LogViewer
200    200      LU2604  20250707  ...    3425       3459      LU
201    201      LU2605  20250707  ...    3413       3447      LU
202    202      LU2606  20250707  ...    3398       3444      LU
203    203      LU2607  20250707  ...    3403       3425      LU
204    204      FU2508  20250707  ...    2906       2939      FU
205    205      FU2509  20250707  ...    2940       2977      FU
206    206      FU2510  20250707  ...    2907       2936      FU
207    207      FU2511  20250707  ...    2881       2907      FU
208    208      FU2512  20250707  ...    2848       2872      FU
209    209      FU2601  20250707  ...    2838       2864      FU
210    210      FU2602  20250707  ...    2829       2852      FU
211    211      FU2603  20250707  ...    2813       2837      FU
212    212      FU2604  20250707  ...    2797       2822      FU
213    213      FU2605  20250707  ...    2785       2809      FU
214    214      FU2606  20250707  ...    2775       2797      FU
215    215      FU2607  20250707  ...    2762       2785      FU
216    216      BU2507  20250707  ...    3615       3628      BU
217    217      BU2508  20250707  ...    3589       3608      BU
218    218      BU2509  20250707  ...    3562       3588      BU
219    219      BU2510  20250707  ...    3512       3536      BU
220    220      BU2511  20250707  ...    3444       3470      BU
221    221      BU2512  20250707  ...    3369       3391      BU
222    222      BU2601  20250707  ...    3328       3351      BU
223    223      BU2602  20250707  ...    3319       3322      BU
224    224      BU2603  20250707  ...    3305       3333      BU
225    225      BU2604  20250707  ...    3299       3313      BU
226    226      BU2605  20250707  ...    3288       3305      BU
227    227      BU2606  20250707  ...    3279       3292      BU
228    228      BU2609  20250707  ...    3270       3270      BU
229    229      BU2612  20250707  ...    3226       3235      BU
230    230      BU2703  20250707  ...    3223       3235      BU
231    231      BU2706  20250707  ...    3227       3227      BU
232    232      BR2507  20250707  ...   11160      11350      BR
233    233      BR2508  20250707  ...   11030      11270      BR
234    234      BR2509  20250707  ...   10965      11185      BR
235    235      BR2510  20250707  ...   10935      11150      BR
236    236      BR2511  20250707  ...   10920      11140      BR
237    237      BR2512  20250707  ...   10910      11140      BR
238    238      BR2601  20250707  ...   10920      11125      BR
239    239      BR2602  20250707  ...   10910      11115      BR
240    240      BR2603  20250707  ...   10900      11095      BR
241    241      BR2604  20250707  ...   10895      11150      BR
242    242      BR2605  20250707  ...   10925      11125      BR
243    243      BR2606  20250707  ...   10960      11155      BR
244    244      RU2507  20250707  ...   13845      13985      RU
245    245      RU2508  20250707  ...   13915      14045      RU
246    246      RU2509  20250707  ...   13935      14075      RU
247    247      RU2510  20250707  ...   13950      14095      RU
248    248      RU2511  20250707  ...   13955      14075      RU
249    249      RU2601  20250707  ...   14805      14935      RU
250    250      RU2603  20250707  ...   14820      14935      RU
251    251      RU2604  20250707  ...   14845      14975      RU
252    252      RU2605  20250707  ...   14870      15005      RU
253    253      RU2606  20250707  ...   14950      14950      RU
254    254      NR2507  20250707  ...   11960      12145      NR
255    255      NR2508  20250707  ...   12005      12180      NR
256    256      NR2509  20250707  ...   11995      12160      NR
257    257      NR2510  20250707  ...   12005      12155      NR
258    258      NR2511  20250707  ...   12005      12165      NR
259    259      NR2512  20250707  ...   12030      12195      NR
260    260      NR2601  20250707  ...   12055      12185      NR
261    261      NR2602  20250707  ...   12075      12235      NR
262    262      NR2603  20250707  ...   12070      12195      NR
263    263      NR2604  20250707  ...   12065      12195      NR
264    264      NR2605  20250707  ...   12105      12230      NR
265    265      NR2606  20250707  ...   12260      12260      NR
266    266      SP2507  20250707  ...    5044       5060      SP
267    267      SP2508  20250707  ...    5062       5068      SP
268    268      SP2509  20250707  ...    5080       5080      SP
269    269      SP2510  20250707  ...    5092       5090      SP
270    270      SP2511  20250707  ...    5080       5078      SP
271    271      SP2512  20250707  ...    5078       5072      SP
272    272      SP2601  20250707  ...    5284       5294      SP
273    273      SP2602  20250707  ...    5224       5220      SP
274    274      SP2603  20250707  ...    5222       5232      SP
275    275      SP2604  20250707  ...    5230       5224      SP
276    276      SP2605  20250707  ...    5226       5244      SP
277    277      SP2606  20250707  ...    5236       5226      SP
278    278      EC2508  20250707  ...  1872.2     1892.3      EC
279    279      EC2510  20250707  ...  1341.2     1362.4      EC
280    280      EC2512  20250707  ...  1518.9     1526.7      EC
281    281      EC2602  20250707  ...  1326.2     1326.5      EC
282    282      EC2604  20250707  ...  1163.3     1165.2      EC
283    283      EC2606  20250707  ...  1314.7     1312.5      EC
284    284  SC_TAS2508  20250707  ...                     SC_TAS
285    285  SC_TAS2509  20250707  ...                     SC_TAS
286    286  SC_TAS2510  20250707  ...                     SC_TAS
287    287  SC_TAS2511  20250707  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-09 18:26:26,797 - future_1d - INFO - ak.get_shfe_daily('2025-07-07') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250707      0.0  ...  36475.0     35390.0       PS
1   PS2508  20250707  35100.0  ...  35875.0     35500.0       PS
2   PS2509  20250707  34950.0  ...  35645.0     34925.0       PS
3   PS2510  20250707  34730.0  ...  35500.0     34760.0       PS
4   PS2511  20250707  34450.0  ...  35430.0     34590.0       PS
5   PS2512  20250707  36895.0  ...  37900.0     36615.0       PS
6   PS2601  20250707  36220.0  ...  37710.0     36455.0       PS
7   PS2602  20250707  36620.0  ...  37740.0     36290.0       PS
8   PS2603  20250707  36340.0  ...  37710.0     36245.0       PS
9   PS2604  20250707  36020.0  ...  37245.0     36210.0       PS
10  PS2605  20250707  37000.0  ...  37265.0     36160.0       PS
11  PS2606  20250707  37355.0  ...  38355.0     37345.0       PS
13  SI2507  20250707   8080.0  ...   8010.0      8095.0       SI
14  SI2508  20250707   7870.0  ...   8000.0      8000.0       SI
15  SI2509  20250707   7980.0  ...   7990.0      7990.0       SI
16  SI2510  20250707   8030.0  ...   7965.0      7965.0       SI
17  SI2511  20250707   7915.0  ...   7925.0      7935.0       SI
18  SI2512  20250707   8250.0  ...   8240.0      8260.0       SI
19  SI2601  20250707   8220.0  ...   8200.0      8220.0       SI
20  SI2602  20250707   8195.0  ...   8215.0      8215.0       SI
21  SI2603  20250707   8170.0  ...   8210.0      8220.0       SI
22  SI2604  20250707   8110.0  ...   8180.0      8245.0       SI
23  SI2605  20250707   8120.0  ...   8190.0      8215.0       SI
24  SI2606  20250707   8150.0  ...   8205.0      8220.0       SI
27  LC2507  20250707  64000.0  ...  63820.0     63920.0       LC
28  LC2508  20250707  63760.0  ...  63700.0     63780.0       LC
29  LC2509  20250707  63200.0  ...  63440.0     63660.0       LC
30  LC2510  20250707  63020.0  ...  63300.0     63420.0       LC
31  LC2511  20250707  63200.0  ...  63160.0     63300.0       LC
32  LC2512  20250707  63060.0  ...  63340.0     63580.0       LC
33  LC2601  20250707  63500.0  ...  63480.0     63780.0       LC
34  LC2602  20250707  63420.0  ...  63480.0     63860.0       LC
35  LC2603  20250707  63320.0  ...  63500.0     63700.0       LC
36  LC2604  20250707  63420.0  ...  63860.0     64180.0       LC
37  LC2605  20250707  63620.0  ...  63960.0     64200.0       LC
38  LC2606  20250707  63560.0  ...  63920.0     64240.0       LC

[36 rows x 12 columns]
2025-07-09 18:26:27,027 - future_1d - INFO - ak.get_gfex_daily('2025-07-07') done
        symbol      date    open   high  ...     turnover  settle pre_settle variety
0       SC2508  20250707   501.6  505.6  ...   6692519.93   501.3      506.4      SC
1       SC2509  20250707   497.4  500.9  ...   1209278.78   496.9      501.1      SC
2       SC2510  20250707   491.8  494.6  ...     187003.4   490.6      494.8      SC
3       SC2511  20250707   486.6  489.3  ...     22644.28   485.9      489.4      SC
4       SC2512  20250707   483.7  485.8  ...        12595   482.5        486      SC
5       SC2601  20250707     482  482.8  ...      8264.69   480.5      482.8      SC
6       SC2602  20250707   478.8  480.9  ...      5694.36   478.5      480.5      SC
7       SC2603  20250707   472.2  475.4  ...      2562.08   474.4      477.4      SC
8       SC2604  20250707   473.6  473.6  ...        236.7   473.4      476.6      SC
9       SC2605  20250707                 ...            0   473.1      473.1      SC
10      SC2606  20250707   472.1  472.2  ...       565.19   470.9      473.7      SC
11      SC2607  20250707                 ...            0   471.9      475.9      SC
12      SC2609  20250707   469.3  469.3  ...        140.4     468      471.5      SC
13      SC2612  20250707                 ...            0   465.1      465.1      SC
14      SC2703  20250707     468    468  ...       233.14   466.2      467.6      SC
15      SC2706  20250707   463.6    467  ...       185.75   464.3      464.2      SC
16      SC2709  20250707                 ...            0     464        464      SC
17      SC2712  20250707     461    461  ...         46.1     461      465.8      SC
18      SC2803  20250707   461.4  461.7  ...       138.45   461.5      464.7      SC
19      SC2806  20250707   462.8  462.8  ...       276.78   461.3      463.8      SC
21      LU2508  20250707    3626   3640  ...    10808.435    3617       3643      LU
22      LU2509  20250707    3599   3627  ...   231604.198    3602       3636      LU
23      LU2510  20250707    3578   3597  ...    72674.591    3573       3605      LU
24      LU2511  20250707    3544   3565  ...     3382.013    3545       3571      LU
25      LU2512  20250707    3523   3523  ...       73.539    3501       3532      LU
26      LU2601  20250707    3501   3505  ...      132.551    3488       3527      LU
27      LU2602  20250707    3469   3482  ...        6.951    3475       3518      LU
28      LU2603  20250707                 ...            0    3475       3489      LU
29      LU2604  20250707    3424   3426  ...         6.85    3425       3459      LU
30      LU2605  20250707    3412   3426  ...        27.31    3413       3447      LU
31      LU2606  20250707    3398   3398  ...        3.398    3398       3444      LU
32      LU2607  20250707    3405   3405  ...       10.211    3403       3425      LU
34      NR2507  20250707   12010  12090  ...      7176.75   11960      12145      NR
35      NR2508  20250707   12085  12095  ...   846431.395   12005      12180      NR
36      NR2509  20250707   12070  12085  ...    504155.71   11995      12160      NR
37      NR2510  20250707   12070  12090  ...    68792.105   12005      12155      NR
38      NR2511  20250707   12040  12090  ...      4983.63   12005      12165      NR
39      NR2512  20250707   12025  12100  ...      1672.25   12030      12195      NR
40      NR2601  20250707   12070  12125  ...     9210.315   12055      12185      NR
41      NR2602  20250707   12085  12085  ...       36.235   12075      12235      NR
42      NR2603  20250707   12060  12085  ...        84.49   12070      12195      NR
43      NR2604  20250707   12065  12075  ...        48.27   12065      12195      NR
44      NR2605  20250707   12150  12150  ...        84.74   12105      12230      NR
45      NR2606  20250707                 ...            0   12260      12260      NR
47      BC2507  20250707                 ...            0   70600      71300      BC
48      BC2508  20250707   71060  71170  ...    130500.34   70770      71430      BC
49      BC2509  20250707   70930  71030  ...      8577.72   70590      71380      BC
50      BC2510  20250707   70980  70980  ...        35.49   70980      71250      BC
51      BC2511  20250707                 ...            0   71800      71800      BC
52      BC2512  20250707                 ...            0   70700      70950      BC
53      BC2601  20250707                 ...            0   71130      71130      BC
54      BC2602  20250707                 ...            0   69410      69410      BC
55      BC2603  20250707                 ...            0   69290      69290      BC
56      BC2604  20250707                 ...            0   70800      71340      BC
57      BC2605  20250707                 ...            0   70970      71340      BC
58      BC2606  20250707   70490  70490  ...       35.245   70490      69700      BC
60      EC2508  20250707    1860   1896  ...  197359.7185  1872.2     1892.3      EC
61      EC2510  20250707    1313   1353  ...   50665.5525  1341.2     1362.4      EC
62      EC2512  20250707    1540   1540  ...    8855.7095  1518.9     1526.7      EC
63      EC2602  20250707  1310.3   1340  ...    2393.9695  1326.2     1326.5      EC
64      EC2604  20250707  1166.5   1170  ...    2955.0315  1163.3     1165.2      EC
65      EC2606  20250707  1301.1   1321  ...     440.4575  1314.7     1312.5      EC
68  SC_TAS2508  20250707                 ...                                  SC_TAS
69  SC_TAS2509  20250707                 ...                                  SC_TAS
70  SC_TAS2510  20250707                 ...                                  SC_TAS
71  SC_TAS2511  20250707                 ...                                  SC_TAS

[66 rows x 12 columns]
2025-07-09 18:26:27,089 - future_1d - INFO - ak.get_ine_daily('2025-07-07') done
2025-07-09 18:26:28,816 - future_1d - INFO - save future_daily 2025-07-07 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250708   7726.0   7730.0  ...   548642.10   7666.0      7723.0       AP
1    AP511  20250708   7546.0   7553.0  ...     2274.27   7506.0      7562.0       AP
2    AP512  20250708   7575.0   7575.0  ...      173.62   7549.0      7582.0       AP
3    AP601  20250708   7645.0   7645.0  ...    18624.44   7574.0      7627.0       AP
4    AP603  20250708   7600.0   7600.0  ...       83.12   7556.0      7621.0       AP
5    AP604  20250708   7648.0   7648.0  ...       61.11   7638.0      7676.0       AP
6    AP605  20250708   7709.0   7720.0  ...      307.33   7683.0      7723.0       AP
7    CF507  20250708  13545.0  13580.0  ...     1910.57  13550.0     13570.0       CF
8    CF509  20250708  13740.0  13830.0  ...  1095629.92  13760.0     13795.0       CF
9    CF511  20250708  13655.0  13735.0  ...   126299.52  13670.0     13710.0       CF
10   CF601  20250708  13740.0  13795.0  ...   294997.83  13735.0     13790.0       CF
11   CF603  20250708  13710.0  13770.0  ...      739.87  13700.0     13770.0       CF
12   CF605  20250708  13745.0  13780.0  ...     3801.19  13725.0     13770.0       CF
13   CJ507  20250708      0.0      0.0  ...        0.00   9450.0      9450.0       CJ
14   CJ509  20250708   9420.0   9515.0  ...   166933.87   9460.0      9450.0       CJ
15   CJ512  20250708  10295.0  10410.0  ...     9394.90  10330.0     10365.0       CJ
16   CJ601  20250708  10455.0  10555.0  ...   702720.34  10470.0     10495.0       CJ
17   CJ603  20250708  10560.0  10645.0  ...    12623.52  10580.0     10570.0       CJ
18   CJ605  20250708  10810.0  10940.0  ...    79152.98  10855.0     10860.0       CJ
19   CY507  20250708      0.0      0.0  ...        0.00  19840.0     19910.0       CY
20   CY508  20250708      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250708  19925.0  20020.0  ...    64012.77  19950.0     20020.0       CY
22   CY510  20250708      0.0      0.0  ...        0.00  19570.0     19640.0       CY
23   CY511  20250708      0.0      0.0  ...        0.00  20060.0     20060.0       CY
24   CY512  20250708      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250708      0.0      0.0  ...        0.00  19935.0     19935.0       CY
26   CY602  20250708      0.0      0.0  ...        0.00  19830.0     19810.0       CY
27   CY603  20250708      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250708      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250708      0.0      0.0  ...        0.00  20025.0     20025.0       CY
30   CY606  20250708      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250708    956.0    969.0  ...      184.35    960.0       954.0       FG
32   FG508  20250708   1036.0   1051.0  ...    20509.53   1041.0      1040.0       FG
33   FG509  20250708   1017.0   1034.0  ...  2314344.48   1024.0      1025.0       FG
34   FG510  20250708   1075.0   1083.0  ...    12415.79   1075.0      1075.0       FG
35   FG511  20250708   1058.0   1072.0  ...    22652.93   1063.0      1062.0       FG
36   FG512  20250708   1123.0   1139.0  ...     7304.73   1129.0      1127.0       FG
37   FG601  20250708   1112.0   1131.0  ...   279669.86   1120.0      1117.0       FG
38   FG602  20250708   1153.0   1169.0  ...      387.35   1160.0      1154.0       FG
39   FG603  20250708   1152.0   1166.0  ...      418.59   1156.0      1153.0       FG
40   FG604  20250708   1190.0   1205.0  ...      296.32   1195.0      1192.0       FG
41   FG605  20250708   1189.0   1202.0  ...     7420.52   1191.0      1189.0       FG
42   FG606  20250708   1204.0   1216.0  ...      272.91   1208.0      1203.0       FG
43   JR507  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250708   2353.0   2353.0  ...        2.35   2353.0      2373.0       MA
54   MA508  20250708   2407.0   2407.0  ...    16355.86   2391.0      2407.0       MA
55   MA509  20250708   2396.0   2400.0  ...  1484213.38   2382.0      2393.0       MA
56   MA510  20250708   2402.0   2410.0  ...    55405.27   2394.0      2402.0       MA
57   MA511  20250708   2415.0   2419.0  ...    57345.39   2404.0      2411.0       MA
58   MA512  20250708   2437.0   2440.0  ...    14147.85   2426.0      2430.0       MA
59   MA601  20250708   2437.0   2443.0  ...   133765.05   2428.0      2433.0       MA
60   MA602  20250708   2420.0   2420.0  ...       31.39   2415.0      2418.0       MA
61   MA603  20250708   2423.0   2424.0  ...       48.27   2414.0      2416.0       MA
62   MA604  20250708   2399.0   2400.0  ...       28.72   2393.0      2389.0       MA
63   MA605  20250708   2363.0   2369.0  ...     3066.75   2359.0      2357.0       MA
64   MA606  20250708   2360.0   2360.0  ...        2.36   2360.0      2369.0       MA
65   OI507  20250708      0.0      0.0  ...        0.00   9600.0      9550.0       OI
66   OI509  20250708   9545.0   9617.0  ...  3136464.64   9535.0      9558.0       OI
67   OI511  20250708   9529.0   9609.0  ...   142754.23   9528.0      9547.0       OI
68   OI601  20250708   9481.0   9562.0  ...   479878.54   9484.0      9500.0       OI
69   OI603  20250708   9432.0   9509.0  ...     2467.01   9452.0      9431.0       OI
70   OI605  20250708   9331.0   9400.0  ...     1681.07   9339.0      9326.0       OI
71   PF507  20250708      0.0      0.0  ...        0.00   6626.0      6626.0       PF
72   PF508  20250708   6528.0   6538.0  ...   293314.15   6520.0      6530.0       PF
73   PF509  20250708   6402.0   6418.0  ...   160759.15   6398.0      6402.0       PF
74   PF510  20250708   6394.0   6404.0  ...    44740.19   6388.0      6394.0       PF
75   PF511  20250708   6362.0   6374.0  ...    24942.24   6358.0      6366.0       PF
76   PF512  20250708   6354.0   6358.0  ...     7016.95   6340.0      6340.0       PF
77   PF601  20250708   6340.0   6370.0  ...     1924.31   6352.0      6346.0       PF
78   PF602  20250708      0.0      0.0  ...        0.00   6356.0      6334.0       PF
79   PF603  20250708   6366.0   6366.0  ...        6.37   6366.0      6356.0       PF
80   PF604  20250708   6362.0   6378.0  ...       25.49   6372.0      6376.0       PF
81   PF605  20250708   6364.0   6372.0  ...       19.10   6366.0      6362.0       PF
82   PF606  20250708   6366.0   6366.0  ...        6.37   6366.0      6370.0       PF
83   PK510  20250708   8098.0   8128.0  ...   166387.53   8106.0      8106.0       PK
84   PK511  20250708   7910.0   7934.0  ...    44778.86   7914.0      7894.0       PK
85   PK512  20250708   7906.0   7928.0  ...      173.95   7908.0      7894.0       PK
86   PK601  20250708   7916.0   7926.0  ...     2571.97   7914.0      7898.0       PK
87   PK603  20250708   7912.0   7920.0  ...      106.81   7912.0      7906.0       PK
88   PK604  20250708   7908.0   7932.0  ...       47.55   7924.0      7918.0       PK
89   PK605  20250708   7920.0   7954.0  ...      293.70   7938.0      7926.0       PK
90   PM507  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250708   5922.0   5922.0  ...       88.83   5922.0      5960.0       PR
97   PR508  20250708   5924.0   5928.0  ...    13094.31   5898.0      5910.0       PR
98   PR509  20250708   5884.0   5894.0  ...   288298.09   5870.0      5868.0       PR
99   PR510  20250708   5864.0   5874.0  ...   114788.21   5856.0      5850.0       PR
100  PR511  20250708   5854.0   5860.0  ...    39434.75   5842.0      5828.0       PR
101  PR512  20250708   5850.0   5854.0  ...       43.78   5838.0      5826.0       PR
102  PR601  20250708   5850.0   5856.0  ...      192.72   5840.0      5824.0       PR
103  PR602  20250708   5878.0   5878.0  ...       17.63   5878.0      5888.0       PR
104  PR603  20250708   5882.0   5886.0  ...       35.31   5886.0      5898.0       PR
105  PR604  20250708   5882.0   5882.0  ...        8.82   5882.0      5882.0       PR
106  PR605  20250708   5882.0   5882.0  ...       26.45   5878.0      5876.0       PR
107  PR606  20250708      0.0      0.0  ...        0.00   5858.0      5858.0       PR
108  PX507  20250708      0.0      0.0  ...        0.00   6868.0      6868.0       PX
109  PX508  20250708   6726.0   6752.0  ...     2261.81   6722.0      6704.0       PX
110  PX509  20250708   6698.0   6724.0  ...   602715.95   6696.0      6674.0       PX
111  PX510  20250708   6682.0   6704.0  ...    81425.26   6676.0      6648.0       PX
112  PX511  20250708   6636.0   6672.0  ...   110832.43   6642.0      6610.0       PX
113  PX512  20250708   6610.0   6652.0  ...    13238.85   6624.0      6590.0       PX
114  PX601  20250708   6588.0   6632.0  ...    31953.81   6604.0      6564.0       PX
115  PX602  20250708   6566.0   6566.0  ...        3.28   6566.0      6570.0       PX
116  PX603  20250708   6600.0   6600.0  ...       16.45   6578.0      6546.0       PX
117  PX604  20250708   6576.0   6584.0  ...       45.94   6562.0      6552.0       PX
118  PX605  20250708   6566.0   6580.0  ...      347.63   6560.0      6546.0       PX
119  PX606  20250708   6564.0   6564.0  ...       16.36   6544.0      6548.0       PX
120  RI507  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250708   2460.0   2471.0  ...      974.76   2455.0      2459.0       RM
127  RM508  20250708   2584.0   2591.0  ...    23671.60   2577.0      2601.0       RM
128  RM509  20250708   2585.0   2592.0  ...   634831.45   2581.0      2600.0       RM
129  RM511  20250708   2412.0   2418.0  ...     1968.22   2412.0      2425.0       RM
130  RM601  20250708   2320.0   2322.0  ...   109321.25   2312.0      2327.0       RM
131  RM603  20250708   2298.0   2303.0  ...    12043.91   2294.0      2303.0       RM
132  RM605  20250708   2318.0   2318.0  ...    11464.67   2312.0      2327.0       RM
133  RS507  20250708      0.0      0.0  ...        0.00   4961.0      4950.0       RS
134  RS508  20250708      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250708   5030.0   5048.0  ...       40.31   5039.0      5028.0       RS
136  RS511  20250708   5029.0   5073.0  ...       20.20   5049.0      5103.0       RS
137  SA507  20250708   1133.0   1139.0  ...     2514.14   1136.0      1133.0       SA
138  SA508  20250708   1160.0   1184.0  ...    24600.14   1174.0      1167.0       SA
139  SA509  20250708   1166.0   1188.0  ...  3082677.17   1177.0      1171.0       SA
140  SA510  20250708   1185.0   1204.0  ...   108192.01   1192.0      1187.0       SA
141  SA511  20250708   1188.0   1207.0  ...   136259.45   1195.0      1189.0       SA
142  SA512  20250708   1208.0   1225.0  ...    25407.26   1216.0      1208.0       SA
143  SA601  20250708   1206.0   1228.0  ...   655391.48   1215.0      1207.0       SA
144  SA602  20250708   1220.0   1237.0  ...     3446.95   1228.0      1219.0       SA
145  SA603  20250708   1222.0   1239.0  ...     3153.84   1228.0      1222.0       SA
146  SA604  20250708   1236.0   1252.0  ...     1243.48   1243.0      1235.0       SA
147  SA605  20250708   1235.0   1254.0  ...    15598.39   1244.0      1235.0       SA
148  SA606  20250708   1245.0   1260.0  ...     1131.98   1255.0      1242.0       SA
149  SF507  20250708   5456.0   5468.0  ...     3621.57   5430.0      5456.0       SF
150  SF508  20250708   5360.0   5398.0  ...    14838.51   5346.0      5380.0       SF
151  SF509  20250708   5360.0   5402.0  ...   329390.50   5352.0      5374.0       SF
152  SF510  20250708   5288.0   5348.0  ...    61128.01   5288.0      5308.0       SF
153  SF511  20250708   5396.0   5478.0  ...    97969.54   5420.0      5438.0       SF
154  SF512  20250708   5384.0   5450.0  ...    17012.16   5400.0      5406.0       SF
155  SF601  20250708   5356.0   5418.0  ...     8907.52   5362.0      5374.0       SF
156  SF602  20250708   5274.0   5350.0  ...      198.74   5300.0      5310.0       SF
157  SF603  20250708   5410.0   5460.0  ...       10.85   5424.0      5450.0       SF
158  SF604  20250708   5388.0   5434.0  ...        5.41   5412.0      5392.0       SF
159  SF605  20250708   5386.0   5450.0  ...       70.34   5412.0      5418.0       SF
160  SF606  20250708   5326.0   5386.0  ...        5.36   5356.0      5374.0       SF
161  SH507  20250708      0.0      0.0  ...        0.00   2380.0      2380.0       SH
162  SH508  20250708   2437.0   2461.0  ...   142520.27   2442.0      2415.0       SH
163  SH509  20250708   2411.0   2439.0  ...  3977284.21   2418.0      2395.0       SH
164  SH510  20250708   2415.0   2455.0  ...   274815.13   2427.0      2411.0       SH
165  SH511  20250708   2387.0   2427.0  ...   181384.84   2403.0      2384.0       SH
166  SH512  20250708   2399.0   2428.0  ...    29380.58   2410.0      2396.0       SH
167  SH601  20250708   2378.0   2401.0  ...    89735.81   2389.0      2375.0       SH
168  SH602  20250708   2405.0   2420.0  ...     1200.22   2410.0      2401.0       SH
169  SH603  20250708   2402.0   2424.0  ...      644.18   2413.0      2400.0       SH
170  SH604  20250708   2431.0   2453.0  ...      285.57   2441.0      2434.0       SH
171  SH605  20250708   2417.0   2442.0  ...     7064.79   2428.0      2421.0       SH
172  SH606  20250708      0.0      0.0  ...        0.00   2446.0      2442.0       SH
173  SM507  20250708   5598.0   5650.0  ...      939.77   5612.0      5604.0       SM
174  SM508  20250708   5640.0   5684.0  ...    14913.18   5644.0      5634.0       SM
175  SM509  20250708   5640.0   5686.0  ...   454696.44   5646.0      5648.0       SM
176  SM510  20250708   5626.0   5670.0  ...    36405.61   5632.0      5638.0       SM
177  SM511  20250708   5704.0   5748.0  ...    77016.53   5716.0      5716.0       SM
178  SM512  20250708   5710.0   5736.0  ...     8856.10   5704.0      5704.0       SM
179  SM601  20250708   5686.0   5730.0  ...    21102.79   5694.0      5696.0       SM
180  SM602  20250708   5692.0   5716.0  ...       22.85   5714.0      5704.0       SM
181  SM603  20250708   5738.0   5738.0  ...        8.59   5728.0      5708.0       SM
182  SM604  20250708   5736.0   5736.0  ...        2.87   5736.0      5720.0       SM
183  SM605  20250708   5722.0   5760.0  ...      263.57   5730.0      5734.0       SM
184  SM606  20250708   5766.0   5766.0  ...        5.76   5764.0      5748.0       SM
185  SR507  20250708   5772.0   5772.0  ...      431.58   5754.0      5769.0       SR
186  SR509  20250708   5764.0   5766.0  ...   789553.08   5744.0      5758.0       SR
187  SR511  20250708   5654.0   5661.0  ...   121185.10   5639.0      5651.0       SR
188  SR601  20250708   5610.0   5610.0  ...    90513.53   5589.0      5598.0       SR
189  SR603  20250708   5574.0   5581.0  ...      962.23   5562.0      5571.0       SR
190  SR605  20250708   5554.0   5559.0  ...     7462.91   5545.0      5549.0       SR
191  TA507  20250708   4800.0   4808.0  ...     3713.95   4786.0      4778.0       TA
192  TA508  20250708   4758.0   4766.0  ...    44175.25   4744.0      4750.0       TA
193  TA509  20250708   4720.0   4730.0  ...  2002040.93   4710.0      4704.0       TA
194  TA510  20250708   4692.0   4706.0  ...    67439.18   4688.0      4676.0       TA
195  TA511  20250708   4676.0   4694.0  ...    49846.13   4678.0      4662.0       TA
196  TA512  20250708   4664.0   4684.0  ...     8862.62   4670.0      4648.0       TA
197  TA601  20250708   4654.0   4678.0  ...   346084.03   4658.0      4632.0       TA
198  TA602  20250708   4660.0   4676.0  ...       46.62   4662.0      4634.0       TA
199  TA603  20250708   4664.0   4668.0  ...       93.12   4656.0      4638.0       TA
200  TA604  20250708   4666.0   4682.0  ...       28.01   4670.0      4638.0       TA
201  TA605  20250708   4662.0   4694.0  ...     3616.90   4670.0      4646.0       TA
202  TA606  20250708   4670.0   4688.0  ...        9.36   4680.0      4648.0       TA
203  UR507  20250708   1744.0   1754.0  ...       52.52   1751.0      1734.0       UR
204  UR508  20250708   1738.0   1761.0  ...     1819.29   1749.0      1746.0       UR
205  UR509  20250708   1745.0   1769.0  ...   678928.14   1755.0      1746.0       UR
206  UR510  20250708   1732.0   1755.0  ...    20017.08   1744.0      1733.0       UR
207  UR511  20250708   1738.0   1756.0  ...    22811.05   1747.0      1737.0       UR
208  UR512  20250708   1729.0   1739.0  ...      287.18   1730.0      1723.0       UR
209  UR601  20250708   1707.0   1729.0  ...    66183.29   1718.0      1710.0       UR
210  UR602  20250708   1702.0   1722.0  ...      367.03   1715.0      1707.0       UR
211  UR603  20250708   1732.0   1742.0  ...       83.40   1737.0      1727.0       UR
212  UR604  20250708   1729.0   1733.0  ...       62.35   1732.0      1722.0       UR
213  UR605  20250708   1711.0   1730.0  ...     2853.76   1721.0      1714.0       UR
214  UR606  20250708   1708.0   1722.0  ...       75.56   1717.0      1711.0       UR
215  WH507  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-09 18:26:38,824 - future_1d - INFO - ak.get_czce_daily('2025-07-08') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250708   4150.0  ...   4150.00     4156.00        A
1     a2509  20250708   4083.0  ...   4090.00     4091.00        A
2     a2511  20250708   4033.0  ...   4037.00     4040.00        A
3     a2601  20250708   4018.0  ...   4022.00     4022.00        A
4     a2603  20250708   4012.0  ...   4014.00     4014.00        A
5     a2605  20250708   4040.0  ...   4052.00     4049.00        A
6     b2507  20250708      0.0  ...   3550.00     3550.00        B
7     b2508  20250708   3507.0  ...   3515.00     3533.00        B
8     b2509  20250708   3568.0  ...   3571.00     3579.00        B
9     b2510  20250708   3615.0  ...   3614.00     3626.00        B
10    b2511  20250708   3624.0  ...   3635.00     3642.00        B
11    b2512  20250708   3660.0  ...   3656.00     3670.00        B
12    b2601  20250708   3645.0  ...   3643.00     3655.00        B
13    b2602  20250708   3617.0  ...   3619.00     3628.00        B
14    b2603  20250708   3541.0  ...   3540.00     3543.00        B
15    b2604  20250708   3443.0  ...   3445.00     3449.00        B
16    b2605  20250708   3380.0  ...   3377.00     3382.00        B
17    b2606  20250708   3377.0  ...   3373.00     3380.00        B
18   bb2509  20250708    153.4  ...    154.15      153.70       BB
19   bb2511  20250708    157.5  ...    158.00      156.65       BB
20   bb2601  20250708    156.5  ...    156.25      155.35       BB
21   bb2603  20250708      0.0  ...    165.75      164.80       BB
22   bb2605  20250708      0.0  ...    165.75      164.80       BB
23   bz2603  20250708   5900.0  ...   5922.00     5900.00       BZ
24   bz2604  20250708   5950.0  ...   5919.00     5900.00       BZ
25   bz2605  20250708   6050.0  ...   5924.00     5900.00       BZ
26   bz2606  20250708   5900.0  ...   5913.00     5900.00       BZ
27    c2507  20250708   2335.0  ...   2316.00     2335.00        C
28    c2509  20250708   2326.0  ...   2320.00     2337.00        C
29    c2511  20250708   2284.0  ...   2276.00     2292.00        C
30    c2601  20250708   2245.0  ...   2240.00     2257.00        C
31    c2603  20250708   2244.0  ...   2240.00     2255.00        C
32    c2605  20250708   2280.0  ...   2266.00     2289.00        C
33   cs2507  20250708      0.0  ...   2729.00     2729.00       CS
34   cs2509  20250708   2680.0  ...   2675.00     2692.00       CS
35   cs2511  20250708   2629.0  ...   2630.00     2642.00       CS
36   cs2601  20250708   2630.0  ...   2629.00     2642.00       CS
37   cs2603  20250708   2619.0  ...   2616.00     2627.00       CS
38   cs2605  20250708   2660.0  ...   2652.00     2669.00       CS
39   eb2507  20250708      0.0  ...   7499.00     7539.00       EB
40   eb2508  20250708   7356.0  ...   7334.00     7354.00       EB
41   eb2509  20250708   7275.0  ...   7241.00     7262.00       EB
42   eb2510  20250708   7191.0  ...   7157.00     7178.00       EB
43   eb2511  20250708   7107.0  ...   7087.00     7103.00       EB
44   eb2512  20250708   7069.0  ...   7050.00     7064.00       EB
45   eb2601  20250708   7061.0  ...   7048.00     7061.00       EB
46   eb2602  20250708   7099.0  ...   7062.00     7088.00       EB
47   eb2603  20250708   7093.0  ...   7082.00     7102.00       EB
48   eb2604  20250708   7085.0  ...   7069.00     7082.00       EB
49   eb2605  20250708   7081.0  ...   7056.00     7088.00       EB
50   eb2606  20250708   7080.0  ...   7060.00     7080.00       EB
51   eg2507  20250708      0.0  ...   4226.00     4226.00       EG
52   eg2508  20250708   4262.0  ...   4257.00     4266.00       EG
53   eg2509  20250708   4285.0  ...   4273.00     4282.00       EG
54   eg2510  20250708   4292.0  ...   4284.00     4290.00       EG
55   eg2511  20250708   4305.0  ...   4291.00     4298.00       EG
56   eg2512  20250708   4297.0  ...   4285.00     4308.00       EG
57   eg2601  20250708   4319.0  ...   4300.00     4314.00       EG
58   eg2602  20250708   4298.0  ...   4299.00     4319.00       EG
59   eg2603  20250708   4334.0  ...   4334.00     4318.00       EG
60   eg2604  20250708      0.0  ...   4330.00     4330.00       EG
61   eg2605  20250708   4326.0  ...   4331.00     4325.00       EG
62   eg2606  20250708   4329.0  ...   4329.00     4357.00       EG
63   fb2507  20250708      0.0  ...   1341.50     1341.50       FB
64   fb2508  20250708   1325.0  ...   1325.00     1331.00       FB
65   fb2509  20250708   1310.5  ...   1310.50     1309.00       FB
66   fb2510  20250708   1327.0  ...   1325.00     1327.50       FB
67   fb2511  20250708   1324.0  ...   1325.00     1325.00       FB
68   fb2512  20250708   1322.0  ...   1323.50     1324.00       FB
69   fb2601  20250708   1297.0  ...   1300.50     1306.00       FB
70   fb2602  20250708      0.0  ...   1290.50     1295.50       FB
71   fb2603  20250708      0.0  ...   1313.50     1313.50       FB
72   fb2604  20250708      0.0  ...   1310.50     1310.50       FB
73   fb2605  20250708      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250708      0.0  ...   1292.50     1292.50       FB
75    i2507  20250708      0.0  ...    748.00      729.50        I
76    i2508  20250708    736.0  ...    736.50      737.00        I
77    i2509  20250708    731.0  ...    731.50      732.00        I
78    i2510  20250708    724.5  ...    725.50      725.50        I
79    i2511  20250708    718.5  ...    719.00      720.00        I
80    i2512  20250708    711.0  ...    712.00      713.00        I
81    i2601  20250708    708.0  ...    705.00      706.50        I
82    i2602  20250708    703.0  ...    702.00      704.50        I
83    i2603  20250708    698.5  ...    699.00      700.50        I
84    i2604  20250708    695.5  ...    695.00      696.50        I
85    i2605  20250708    687.5  ...    688.50      688.50        I
86    i2606  20250708    680.5  ...    682.50      683.50        I
87    j2507  20250708      0.0  ...   1304.50     1304.50        J
88    j2508  20250708   1381.5  ...   1392.50     1391.00        J
89    j2509  20250708   1417.0  ...   1421.50     1422.50        J
90    j2510  20250708   1428.0  ...   1433.00     1440.50        J
91    j2511  20250708      0.0  ...   1450.00     1450.00        J
92    j2512  20250708   1459.0  ...   1464.00     1452.00        J
93    j2601  20250708   1468.0  ...   1466.50     1464.00        J
94    j2602  20250708      0.0  ...   1481.50     1481.50        J
95    j2603  20250708   1506.0  ...   1505.00     1522.50        J
96    j2604  20250708      0.0  ...   1499.50     1499.50        J
97    j2605  20250708   1504.0  ...   1509.00     1504.50        J
98    j2606  20250708      0.0  ...   1528.00     1528.00        J
99   jd2507  20250708   2820.0  ...   2778.00     2814.00       JD
100  jd2508  20250708   3450.0  ...   3447.00     3491.00       JD
101  jd2509  20250708   3566.0  ...   3577.00     3609.00       JD
102  jd2510  20250708   3362.0  ...   3369.00     3375.00       JD
103  jd2511  20250708   3411.0  ...   3413.00     3420.00       JD
104  jd2512  20250708   3570.0  ...   3568.00     3575.00       JD
105  jd2601  20250708   3620.0  ...   3628.00     3629.00       JD
106  jd2602  20250708   3196.0  ...   3199.00     3197.00       JD
107  jd2603  20250708   3200.0  ...   3203.00     3203.00       JD
108  jd2604  20250708   3344.0  ...   3340.00     3336.00       JD
109  jd2605  20250708   3410.0  ...   3412.00     3404.00       JD
110  jd2606  20250708   3253.0  ...   3266.00     3258.00       JD
111  jm2507  20250708    822.0  ...    830.00      800.00       JM
112  jm2508  20250708    795.5  ...    798.00      793.50       JM
113  jm2509  20250708    832.0  ...    839.50      836.50       JM
114  jm2510  20250708    852.5  ...    856.50      854.50       JM
115  jm2511  20250708    867.0  ...    869.50      866.50       JM
116  jm2512  20250708    878.0  ...    880.00      878.50       JM
117  jm2601  20250708    885.0  ...    887.50      885.50       JM
118  jm2602  20250708    896.5  ...    896.00      896.00       JM
119  jm2603  20250708    899.0  ...    900.50      897.00       JM
120  jm2604  20250708    916.0  ...    914.00      908.50       JM
121  jm2605  20250708    918.5  ...    918.00      917.00       JM
122  jm2606  20250708    923.5  ...    928.50      926.50       JM
123   l2507  20250708      0.0  ...   7291.00     7291.00        L
124   l2508  20250708   7257.0  ...   7256.00     7257.00        L
125   l2509  20250708   7255.0  ...   7250.00     7250.00        L
126   l2510  20250708   7247.0  ...   7245.00     7241.00        L
127   l2511  20250708   7244.0  ...   7242.00     7240.00        L
128   l2512  20250708   7241.0  ...   7236.00     7233.00        L
129   l2601  20250708   7223.0  ...   7229.00     7220.00        L
130   l2602  20250708   7197.0  ...   7199.00     7210.00        L
131   l2603  20250708   7199.0  ...   7194.00     7214.00        L
132   l2604  20250708   7221.0  ...   7215.00     7291.00        L
133   l2605  20250708   7199.0  ...   7205.00     7201.00        L
134   l2606  20250708   7209.0  ...   7210.00     7215.00        L
135  lg2507  20250708    820.0  ...    819.50      823.00       LG
136  lg2509  20250708    785.0  ...    787.00      788.50       LG
137  lg2511  20250708    784.0  ...    784.00      784.00       LG
138  lg2601  20250708    783.0  ...    783.00      784.00       LG
139  lg2603  20250708    783.5  ...    785.00      786.50       LG
140  lg2605  20250708    787.5  ...    790.50      787.50       LG
141  lh2507  20250708      0.0  ...  13970.00    13970.00       LH
142  lh2509  20250708  14240.0  ...  14270.00    14255.00       LH
143  lh2511  20250708  13700.0  ...  13680.00    13720.00       LH
144  lh2601  20250708  13810.0  ...  13730.00    13800.00       LH
145  lh2603  20250708  12990.0  ...  12995.00    13000.00       LH
146  lh2605  20250708  13200.0  ...  13180.00    13180.00       LH
147   m2507  20250708   2808.0  ...   2802.00     2808.00        M
148   m2508  20250708   2913.0  ...   2919.00     2929.00        M
149   m2509  20250708   2935.0  ...   2938.00     2948.00        M
150   m2511  20250708   2973.0  ...   2975.00     2984.00        M
151   m2512  20250708   3011.0  ...   3012.00     3021.00        M
152   m2601  20250708   2988.0  ...   2990.00     3002.00        M
153   m2603  20250708   2855.0  ...   2856.00     2861.00        M
154   m2605  20250708   2710.0  ...   2706.00     2710.00        M
155   p2507  20250708      0.0  ...   8468.00     8468.00        P
156   p2508  20250708   8496.0  ...   8588.00     8470.00        P
157   p2509  20250708   8476.0  ...   8554.00     8446.00        P
158   p2510  20250708   8482.0  ...   8576.00     8452.00        P
159   p2511  20250708   8492.0  ...   8556.00     8450.00        P
160   p2512  20250708   8486.0  ...   8568.00     8450.00        P
161   p2601  20250708   8480.0  ...   8564.00     8454.00        P
162   p2602  20250708   8466.0  ...   8572.00     8446.00        P
163   p2603  20250708   8434.0  ...   8518.00     8416.00        P
164   p2604  20250708   8394.0  ...   8482.00     8374.00        P
165   p2605  20250708   8350.0  ...   8414.00     8324.00        P
166   p2606  20250708   8328.0  ...   8402.00     8312.00        P
167  pg2507  20250708      0.0  ...   4205.00     4205.00       PG
168  pg2508  20250708   4199.0  ...   4184.00     4179.00       PG
169  pg2509  20250708   4089.0  ...   4078.00     4078.00       PG
170  pg2510  20250708   4494.0  ...   4484.00     4477.00       PG
171  pg2511  20250708   4406.0  ...   4399.00     4393.00       PG
172  pg2512  20250708   4328.0  ...   4319.00     4315.00       PG
173  pg2601  20250708   4248.0  ...   4244.00     4232.00       PG
174  pg2602  20250708   4164.0  ...   4164.00     4158.00       PG
175  pg2603  20250708   4075.0  ...   4083.00     4072.00       PG
176  pg2604  20250708   4370.0  ...   4379.00     4369.00       PG
177  pg2605  20250708   4265.0  ...   4274.00     4267.00       PG
178  pg2606  20250708   4204.0  ...   4204.00     4205.00       PG
179  pp2507  20250708   7068.0  ...   7068.00     7051.00       PP
180  pp2508  20250708   7056.0  ...   7051.00     7057.00       PP
181  pp2509  20250708   7066.0  ...   7054.00     7059.00       PP
182  pp2510  20250708   7033.0  ...   7017.00     7030.00       PP
183  pp2511  20250708   7028.0  ...   7014.00     7028.00       PP
184  pp2512  20250708   7034.0  ...   7017.00     7030.00       PP
185  pp2601  20250708   7026.0  ...   7014.00     7023.00       PP
186  pp2602  20250708      0.0  ...   7015.00     7015.00       PP
187  pp2603  20250708      0.0  ...   7004.00     7004.00       PP
188  pp2604  20250708   7006.0  ...   7006.00     7015.00       PP
189  pp2605  20250708   7016.0  ...   7001.00     7009.00       PP
190  pp2606  20250708   7000.0  ...   7005.00     7011.00       PP
191  rr2507  20250708      0.0  ...   3578.00     3578.00       RR
192  rr2508  20250708   3594.0  ...   3587.00     3585.00       RR
193  rr2509  20250708   3597.0  ...   3595.00     3598.00       RR
194  rr2510  20250708   3610.0  ...   3608.00     3611.00       RR
195  rr2511  20250708   3605.0  ...   3605.00     3606.00       RR
196  rr2512  20250708   3596.0  ...   3596.00     3604.00       RR
197  rr2601  20250708   3603.0  ...   3598.00     3604.00       RR
198  rr2602  20250708   3617.0  ...   3610.00     3614.00       RR
199  rr2603  20250708   3611.0  ...   3611.00     3614.00       RR
200  rr2604  20250708   3625.0  ...   3622.00     3619.00       RR
201  rr2605  20250708   3615.0  ...   3614.00     3617.00       RR
202  rr2606  20250708      0.0  ...   3609.00     3609.00       RR
203   v2507  20250708   4821.0  ...   4812.00     4818.00        V
204   v2508  20250708   4856.0  ...   4848.00     4855.00        V
205   v2509  20250708   4882.0  ...   4886.00     4891.00        V
206   v2510  20250708   4919.0  ...   4915.00     4917.00        V
207   v2511  20250708   4950.0  ...   4944.00     4948.00        V
208   v2512  20250708   4966.0  ...   4969.00     4978.00        V
209   v2601  20250708   4995.0  ...   4991.00     4989.00        V
210   v2602  20250708   5003.0  ...   5013.00     5004.00        V
211   v2603  20250708   5035.0  ...   5035.00     5029.00        V
212   v2604  20250708   5181.0  ...   5177.00     5169.00        V
213   v2605  20250708   5190.0  ...   5198.00     5190.00        V
214   v2606  20250708   5204.0  ...   5209.00     5199.00        V
215   y2507  20250708      0.0  ...   8038.00     8038.00        Y
216   y2508  20250708   7884.0  ...   7884.00     7894.00        Y
217   y2509  20250708   7888.0  ...   7908.00     7896.00        Y
218   y2511  20250708   7920.0  ...   7930.00     7920.00        Y
219   y2512  20250708   7956.0  ...   7972.00     7956.00        Y
220   y2601  20250708   7902.0  ...   7910.00     7896.00        Y
221   y2603  20250708   7818.0  ...   7820.00     7800.00        Y
222   y2605  20250708   7604.0  ...   7612.00     7602.00        Y

[223 rows x 12 columns]
2025-07-09 18:26:39,534 - future_1d - INFO - ak.get_dce_daily('2025-07-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250708  5863.600  ...  5952.600    5862.800       IC
1   IC2508  20250708  5804.400  ...  5897.200    5805.800       IC
2   IC2509  20250708  5743.200  ...  5848.000    5751.400       IC
3   IC2512  20250708  5634.000  ...  5726.000    5625.200       IC
4   IF2507  20250708  3942.000  ...  3983.000    3946.400       IF
5   IF2508  20250708  3927.400  ...  3966.200    3929.000       IF
6   IF2509  20250708  3921.200  ...  3959.200    3919.400       IF
7   IF2512  20250708  3884.000  ...  3923.400    3883.200       IF
8   IH2507  20250708  2715.800  ...  2733.400    2714.800       IH
9   IH2508  20250708  2708.400  ...  2729.400    2709.600       IH
10  IH2509  20250708  2710.600  ...  2728.800    2709.000       IH
11  IH2512  20250708  2710.200  ...  2728.600    2708.800       IH
12  IM2507  20250708  6265.000  ...  6369.800    6269.200       IM
13  IM2508  20250708  6190.400  ...  6297.800    6191.200       IM
14  IM2509  20250708  6114.200  ...  6226.200    6112.800       IM
15  IM2512  20250708  5931.200  ...  6040.200    5926.800       IM
16   T2509  20250708   109.105  ...   108.995     109.105        T
17   T2512  20250708   109.180  ...   109.075     109.190        T
18   T2603  20250708   109.125  ...   109.045     109.155        T
19  TF2509  20250708   106.210  ...   106.125     106.220       TF
20  TF2512  20250708   106.295  ...   106.225     106.305       TF
21  TF2603  20250708   106.355  ...   106.270     106.340       TF
22  TL2509  20250708   121.070  ...   120.860     121.190       TL
23  TL2512  20250708   120.940  ...   120.740     121.070       TL
24  TL2603  20250708   120.710  ...   120.560     120.880       TL
25  TS2509  20250708   102.492  ...   102.466     102.496       TS
26  TS2512  20250708   102.610  ...   102.582     102.618       TS
27  TS2603  20250708   102.720  ...   102.690     102.728       TS

[28 rows x 12 columns]
2025-07-09 18:26:39,703 - future_1d - INFO - ak.get_cffex_daily('2025-07-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250708  ...   79720      79720      CU
1        1      CU2508  20250708  ...   79480      79510      CU
2        2      CU2509  20250708  ...   79310      79290      CU
3        3      CU2510  20250708  ...   79040      79040      CU
4        4      CU2511  20250708  ...   78800      78820      CU
5        5      CU2512  20250708  ...   78630      78640      CU
6        6      CU2601  20250708  ...   78520      78480      CU
7        7      CU2602  20250708  ...   78360      78430      CU
8        8      CU2603  20250708  ...   78250      78350      CU
9        9      CU2604  20250708  ...   78280      78330      CU
10      10      CU2605  20250708  ...   78300      78370      CU
11      11      CU2606  20250708  ...   78440      78230      CU
12      12      BC2507  20250708  ...   70600      70600      BC
13      13      BC2508  20250708  ...   70690      70770      BC
14      14      BC2509  20250708  ...   70530      70590      BC
15      15      BC2510  20250708  ...   70980      70980      BC
16      16      BC2511  20250708  ...   71800      71800      BC
17      17      BC2512  20250708  ...   70700      70700      BC
18      18      BC2601  20250708  ...   70900      71130      BC
19      19      BC2602  20250708  ...   69410      69410      BC
20      20      BC2603  20250708  ...   69290      69290      BC
21      21      BC2604  20250708  ...   70800      70800      BC
22      22      BC2605  20250708  ...   70970      70970      BC
23      23      BC2606  20250708  ...   70490      70490      BC
24      24      AL2507  20250708  ...   20670      20670      AL
25      25      AL2508  20250708  ...   20495      20500      AL
26      26      AL2509  20250708  ...   20435      20425      AL
27      27      AL2510  20250708  ...   20360      20335      AL
28      28      AL2511  20250708  ...   20275      20225      AL
29      29      AL2512  20250708  ...   20185      20160      AL
30      30      AL2601  20250708  ...   20130      20075      AL
31      31      AL2602  20250708  ...   20125      20055      AL
32      32      AL2603  20250708  ...   20145      20055      AL
33      33      AL2604  20250708  ...   20140      20080      AL
34      34      AL2605  20250708  ...   20160      20095      AL
35      35      AL2606  20250708  ...   20165      20105      AL
36      36      ZN2507  20250708  ...   22020      22185      ZN
37      37      ZN2508  20250708  ...   22005      22185      ZN
38      38      ZN2509  20250708  ...   21910      22115      ZN
39      39      ZN2510  20250708  ...   21845      22050      ZN
40      40      ZN2511  20250708  ...   21785      21980      ZN
41      41      ZN2512  20250708  ...   21745      22020      ZN
42      42      ZN2601  20250708  ...   21710      21865      ZN
43      43      ZN2602  20250708  ...   21685      21975      ZN
44      44      ZN2603  20250708  ...   21705      21835      ZN
45      45      ZN2604  20250708  ...   21675      21780      ZN
46      46      ZN2605  20250708  ...   21660      21830      ZN
47      47      ZN2606  20250708  ...   21640      21800      ZN
48      48      PB2507  20250708  ...   17065      17140      PB
49      49      PB2508  20250708  ...   17115      17210      PB
50      50      PB2509  20250708  ...   17135      17220      PB
51      51      PB2510  20250708  ...   17130      17215      PB
52      52      PB2511  20250708  ...   17135      17205      PB
53      53      PB2512  20250708  ...   17150      17205      PB
54      54      PB2601  20250708  ...   17160      17160      PB
55      55      PB2602  20250708  ...   17140      17235      PB
56      56      PB2603  20250708  ...   17125      17190      PB
57      57      PB2604  20250708  ...   17140      17240      PB
58      58      PB2605  20250708  ...   17120      17230      PB
59      59      PB2606  20250708  ...   17115      17205      PB
60      60      NI2507  20250708  ...  120260     120990      NI
61      61      NI2508  20250708  ...  120590     121180      NI
62      62      NI2509  20250708  ...  120670     121230      NI
63      63      NI2510  20250708  ...  120790     121300      NI
64      64      NI2511  20250708  ...  121000     121490      NI
65      65      NI2512  20250708  ...  121160     121580      NI
66      66      NI2601  20250708  ...  121290     121800      NI
67      67      NI2602  20250708  ...  121530     121860      NI
68      68      NI2603  20250708  ...  121700     121940      NI
69      69      NI2604  20250708  ...  121890     122520      NI
70      70      NI2605  20250708  ...  122350     122830      NI
71      71      NI2606  20250708  ...  122370     122890      NI
72      72      SN2507  20250708  ...  264710     265940      SN
73      73      SN2508  20250708  ...  264240     265680      SN
74      74      SN2509  20250708  ...  264440     265560      SN
75      75      SN2510  20250708  ...  264220     265230      SN
76      76      SN2511  20250708  ...  264030     264030      SN
77      77      SN2512  20250708  ...  263910     263190      SN
78      78      SN2601  20250708  ...  263970     262930      SN
79      79      SN2602  20250708  ...  263730     262230      SN
80      80      SN2603  20250708  ...  264130     262980      SN
81      81      SN2604  20250708  ...  263550     262990      SN
82      82      SN2605  20250708  ...  263190     262960      SN
83      83      SN2606  20250708  ...  262100     265830      SN
84      84      AO2507  20250708  ...    3340       3187      AO
85      85      AO2508  20250708  ...    3143       3073      AO
86      86      AO2509  20250708  ...    3064       3026      AO
87      87      AO2510  20250708  ...    3021       2998      AO
88      88      AO2511  20250708  ...    3006       2988      AO
89      89      AO2512  20250708  ...    2996       2982      AO
90      90      AO2601  20250708  ...    2987       2971      AO
91      91      AO2602  20250708  ...    2990       2968      AO
92      92      AO2603  20250708  ...    2979       2962      AO
93      93      AO2604  20250708  ...    2978       2967      AO
94      94      AO2605  20250708  ...    2971       2958      AO
95      95      AO2606  20250708  ...    2971       2963      AO
96      96      AD2511  20250708  ...   19810      19760      AD
97      97      AD2512  20250708  ...   19740      19675      AD
98      98      AD2601  20250708  ...   19645      19615      AD
99      99      AD2602  20250708  ...   19665      19595      AD
100    100      AD2603  20250708  ...   19605      19465      AD
101    101      AD2604  20250708  ...   19670      19670      AD
102    102      AD2605  20250708  ...   19525      19455      AD
103    103      AD2606  20250708  ...   19495      19495      AD
104    104      AU2507  20250708  ...  772.88      770.7      AU
105    105      AU2508  20250708  ...   772.5     770.94      AU
106    106      AU2509  20250708  ...  771.42     771.38      AU
107    107      AU2510  20250708  ...  774.54     772.92      AU
108    108      AU2512  20250708  ...  776.36     774.38      AU
109    109      AU2602  20250708  ...  778.54     776.44      AU
110    110      AU2604  20250708  ...  780.96      778.1      AU
111    111      AU2606  20250708  ...  782.16     780.28      AU
112    112      AG2507  20250708  ...    8909       8881      AG
113    113      AG2508  20250708  ...    8883       8908      AG
114    114      AG2509  20250708  ...    8894       8917      AG
115    115      AG2510  20250708  ...    8917       8933      AG
116    116      AG2511  20250708  ...    8919       8939      AG
117    117      AG2512  20250708  ...    8934       8949      AG
118    118      AG2601  20250708  ...    8942       8963      AG
119    119      AG2602  20250708  ...    8958       8972      AG
120    120      AG2603  20250708  ...    8964       8979      AG
121    121      AG2604  20250708  ...    8986       8993      AG
122    122      AG2605  20250708  ...    8994       9001      AG
123    123      AG2606  20250708  ...    9006       9019      AG
124    124      RB2507  20250708  ...    3070       3082      RB
125    125      RB2508  20250708  ...    3026       3027      RB
126    126      RB2509  20250708  ...    3027       3032      RB
127    127      RB2510  20250708  ...    3061       3067      RB
128    128      RB2511  20250708  ...    3074       3080      RB
129    129      RB2512  20250708  ...    3088       3094      RB
130    130      RB2601  20250708  ...    3081       3086      RB
131    131      RB2602  20250708  ...    3070       3071      RB
132    132      RB2603  20250708  ...    3078       3077      RB
133    133      RB2604  20250708  ...    3078       3075      RB
134    134      RB2605  20250708  ...    3094       3094      RB
135    135      RB2606  20250708  ...    3097       3100      RB
136    136      WR2507  20250708  ...    3356       3356      WR
137    137      WR2508  20250708  ...    3378       3378      WR
138    138      WR2509  20250708  ...    3251       3251      WR
139    139      WR2510  20250708  ...    3306       3305      WR
140    140      WR2511  20250708  ...    3350       3365      WR
141    141      WR2512  20250708  ...    3362       3362      WR
142    142      WR2601  20250708  ...    3298       3245      WR
143    143      WR2602  20250708  ...    3396       3396      WR
144    144      WR2603  20250708  ...    3387       3387      WR
145    145      WR2604  20250708  ...    3392       3392      WR
146    146      WR2605  20250708  ...    3370       3370      WR
147    147      WR2606  20250708  ...    3321       3268      WR
148    148      HC2507  20250708  ...    3191       3195      HC
149    149      HC2508  20250708  ...    3199       3202      HC
150    150      HC2509  20250708  ...    3196       3205      HC
151    151      HC2510  20250708  ...    3187       3193      HC
152    152      HC2511  20250708  ...    3192       3198      HC
153    153      HC2512  20250708  ...    3193       3199      HC
154    154      HC2601  20250708  ...    3198       3201      HC
155    155      HC2602  20250708  ...    3203       3213      HC
156    156      HC2603  20250708  ...    3196       3210      HC
157    157      HC2604  20250708  ...    3207       3208      HC
158    158      HC2605  20250708  ...    3201       3203      HC
159    159      HC2606  20250708  ...    3215       3220      HC
160    160      SS2507  20250708  ...   12560      12525      SS
161    161      SS2508  20250708  ...   12725      12660      SS
162    162      SS2509  20250708  ...   12660      12610      SS
163    163      SS2510  20250708  ...   12650      12595      SS
164    164      SS2511  20250708  ...   12685      12620      SS
165    165      SS2512  20250708  ...   12705      12645      SS
166    166      SS2601  20250708  ...   12745      12685      SS
167    167      SS2602  20250708  ...   12790      12740      SS
168    168      SS2603  20250708  ...   12815      12770      SS
169    169      SS2604  20250708  ...   12855      12780      SS
170    170      SS2605  20250708  ...   12875      12820      SS
171    171      SS2606  20250708  ...   12920      12840      SS
172    172      SC2508  20250708  ...   509.9      501.3      SC
173    173      SC2509  20250708  ...     505      496.9      SC
174    174      SC2510  20250708  ...   497.6      490.6      SC
175    175      SC2511  20250708  ...   491.4      485.9      SC
176    176      SC2512  20250708  ...   487.2      482.5      SC
177    177      SC2601  20250708  ...   484.1      480.5      SC
178    178      SC2602  20250708  ...   477.5      478.5      SC
179    179      SC2603  20250708  ...     478      474.4      SC
180    180      SC2604  20250708  ...   475.6      473.4      SC
181    181      SC2605  20250708  ...   473.2      473.1      SC
182    182      SC2606  20250708  ...   474.7      470.9      SC
183    183      SC2607  20250708  ...   471.9      471.9      SC
184    184      SC2609  20250708  ...   472.4        468      SC
185    185      SC2612  20250708  ...   470.9      465.1      SC
186    186      SC2703  20250708  ...   466.9      466.2      SC
187    187      SC2706  20250708  ...   470.5      464.3      SC
188    188      SC2709  20250708  ...   464.9        464      SC
189    189      SC2712  20250708  ...   466.5        461      SC
190    190      SC2803  20250708  ...   465.3      461.5      SC
191    191      SC2806  20250708  ...   463.2      461.3      SC
192    192      LU2508  20250708  ...    3678       3617      LU
193    193      LU2509  20250708  ...    3662       3602      LU
194    194      LU2510  20250708  ...    3625       3573      LU
195    195      LU2511  20250708  ...    3588       3545      LU
196    196      LU2512  20250708  ...    3550       3501      LU
197    197      LU2601  20250708  ...    3527       3488      LU
198    198      LU2602  20250708  ...    3506       3475      LU
199    199      LU2603  20250708  ...    3489       3475      LU
200    200      LU2604  20250708  ...    3486       3425      LU
201    201      LU2605  20250708  ...    3463       3413      LU
202    202      LU2606  20250708  ...    3449       3398      LU
203    203      LU2607  20250708  ...    3445       3403      LU
204    204      FU2508  20250708  ...    2931       2906      FU
205    205      FU2509  20250708  ...    2967       2940      FU
206    206      FU2510  20250708  ...    2941       2907      FU
207    207      FU2511  20250708  ...    2907       2881      FU
208    208      FU2512  20250708  ...    2877       2848      FU
209    209      FU2601  20250708  ...    2865       2838      FU
210    210      FU2602  20250708  ...    2854       2829      FU
211    211      FU2603  20250708  ...    2836       2813      FU
212    212      FU2604  20250708  ...    2823       2797      FU
213    213      FU2605  20250708  ...    2808       2785      FU
214    214      FU2606  20250708  ...    2793       2775      FU
215    215      FU2607  20250708  ...    2778       2762      FU
216    216      BU2507  20250708  ...    3665       3615      BU
217    217      BU2508  20250708  ...    3620       3589      BU
218    218      BU2509  20250708  ...    3592       3562      BU
219    219      BU2510  20250708  ...    3541       3512      BU
220    220      BU2511  20250708  ...    3471       3444      BU
221    221      BU2512  20250708  ...    3393       3369      BU
222    222      BU2601  20250708  ...    3351       3328      BU
223    223      BU2602  20250708  ...    3345       3319      BU
224    224      BU2603  20250708  ...    3305       3305      BU
225    225      BU2604  20250708  ...    3320       3299      BU
226    226      BU2605  20250708  ...    3315       3288      BU
227    227      BU2606  20250708  ...    3299       3279      BU
228    228      BU2609  20250708  ...    3282       3270      BU
229    229      BU2612  20250708  ...    3243       3226      BU
230    230      BU2703  20250708  ...    3247       3223      BU
231    231      BU2706  20250708  ...    3240       3227      BU
232    232      BR2507  20250708  ...   11200      11160      BR
233    233      BR2508  20250708  ...   11205      11030      BR
234    234      BR2509  20250708  ...   11130      10965      BR
235    235      BR2510  20250708  ...   11100      10935      BR
236    236      BR2511  20250708  ...   11075      10920      BR
237    237      BR2512  20250708  ...   11045      10910      BR
238    238      BR2601  20250708  ...   11060      10920      BR
239    239      BR2602  20250708  ...   11045      10910      BR
240    240      BR2603  20250708  ...   11065      10900      BR
241    241      BR2604  20250708  ...   11015      10895      BR
242    242      BR2605  20250708  ...   11025      10925      BR
243    243      BR2606  20250708  ...   11010      10960      BR
244    244      RU2507  20250708  ...   13855      13845      RU
245    245      RU2508  20250708  ...   13940      13915      RU
246    246      RU2509  20250708  ...   13990      13935      RU
247    247      RU2510  20250708  ...   14040      13950      RU
248    248      RU2511  20250708  ...   14010      13955      RU
249    249      RU2601  20250708  ...   14860      14805      RU
250    250      RU2603  20250708  ...   14840      14820      RU
251    251      RU2604  20250708  ...   14845      14845      RU
252    252      RU2605  20250708  ...   14910      14870      RU
253    253      RU2606  20250708  ...   14950      14950      RU
254    254      NR2507  20250708  ...   11940      11960      NR
255    255      NR2508  20250708  ...   12045      12005      NR
256    256      NR2509  20250708  ...   12050      11995      NR
257    257      NR2510  20250708  ...   12055      12005      NR
258    258      NR2511  20250708  ...   12080      12005      NR
259    259      NR2512  20250708  ...   12105      12030      NR
260    260      NR2601  20250708  ...   12125      12055      NR
261    261      NR2602  20250708  ...   12170      12075      NR
262    262      NR2603  20250708  ...   12155      12070      NR
263    263      NR2604  20250708  ...   12175      12065      NR
264    264      NR2605  20250708  ...   12215      12105      NR
265    265      NR2606  20250708  ...   12260      12260      NR
266    266      SP2507  20250708  ...    5030       5044      SP
267    267      SP2508  20250708  ...    5050       5062      SP
268    268      SP2509  20250708  ...    5072       5080      SP
269    269      SP2510  20250708  ...    5088       5092      SP
270    270      SP2511  20250708  ...    5078       5080      SP
271    271      SP2512  20250708  ...    5078       5078      SP
272    272      SP2601  20250708  ...    5282       5284      SP
273    273      SP2602  20250708  ...    5238       5224      SP
274    274      SP2603  20250708  ...    5224       5222      SP
275    275      SP2604  20250708  ...    5232       5230      SP
276    276      SP2605  20250708  ...    5226       5226      SP
277    277      SP2606  20250708  ...    5234       5236      SP
278    278      EC2508  20250708  ...    1979     1872.2      EC
279    279      EC2510  20250708  ...  1387.7     1341.2      EC
280    280      EC2512  20250708  ...  1571.8     1518.9      EC
281    281      EC2602  20250708  ...  1356.5     1326.2      EC
282    282      EC2604  20250708  ...  1181.4     1163.3      EC
283    283      EC2606  20250708  ...    1333     1314.7      EC
284    284  SC_TAS2508  20250708  ...                     SC_TAS
285    285  SC_TAS2509  20250708  ...                     SC_TAS
286    286  SC_TAS2510  20250708  ...                     SC_TAS
287    287  SC_TAS2511  20250708  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-09 18:26:39,797 - future_1d - INFO - ak.get_shfe_daily('2025-07-08') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250708  36465.0  ...  37535.0     36475.0       PS
1   PS2508  20250708  36505.0  ...  37390.0     35875.0       PS
2   PS2509  20250708  36395.0  ...  37220.0     35645.0       PS
3   PS2510  20250708  35855.0  ...  37130.0     35500.0       PS
4   PS2511  20250708  36100.0  ...  36950.0     35430.0       PS
5   PS2512  20250708  38600.0  ...  39675.0     37900.0       PS
6   PS2601  20250708  38310.0  ...  39670.0     37710.0       PS
7   PS2602  20250708  38025.0  ...  39890.0     37740.0       PS
8   PS2603  20250708  38010.0  ...  39660.0     37710.0       PS
9   PS2604  20250708  38020.0  ...  39050.0     37245.0       PS
10  PS2605  20250708  37955.0  ...  38930.0     37265.0       PS
11  PS2606  20250708  38950.0  ...  40130.0     38355.0       PS
13  SI2507  20250708   8010.0  ...   8035.0      8010.0       SI
14  SI2508  20250708   8050.0  ...   8170.0      8000.0       SI
15  SI2509  20250708   8060.0  ...   8195.0      7990.0       SI
16  SI2510  20250708   8025.0  ...   8195.0      7965.0       SI
17  SI2511  20250708   7990.0  ...   8130.0      7925.0       SI
18  SI2512  20250708   8270.0  ...   8460.0      8240.0       SI
19  SI2601  20250708   8235.0  ...   8415.0      8200.0       SI
20  SI2602  20250708   8245.0  ...   8425.0      8215.0       SI
21  SI2603  20250708   8210.0  ...   8440.0      8210.0       SI
22  SI2604  20250708   8235.0  ...   8450.0      8180.0       SI
23  SI2605  20250708   8270.0  ...   8390.0      8190.0       SI
24  SI2606  20250708   8240.0  ...   8365.0      8205.0       SI
27  LC2507  20250708  63820.0  ...  64320.0     63820.0       LC
28  LC2508  20250708  64280.0  ...  64600.0     63700.0       LC
29  LC2509  20250708  63860.0  ...  64300.0     63440.0       LC
30  LC2510  20250708  63620.0  ...  64180.0     63300.0       LC
31  LC2511  20250708  63480.0  ...  63940.0     63160.0       LC
32  LC2512  20250708  63740.0  ...  64160.0     63340.0       LC
33  LC2601  20250708  63500.0  ...  64200.0     63480.0       LC
34  LC2602  20250708  63760.0  ...  64200.0     63480.0       LC
35  LC2603  20250708  63780.0  ...  64200.0     63500.0       LC
36  LC2604  20250708  64220.0  ...  64540.0     63860.0       LC
37  LC2605  20250708  64120.0  ...  64600.0     63960.0       LC
38  LC2606  20250708  64260.0  ...  64620.0     63920.0       LC

[36 rows x 12 columns]
2025-07-09 18:26:39,909 - future_1d - INFO - ak.get_gfex_daily('2025-07-08') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250708   505.5   513.8  ...  7741069.04   509.9      501.3      SC
1       SC2509  20250708   502.7   508.4  ...  1711097.24     505      496.9      SC
2       SC2510  20250708     496   500.3  ...   366004.61   497.6      490.6      SC
3       SC2511  20250708   490.6   494.9  ...    50024.83   491.4      485.9      SC
4       SC2512  20250708   486.6   490.7  ...    50669.61   487.2      482.5      SC
5       SC2601  20250708   484.2   487.8  ...     26193.5   484.1      480.5      SC
6       SC2602  20250708   482.2   484.6  ...    13084.75   477.5      478.5      SC
7       SC2603  20250708   476.1   481.6  ...     1386.43     478      474.4      SC
8       SC2604  20250708   475.6   475.6  ...       95.12   475.6      473.4      SC
9       SC2605  20250708                  ...           0   473.2      473.1      SC
10      SC2606  20250708     477     477  ...      664.64   474.7      470.9      SC
11      SC2607  20250708                  ...           0   471.9      471.9      SC
12      SC2609  20250708   473.4   474.1  ...      141.74   472.4        468      SC
13      SC2612  20250708   468.3   473.8  ...      188.39   470.9      465.1      SC
14      SC2703  20250708                  ...           0   466.9      466.2      SC
15      SC2706  20250708   473.5   473.5  ...        94.1   470.5      464.3      SC
16      SC2709  20250708                  ...           0   464.9        464      SC
17      SC2712  20250708   466.5   466.5  ...       46.65   466.5        461      SC
18      SC2803  20250708   465.4   465.4  ...       139.6   465.3      461.5      SC
19      SC2806  20250708   463.8   463.9  ...      231.64   463.2      461.3      SC
21      LU2508  20250708    3663    3699  ...    8779.438    3678       3617      LU
22      LU2509  20250708    3637    3684  ...  309091.246    3662       3602      LU
23      LU2510  20250708    3610    3643  ...   92684.189    3625       3573      LU
24      LU2511  20250708    3578    3607  ...     3229.28    3588       3545      LU
25      LU2512  20250708    3547    3568  ...     191.752    3550       3501      LU
26      LU2601  20250708    3524    3537  ...     194.019    3527       3488      LU
27      LU2602  20250708    3503    3512  ...      10.519    3506       3475      LU
28      LU2603  20250708    3484    3498  ...      27.912    3489       3475      LU
29      LU2604  20250708    3485    3487  ...      13.944    3486       3425      LU
30      LU2605  20250708    3456    3470  ...       34.63    3463       3413      LU
31      LU2606  20250708    3450    3450  ...      17.247    3449       3398      LU
32      LU2607  20250708    3445    3445  ...       3.445    3445       3403      LU
34      NR2507  20250708   11980   12060  ...     2865.85   11940      11960      NR
35      NR2508  20250708   12030   12130  ...   671760.75   12045      12005      NR
36      NR2509  20250708   12055   12130  ...  394393.425   12050      11995      NR
37      NR2510  20250708   12045   12135  ...    71143.42   12055      12005      NR
38      NR2511  20250708   12050   12145  ...   10366.365   12080      12005      NR
39      NR2512  20250708   12110   12170  ...    5859.625   12105      12030      NR
40      NR2601  20250708   12120   12190  ...    10453.56   12125      12055      NR
41      NR2602  20250708   12170   12170  ...       24.34   12170      12075      NR
42      NR2603  20250708   12165   12165  ...       48.62   12155      12070      NR
43      NR2604  20250708   12155   12235  ...      60.875   12175      12065      NR
44      NR2605  20250708   12180   12255  ...      73.295   12215      12105      NR
45      NR2606  20250708                  ...           0   12260      12260      NR
47      BC2507  20250708   70600   70600  ...         353   70600      70600      BC
48      BC2508  20250708   70660   70900  ...  102008.585   70690      70770      BC
49      BC2509  20250708   70490   70770  ...     7935.07   70530      70590      BC
50      BC2510  20250708                  ...           0   70980      70980      BC
51      BC2511  20250708                  ...           0   71800      71800      BC
52      BC2512  20250708                  ...           0   70700      70700      BC
53      BC2601  20250708                  ...           0   70900      71130      BC
54      BC2602  20250708                  ...           0   69410      69410      BC
55      BC2603  20250708                  ...           0   69290      69290      BC
56      BC2604  20250708                  ...           0   70800      70800      BC
57      BC2605  20250708                  ...           0   70970      70970      BC
58      BC2606  20250708                  ...           0   70490      70490      BC
60      EC2508  20250708    1900    2038  ...  570605.501    1979     1872.2      EC
61      EC2510  20250708    1358    1414  ...  149230.498  1387.7     1341.2      EC
62      EC2512  20250708  1552.1  1611.3  ...   29338.399  1571.8     1518.9      EC
63      EC2602  20250708  1337.1    1380  ...    5019.276  1356.5     1326.2      EC
64      EC2604  20250708    1170    1195  ...    8057.382  1181.4     1163.3      EC
65      EC2606  20250708    1330    1344  ...    866.5095    1333     1314.7      EC
68  SC_TAS2508  20250708                  ...                                 SC_TAS
69  SC_TAS2509  20250708                  ...                                 SC_TAS
70  SC_TAS2510  20250708                  ...                                 SC_TAS
71  SC_TAS2511  20250708                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-09 18:26:40,005 - future_1d - INFO - ak.get_ine_daily('2025-07-08') done
2025-07-09 18:26:41,740 - future_1d - INFO - save future_daily 2025-07-08 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250709   7670.0   7800.0  ...   717100.00   7751.0      7666.0       AP
1    AP511  20250709   7540.0   7620.0  ...     2425.16   7579.0      7506.0       AP
2    AP512  20250709   7600.0   7646.0  ...      144.67   7614.0      7549.0       AP
3    AP601  20250709   7581.0   7678.0  ...    28720.63   7636.0      7574.0       AP
4    AP603  20250709   7608.0   7647.0  ...      213.38   7621.0      7556.0       AP
5    AP604  20250709   7691.0   7691.0  ...      306.98   7674.0      7638.0       AP
6    AP605  20250709   7699.0   7758.0  ...      681.15   7740.0      7683.0       AP
7    CF507  20250709  13560.0  13610.0  ...     2280.25  13535.0     13550.0       CF
8    CF509  20250709  13790.0  13855.0  ...  1487327.69  13770.0     13760.0       CF
9    CF511  20250709  13685.0  13745.0  ...   197156.00  13675.0     13670.0       CF
10   CF601  20250709  13750.0  13800.0  ...   406722.73  13740.0     13735.0       CF
11   CF603  20250709  13710.0  13765.0  ...     1330.90  13720.0     13700.0       CF
12   CF605  20250709  13745.0  13790.0  ...     6412.57  13715.0     13725.0       CF
13   CJ507  20250709   9450.0   9450.0  ...       47.03   9405.0      9450.0       CJ
14   CJ509  20250709   9400.0   9455.0  ...   211023.82   9380.0      9460.0       CJ
15   CJ512  20250709  10285.0  10330.0  ...    16923.27  10245.0     10330.0       CJ
16   CJ601  20250709  10400.0  10445.0  ...  1046991.67  10360.0     10470.0       CJ
17   CJ603  20250709  10505.0  10570.0  ...    21742.29  10490.0     10580.0       CJ
18   CJ605  20250709  10755.0  10810.0  ...    84099.51  10735.0     10855.0       CJ
19   CY507  20250709      0.0      0.0  ...        0.00  19805.0     19840.0       CY
20   CY508  20250709      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250709  19940.0  20005.0  ...    90368.84  19915.0     19950.0       CY
22   CY510  20250709      0.0      0.0  ...        0.00  19535.0     19570.0       CY
23   CY511  20250709      0.0      0.0  ...        0.00  20060.0     20060.0       CY
24   CY512  20250709      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250709  19900.0  19955.0  ...       89.37  19860.0     19935.0       CY
26   CY602  20250709      0.0      0.0  ...        0.00  19830.0     19830.0       CY
27   CY603  20250709      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250709      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250709  19915.0  19915.0  ...        9.96  19915.0     20025.0       CY
30   CY606  20250709      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250709    966.0    971.0  ...      139.72    970.0       960.0       FG
32   FG508  20250709   1042.0   1055.0  ...    19791.80   1047.0      1041.0       FG
33   FG509  20250709   1026.0   1037.0  ...  2504679.29   1029.0      1024.0       FG
34   FG510  20250709   1080.0   1087.0  ...    35154.50   1082.0      1075.0       FG
35   FG511  20250709   1067.0   1076.0  ...    47101.91   1071.0      1063.0       FG
36   FG512  20250709   1135.0   1143.0  ...    11175.48   1135.0      1129.0       FG
37   FG601  20250709   1121.0   1134.0  ...   311079.97   1125.0      1120.0       FG
38   FG602  20250709   1166.0   1172.0  ...      393.40   1164.0      1160.0       FG
39   FG603  20250709   1160.0   1169.0  ...      397.36   1162.0      1156.0       FG
40   FG604  20250709   1198.0   1207.0  ...      485.14   1201.0      1195.0       FG
41   FG605  20250709   1190.0   1203.0  ...     5510.66   1197.0      1191.0       FG
42   FG606  20250709   1214.0   1219.0  ...      230.58   1214.0      1208.0       FG
43   JR507  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250709      0.0      0.0  ...        0.00   2353.0      2353.0       MA
54   MA508  20250709   2382.0   2398.0  ...    19338.97   2382.0      2391.0       MA
55   MA509  20250709   2365.0   2380.0  ...  1934445.25   2365.0      2382.0       MA
56   MA510  20250709   2385.0   2397.0  ...    55009.54   2384.0      2394.0       MA
57   MA511  20250709   2401.0   2411.0  ...    55678.76   2396.0      2404.0       MA
58   MA512  20250709   2418.0   2434.0  ...    13120.86   2419.0      2426.0       MA
59   MA601  20250709   2415.0   2438.0  ...   198591.85   2422.0      2428.0       MA
60   MA602  20250709   2407.0   2421.0  ...       24.09   2409.0      2415.0       MA
61   MA603  20250709   2401.0   2415.0  ...      103.42   2405.0      2414.0       MA
62   MA604  20250709   2376.0   2376.0  ...        4.75   2376.0      2393.0       MA
63   MA605  20250709   2351.0   2360.0  ...     3346.64   2347.0      2359.0       MA
64   MA606  20250709   2357.0   2359.0  ...       42.37   2354.0      2360.0       MA
65   OI507  20250709      0.0      0.0  ...        0.00   9600.0      9600.0       OI
66   OI509  20250709   9588.0   9598.0  ...  2607031.01   9546.0      9535.0       OI
67   OI511  20250709   9583.0   9583.0  ...   140518.82   9539.0      9528.0       OI
68   OI601  20250709   9525.0   9540.0  ...   397715.17   9486.0      9484.0       OI
69   OI603  20250709   9477.0   9481.0  ...     3659.10   9431.0      9452.0       OI
70   OI605  20250709   9376.0   9376.0  ...     3615.18   9342.0      9339.0       OI
71   PF507  20250709   6568.0   6630.0  ...      132.51   6626.0      6626.0       PF
72   PF508  20250709   6522.0   6544.0  ...   279642.93   6528.0      6520.0       PF
73   PF509  20250709   6406.0   6432.0  ...   193303.73   6412.0      6398.0       PF
74   PF510  20250709   6402.0   6422.0  ...    61793.94   6400.0      6388.0       PF
75   PF511  20250709   6374.0   6390.0  ...    78746.78   6370.0      6358.0       PF
76   PF512  20250709   6346.0   6372.0  ...    49565.08   6360.0      6340.0       PF
77   PF601  20250709   6360.0   6386.0  ...     3592.77   6370.0      6352.0       PF
78   PF602  20250709   6370.0   6404.0  ...       44.59   6370.0      6356.0       PF
79   PF603  20250709   6376.0   6416.0  ...       66.94   6376.0      6366.0       PF
80   PF604  20250709   6378.0   6416.0  ...       44.70   6386.0      6372.0       PF
81   PF605  20250709   6380.0   6426.0  ...      108.75   6398.0      6366.0       PF
82   PF606  20250709   6374.0   6388.0  ...        6.38   6382.0      6366.0       PF
83   PK510  20250709   8130.0   8196.0  ...   197959.13   8158.0      8106.0       PK
84   PK511  20250709   7934.0   8024.0  ...    95661.77   7986.0      7914.0       PK
85   PK512  20250709   7934.0   7984.0  ...     3549.71   7968.0      7908.0       PK
86   PK601  20250709   7922.0   7968.0  ...     7811.18   7946.0      7914.0       PK
87   PK603  20250709   7932.0   7958.0  ...       39.74   7948.0      7912.0       PK
88   PK604  20250709   7956.0   7956.0  ...        7.95   7952.0      7924.0       PK
89   PK605  20250709   7952.0   7968.0  ...      338.25   7960.0      7938.0       PK
90   PM507  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250709   5920.0   5920.0  ...       17.76   5920.0      5922.0       PR
97   PR508  20250709   5908.0   5908.0  ...    12670.50   5892.0      5898.0       PR
98   PR509  20250709   5872.0   5890.0  ...   366098.76   5874.0      5870.0       PR
99   PR510  20250709   5856.0   5884.0  ...   248328.55   5866.0      5856.0       PR
100  PR511  20250709   5852.0   5876.0  ...    65277.52   5854.0      5842.0       PR
101  PR512  20250709   5848.0   5848.0  ...        8.77   5848.0      5838.0       PR
102  PR601  20250709   5850.0   5866.0  ...      105.36   5854.0      5840.0       PR
103  PR602  20250709      0.0      0.0  ...        0.00   5898.0      5878.0       PR
104  PR603  20250709   5898.0   5930.0  ...       17.74   5914.0      5886.0       PR
105  PR604  20250709   5892.0   5930.0  ...       17.73   5912.0      5882.0       PR
106  PR605  20250709   5896.0   5896.0  ...       17.67   5892.0      5878.0       PR
107  PR606  20250709      0.0      0.0  ...        0.00   5858.0      5858.0       PR
108  PX507  20250709      0.0      0.0  ...        0.00   6890.0      6868.0       PX
109  PX508  20250709   6734.0   6768.0  ...      486.13   6752.0      6722.0       PX
110  PX509  20250709   6710.0   6748.0  ...   594486.99   6716.0      6696.0       PX
111  PX510  20250709   6696.0   6730.0  ...    59893.48   6698.0      6676.0       PX
112  PX511  20250709   6658.0   6704.0  ...   114440.83   6664.0      6642.0       PX
113  PX512  20250709   6638.0   6688.0  ...    35806.53   6644.0      6624.0       PX
114  PX601  20250709   6624.0   6660.0  ...    52120.77   6636.0      6604.0       PX
115  PX602  20250709      0.0      0.0  ...        0.00   6628.0      6566.0       PX
116  PX603  20250709      0.0      0.0  ...        0.00   6618.0      6578.0       PX
117  PX604  20250709      0.0      0.0  ...        0.00   6606.0      6562.0       PX
118  PX605  20250709   6576.0   6610.0  ...       52.75   6594.0      6560.0       PX
119  PX606  20250709   6562.0   6562.0  ...        3.28   6562.0      6544.0       PX
120  RI507  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250709   2440.0   2461.0  ...      899.68   2445.0      2455.0       RM
127  RM508  20250709   2564.0   2594.0  ...    15942.76   2572.0      2577.0       RM
128  RM509  20250709   2568.0   2595.0  ...   721970.44   2573.0      2581.0       RM
129  RM511  20250709   2408.0   2420.0  ...     2486.37   2407.0      2412.0       RM
130  RM601  20250709   2303.0   2317.0  ...   168883.86   2305.0      2312.0       RM
131  RM603  20250709   2291.0   2297.0  ...    11757.00   2287.0      2294.0       RM
132  RM605  20250709   2308.0   2313.0  ...    35468.30   2305.0      2312.0       RM
133  RS507  20250709      0.0      0.0  ...        0.00   4991.0      4961.0       RS
134  RS508  20250709      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250709   5018.0   5097.0  ...      395.37   5069.0      5039.0       RS
136  RS511  20250709   5009.0   5074.0  ...      100.74   5037.0      5049.0       RS
137  SA507  20250709   1140.0   1154.0  ...      270.34   1146.0      1136.0       SA
138  SA508  20250709   1178.0   1197.0  ...    24946.06   1187.0      1174.0       SA
139  SA509  20250709   1178.0   1198.0  ...  3503226.20   1187.0      1177.0       SA
140  SA510  20250709   1196.0   1212.0  ...    93566.02   1201.0      1192.0       SA
141  SA511  20250709   1198.0   1211.0  ...   130134.16   1202.0      1195.0       SA
142  SA512  20250709   1217.0   1236.0  ...    42233.44   1225.0      1216.0       SA
143  SA601  20250709   1220.0   1239.0  ...   772014.38   1226.0      1215.0       SA
144  SA602  20250709   1228.0   1247.0  ...    12342.25   1238.0      1228.0       SA
145  SA603  20250709   1231.0   1247.0  ...     6414.73   1236.0      1228.0       SA
146  SA604  20250709   1246.0   1260.0  ...     2910.42   1250.0      1243.0       SA
147  SA605  20250709   1245.0   1260.0  ...    29619.14   1251.0      1244.0       SA
148  SA606  20250709   1257.0   1263.0  ...     2486.52   1260.0      1255.0       SA
149  SF507  20250709   5466.0   5484.0  ...     1182.38   5436.0      5430.0       SF
150  SF508  20250709   5346.0   5406.0  ...    11221.56   5374.0      5346.0       SF
151  SF509  20250709   5358.0   5418.0  ...   290240.89   5380.0      5352.0       SF
152  SF510  20250709   5312.0   5372.0  ...    60549.78   5328.0      5288.0       SF
153  SF511  20250709   5440.0   5512.0  ...    99059.99   5466.0      5420.0       SF
154  SF512  20250709   5426.0   5488.0  ...    12017.42   5440.0      5400.0       SF
155  SF601  20250709   5396.0   5456.0  ...     6835.09   5412.0      5362.0       SF
156  SF602  20250709   5332.0   5388.0  ...      315.85   5354.0      5300.0       SF
157  SF603  20250709   5466.0   5516.0  ...       16.47   5490.0      5424.0       SF
158  SF604  20250709      0.0      0.0  ...        0.00   5460.0      5412.0       SF
159  SF605  20250709   5444.0   5492.0  ...      101.01   5460.0      5412.0       SF
160  SF606  20250709   5386.0   5388.0  ...       18.79   5370.0      5356.0       SF
161  SH507  20250709      0.0      0.0  ...        0.00   2381.0      2380.0       SH
162  SH508  20250709   2427.0   2473.0  ...   144128.62   2434.0      2442.0       SH
163  SH509  20250709   2405.0   2456.0  ...  3965465.00   2419.0      2418.0       SH
164  SH510  20250709   2413.0   2477.0  ...   438972.92   2439.0      2427.0       SH
165  SH511  20250709   2393.0   2463.0  ...   311045.45   2426.0      2403.0       SH
166  SH512  20250709   2399.0   2468.0  ...    25143.72   2426.0      2410.0       SH
167  SH601  20250709   2383.0   2440.0  ...   101220.63   2403.0      2389.0       SH
168  SH602  20250709   2402.0   2456.0  ...     1192.79   2424.0      2410.0       SH
169  SH603  20250709   2416.0   2455.0  ...      860.28   2430.0      2413.0       SH
170  SH604  20250709   2450.0   2483.0  ...      324.18   2456.0      2441.0       SH
171  SH605  20250709   2435.0   2487.0  ...     2495.18   2453.0      2428.0       SH
172  SH606  20250709   2457.0   2495.0  ...       66.92   2479.0      2446.0       SH
173  SM507  20250709   5638.0   5680.0  ...     1150.66   5654.0      5612.0       SM
174  SM508  20250709   5644.0   5730.0  ...    16082.16   5682.0      5644.0       SM
175  SM509  20250709   5666.0   5742.0  ...   554857.53   5682.0      5646.0       SM
176  SM510  20250709   5644.0   5724.0  ...    39475.30   5664.0      5632.0       SM
177  SM511  20250709   5726.0   5800.0  ...    74115.41   5742.0      5716.0       SM
178  SM512  20250709   5726.0   5786.0  ...     9529.31   5728.0      5704.0       SM
179  SM601  20250709   5726.0   5774.0  ...    40045.37   5724.0      5694.0       SM
180  SM602  20250709   5718.0   5758.0  ...      154.36   5718.0      5714.0       SM
181  SM603  20250709   5722.0   5766.0  ...       85.79   5720.0      5728.0       SM
182  SM604  20250709   5730.0   5762.0  ...       63.12   5738.0      5736.0       SM
183  SM605  20250709   5756.0   5804.0  ...      894.45   5752.0      5730.0       SM
184  SM606  20250709   5758.0   5766.0  ...       43.16   5756.0      5764.0       SM
185  SR507  20250709   5748.0   5781.0  ...     1828.85   5751.0      5754.0       SR
186  SR509  20250709   5755.0   5783.0  ...   816826.20   5763.0      5744.0       SR
187  SR511  20250709   5647.0   5676.0  ...   132157.70   5653.0      5639.0       SR
188  SR601  20250709   5595.0   5612.0  ...    98857.55   5599.0      5589.0       SR
189  SR603  20250709   5567.0   5585.0  ...     1365.73   5574.0      5562.0       SR
190  SR605  20250709   5549.0   5560.0  ...     3053.06   5551.0      5545.0       SR
191  TA507  20250709   4786.0   4792.0  ...     4694.65   4770.0      4786.0       TA
192  TA508  20250709   4750.0   4770.0  ...    34276.83   4740.0      4744.0       TA
193  TA509  20250709   4722.0   4738.0  ...  2044731.35   4714.0      4710.0       TA
194  TA510  20250709   4696.0   4722.0  ...    71822.15   4702.0      4688.0       TA
195  TA511  20250709   4694.0   4712.0  ...    54880.96   4692.0      4678.0       TA
196  TA512  20250709   4678.0   4700.0  ...    11011.77   4684.0      4670.0       TA
197  TA601  20250709   4670.0   4694.0  ...   377403.21   4678.0      4658.0       TA
198  TA602  20250709   4674.0   4696.0  ...       18.75   4688.0      4662.0       TA
199  TA603  20250709   4672.0   4688.0  ...       18.73   4682.0      4656.0       TA
200  TA604  20250709   4684.0   4696.0  ...        9.38   4688.0      4670.0       TA
201  TA605  20250709   4678.0   4708.0  ...     2473.15   4694.0      4670.0       TA
202  TA606  20250709   4698.0   4710.0  ...        9.40   4702.0      4680.0       TA
203  UR507  20250709   1767.0   1768.0  ...      813.70   1759.0      1751.0       UR
204  UR508  20250709   1763.0   1771.0  ...     1187.60   1767.0      1749.0       UR
205  UR509  20250709   1775.0   1781.0  ...   588943.97   1771.0      1755.0       UR
206  UR510  20250709   1761.0   1766.0  ...    19088.87   1755.0      1744.0       UR
207  UR511  20250709   1758.0   1766.0  ...    18258.17   1755.0      1747.0       UR
208  UR512  20250709   1743.0   1749.0  ...       38.42   1747.0      1730.0       UR
209  UR601  20250709   1730.0   1740.0  ...    84018.51   1731.0      1718.0       UR
210  UR602  20250709   1725.0   1731.0  ...      600.41   1725.0      1715.0       UR
211  UR603  20250709   1741.0   1752.0  ...      157.26   1747.0      1737.0       UR
212  UR604  20250709   1735.0   1746.0  ...       87.00   1740.0      1732.0       UR
213  UR605  20250709   1731.0   1740.0  ...     4058.35   1730.0      1721.0       UR
214  UR606  20250709   1723.0   1731.0  ...       62.18   1727.0      1717.0       UR
215  WH507  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-09 18:26:47,003 - future_1d - INFO - ak.get_czce_daily('2025-07-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250709      0.00  ...   4150.00     4150.00        A
1     a2509  20250709   4103.00  ...   4112.00     4090.00        A
2     a2511  20250709   4042.00  ...   4048.00     4037.00        A
3     a2601  20250709   4029.00  ...   4033.00     4022.00        A
4     a2603  20250709   4020.00  ...   4027.00     4014.00        A
5     a2605  20250709   4056.00  ...   4059.00     4052.00        A
6     b2507  20250709   3480.00  ...   3480.00     3550.00        B
7     b2508  20250709   3518.00  ...   3518.00     3515.00        B
8     b2509  20250709   3570.00  ...   3576.00     3571.00        B
9     b2510  20250709   3617.00  ...   3610.00     3614.00        B
10    b2511  20250709   3632.00  ...   3639.00     3635.00        B
11    b2512  20250709   3654.00  ...   3661.00     3656.00        B
12    b2601  20250709   3643.00  ...   3652.00     3643.00        B
13    b2602  20250709   3629.00  ...   3624.00     3619.00        B
14    b2603  20250709   3540.00  ...   3535.00     3540.00        B
15    b2604  20250709   3445.00  ...   3443.00     3445.00        B
16    b2605  20250709   3374.00  ...   3375.00     3377.00        B
17    b2606  20250709   3371.00  ...   3371.00     3373.00        B
18   bb2509  20250709    153.65  ...    153.50      154.15       BB
19   bb2511  20250709    158.10  ...    157.15      158.00       BB
20   bb2601  20250709    156.75  ...    156.40      156.25       BB
21   bb2603  20250709      0.00  ...    165.90      165.75       BB
22   bb2605  20250709      0.00  ...    165.90      165.75       BB
23   bz2603  20250709   5935.00  ...   6015.00     5922.00       BZ
24   bz2604  20250709   5965.00  ...   6010.00     5919.00       BZ
25   bz2605  20250709   5948.00  ...   6013.00     5924.00       BZ
26   bz2606  20250709   5942.00  ...   6003.00     5913.00       BZ
27    c2507  20250709   2289.00  ...   2296.00     2316.00        C
28    c2509  20250709   2315.00  ...   2322.00     2320.00        C
29    c2511  20250709   2277.00  ...   2275.00     2276.00        C
30    c2601  20250709   2241.00  ...   2237.00     2240.00        C
31    c2603  20250709   2241.00  ...   2238.00     2240.00        C
32    c2605  20250709   2270.00  ...   2266.00     2266.00        C
33   cs2507  20250709   2700.00  ...   2700.00     2729.00       CS
34   cs2509  20250709   2676.00  ...   2676.00     2675.00       CS
35   cs2511  20250709   2627.00  ...   2630.00     2630.00       CS
36   cs2601  20250709   2627.00  ...   2626.00     2629.00       CS
37   cs2603  20250709   2614.00  ...   2615.00     2616.00       CS
38   cs2605  20250709   2649.00  ...   2650.00     2652.00       CS
39   eb2507  20250709      0.00  ...   7499.00     7499.00       EB
40   eb2508  20250709   7305.00  ...   7320.00     7334.00       EB
41   eb2509  20250709   7213.00  ...   7234.00     7241.00       EB
42   eb2510  20250709   7131.00  ...   7153.00     7157.00       EB
43   eb2511  20250709   7064.00  ...   7089.00     7087.00       EB
44   eb2512  20250709   7033.00  ...   7058.00     7050.00       EB
45   eb2601  20250709   7028.00  ...   7053.00     7048.00       EB
46   eb2602  20250709   7048.00  ...   7069.00     7062.00       EB
47   eb2603  20250709   7056.00  ...   7073.00     7082.00       EB
48   eb2604  20250709   7033.00  ...   7062.00     7069.00       EB
49   eb2605  20250709   7028.00  ...   7086.00     7056.00       EB
50   eb2606  20250709   7069.00  ...   7089.00     7060.00       EB
51   eg2507  20250709      0.00  ...   4226.00     4226.00       EG
52   eg2508  20250709   4257.00  ...   4259.00     4257.00       EG
53   eg2509  20250709   4270.00  ...   4275.00     4273.00       EG
54   eg2510  20250709   4288.00  ...   4289.00     4284.00       EG
55   eg2511  20250709   4298.00  ...   4296.00     4291.00       EG
56   eg2512  20250709   4290.00  ...   4292.00     4285.00       EG
57   eg2601  20250709   4295.00  ...   4300.00     4300.00       EG
58   eg2602  20250709   4301.00  ...   4301.00     4299.00       EG
59   eg2603  20250709   4314.00  ...   4313.00     4334.00       EG
60   eg2604  20250709   4328.00  ...   4331.00     4330.00       EG
61   eg2605  20250709   4331.00  ...   4332.00     4331.00       EG
62   eg2606  20250709      0.00  ...   4329.00     4329.00       EG
63   fb2507  20250709      0.00  ...   1341.50     1341.50       FB
64   fb2508  20250709   1332.50  ...   1332.50     1325.00       FB
65   fb2509  20250709   1314.50  ...   1317.00     1310.50       FB
66   fb2510  20250709   1325.50  ...   1328.00     1325.00       FB
67   fb2511  20250709   1324.50  ...   1325.00     1325.00       FB
68   fb2512  20250709   1323.50  ...   1324.50     1323.50       FB
69   fb2601  20250709   1305.00  ...   1310.00     1300.50       FB
70   fb2602  20250709      0.00  ...   1290.50     1290.50       FB
71   fb2603  20250709      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250709      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250709      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250709      0.00  ...   1292.50     1292.50       FB
75    i2507  20250709      0.00  ...    748.00      748.00        I
76    i2508  20250709    737.50  ...    740.50      736.50        I
77    i2509  20250709    731.50  ...    736.50      731.50        I
78    i2510  20250709    727.50  ...    731.00      725.50        I
79    i2511  20250709    722.00  ...    724.50      719.00        I
80    i2512  20250709    715.00  ...    718.00      712.00        I
81    i2601  20250709    707.00  ...    710.00      705.00        I
82    i2602  20250709    704.50  ...    708.00      702.00        I
83    i2603  20250709    701.50  ...    704.50      699.00        I
84    i2604  20250709    698.00  ...    700.50      695.00        I
85    i2605  20250709    691.50  ...    693.00      688.50        I
86    i2606  20250709    684.50  ...    687.00      682.50        I
87    j2507  20250709      0.00  ...   1304.50     1304.50        J
88    j2508  20250709   1396.50  ...   1416.00     1392.50        J
89    j2509  20250709   1428.00  ...   1445.50     1421.50        J
90    j2510  20250709   1442.00  ...   1461.50     1433.00        J
91    j2511  20250709      0.00  ...   1450.50     1450.00        J
92    j2512  20250709      0.00  ...   1471.00     1464.00        J
93    j2601  20250709   1476.50  ...   1486.50     1466.50        J
94    j2602  20250709      0.00  ...   1494.50     1481.50        J
95    j2603  20250709   1507.50  ...   1507.50     1505.00        J
96    j2604  20250709      0.00  ...   1499.50     1499.50        J
97    j2605  20250709   1528.50  ...   1526.50     1509.00        J
98    j2606  20250709      0.00  ...   1528.00     1528.00        J
99   jd2507  20250709   2806.00  ...   2778.00     2778.00       JD
100  jd2508  20250709   3453.00  ...   3470.00     3447.00       JD
101  jd2509  20250709   3580.00  ...   3585.00     3577.00       JD
102  jd2510  20250709   3370.00  ...   3373.00     3369.00       JD
103  jd2511  20250709   3403.00  ...   3401.00     3413.00       JD
104  jd2512  20250709   3548.00  ...   3559.00     3568.00       JD
105  jd2601  20250709   3602.00  ...   3616.00     3628.00       JD
106  jd2602  20250709   3193.00  ...   3195.00     3199.00       JD
107  jd2603  20250709   3206.00  ...   3199.00     3203.00       JD
108  jd2604  20250709   3349.00  ...   3335.00     3340.00       JD
109  jd2605  20250709   3409.00  ...   3413.00     3412.00       JD
110  jd2606  20250709   3267.00  ...   3266.00     3266.00       JD
111  jm2507  20250709    836.00  ...    846.50      830.00       JM
112  jm2508  20250709    800.00  ...    812.00      798.00       JM
113  jm2509  20250709    849.50  ...    860.50      839.50       JM
114  jm2510  20250709    862.50  ...    877.00      856.50       JM
115  jm2511  20250709    875.00  ...    886.00      869.50       JM
116  jm2512  20250709    886.50  ...    897.50      880.00       JM
117  jm2601  20250709    896.00  ...    905.00      887.50       JM
118  jm2602  20250709    914.50  ...    908.00      896.00       JM
119  jm2603  20250709    916.00  ...    919.50      900.50       JM
120  jm2604  20250709    920.50  ...    925.00      914.00       JM
121  jm2605  20250709    923.50  ...    932.50      918.00       JM
122  jm2606  20250709    944.00  ...    945.00      928.50       JM
123   l2507  20250709      0.00  ...   7291.00     7291.00        L
124   l2508  20250709   7254.00  ...   7255.00     7256.00        L
125   l2509  20250709   7246.00  ...   7257.00     7250.00        L
126   l2510  20250709   7237.00  ...   7254.00     7245.00        L
127   l2511  20250709   7239.00  ...   7253.00     7242.00        L
128   l2512  20250709   7235.00  ...   7248.00     7236.00        L
129   l2601  20250709   7225.00  ...   7237.00     7229.00        L
130   l2602  20250709   7218.00  ...   7214.00     7199.00        L
131   l2603  20250709   7221.00  ...   7210.00     7194.00        L
132   l2604  20250709      0.00  ...   7215.00     7215.00        L
133   l2605  20250709   7202.00  ...   7212.00     7205.00        L
134   l2606  20250709   7212.00  ...   7212.00     7210.00        L
135  lg2507  20250709    819.00  ...    819.50      819.50       LG
136  lg2509  20250709    785.00  ...    783.50      787.00       LG
137  lg2511  20250709    781.00  ...    781.50      784.00       LG
138  lg2601  20250709    781.00  ...    781.50      783.00       LG
139  lg2603  20250709    784.00  ...    783.50      785.00       LG
140  lg2605  20250709    792.50  ...    789.50      790.50       LG
141  lh2507  20250709  13955.00  ...  13950.00    13970.00       LH
142  lh2509  20250709  14240.00  ...  14220.00    14270.00       LH
143  lh2511  20250709  13640.00  ...  13590.00    13680.00       LH
144  lh2601  20250709  13740.00  ...  13680.00    13730.00       LH
145  lh2603  20250709  12995.00  ...  12965.00    12995.00       LH
146  lh2605  20250709  13160.00  ...  13135.00    13180.00       LH
147   m2507  20250709      0.00  ...   2802.00     2802.00        M
148   m2508  20250709   2914.00  ...   2921.00     2919.00        M
149   m2509  20250709   2930.00  ...   2940.00     2938.00        M
150   m2511  20250709   2967.00  ...   2981.00     2975.00        M
151   m2512  20250709   3007.00  ...   3016.00     3012.00        M
152   m2601  20250709   2983.00  ...   2992.00     2990.00        M
153   m2603  20250709   2849.00  ...   2854.00     2856.00        M
154   m2605  20250709   2702.00  ...   2703.00     2706.00        M
155   p2507  20250709   8620.00  ...   8620.00     8468.00        P
156   p2508  20250709   8662.00  ...   8676.00     8588.00        P
157   p2509  20250709   8644.00  ...   8656.00     8554.00        P
158   p2510  20250709   8648.00  ...   8656.00     8576.00        P
159   p2511  20250709   8628.00  ...   8626.00     8556.00        P
160   p2512  20250709   8636.00  ...   8626.00     8568.00        P
161   p2601  20250709   8624.00  ...   8634.00     8564.00        P
162   p2602  20250709   8588.00  ...   8592.00     8572.00        P
163   p2603  20250709   8542.00  ...   8540.00     8518.00        P
164   p2604  20250709   8486.00  ...   8494.00     8482.00        P
165   p2605  20250709   8418.00  ...   8434.00     8414.00        P
166   p2606  20250709   8400.00  ...   8406.00     8402.00        P
167  pg2507  20250709      0.00  ...   4205.00     4205.00       PG
168  pg2508  20250709   4173.00  ...   4178.00     4184.00       PG
169  pg2509  20250709   4082.00  ...   4077.00     4078.00       PG
170  pg2510  20250709   4477.00  ...   4480.00     4484.00       PG
171  pg2511  20250709   4402.00  ...   4397.00     4399.00       PG
172  pg2512  20250709   4324.00  ...   4321.00     4319.00       PG
173  pg2601  20250709   4235.00  ...   4241.00     4244.00       PG
174  pg2602  20250709      0.00  ...   4164.00     4164.00       PG
175  pg2603  20250709   4065.00  ...   4082.00     4083.00       PG
176  pg2604  20250709   4361.00  ...   4373.00     4379.00       PG
177  pg2605  20250709   4262.00  ...   4266.00     4274.00       PG
178  pg2606  20250709      0.00  ...   4205.00     4204.00       PG
179  pp2507  20250709   7068.00  ...   7068.00     7068.00       PP
180  pp2508  20250709   7044.00  ...   7057.00     7051.00       PP
181  pp2509  20250709   7048.00  ...   7056.00     7054.00       PP
182  pp2510  20250709   7008.00  ...   7017.00     7017.00       PP
183  pp2511  20250709   7004.00  ...   7009.00     7014.00       PP
184  pp2512  20250709   7008.00  ...   7014.00     7017.00       PP
185  pp2601  20250709   7011.00  ...   7015.00     7014.00       PP
186  pp2602  20250709   6989.00  ...   6995.00     7015.00       PP
187  pp2603  20250709      0.00  ...   7004.00     7004.00       PP
188  pp2604  20250709      0.00  ...   7006.00     7006.00       PP
189  pp2605  20250709   7001.00  ...   7008.00     7001.00       PP
190  pp2606  20250709   6991.00  ...   6990.00     7005.00       PP
191  rr2507  20250709      0.00  ...   3578.00     3578.00       RR
192  rr2508  20250709   3587.00  ...   3587.00     3587.00       RR
193  rr2509  20250709   3593.00  ...   3595.00     3595.00       RR
194  rr2510  20250709   3603.00  ...   3607.00     3608.00       RR
195  rr2511  20250709      0.00  ...   3605.00     3605.00       RR
196  rr2512  20250709   3601.00  ...   3601.00     3596.00       RR
197  rr2601  20250709   3602.00  ...   3600.00     3598.00       RR
198  rr2602  20250709   3605.00  ...   3606.00     3610.00       RR
199  rr2603  20250709   3607.00  ...   3606.00     3611.00       RR
200  rr2604  20250709   3613.00  ...   3613.00     3622.00       RR
201  rr2605  20250709   3606.00  ...   3606.00     3614.00       RR
202  rr2606  20250709      0.00  ...   3609.00     3609.00       RR
203   v2507  20250709   4828.00  ...   4839.00     4812.00        V
204   v2508  20250709   4855.00  ...   4890.00     4848.00        V
205   v2509  20250709   4891.00  ...   4929.00     4886.00        V
206   v2510  20250709   4930.00  ...   4957.00     4915.00        V
207   v2511  20250709   4957.00  ...   4981.00     4944.00        V
208   v2512  20250709   4981.00  ...   5006.00     4969.00        V
209   v2601  20250709   5000.00  ...   5031.00     4991.00        V
210   v2602  20250709   5030.00  ...   5044.00     5013.00        V
211   v2603  20250709   5043.00  ...   5062.00     5035.00        V
212   v2604  20250709   5198.00  ...   5213.00     5177.00        V
213   v2605  20250709   5180.00  ...   5221.00     5198.00        V
214   v2606  20250709   5218.00  ...   5234.00     5209.00        V
215   y2507  20250709      0.00  ...   8038.00     8038.00        Y
216   y2508  20250709   7910.00  ...   7902.00     7884.00        Y
217   y2509  20250709   7938.00  ...   7922.00     7908.00        Y
218   y2511  20250709   7948.00  ...   7936.00     7930.00        Y
219   y2512  20250709   7964.00  ...   7962.00     7972.00        Y
220   y2601  20250709   7928.00  ...   7916.00     7910.00        Y
221   y2603  20250709   7822.00  ...   7818.00     7820.00        Y
222   y2605  20250709   7622.00  ...   7594.00     7612.00        Y

[223 rows x 12 columns]
2025-07-09 18:26:47,630 - future_1d - INFO - ak.get_dce_daily('2025-07-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250709  5959.800  ...  5937.200    5952.600       IC
1   IC2508  20250709  5906.400  ...  5882.400    5897.200       IC
2   IC2509  20250709  5850.000  ...  5830.000    5848.000       IC
3   IC2512  20250709  5735.600  ...  5706.800    5726.000       IC
4   IF2507  20250709  3981.600  ...  3981.800    3983.000       IF
5   IF2508  20250709  3966.000  ...  3964.400    3966.200       IF
6   IF2509  20250709  3958.600  ...  3957.000    3959.200       IF
7   IF2512  20250709  3925.000  ...  3923.400    3923.400       IF
8   IH2507  20250709  2730.000  ...  2731.400    2733.400       IH
9   IH2508  20250709  2726.200  ...  2726.600    2729.400       IH
10  IH2509  20250709  2727.000  ...  2727.000    2728.800       IH
11  IH2512  20250709  2728.200  ...  2727.400    2728.600       IH
12  IM2507  20250709  6369.800  ...  6365.000    6369.800       IM
13  IM2508  20250709  6308.000  ...  6292.800    6297.800       IM
14  IM2509  20250709  6240.000  ...  6219.800    6226.200       IM
15  IM2512  20250709  6050.000  ...  6032.200    6040.200       IM
16   T2509  20250709   109.020  ...   109.020     108.995        T
17   T2512  20250709   109.100  ...   109.100     109.075        T
18   T2603  20250709   109.075  ...   109.075     109.045        T
19  TF2509  20250709   106.145  ...   106.135     106.125       TF
20  TF2512  20250709   106.250  ...   106.225     106.225       TF
21  TF2603  20250709   106.255  ...   106.270     106.270       TF
22  TL2509  20250709   120.900  ...   120.960     120.860       TL
23  TL2512  20250709   120.710  ...   120.810     120.740       TL
24  TL2603  20250709   120.650  ...   120.610     120.560       TL
25  TS2509  20250709   102.472  ...   102.456     102.466       TS
26  TS2512  20250709   102.600  ...   102.576     102.582       TS
27  TS2603  20250709   102.682  ...   102.684     102.690       TS

[28 rows x 12 columns]
2025-07-09 18:26:47,802 - future_1d - INFO - ak.get_cffex_daily('2025-07-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250709  ...   79110      79720      CU
1        1      CU2508  20250709  ...   78910      79480      CU
2        2      CU2509  20250709  ...   78740      79310      CU
3        3      CU2510  20250709  ...   78500      79040      CU
4        4      CU2511  20250709  ...   78260      78800      CU
5        5      CU2512  20250709  ...   78160      78630      CU
6        6      CU2601  20250709  ...   77950      78520      CU
7        7      CU2602  20250709  ...   77920      78360      CU
8        8      CU2603  20250709  ...   77960      78250      CU
9        9      CU2604  20250709  ...   77960      78280      CU
10      10      CU2605  20250709  ...   77910      78300      CU
11      11      CU2606  20250709  ...   77950      78440      CU
12      12      BC2507  20250709  ...   70600      70600      BC
13      13      BC2508  20250709  ...   70140      70690      BC
14      14      BC2509  20250709  ...   69880      70530      BC
15      15      BC2510  20250709  ...   70060      70980      BC
16      16      BC2511  20250709  ...   69080      71800      BC
17      17      BC2512  20250709  ...   69750      70700      BC
18      18      BC2601  20250709  ...   69810      70900      BC
19      19      BC2602  20250709  ...   69410      69410      BC
20      20      BC2603  20250709  ...   69290      69290      BC
21      21      BC2604  20250709  ...   69750      70800      BC
22      22      BC2605  20250709  ...   68280      70970      BC
23      23      BC2606  20250709  ...   67820      70490      BC
24      24      AL2507  20250709  ...   20690      20670      AL
25      25      AL2508  20250709  ...   20515      20495      AL
26      26      AL2509  20250709  ...   20455      20435      AL
27      27      AL2510  20250709  ...   20380      20360      AL
28      28      AL2511  20250709  ...   20295      20275      AL
29      29      AL2512  20250709  ...   20215      20185      AL
30      30      AL2601  20250709  ...   20170      20130      AL
31      31      AL2602  20250709  ...   20165      20125      AL
32      32      AL2603  20250709  ...   20170      20145      AL
33      33      AL2604  20250709  ...   20180      20140      AL
34      34      AL2605  20250709  ...   20180      20160      AL
35      35      AL2606  20250709  ...   20220      20165      AL
36      36      ZN2507  20250709  ...   22100      22020      ZN
37      37      ZN2508  20250709  ...   22080      22005      ZN
38      38      ZN2509  20250709  ...   22015      21910      ZN
39      39      ZN2510  20250709  ...   21960      21845      ZN
40      40      ZN2511  20250709  ...   21895      21785      ZN
41      41      ZN2512  20250709  ...   21840      21745      ZN
42      42      ZN2601  20250709  ...   21805      21710      ZN
43      43      ZN2602  20250709  ...   21795      21685      ZN
44      44      ZN2603  20250709  ...   21795      21705      ZN
45      45      ZN2604  20250709  ...   21790      21675      ZN
46      46      ZN2605  20250709  ...   21800      21660      ZN
47      47      ZN2606  20250709  ...   21790      21640      ZN
48      48      PB2507  20250709  ...   17145      17065      PB
49      49      PB2508  20250709  ...   17200      17115      PB
50      50      PB2509  20250709  ...   17220      17135      PB
51      51      PB2510  20250709  ...   17210      17130      PB
52      52      PB2511  20250709  ...   17215      17135      PB
53      53      PB2512  20250709  ...   17245      17150      PB
54      54      PB2601  20250709  ...   17220      17160      PB
55      55      PB2602  20250709  ...   17140      17140      PB
56      56      PB2603  20250709  ...   17175      17125      PB
57      57      PB2604  20250709  ...   17185      17140      PB
58      58      PB2605  20250709  ...   17120      17120      PB
59      59      PB2606  20250709  ...   17160      17115      PB
60      60      NI2507  20250709  ...  119770     120260      NI
61      61      NI2508  20250709  ...  119460     120590      NI
62      62      NI2509  20250709  ...  119540     120670      NI
63      63      NI2510  20250709  ...  119730     120790      NI
64      64      NI2511  20250709  ...  119920     121000      NI
65      65      NI2512  20250709  ...  120230     121160      NI
66      66      NI2601  20250709  ...  120290     121290      NI
67      67      NI2602  20250709  ...  120650     121530      NI
68      68      NI2603  20250709  ...  120920     121700      NI
69      69      NI2604  20250709  ...  121200     121890      NI
70      70      NI2605  20250709  ...  121220     122350      NI
71      71      NI2606  20250709  ...  121450     122370      NI
72      72      SN2507  20250709  ...  264600     264710      SN
73      73      SN2508  20250709  ...  263570     264240      SN
74      74      SN2509  20250709  ...  263430     264440      SN
75      75      SN2510  20250709  ...  262820     264220      SN
76      76      SN2511  20250709  ...  262210     264030      SN
77      77      SN2512  20250709  ...  262080     263910      SN
78      78      SN2601  20250709  ...  262340     263970      SN
79      79      SN2602  20250709  ...  263000     263730      SN
80      80      SN2603  20250709  ...  262630     264130      SN
81      81      SN2604  20250709  ...  263820     263550      SN
82      82      SN2605  20250709  ...  262010     263190      SN
83      83      SN2606  20250709  ...  262420     262100      SN
84      84      AO2507  20250709  ...    3304       3340      AO
85      85      AO2508  20250709  ...    3182       3143      AO
86      86      AO2509  20250709  ...    3122       3064      AO
87      87      AO2510  20250709  ...    3080       3021      AO
88      88      AO2511  20250709  ...    3062       3006      AO
89      89      AO2512  20250709  ...    3048       2996      AO
90      90      AO2601  20250709  ...    3035       2987      AO
91      91      AO2602  20250709  ...    3029       2990      AO
92      92      AO2603  20250709  ...    3015       2979      AO
93      93      AO2604  20250709  ...    3010       2978      AO
94      94      AO2605  20250709  ...    3003       2971      AO
95      95      AO2606  20250709  ...    2999       2971      AO
96      96      AD2511  20250709  ...   19835      19810      AD
97      97      AD2512  20250709  ...   19750      19740      AD
98      98      AD2601  20250709  ...   19725      19645      AD
99      99      AD2602  20250709  ...   19690      19665      AD
100    100      AD2603  20250709  ...   19610      19605      AD
101    101      AD2604  20250709  ...   19565      19670      AD
102    102      AD2605  20250709  ...   19505      19525      AD
103    103      AD2606  20250709  ...   19495      19495      AD
104    104      AU2507  20250709  ...  765.62     772.88      AU
105    105      AU2508  20250709  ...  767.12      772.5      AU
106    106      AU2509  20250709  ...  766.68     771.42      AU
107    107      AU2510  20250709  ...  769.52     774.54      AU
108    108      AU2512  20250709  ...   771.1     776.36      AU
109    109      AU2602  20250709  ...  773.08     778.54      AU
110    110      AU2604  20250709  ...  774.44     780.96      AU
111    111      AU2606  20250709  ...   774.6     782.16      AU
112    112      AG2507  20250709  ...    8881       8909      AG
113    113      AG2508  20250709  ...    8873       8883      AG
114    114      AG2509  20250709  ...    8888       8894      AG
115    115      AG2510  20250709  ...    8899       8917      AG
116    116      AG2511  20250709  ...    8910       8919      AG
117    117      AG2512  20250709  ...    8921       8934      AG
118    118      AG2601  20250709  ...    8934       8942      AG
119    119      AG2602  20250709  ...    8944       8958      AG
120    120      AG2603  20250709  ...    8958       8964      AG
121    121      AG2604  20250709  ...    8966       8986      AG
122    122      AG2605  20250709  ...    8980       8994      AG
123    123      AG2606  20250709  ...    8992       9006      AG
124    124      RB2507  20250709  ...    3055       3070      RB
125    125      RB2508  20250709  ...    3033       3026      RB
126    126      RB2509  20250709  ...    3033       3027      RB
127    127      RB2510  20250709  ...    3065       3061      RB
128    128      RB2511  20250709  ...    3079       3074      RB
129    129      RB2512  20250709  ...    3096       3088      RB
130    130      RB2601  20250709  ...    3088       3081      RB
131    131      RB2602  20250709  ...    3076       3070      RB
132    132      RB2603  20250709  ...    3083       3078      RB
133    133      RB2604  20250709  ...    3084       3078      RB
134    134      RB2605  20250709  ...    3100       3094      RB
135    135      RB2606  20250709  ...    3106       3097      RB
136    136      WR2507  20250709  ...    3356       3356      WR
137    137      WR2508  20250709  ...    3190       3378      WR
138    138      WR2509  20250709  ...    3251       3251      WR
139    139      WR2510  20250709  ...    3299       3306      WR
140    140      WR2511  20250709  ...    3350       3350      WR
141    141      WR2512  20250709  ...    3362       3362      WR
142    142      WR2601  20250709  ...    3333       3298      WR
143    143      WR2602  20250709  ...    3396       3396      WR
144    144      WR2603  20250709  ...    3387       3387      WR
145    145      WR2604  20250709  ...    3392       3392      WR
146    146      WR2605  20250709  ...    3370       3370      WR
147    147      WR2606  20250709  ...    3356       3321      WR
148    148      HC2507  20250709  ...    3176       3191      HC
149    149      HC2508  20250709  ...    3196       3199      HC
150    150      HC2509  20250709  ...    3202       3196      HC
151    151      HC2510  20250709  ...    3193       3187      HC
152    152      HC2511  20250709  ...    3197       3192      HC
153    153      HC2512  20250709  ...    3209       3193      HC
154    154      HC2601  20250709  ...    3203       3198      HC
155    155      HC2602  20250709  ...    3207       3203      HC
156    156      HC2603  20250709  ...    3209       3196      HC
157    157      HC2604  20250709  ...    3217       3207      HC
158    158      HC2605  20250709  ...    3206       3201      HC
159    159      HC2606  20250709  ...    3215       3215      HC
160    160      SS2507  20250709  ...   12595      12560      SS
161    161      SS2508  20250709  ...   12730      12725      SS
162    162      SS2509  20250709  ...   12655      12660      SS
163    163      SS2510  20250709  ...   12650      12650      SS
164    164      SS2511  20250709  ...   12675      12685      SS
165    165      SS2512  20250709  ...   12710      12705      SS
166    166      SS2601  20250709  ...   12760      12745      SS
167    167      SS2602  20250709  ...   12800      12790      SS
168    168      SS2603  20250709  ...   12840      12815      SS
169    169      SS2604  20250709  ...   12865      12855      SS
170    170      SS2605  20250709  ...   12900      12875      SS
171    171      SS2606  20250709  ...   12930      12920      SS
172    172      SC2508  20250709  ...   515.7      509.9      SC
173    173      SC2509  20250709  ...   510.6        505      SC
174    174      SC2510  20250709  ...   503.3      497.6      SC
175    175      SC2511  20250709  ...   496.9      491.4      SC
176    176      SC2512  20250709  ...   492.3      487.2      SC
177    177      SC2601  20250709  ...   489.2      484.1      SC
178    178      SC2602  20250709  ...   485.4      477.5      SC
179    179      SC2603  20250709  ...   483.1        478      SC
180    180      SC2604  20250709  ...   478.6      475.6      SC
181    181      SC2605  20250709  ...   477.6      473.2      SC
182    182      SC2606  20250709  ...   477.7      474.7      SC
183    183      SC2607  20250709  ...   472.5      471.9      SC
184    184      SC2609  20250709  ...   472.6      472.4      SC
185    185      SC2612  20250709  ...   472.2      470.9      SC
186    186      SC2703  20250709  ...   467.9      466.9      SC
187    187      SC2706  20250709  ...   470.7      470.5      SC
188    188      SC2709  20250709  ...   466.8      464.9      SC
189    189      SC2712  20250709  ...   466.5      466.5      SC
190    190      SC2803  20250709  ...   465.8      465.3      SC
191    191      SC2806  20250709  ...   463.2      463.2      SC
192    192      LU2508  20250709  ...    3709       3678      LU
193    193      LU2509  20250709  ...    3697       3662      LU
194    194      LU2510  20250709  ...    3662       3625      LU
195    195      LU2511  20250709  ...    3626       3588      LU
196    196      LU2512  20250709  ...    3596       3550      LU
197    197      LU2601  20250709  ...    3561       3527      LU
198    198      LU2602  20250709  ...    3543       3506      LU
199    199      LU2603  20250709  ...    3510       3489      LU
200    200      LU2604  20250709  ...    3486       3486      LU
201    201      LU2605  20250709  ...    3483       3463      LU
202    202      LU2606  20250709  ...    3477       3449      LU
203    203      LU2607  20250709  ...    3459       3445      LU
204    204      FU2508  20250709  ...    2945       2931      FU
205    205      FU2509  20250709  ...    2982       2967      FU
206    206      FU2510  20250709  ...    2966       2941      FU
207    207      FU2511  20250709  ...    2934       2907      FU
208    208      FU2512  20250709  ...    2904       2877      FU
209    209      FU2601  20250709  ...    2890       2865      FU
210    210      FU2602  20250709  ...    2877       2854      FU
211    211      FU2603  20250709  ...    2857       2836      FU
212    212      FU2604  20250709  ...    2843       2823      FU
213    213      FU2605  20250709  ...    2827       2808      FU
214    214      FU2606  20250709  ...    2805       2793      FU
215    215      FU2607  20250709  ...    2787       2778      FU
216    216      BU2507  20250709  ...    3663       3665      BU
217    217      BU2508  20250709  ...    3650       3620      BU
218    218      BU2509  20250709  ...    3619       3592      BU
219    219      BU2510  20250709  ...    3569       3541      BU
220    220      BU2511  20250709  ...    3503       3471      BU
221    221      BU2512  20250709  ...    3428       3393      BU
222    222      BU2601  20250709  ...    3388       3351      BU
223    223      BU2602  20250709  ...    3382       3345      BU
224    224      BU2603  20250709  ...    3381       3305      BU
225    225      BU2604  20250709  ...    3353       3320      BU
226    226      BU2605  20250709  ...    3341       3315      BU
227    227      BU2606  20250709  ...    3338       3299      BU
228    228      BU2609  20250709  ...    3308       3282      BU
229    229      BU2612  20250709  ...    3262       3243      BU
230    230      BU2703  20250709  ...    3266       3247      BU
231    231      BU2706  20250709  ...    3265       3240      BU
232    232      BR2507  20250709  ...   11200      11200      BR
233    233      BR2508  20250709  ...   11315      11205      BR
234    234      BR2509  20250709  ...   11245      11130      BR
235    235      BR2510  20250709  ...   11220      11100      BR
236    236      BR2511  20250709  ...   11200      11075      BR
237    237      BR2512  20250709  ...   11195      11045      BR
238    238      BR2601  20250709  ...   11185      11060      BR
239    239      BR2602  20250709  ...   11170      11045      BR
240    240      BR2603  20250709  ...   11160      11065      BR
241    241      BR2604  20250709  ...   11205      11015      BR
242    242      BR2605  20250709  ...   11185      11025      BR
243    243      BR2606  20250709  ...   11150      11010      BR
244    244      RU2507  20250709  ...   13845      13855      RU
245    245      RU2508  20250709  ...   13935      13940      RU
246    246      RU2509  20250709  ...   14005      13990      RU
247    247      RU2510  20250709  ...   14030      14040      RU
248    248      RU2511  20250709  ...   14025      14010      RU
249    249      RU2601  20250709  ...   14885      14860      RU
250    250      RU2603  20250709  ...   14880      14840      RU
251    251      RU2604  20250709  ...   14860      14845      RU
252    252      RU2605  20250709  ...   14935      14910      RU
253    253      RU2606  20250709  ...   14950      14950      RU
254    254      NR2507  20250709  ...   12015      11940      NR
255    255      NR2508  20250709  ...   12040      12045      NR
256    256      NR2509  20250709  ...   12060      12050      NR
257    257      NR2510  20250709  ...   12075      12055      NR
258    258      NR2511  20250709  ...   12095      12080      NR
259    259      NR2512  20250709  ...   12105      12105      NR
260    260      NR2601  20250709  ...   12130      12125      NR
261    261      NR2602  20250709  ...   12200      12170      NR
262    262      NR2603  20250709  ...   12180      12155      NR
263    263      NR2604  20250709  ...   12195      12175      NR
264    264      NR2605  20250709  ...   12250      12215      NR
265    265      NR2606  20250709  ...   12225      12260      NR
266    266      SP2507  20250709  ...    5050       5030      SP
267    267      SP2508  20250709  ...    5070       5050      SP
268    268      SP2509  20250709  ...    5094       5072      SP
269    269      SP2510  20250709  ...    5108       5088      SP
270    270      SP2511  20250709  ...    5098       5078      SP
271    271      SP2512  20250709  ...    5092       5078      SP
272    272      SP2601  20250709  ...    5308       5282      SP
273    273      SP2602  20250709  ...    5248       5238      SP
274    274      SP2603  20250709  ...    5248       5224      SP
275    275      SP2604  20250709  ...    5252       5232      SP
276    276      SP2605  20250709  ...    5250       5226      SP
277    277      SP2606  20250709  ...    5254       5234      SP
278    278      EC2508  20250709  ...  1990.2       1979      EC
279    279      EC2510  20250709  ...  1382.4     1387.7      EC
280    280      EC2512  20250709  ...  1551.1     1571.8      EC
281    281      EC2602  20250709  ...  1348.7     1356.5      EC
282    282      EC2604  20250709  ...  1184.2     1181.4      EC
283    283      EC2606  20250709  ...  1325.2       1333      EC
284    285  SC_TAS2508  20250709  ...                     SC_TAS
285    286  SC_TAS2509  20250709  ...                     SC_TAS
286    287  SC_TAS2510  20250709  ...                     SC_TAS
287    288  SC_TAS2511  20250709  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-09 18:26:47,915 - future_1d - INFO - ak.get_shfe_daily('2025-07-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250709  37535.0  ...  38185.0     37535.0       PS
1   PS2508  20250709  38480.0  ...  39190.0     37390.0       PS
2   PS2509  20250709  38140.0  ...  38810.0     37220.0       PS
3   PS2510  20250709  38045.0  ...  38630.0     37130.0       PS
4   PS2511  20250709  37980.0  ...  38440.0     36950.0       PS
5   PS2512  20250709  40275.0  ...  40765.0     39675.0       PS
6   PS2601  20250709  39860.0  ...  40680.0     39670.0       PS
7   PS2602  20250709  40205.0  ...  40535.0     39890.0       PS
8   PS2603  20250709  40305.0  ...  40575.0     39660.0       PS
9   PS2604  20250709  40070.0  ...  40345.0     39050.0       PS
10  PS2605  20250709  39840.0  ...  40305.0     38930.0       PS
11  PS2606  20250709  40425.0  ...  41000.0     40130.0       PS
13  SI2507  20250709   8160.0  ...   8160.0      8035.0       SI
14  SI2508  20250709   8200.0  ...   8175.0      8170.0       SI
15  SI2509  20250709   8200.0  ...   8165.0      8195.0       SI
16  SI2510  20250709   8200.0  ...   8145.0      8195.0       SI
17  SI2511  20250709   8135.0  ...   8115.0      8130.0       SI
18  SI2512  20250709   8505.0  ...   8430.0      8460.0       SI
19  SI2601  20250709   8465.0  ...   8385.0      8415.0       SI
20  SI2602  20250709   8465.0  ...   8395.0      8425.0       SI
21  SI2603  20250709   8465.0  ...   8400.0      8440.0       SI
22  SI2604  20250709   8440.0  ...   8410.0      8450.0       SI
23  SI2605  20250709   8475.0  ...   8390.0      8390.0       SI
24  SI2606  20250709   8435.0  ...   8385.0      8365.0       SI
27  LC2507  20250709  64320.0  ...  64400.0     64320.0       LC
28  LC2508  20250709  64000.0  ...  64700.0     64600.0       LC
29  LC2509  20250709  63860.0  ...  64460.0     64300.0       LC
30  LC2510  20250709  63840.0  ...  64280.0     64180.0       LC
31  LC2511  20250709  63660.0  ...  64100.0     63940.0       LC
32  LC2512  20250709  63860.0  ...  64260.0     64160.0       LC
33  LC2601  20250709  64000.0  ...  64300.0     64200.0       LC
34  LC2602  20250709  63860.0  ...  64200.0     64200.0       LC
35  LC2603  20250709  63900.0  ...  64260.0     64200.0       LC
36  LC2604  20250709  64340.0  ...  64800.0     64540.0       LC
37  LC2605  20250709  64420.0  ...  64600.0     64600.0       LC
38  LC2606  20250709  64320.0  ...  64820.0     64620.0       LC

[36 rows x 12 columns]
2025-07-09 18:26:48,035 - future_1d - INFO - ak.get_gfex_daily('2025-07-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250709     513     521  ...  6649274.55   515.7      509.9      SC
1       SC2509  20250709   508.4   513.8  ...  1940966.17   510.6        505      SC
2       SC2510  20250709   501.6   506.7  ...    388812.8   503.3      497.6      SC
3       SC2511  20250709   495.5   500.4  ...    36921.48   496.9      491.4      SC
4       SC2512  20250709   490.6   495.9  ...     20532.6   492.3      487.2      SC
5       SC2601  20250709   487.6   491.8  ...    25686.98   489.2      484.1      SC
6       SC2602  20250709   484.2     488  ...    20924.01   485.4      477.5      SC
7       SC2603  20250709   481.5   484.5  ...     4300.42   483.1        478      SC
8       SC2604  20250709   478.2   479.1  ...       95.73   478.6      475.6      SC
9       SC2605  20250709                  ...           0   477.6      473.2      SC
10      SC2606  20250709     477   478.5  ...      429.98   477.7      474.7      SC
11      SC2607  20250709                  ...           0   472.5      471.9      SC
12      SC2609  20250709                  ...           0   472.6      472.4      SC
13      SC2612  20250709   472.2   472.2  ...       47.22   472.2      470.9      SC
14      SC2703  20250709                  ...           0   467.9      466.9      SC
15      SC2706  20250709   469.9   471.6  ...       94.15   470.7      470.5      SC
16      SC2709  20250709                  ...           0   466.8      464.9      SC
17      SC2712  20250709                  ...           0   466.5      466.5      SC
18      SC2803  20250709   465.4   466.3  ...      186.33   465.8      465.3      SC
19      SC2806  20250709                  ...           0   463.2      463.2      SC
21      LU2508  20250709    3698    3728  ...     7441.74    3709       3678      LU
22      LU2509  20250709    3680    3714  ...  265176.029    3697       3662      LU
23      LU2510  20250709    3643    3678  ...  133650.787    3662       3625      LU
24      LU2511  20250709    3606    3644  ...    5005.086    3626       3588      LU
25      LU2512  20250709    3580    3607  ...      86.326    3596       3550      LU
26      LU2601  20250709    3550    3575  ...     616.067    3561       3527      LU
27      LU2602  20250709    3543    3543  ...       3.543    3543       3506      LU
28      LU2603  20250709    3498    3523  ...      42.122    3510       3489      LU
29      LU2604  20250709                  ...           0    3486       3486      LU
30      LU2605  20250709    3475    3495  ...      83.614    3483       3463      LU
31      LU2606  20250709    3467    3483  ...     121.719    3477       3449      LU
32      LU2607  20250709    3444    3469  ...      51.885    3459       3445      LU
34      NR2507  20250709   12030   12050  ...     1081.35   12015      11940      NR
35      NR2508  20250709   12075   12125  ...  741056.375   12040      12045      NR
36      NR2509  20250709   12080   12135  ...  473102.555   12060      12050      NR
37      NR2510  20250709   12085   12140  ...   72289.935   12075      12055      NR
38      NR2511  20250709   12080   12145  ...     1282.45   12095      12080      NR
39      NR2512  20250709   12100   12165  ...     859.745   12105      12105      NR
40      NR2601  20250709   12130   12190  ...     4538.14   12130      12125      NR
41      NR2602  20250709   12200   12200  ...         183   12200      12170      NR
42      NR2603  20250709   12195   12230  ...       85.29   12180      12155      NR
43      NR2604  20250709   12200   12200  ...       24.39   12195      12175      NR
44      NR2605  20250709   12250   12285  ...       85.75   12250      12215      NR
45      NR2606  20250709   12225   12225  ...      12.225   12225      12260      NR
47      BC2507  20250709                  ...           0   70600      70600      BC
48      BC2508  20250709   70810   71340  ...  386873.235   70140      70690      BC
49      BC2509  20250709   70710   70900  ...    39587.96   69880      70530      BC
50      BC2510  20250709   70620   70620  ...     245.215   70060      70980      BC
51      BC2511  20250709   69510   69510  ...     483.565   69080      71800      BC
52      BC2512  20250709                  ...           0   69750      70700      BC
53      BC2601  20250709                  ...           0   69810      70900      BC
54      BC2602  20250709                  ...           0   69410      69410      BC
55      BC2603  20250709                  ...           0   69290      69290      BC
56      BC2604  20250709                  ...           0   69750      70800      BC
57      BC2605  20250709                  ...           0   68280      70970      BC
58      BC2606  20250709                  ...           0   67820      70490      BC
60      EC2508  20250709  2015.2    2030  ...  252742.326  1990.2       1979      EC
61      EC2510  20250709    1385  1395.8  ...   71128.793  1382.4     1387.7      EC
62      EC2512  20250709  1555.4    1580  ...  16171.0555  1551.1     1571.8      EC
63      EC2602  20250709  1358.6  1359.5  ...    2110.858  1348.7     1356.5      EC
64      EC2604  20250709    1196    1196  ...   3890.1385  1184.2     1181.4      EC
65      EC2606  20250709  1339.8  1339.8  ...     662.649  1325.2       1333      EC
68  SC_TAS2508  20250709                  ...                                 SC_TAS
69  SC_TAS2509  20250709                  ...                                 SC_TAS
70  SC_TAS2510  20250709                  ...                                 SC_TAS
71  SC_TAS2511  20250709                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-09 18:26:48,105 - future_1d - INFO - ak.get_ine_daily('2025-07-09') done
2025-07-09 18:26:49,852 - future_1d - INFO - save future_daily 2025-07-09 completed