141  RS607  20250924   5525.0  ...   5552.0      5545.0       RS
142  RS608  20250924   5529.0  ...   5543.0      5543.0       RS
143  RS609  20250924   5519.0  ...   5549.0      5553.0       RS
144  SA510  20250924   1202.0  ...   1213.0      1200.0       SA
145  SA511  20250924   1214.0  ...   1218.0      1209.0       SA
146  SA512  20250924   1268.0  ...   1282.0      1267.0       SA
147  SA601  20250924   1278.0  ...   1300.0      1278.0       SA
148  SA602  20250924   1309.0  ...   1318.0      1308.0       SA
149  SA603  20250924   1315.0  ...   1340.0      1317.0       SA
150  SA604  20250924   1355.0  ...   1382.0      1359.0       SA
151  SA605  20250924   1363.0  ...   1389.0      1364.0       SA
152  SA606  20250924   1375.0  ...   1401.0      1378.0       SA
153  SA607  20250924   1376.0  ...   1407.0      1380.0       SA
154  SA608  20250924   1416.0  ...   1437.0      1417.0       SA
155  SA609  20250924   1422.0  ...   1440.0      1423.0       SA
156  SF510  20250924   5510.0  ...   5536.0      5508.0       SF
157  SF511  20250924   5722.0  ...   5732.0      5692.0       SF
158  SF512  20250924   5708.0  ...   5708.0      5676.0       SF
159  SF601  20250924   5692.0  ...   5700.0      5664.0       SF
160  SF602  20250924   5640.0  ...   5662.0      5628.0       SF
161  SF603  20250924   5846.0  ...   5858.0      5784.0       SF
162  SF604  20250924      0.0  ...   5832.0      5832.0       SF
163  SF605  20250924   5776.0  ...   5810.0      5776.0       SF
164  SF606  20250924   5748.0  ...   5786.0      5738.0       SF
165  SF607  20250924   5940.0  ...   5936.0      5876.0       SF
166  SF608  20250924      0.0  ...   5896.0      5846.0       SF
167  SF609  20250924   5884.0  ...   5904.0      5854.0       SF
168  SH510  20250924   2458.0  ...   2471.0      2474.0       SH
169  SH511  20250924   2484.0  ...   2486.0      2493.0       SH
170  SH512  20250924   2536.0  ...   2533.0      2551.0       SH
171  SH601  20250924   2538.0  ...   2533.0      2555.0       SH
172  SH602  20250924   2562.0  ...   2558.0      2573.0       SH
173  SH603  20250924   2577.0  ...   2574.0      2589.0       SH
174  SH604  20250924   2618.0  ...   2620.0      2629.0       SH
175  SH605  20250924   2627.0  ...   2626.0      2648.0       SH
176  SH606  20250924   2640.0  ...   2637.0      2661.0       SH
177  SH607  20250924   2629.0  ...   2631.0      2647.0       SH
178  SH608  20250924   2641.0  ...   2652.0      2655.0       SH
179  SH609  20250924   2662.0  ...   2665.0      2674.0       SH
180  SM510  20250924   5796.0  ...   5814.0      5790.0       SM
181  SM511  20250924   5868.0  ...   5898.0      5862.0       SM
182  SM512  20250924   5880.0  ...   5898.0      5866.0       SM
183  SM601  20250924   5890.0  ...   5910.0      5890.0       SM
184  SM602  20250924   5904.0  ...   5928.0      5892.0       SM
185  SM603  20250924   5904.0  ...   5948.0      5922.0       SM
186  SM604  20250924   5914.0  ...   5954.0      5938.0       SM
187  SM605  20250924   5930.0  ...   5946.0      5930.0       SM
188  SM606  20250924   5966.0  ...   5966.0      5918.0       SM
189  SM607  20250924   5976.0  ...   5978.0      5940.0       SM
190  SM608  20250924   5960.0  ...   5960.0      5928.0       SM
191  SM609  20250924   5950.0  ...   5976.0      5974.0       SM
192  SR511  20250924   5506.0  ...   5538.0      5496.0       SR
193  SR601  20250924   5444.0  ...   5483.0      5440.0       SR
194  SR603  20250924   5437.0  ...   5457.0      5424.0       SR
195  SR605  20250924   5410.0  ...   5446.0      5414.0       SR
196  SR607  20250924   5422.0  ...   5452.0      5427.0       SR
197  SR609  20250924   5450.0  ...   5466.0      5439.0       SR
198  TA510  20250924   4534.0  ...   4558.0      4512.0       TA
199  TA511  20250924   4550.0  ...   4576.0      4528.0       TA
200  TA512  20250924   4566.0  ...   4588.0      4540.0       TA
201  TA601  20250924   4580.0  ...   4598.0      4550.0       TA
202  TA602  20250924   4576.0  ...   4610.0      4560.0       TA
203  TA603  20250924   4594.0  ...   4620.0      4572.0       TA
204  TA604  20250924   4664.0  ...   4660.0      4584.0       TA
205  TA605  20250924   4622.0  ...   4640.0      4592.0       TA
206  TA606  20250924   4618.0  ...   4626.0      4596.0       TA
207  TA607  20250924   4632.0  ...   4662.0      4610.0       TA
208  TA608  20250924      0.0  ...   4690.0      4626.0       TA
209  TA609  20250924   4658.0  ...   4694.0      4634.0       TA
210  UR510  20250924   1559.0  ...   1563.0      1559.0       UR
211  UR511  20250924   1633.0  ...   1649.0      1634.0       UR
212  UR512  20250924   1649.0  ...   1663.0      1648.0       UR
213  UR601  20250924   1662.0  ...   1672.0      1658.0       UR
214  UR602  20250924   1668.0  ...   1681.0      1666.0       UR
215  UR603  20250924   1719.0  ...   1724.0      1710.0       UR
216  UR604  20250924   1725.0  ...   1726.0      1713.0       UR
217  UR605  20250924   1717.0  ...   1723.0      1713.0       UR
218  UR606  20250924   1719.0  ...   1725.0      1714.0       UR
219  UR607  20250924   1748.0  ...   1757.0      1746.0       UR
220  UR608  20250924   1749.0  ...   1751.0      1742.0       UR
221  UR609  20250924   1741.0  ...   1741.0      1735.0       UR
222  WH511  20250924      0.0  ...   3198.0      3198.0       WH
223  WH601  20250924      0.0  ...   3198.0      3198.0       WH
224  WH603  20250924      0.0  ...   3198.0      3198.0       WH
225  WH605  20250924      0.0  ...   3198.0      3198.0       WH
226  WH607  20250924      0.0  ...   3198.0      3198.0       WH
227  WH609  20250924      0.0  ...   3198.0      3198.0       WH
228  ZC510  20250924      0.0  ...    801.4       801.4       ZC
229  ZC511  20250924      0.0  ...    801.4       801.4       ZC
230  ZC512  20250924      0.0  ...    801.4       801.4       ZC
231  ZC601  20250924      0.0  ...    801.4       801.4       ZC
232  ZC602  20250924      0.0  ...    801.4       801.4       ZC
233  ZC603  20250924      0.0  ...    801.4       801.4       ZC
234  ZC604  20250924      0.0  ...    801.4       801.4       ZC
235  ZC605  20250924      0.0  ...    801.4       801.4       ZC
236  ZC606  20250924      0.0  ...    801.4       801.4       ZC
237  ZC607  20250924      0.0  ...    801.4       801.4       ZC
238  ZC608  20250924      0.0  ...    801.4       801.4       ZC
239  ZC609  20250924      0.0  ...    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-24 18:26:20,273 - future_1d - INFO - ak.get_czce_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250924  50370.0  ...  51390.0     50335.0       PS
1   PS2511  20250924  50300.0  ...  50910.0     50170.0       PS
2   PS2512  20250924  52775.0  ...  53295.0     52510.0       PS
3   PS2601  20250924  52395.0  ...  52905.0     52240.0       PS
4   PS2602  20250924  52260.0  ...  52855.0     52145.0       PS
5   PS2603  20250924  52290.0  ...  52725.0     51780.0       PS
6   PS2604  20250924  52105.0  ...  52925.0     52115.0       PS
7   PS2605  20250924  52010.0  ...  52675.0     51960.0       PS
8   PS2606  20250924  54100.0  ...  54420.0     54160.0       PS
9   PS2607  20250924  53900.0  ...  54480.0     53800.0       PS
10  PS2608  20250924  53370.0  ...  54375.0     53725.0       PS
11  PS2609  20250924  53645.0  ...  54450.0     53680.0       PS
13  SI2510  20250924   8980.0  ...   8925.0      8905.0       SI
14  SI2511  20250924   8950.0  ...   8990.0      8945.0       SI
15  SI2512  20250924   9365.0  ...   9385.0      9350.0       SI
16  SI2601  20250924   9300.0  ...   9355.0      9305.0       SI
17  SI2602  20250924   9290.0  ...   9380.0      9320.0       SI
18  SI2603  20250924   9265.0  ...   9400.0      9340.0       SI
19  SI2604  20250924   9390.0  ...   9410.0      9335.0       SI
20  SI2605  20250924   9350.0  ...   9385.0      9355.0       SI
21  SI2606  20250924   9315.0  ...   9385.0      9335.0       SI
22  SI2607  20250924   9305.0  ...   9415.0      9355.0       SI
23  SI2608  20250924   9300.0  ...   9410.0      9350.0       SI
24  SI2609  20250924   9325.0  ...   9390.0      9360.0       SI
27  LC2510  20250924  73500.0  ...  73280.0     73160.0       LC
28  LC2511  20250924  73700.0  ...  73360.0     73460.0       LC
29  LC2512  20250924  73860.0  ...  73500.0     73540.0       LC
30  LC2601  20250924  73900.0  ...  73360.0     73440.0       LC
31  LC2602  20250924  73620.0  ...  73160.0     73360.0       LC
32  LC2603  20250924  73580.0  ...  73160.0     73320.0       LC
33  LC2604  20250924  74000.0  ...  73580.0     73900.0       LC
34  LC2605  20250924  74020.0  ...  73520.0     73800.0       LC
35  LC2606  20250924  73800.0  ...  73400.0     73500.0       LC
36  LC2607  20250924  73600.0  ...  73200.0     73440.0       LC
37  LC2608  20250924  73660.0  ...  73220.0     73500.0       LC
38  LC2609  20250924  73460.0  ...  73240.0     73580.0       LC

[36 rows x 12 columns]
2025-09-24 18:26:20,539 - future_1d - INFO - ak.get_gfex_daily('2025-09-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250924  7053.800  ...  7260.400    7034.000       IC
1   IC2511  20250924  6965.800  ...  7190.400    6972.000       IC
2   IC2512  20250924  6910.000  ...  7135.800    6888.200       IC
3   IC2603  20250924  6730.200  ...  6960.000    6715.600       IC
4   IF2510  20250924  4485.200  ...  4547.200    4482.000       IF
5   IF2511  20250924  4476.600  ...  4528.800    4472.600       IF
6   IF2512  20250924  4468.800  ...  4522.600    4454.600       IF
7   IF2603  20250924  4441.800  ...  4493.600    4425.200       IF
8   IH2510  20250924  2916.800  ...  2939.200    2911.800       IH
9   IH2511  20250924  2916.400  ...  2936.600    2912.600       IH
10  IH2512  20250924  2916.800  ...  2938.200    2912.400       IH
11  IH2603  20250924  2916.400  ...  2939.000    2911.400       IH
12  IM2510  20250924  7285.600  ...  7454.800    7250.400       IM
13  IM2511  20250924  7185.000  ...  7370.800    7160.400       IM
14  IM2512  20250924  7100.000  ...  7288.400    7075.800       IM
15  IM2603  20250924  6885.000  ...  7074.000    6870.200       IM
16   T2512  20250924   107.780  ...   107.620     107.755        T
17   T2603  20250924   107.450  ...   107.275     107.420        T
18   T2606  20250924   107.355  ...   107.195     107.320        T
19  TF2512  20250924   105.625  ...   105.540     105.645       TF
20  TF2603  20250924   105.530  ...   105.415     105.515       TF
21  TF2606  20250924   105.470  ...   105.360     105.455       TF
22  TL2512  20250924   114.510  ...   113.990     114.540       TL
23  TL2603  20250924   114.210  ...   113.630     114.200       TL
24  TL2606  20250924   114.150  ...   113.620     114.250       TL
25  TS2512  20250924   102.340  ...   102.324     102.352       TS
26  TS2603  20250924   102.290  ...   102.248     102.280       TS
27  TS2606  20250924   102.308  ...   102.262     102.280       TS

[28 rows x 12 columns]
2025-09-24 18:26:20,863 - future_1d - INFO - ak.get_cffex_daily('2025-09-24') done
2025-09-24 18:26:22,625 - future_1d - INFO - save future_daily 2025-09-24 completed