LogViewer
181    181      SC2604  20250821  ...   482.9      478.3      SC
182    182      SC2605  20250821  ...   480.7      479.2      SC
183    183      SC2606  20250821  ...   480.7      476.3      SC
184    184      SC2607  20250821  ...   480.4      474.8      SC
185    185      SC2608  20250821  ...   481.1      472.8      SC
186    186      SC2609  20250821  ...   473.4      473.4      SC
187    187      SC2612  20250821  ...   476.1      476.1      SC
188    188      SC2703  20250821  ...     468      464.2      SC
189    189      SC2706  20250821  ...   469.2      461.7      SC
190    190      SC2709  20250821  ...     470      462.8      SC
191    191      SC2712  20250821  ...   471.8      458.9      SC
192    192      SC2803  20250821  ...   469.9      458.9      SC
193    193      SC2806  20250821  ...   460.1      454.3      SC
194    194      LU2509  20250821  ...    3441       3425      LU
195    195      LU2510  20250821  ...    3460       3452      LU
196    196      LU2511  20250821  ...    3461       3442      LU
197    197      LU2512  20250821  ...    3445       3424      LU
198    198      LU2601  20250821  ...    3423       3404      LU
199    199      LU2602  20250821  ...    3415       3389      LU
200    200      LU2603  20250821  ...    3411       3393      LU
201    201      LU2604  20250821  ...    3372       3372      LU
202    202      LU2605  20250821  ...    3401       3375      LU
203    203      LU2606  20250821  ...    3399       3383      LU
204    204      LU2607  20250821  ...    3398       3380      LU
205    205      LU2608  20250821  ...    3400       3367      LU
206    206      FU2509  20250821  ...    2682       2677      FU
207    207      FU2510  20250821  ...    2712       2701      FU
208    208      FU2511  20250821  ...    2716       2705      FU
209    209      FU2512  20250821  ...    2716       2705      FU
210    210      FU2601  20250821  ...    2718       2705      FU
211    211      FU2602  20250821  ...    2717       2707      FU
212    212      FU2603  20250821  ...    2720       2707      FU
213    213      FU2604  20250821  ...    2718       2711      FU
214    214      FU2605  20250821  ...    2717       2705      FU
215    215      FU2606  20250821  ...    2714       2703      FU
216    216      FU2607  20250821  ...    2695       2684      FU
217    217      FU2608  20250821  ...    2683       2676      FU
218    218      BU2509  20250821  ...    3491       3487      BU
219    219      BU2510  20250821  ...    3455       3452      BU
220    220      BU2511  20250821  ...    3408       3404      BU
221    221      BU2512  20250821  ...    3362       3352      BU
222    222      BU2601  20250821  ...    3325       3317      BU
223    223      BU2602  20250821  ...    3329       3314      BU
224    224      BU2603  20250821  ...    3313       3313      BU
225    225      BU2604  20250821  ...    3316       3314      BU
226    226      BU2605  20250821  ...    3317       3312      BU
227    227      BU2606  20250821  ...    3325       3303      BU
228    228      BU2607  20250821  ...    3330       3300      BU
229    229      BU2608  20250821  ...    3317       3316      BU
230    230      BU2609  20250821  ...    3308       3300      BU
231    231      BU2612  20250821  ...    3286       3271      BU
232    232      BU2703  20250821  ...    3299       3273      BU
233    233      BU2706  20250821  ...    3297       3283      BU
234    234      BR2509  20250821  ...   11765      11560      BR
235    235      BR2510  20250821  ...   11790      11555      BR
236    236      BR2511  20250821  ...   11780      11545      BR
237    237      BR2512  20250821  ...   11795      11565      BR
238    238      BR2601  20250821  ...   11800      11585      BR
239    239      BR2602  20250821  ...   11840      11655      BR
240    240      BR2603  20250821  ...   11825      11605      BR
241    241      BR2604  20250821  ...   11870      11630      BR
242    242      BR2605  20250821  ...   11885      11655      BR
243    243      BR2606  20250821  ...   11740      11740      BR
244    244      BR2607  20250821  ...   12025      11705      BR
245    245      BR2608  20250821  ...   11825      11625      BR
246    246      RU2509  20250821  ...   14780      14650      RU
247    247      RU2510  20250821  ...   14795      14685      RU
248    248      RU2511  20250821  ...   14780      14630      RU
249    249      RU2601  20250821  ...   15775      15605      RU
250    250      RU2603  20250821  ...   15800      15620      RU
251    251      RU2604  20250821  ...   15810      15650      RU
252    252      RU2605  20250821  ...   15870      15695      RU
253    253      RU2606  20250821  ...   15935      15775      RU
254    254      RU2607  20250821  ...   15960      15815      RU
255    255      RU2608  20250821  ...   15940      15960      RU
256    256      NR2509  20250821  ...   12570      12410      NR
257    257      NR2510  20250821  ...   12625      12465      NR
258    258      NR2511  20250821  ...   12650      12500      NR
259    259      NR2512  20250821  ...   12675      12505      NR
260    260      NR2601  20250821  ...   12705      12545      NR
261    261      NR2602  20250821  ...   12685      12550      NR
262    262      NR2603  20250821  ...   12730      12505      NR
263    263      NR2604  20250821  ...   12565      12530      NR
264    264      NR2605  20250821  ...   12800      12660      NR
265    265      NR2606  20250821  ...   12745      12745      NR
266    266      NR2607  20250821  ...   12650      12605      NR
267    267      NR2608  20250821  ...   12650      12650      NR
268    268      SP2509  20250821  ...    5084       5102      SP
269    269      SP2510  20250821  ...    5108       5112      SP
270    270      SP2511  20250821  ...    5126       5136      SP
271    271      SP2512  20250821  ...    5140       5144      SP
272    272      SP2601  20250821  ...    5378       5384      SP
273    273      SP2602  20250821  ...    5342       5346      SP
274    274      SP2603  20250821  ...    5344       5346      SP
275    275      SP2604  20250821  ...    5344       5354      SP
276    276      SP2605  20250821  ...    5350       5354      SP
277    277      SP2606  20250821  ...    5354       5360      SP
278    278      SP2607  20250821  ...    5362       5362      SP
279    279      SP2608  20250821  ...    5366       5370      SP
280    280      EC2508  20250821  ...  2121.9     2126.1      EC
281    281      EC2510  20250821  ...  1333.2     1358.8      EC
282    282      EC2512  20250821  ...  1741.6     1769.6      EC
283    283      EC2602  20250821  ...    1518     1530.6      EC
284    284      EC2604  20250821  ...  1304.6     1319.4      EC
285    285      EC2606  20250821  ...    1478     1485.2      EC
286    287  SC_TAS2510  20250821  ...                     SC_TAS
287    288  SC_TAS2511  20250821  ...                     SC_TAS
288    289  SC_TAS2512  20250821  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-25 18:26:10,327 - future_1d - INFO - ak.get_shfe_daily('2025-08-21') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250821  52200.0  ...  51960.0     50815.0       PS
1   PS2510  20250821  51720.0  ...  52120.0     51050.0       PS
2   PS2511  20250821  52200.0  ...  52035.0     50880.0       PS
3   PS2512  20250821  54700.0  ...  54230.0     53195.0       PS
4   PS2601  20250821  54300.0  ...  54325.0     53325.0       PS
5   PS2602  20250821  54545.0  ...  54660.0     53420.0       PS
6   PS2603  20250821  54760.0  ...  54720.0     53395.0       PS
7   PS2604  20250821  54955.0  ...  54940.0     53540.0       PS
8   PS2605  20250821  54805.0  ...  54795.0     53500.0       PS
9   PS2606  20250821  57265.0  ...  57345.0     56565.0       PS
10  PS2607  20250821  57500.0  ...  57430.0     56600.0       PS
11  PS2608  20250821  57000.0  ...  57490.0     56620.0       PS
13  SI2509  20250821   8310.0  ...   8580.0      8310.0       SI
14  SI2510  20250821   8410.0  ...   8590.0      8340.0       SI
15  SI2511  20250821   8420.0  ...   8595.0      8330.0       SI
16  SI2512  20250821   8795.0  ...   8950.0      8695.0       SI
17  SI2601  20250821   8785.0  ...   8925.0      8680.0       SI
18  SI2602  20250821   8780.0  ...   8920.0      8675.0       SI
19  SI2603  20250821   8825.0  ...   8935.0      8675.0       SI
20  SI2604  20250821   8690.0  ...   8910.0      8715.0       SI
21  SI2605  20250821   8750.0  ...   8915.0      8735.0       SI
22  SI2606  20250821   8685.0  ...   8915.0      8735.0       SI
23  SI2607  20250821   8775.0  ...   8960.0      8755.0       SI
24  SI2608  20250821   8885.0  ...   8945.0      8780.0       SI
27  LC2509  20250821  80080.0  ...  82240.0     82540.0       LC
28  LC2510  20250821  82000.0  ...  82720.0     82660.0       LC
29  LC2511  20250821  82000.0  ...  82600.0     82900.0       LC
30  LC2512  20250821  81800.0  ...  82100.0     82640.0       LC
31  LC2601  20250821  80880.0  ...  81680.0     82340.0       LC
32  LC2602  20250821  79800.0  ...  81100.0     82100.0       LC
33  LC2603  20250821  79920.0  ...  80860.0     81740.0       LC
34  LC2604  20250821  79500.0  ...  80680.0     82020.0       LC
35  LC2605  20250821  79380.0  ...  80360.0     81140.0       LC
36  LC2606  20250821  78500.0  ...  80100.0     81320.0       LC
37  LC2607  20250821  80000.0  ...  80020.0     79980.0       LC
38  LC2608  20250821  79000.0  ...  80560.0     79380.0       LC

[36 rows x 12 columns]
2025-08-25 18:26:10,456 - future_1d - INFO - ak.get_gfex_daily('2025-08-21') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250821  6703.000  ...  6644.000    6660.400       IC
1   IC2510  20250821  6666.800  ...  6607.000    6628.800       IC
2   IC2512  20250821  6579.000  ...  6520.600    6531.200       IC
3   IC2603  20250821  6468.000  ...  6396.000    6402.800       IC
4   IF2509  20250821  4280.400  ...  4277.800    4254.000       IF
5   IF2510  20250821  4280.000  ...  4271.000    4249.000       IF
6   IF2512  20250821  4261.000  ...  4257.200    4236.000       IF
7   IF2603  20250821  4250.000  ...  4234.800    4214.200       IF
8   IH2509  20250821  2858.000  ...  2862.000    2841.400       IH
9   IH2510  20250821  2857.000  ...  2861.800    2843.200       IH
10  IH2512  20250821  2859.000  ...  2864.000    2844.200       IH
11  IH2603  20250821  2862.000  ...  2866.800    2845.400       IH
12  IM2509  20250821  7295.000  ...  7187.200    7233.600       IM
13  IM2510  20250821  7257.000  ...  7140.000    7187.000       IM
14  IM2512  20250821  7150.000  ...  7034.800    7074.400       IM
15  IM2603  20250821  6981.000  ...  6881.800    6919.000       IM
16   T2509  20250821   107.845  ...   108.000     107.935        T
17   T2512  20250821   107.740  ...   107.855     107.795        T
18   T2603  20250821   107.510  ...   107.650     107.575        T
19  TF2509  20250821   105.430  ...   105.485     105.450       TF
20  TF2512  20250821   105.340  ...   105.440     105.385       TF
21  TF2603  20250821   105.295  ...   105.360     105.330       TF
22  TL2509  20250821   115.950  ...   116.580     116.240       TL
23  TL2512  20250821   115.480  ...   116.120     115.720       TL
24  TL2603  20250821   115.150  ...   115.780     115.390       TL
25  TS2509  20250821   102.330  ...   102.324     102.322       TS
26  TS2512  20250821   102.300  ...   102.344     102.328       TS
27  TS2603  20250821   102.282  ...   102.328     102.318       TS

[28 rows x 12 columns]
2025-08-25 18:26:10,733 - future_1d - INFO - ak.get_cffex_daily('2025-08-21') done
2025-08-25 18:26:12,494 - future_1d - INFO - save future_daily 2025-08-21 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250822   484.3   487.6  ...    23360.11   485.6      479.9      SC
1       SC2510  20250822   488.7   494.6  ...   5394231.5     491      486.7      SC
2       SC2511  20250822   487.5   492.8  ...   510143.05   489.6      485.7      SC
3       SC2512  20250822     485   490.5  ...   179711.81   487.8      483.3      SC
4       SC2601  20250822     484   489.3  ...    33835.82   486.8      482.4      SC
5       SC2602  20250822   483.3   488.2  ...    12211.35   486.5      481.6      SC
6       SC2603  20250822   483.6   487.3  ...     8501.76   485.8      481.2      SC
7       SC2604  20250822   482.6   485.8  ...     5571.44   484.4      482.9      SC
8       SC2605  20250822   482.3   485.3  ...     4547.29   483.7      480.7      SC
9       SC2606  20250822   481.4     486  ...      5123.4   483.3      480.7      SC
10      SC2607  20250822   481.3   486.2  ...      531.18   482.8      480.4      SC
11      SC2608  20250822     482   483.3  ...      819.56     482      481.1      SC
12      SC2609  20250822   481.2   481.2  ...      288.39   480.6      473.4      SC
13      SC2612  20250822     472   485.5  ...      625.68   481.2      476.1      SC
14      SC2703  20250822     482   482.2  ...      240.58   481.1        468      SC
15      SC2706  20250822   481.8   481.8  ...      288.67   481.1      469.2      SC
16      SC2709  20250822     473   476.3  ...      380.07     475        470      SC
17      SC2712  20250822   468.1   480.6  ...     1244.07   478.4      471.8      SC
18      SC2803  20250822                  ...           0   469.9      469.9      SC
19      SC2806  20250822     464     474  ...     1263.33   467.9      460.1      SC
21      LU2509  20250822    3422    3552  ...     833.803    3488       3441      LU
22      LU2510  20250822    3470    3504  ...    97829.28    3469       3460      LU
23      LU2511  20250822    3465    3508  ...  491991.839    3467       3461      LU
24      LU2512  20250822    3454    3494  ...   46399.338    3453       3445      LU
25      LU2601  20250822    3439    3467  ...    9995.425    3433       3423      LU
26      LU2602  20250822    3395    3446  ...     126.668    3423       3415      LU
27      LU2603  20250822    3385    3432  ...      82.081    3420       3411      LU
28      LU2604  20250822    3418    3424  ...      54.698    3418       3372      LU
29      LU2605  20250822    3393    3429  ...     326.951    3405       3401      LU
30      LU2606  20250822    3394    3425  ...      47.703    3407       3399      LU
31      LU2607  20250822    3389    3423  ...      81.791    3407       3398      LU
32      LU2608  20250822    3376    3425  ...      30.617    3401       3400      LU
34      NR2509  20250822   12545   12585  ...   23915.555   12455      12570      NR
35      NR2510  20250822   12620   12650  ...  784357.645   12515      12625      NR
36      NR2511  20250822   12665   12670  ...   167200.65   12540      12650      NR
37      NR2512  20250822   12660   12695  ...      6070.2   12565      12675      NR
38      NR2601  20250822   12725   12750  ...   55764.905   12595      12705      NR
39      NR2602  20250822   12680   12705  ...      628.56   12570      12685      NR
40      NR2603  20250822   12670   12675  ...      277.21   12600      12730      NR
41      NR2604  20250822   12735   12735  ...     177.105   12650      12565      NR
42      NR2605  20250822   12605   12605  ...      12.605   12605      12800      NR
43      NR2606  20250822                  ...           0   12745      12745      NR
44      NR2607  20250822                  ...           0   12650      12650      NR
45      NR2608  20250822                  ...           0   12650      12650      NR
47      BC2509  20250822   69640   69980  ...    79027.13   69810      69700      BC
48      BC2510  20250822   69670   70010  ...   31186.175   69840      69750      BC
49      BC2511  20250822                  ...           0   69880      69880      BC
50      BC2512  20250822                  ...           0   69780      69780      BC
51      BC2601  20250822                  ...           0   70100      70100      BC
52      BC2602  20250822                  ...           0   70100      70100      BC
53      BC2603  20250822                  ...           0   70100      70100      BC
54      BC2604  20250822                  ...           0   70100      70100      BC
55      BC2605  20250822                  ...           0   69800      69570      BC
56      BC2606  20250822                  ...           0   69790      69790      BC
57      BC2607  20250822                  ...           0   69370      69370      BC
58      BC2608  20250822                  ...           0   69370      69370      BC
60      EC2508  20250822    2125    2128  ...     1275.01    2125     2121.9      EC
61      EC2510  20250822    1326    1347  ...  167822.759    1324     1333.2      EC
62      EC2512  20250822    1719    1726  ...   70153.875  1688.2     1741.6      EC
63      EC2602  20250822  1507.3  1511.3  ...  10189.8185  1485.3       1518      EC
64      EC2604  20250822    1290  1294.8  ...   8701.1115  1275.8     1304.6      EC
65      EC2606  20250822  1479.1  1479.1  ...    1473.019  1451.2       1478      EC
68  SC_TAS2510  20250822                  ...                                 SC_TAS
69  SC_TAS2511  20250822                  ...                                 SC_TAS
70  SC_TAS2512  20250822                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-08-25 18:26:21,180 - future_1d - INFO - ak.get_ine_daily('2025-08-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250822   8120.0   8126.0  ...   242166.19   8090.0      8081.0       AP
1    AP511  20250822   7917.0   7925.0  ...      884.81   7900.0      7896.0       AP
2    AP512  20250822   7916.0   7916.0  ...        7.92   7916.0      7926.0       AP
3    AP601  20250822   8004.0   8030.0  ...    37380.60   8001.0      7993.0       AP
4    AP603  20250822      0.0      0.0  ...        0.00   7923.0      7923.0       AP
5    AP604  20250822   7950.0   7950.0  ...       15.89   7943.0      7941.0       AP
6    AP605  20250822   7995.0   8019.0  ...      240.10   8003.0      8006.0       AP
7    CF509  20250822  13730.0  13795.0  ...   182774.25  13750.0     13775.0       CF
8    CF511  20250822  13935.0  13990.0  ...   179694.43  13945.0     13965.0       CF
9    CF601  20250822  14025.0  14060.0  ...  1089666.71  14015.0     14040.0       CF
10   CF603  20250822  13990.0  14020.0  ...     1279.33  13980.0     14000.0       CF
11   CF605  20250822  13990.0  14035.0  ...    43305.54  13990.0     14020.0       CF
12   CF607  20250822  13970.0  14050.0  ...       90.87  13980.0     14020.0       CF
13   CJ509  20250822  10250.0  10355.0  ...    12544.99  10160.0     10370.0       CJ
14   CJ512  20250822  11360.0  11435.0  ...    18446.84  11250.0     11395.0       CJ
15   CJ601  20250822  11445.0  11550.0  ...  1061812.36  11345.0     11520.0       CJ
16   CJ603  20250822  11500.0  11580.0  ...    13239.09  11390.0     11550.0       CJ
17   CJ605  20250822  11590.0  11700.0  ...   134809.20  11500.0     11670.0       CJ
18   CJ607  20250822  11780.0  11805.0  ...     1009.51  11670.0     11835.0       CJ
19   CY509  20250822  20000.0  20085.0  ...     1282.83  20045.0     20035.0       CY
20   CY510  20250822      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250822  20035.0  20135.0  ...    54156.37  20075.0     20075.0       CY
22   CY512  20250822      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250822  20050.0  20100.0  ...      752.11  20055.0     20050.0       CY
24   CY602  20250822      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250822      0.0      0.0  ...        0.00  20295.0     20365.0       CY
26   CY604  20250822      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250822      0.0      0.0  ...        0.00  20290.0     20290.0       CY
28   CY606  20250822      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250822      0.0      0.0  ...        0.00  20150.0     20105.0       CY
30   CY608  20250822      0.0      0.0  ...        0.00  20300.0     20410.0       CY
31   FG509  20250822    985.0    997.0  ...   228467.43    990.0       990.0       FG
32   FG510  20250822   1070.0   1093.0  ...    90764.15   1077.0      1079.0       FG
33   FG511  20250822   1070.0   1088.0  ...   111644.51   1073.0      1073.0       FG
34   FG512  20250822   1168.0   1181.0  ...    54675.63   1170.0      1169.0       FG
35   FG601  20250822   1156.0   1175.0  ...  2931752.23   1165.0      1164.0       FG
36   FG602  20250822   1214.0   1230.0  ...      996.05   1221.0      1220.0       FG
37   FG603  20250822   1217.0   1230.0  ...      620.35   1221.0      1219.0       FG
38   FG604  20250822   1266.0   1276.0  ...      352.58   1268.0      1266.0       FG
39   FG605  20250822   1253.0   1269.0  ...    54094.96   1261.0      1260.0       FG
40   FG606  20250822   1289.0   1295.0  ...      397.04   1289.0      1287.0       FG
41   FG607  20250822   1279.0   1291.0  ...      398.08   1284.0      1284.0       FG
42   FG608  20250822   1299.0   1309.0  ...      224.12   1303.0      1302.0       FG
43   JR509  20250822      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250822      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250822      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250822      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250822      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250822      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250822      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250822      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250822      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250822   2310.0   2314.0  ...    60180.06   2302.0      2314.0       MA
53   MA510  20250822   2348.0   2348.0  ...    50224.57   2337.0      2344.0       MA
54   MA511  20250822   2367.0   2369.0  ...    82118.15   2356.0      2361.0       MA
55   MA512  20250822   2408.0   2408.0  ...    25018.99   2394.0      2396.0       MA
56   MA601  20250822   2421.0   2425.0  ...   909812.29   2410.0      2419.0       MA
57   MA602  20250822   2419.0   2420.0  ...       48.29   2415.0      2430.0       MA
58   MA603  20250822   2428.0   2428.0  ...      111.12   2416.0      2428.0       MA
59   MA604  20250822   2414.0   2414.0  ...        7.21   2402.0      2412.0       MA
60   MA605  20250822   2388.0   2393.0  ...    22174.17   2383.0      2390.0       MA
61   MA606  20250822   2398.0   2404.0  ...       33.53   2395.0      2402.0       MA
62   MA607  20250822   2390.0   2404.0  ...       62.25   2394.0      2396.0       MA
63   MA608  20250822   2412.0   2412.0  ...       26.45   2404.0      2402.0       MA
64   OI509  20250822   9881.0   9996.0  ...   155568.03   9946.0      9878.0       OI
65   OI511  20250822   9855.0   9961.0  ...   414793.81   9917.0      9867.0       OI
66   OI601  20250822   9801.0   9900.0  ...  2928284.26   9854.0      9805.0       OI
67   OI603  20250822   9722.0   9803.0  ...     2725.66   9769.0      9721.0       OI
68   OI605  20250822   9640.0   9732.0  ...    42051.05   9682.0      9647.0       OI
69   OI607  20250822   9627.0   9700.0  ...      280.14   9660.0      9635.0       OI
70   PF509  20250822   6512.0   6548.0  ...     5940.98   6512.0      6480.0       PF
71   PF510  20250822   6606.0   6646.0  ...   529837.73   6614.0      6570.0       PF
72   PF511  20250822   6572.0   6620.0  ...   257210.33   6594.0      6550.0       PF
73   PF512  20250822   6572.0   6598.0  ...    88141.54   6576.0      6532.0       PF
74   PF601  20250822   6550.0   6588.0  ...    15751.43   6568.0      6538.0       PF
75   PF602  20250822   6574.0   6584.0  ...       39.47   6578.0      6554.0       PF
76   PF603  20250822   6592.0   6592.0  ...        3.30   6592.0      6548.0       PF
77   PF604  20250822   6616.0   6636.0  ...       13.24   6622.0      6564.0       PF
78   PF605  20250822   6648.0   6652.0  ...       39.85   6642.0      6602.0       PF
79   PF606  20250822   6660.0   6660.0  ...        9.98   6656.0      6636.0       PF
80   PF607  20250822   6656.0   6656.0  ...        3.33   6656.0      6652.0       PF
81   PF608  20250822      0.0      0.0  ...        0.00   6662.0      6662.0       PF
82   PK510  20250822   7982.0   8022.0  ...    78651.33   8004.0      7976.0       PK
83   PK511  20250822   7770.0   7816.0  ...   276271.31   7792.0      7752.0       PK
84   PK512  20250822   7826.0   7852.0  ...    68526.24   7832.0      7798.0       PK
85   PK601  20250822   7890.0   7910.0  ...    22984.88   7896.0      7876.0       PK
86   PK603  20250822   7906.0   7912.0  ...      153.96   7896.0      7882.0       PK
87   PK604  20250822   7900.0   7914.0  ...      102.64   7896.0      7888.0       PK
88   PK605  20250822   7908.0   7924.0  ...     3785.50   7904.0      7888.0       PK
89   PL601  20250822   6461.0   6493.0  ...    18112.28   6473.0      6462.0       PL
90   PL602  20250822      0.0      0.0  ...        0.00   6503.0      6501.0       PL
91   PL603  20250822   6501.0   6501.0  ...       13.00   6501.0      6489.0       PL
92   PL604  20250822   6498.0   6498.0  ...       13.00   6498.0      6484.0       PL
93   PL605  20250822   6400.0   6400.0  ...       38.36   6393.0      6382.0       PL
94   PL606  20250822      0.0      0.0  ...        0.00   6483.0      6506.0       PL
95   PL607  20250822      0.0      0.0  ...        0.00   6535.0      6548.0       PL
96   PL608  20250822      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250822      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250822      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250822      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250822      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250822      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250822      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250822   5912.0   5954.0  ...    13357.58   5938.0      5910.0       PR
104  PR510  20250822   6038.0   6056.0  ...   270735.13   6038.0      6016.0       PR
105  PR511  20250822   6040.0   6066.0  ...   572419.73   6050.0      6026.0       PR
106  PR512  20250822   6040.0   6062.0  ...   138746.76   6048.0      6036.0       PR
107  PR601  20250822   6042.0   6068.0  ...     9351.50   6048.0      6038.0       PR
108  PR602  20250822      0.0      0.0  ...        0.00   6052.0      6050.0       PR
109  PR603  20250822   6080.0   6080.0  ...        9.12   6080.0      6024.0       PR
110  PR604  20250822      0.0      0.0  ...        0.00   6074.0      6022.0       PR
111  PR605  20250822      0.0      0.0  ...        0.00   6086.0      6086.0       PR
112  PR606  20250822      0.0      0.0  ...        0.00   6078.0      6078.0       PR
113  PR607  20250822      0.0      0.0  ...        0.00   6080.0      6080.0       PR
114  PR608  20250822      0.0      0.0  ...        0.00   6076.0      6032.0       PR
115  PX509  20250822   7042.0   7078.0  ...    16463.72   7046.0      6954.0       PX
116  PX510  20250822   6992.0   7064.0  ...   211687.91   7018.0      6964.0       PX
117  PX511  20250822   6946.0   7016.0  ...   854029.53   6966.0      6916.0       PX
118  PX512  20250822   6904.0   6966.0  ...    84313.22   6930.0      6878.0       PX
119  PX601  20250822   6876.0   6928.0  ...   158846.49   6894.0      6858.0       PX
120  PX602  20250822   6888.0   6888.0  ...       13.75   6874.0      6854.0       PX
121  PX603  20250822   6888.0   6888.0  ...       20.64   6880.0      6846.0       PX
122  PX604  20250822   6888.0   6888.0  ...       13.77   6884.0      6864.0       PX
123  PX605  20250822   6874.0   6912.0  ...      148.11   6890.0      6856.0       PX
124  PX606  20250822   6872.0   6884.0  ...       10.32   6880.0      6844.0       PX
125  PX607  20250822      0.0      0.0  ...        0.00   6854.0      6750.0       PX
126  PX608  20250822      0.0      0.0  ...        0.00   6842.0      6834.0       PX
127  RI509  20250822      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250822      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250822      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250822      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250822      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250822      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250822   2613.0   2617.0  ...    43119.31   2587.0      2627.0       RM
134  RM511  20250822   2581.0   2587.0  ...    26299.69   2572.0      2592.0       RM
135  RM601  20250822   2563.0   2566.0  ...   735791.64   2548.0      2584.0       RM
136  RM603  20250822   2504.0   2508.0  ...    19774.31   2491.0      2517.0       RM
137  RM605  20250822   2483.0   2486.0  ...    98084.11   2474.0      2491.0       RM
138  RM607  20250822   2451.0   2465.0  ...    15467.50   2456.0      2461.0       RM
139  RM608  20250822   2520.0   2530.0  ...      191.60   2521.0      2525.0       RM
140  RS509  20250822   4850.0   4872.0  ...       34.02   4860.0      4846.0       RS
141  RS511  20250822   5313.0   5313.0  ...        5.31   5313.0      5333.0       RS
142  RS607  20250822   5662.0   5665.0  ...      146.80   5646.0      5608.0       RS
143  RS608  20250822      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250822   1208.0   1226.0  ...   123434.73   1217.0      1216.0       SA
145  SA510  20250822   1242.0   1262.0  ...   375546.29   1251.0      1249.0       SA
146  SA511  20250822   1244.0   1267.0  ...   477748.20   1253.0      1251.0       SA
147  SA512  20250822   1290.0   1320.0  ...   111038.20   1305.0      1304.0       SA
148  SA601  20250822   1304.0   1327.0  ...  3384610.42   1314.0      1312.0       SA
149  SA602  20250822   1322.0   1341.0  ...     2672.17   1329.0      1329.0       SA
150  SA603  20250822   1323.0   1343.0  ...     2050.06   1333.0      1330.0       SA
151  SA604  20250822   1358.0   1376.0  ...     1567.43   1361.0      1362.0       SA
152  SA605  20250822   1360.0   1380.0  ...   109033.15   1368.0      1367.0       SA
153  SA606  20250822   1368.0   1384.0  ...      802.50   1374.0      1375.0       SA
154  SA607  20250822   1372.0   1386.0  ...      506.16   1375.0      1376.0       SA
155  SA608  20250822   1400.0   1406.0  ...      356.15   1402.0      1401.0       SA
156  SF509  20250822   5500.0   5500.0  ...    26051.33   5442.0      5450.0       SF
157  SF510  20250822   5460.0   5500.0  ...    74967.44   5456.0      5460.0       SF
158  SF511  20250822   5640.0   5678.0  ...   413755.37   5630.0      5636.0       SF
159  SF512  20250822   5624.0   5654.0  ...    33694.95   5612.0      5616.0       SF
160  SF601  20250822   5616.0   5650.0  ...   109911.35   5606.0      5612.0       SF
161  SF602  20250822   5576.0   5588.0  ...      498.40   5570.0      5578.0       SF
162  SF603  20250822   5760.0   5760.0  ...        8.63   5754.0      5762.0       SF
163  SF604  20250822   5752.0   5752.0  ...        5.75   5752.0      5756.0       SF
164  SF605  20250822   5730.0   5764.0  ...     1395.17   5730.0      5742.0       SF
165  SF606  20250822   5734.0   5734.0  ...       25.68   5706.0      5704.0       SF
166  SF607  20250822   5938.0   5938.0  ...       49.79   5858.0      5840.0       SF
167  SF608  20250822      0.0      0.0  ...        0.00   5832.0      5832.0       SF
168  SH509  20250822   2599.0   2626.0  ...   130923.54   2607.0      2581.0       SH
169  SH510  20250822   2731.0   2785.0  ...   791344.73   2756.0      2704.0       SH
170  SH511  20250822   2735.0   2803.0  ...  1261780.33   2769.0      2714.0       SH
171  SH512  20250822   2729.0   2796.0  ...   273140.34   2765.0      2718.0       SH
172  SH601  20250822   2687.0   2756.0  ...  4708346.06   2726.0      2686.0       SH
173  SH602  20250822   2702.0   2761.0  ...     5745.79   2744.0      2702.0       SH
174  SH603  20250822   2715.0   2766.0  ...     3406.64   2743.0      2709.0       SH
175  SH604  20250822   2758.0   2800.0  ...     1821.26   2785.0      2752.0       SH
176  SH605  20250822   2759.0   2810.0  ...    56830.88   2791.0      2760.0       SH
177  SH606  20250822   2772.0   2800.0  ...     1331.42   2791.0      2769.0       SH
178  SH607  20250822   2750.0   2781.0  ...      240.98   2770.0      2749.0       SH
179  SH608  20250822   2766.0   2800.0  ...      259.54   2791.0      2762.0       SH
180  SM509  20250822   5746.0   5756.0  ...    91516.23   5724.0      5762.0       SM
181  SM510  20250822   5754.0   5762.0  ...    70837.23   5728.0      5770.0       SM
182  SM511  20250822   5816.0   5836.0  ...   156949.42   5794.0      5830.0       SM
183  SM512  20250822   5828.0   5838.0  ...    40058.14   5806.0      5840.0       SM
184  SM601  20250822   5838.0   5844.0  ...   536826.32   5808.0      5846.0       SM
185  SM602  20250822   5806.0   5846.0  ...     1656.98   5824.0      5856.0       SM
186  SM603  20250822   5838.0   5870.0  ...     1040.39   5846.0      5872.0       SM
187  SM604  20250822   5846.0   5866.0  ...      207.70   5852.0      5882.0       SM
188  SM605  20250822   5880.0   5890.0  ...     7304.83   5858.0      5892.0       SM
189  SM606  20250822   5876.0   5894.0  ...       70.36   5864.0      5908.0       SM
190  SM607  20250822   5926.0   5926.0  ...       41.22   5890.0      5922.0       SM
191  SM608  20250822   5896.0   5896.0  ...        2.95   5896.0      5956.0       SM
192  SR509  20250822   5721.0   5729.0  ...    35183.97   5721.0      5737.0       SR
193  SR511  20250822   5675.0   5681.0  ...   138319.57   5660.0      5689.0       SR
194  SR601  20250822   5678.0   5686.0  ...   768674.44   5673.0      5691.0       SR
195  SR603  20250822   5652.0   5661.0  ...     1987.67   5647.0      5667.0       SR
196  SR605  20250822   5646.0   5646.0  ...    18849.75   5632.0      5647.0       SR
197  SR607  20250822   5635.0   5635.0  ...      477.89   5622.0      5638.0       SR
198  TA509  20250822   4846.0   4872.0  ...   306634.03   4850.0      4802.0       TA
199  TA510  20250822   4880.0   4906.0  ...   315763.26   4884.0      4860.0       TA
200  TA511  20250822   4858.0   4888.0  ...   311232.27   4862.0      4840.0       TA
201  TA512  20250822   4854.0   4884.0  ...    87950.99   4864.0      4832.0       TA
202  TA601  20250822   4850.0   4884.0  ...  2009106.21   4864.0      4832.0       TA
203  TA602  20250822   4862.0   4882.0  ...      121.69   4868.0      4838.0       TA
204  TA603  20250822   4832.0   4880.0  ...      114.48   4872.0      4846.0       TA
205  TA604  20250822   4880.0   4882.0  ...       31.72   4880.0      4850.0       TA
206  TA605  20250822   4876.0   4906.0  ...    28452.04   4888.0      4860.0       TA
207  TA606  20250822   4908.0   4914.0  ...        4.91   4912.0      4852.0       TA
208  TA607  20250822   4892.0   4910.0  ...       17.14   4898.0      4872.0       TA
209  TA608  20250822   4894.0   4896.0  ...        4.90   4896.0      4896.0       TA
210  UR509  20250822   1735.0   1739.0  ...    25605.52   1724.0      1750.0       UR
211  UR510  20250822   1735.0   1738.0  ...    24479.01   1725.0      1752.0       UR
212  UR511  20250822   1759.0   1763.0  ...    41751.41   1747.0      1771.0       UR
213  UR512  20250822   1762.0   1762.0  ...     2814.97   1744.0      1771.0       UR
214  UR601  20250822   1767.0   1769.0  ...   681679.25   1748.0      1773.0       UR
215  UR602  20250822   1761.0   1762.0  ...     1886.78   1741.0      1767.0       UR
216  UR603  20250822   1792.0   1792.0  ...      929.29   1780.0      1799.0       UR
217  UR604  20250822   1792.0   1792.0  ...      467.06   1783.0      1796.0       UR
218  UR605  20250822   1800.0   1804.0  ...    29115.33   1787.0      1808.0       UR
219  UR606  20250822   1785.0   1786.0  ...     1071.29   1780.0      1798.0       UR
220  UR607  20250822   1797.0   1799.0  ...      380.19   1793.0      1804.0       UR
221  UR608  20250822   1794.0   1794.0  ...       32.19   1789.0      1799.0       UR
222  WH509  20250822      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250822      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250822      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250822      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250822      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250822      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250822      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-08-25 18:26:21,463 - future_1d - INFO - ak.get_czce_daily('2025-08-22') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250822   4111.0  ...   4106.00     4134.00        A
1     a2511  20250822   3991.0  ...   3989.00     4013.00        A
2     a2601  20250822   4000.0  ...   3993.00     4012.00        A
3     a2603  20250822   4006.0  ...   4000.00     4012.00        A
4     a2605  20250822   4046.0  ...   4042.00     4057.00        A
5     a2607  20250822   4039.0  ...   4041.00     4055.00        A
6     b2509  20250822   3731.0  ...   3725.00     3730.00        B
7     b2510  20250822   3775.0  ...   3765.00     3784.00        B
8     b2511  20250822   3823.0  ...   3806.00     3837.00        B
9     b2512  20250822   3841.0  ...   3833.00     3857.00        B
10    b2601  20250822   3815.0  ...   3819.00     3837.00        B
11    b2602  20250822   3797.0  ...   3791.00     3809.00        B
12    b2603  20250822   3735.0  ...   3737.00     3741.00        B
13    b2604  20250822   3637.0  ...   3640.00     3640.00        B
14    b2605  20250822   3568.0  ...   3572.00     3569.00        B
15    b2606  20250822   3547.0  ...   3554.00     3553.00        B
16    b2607  20250822   3539.0  ...   3545.00     3541.00        B
17    b2608  20250822   3626.0  ...   3619.00     3620.00        B
18   bb2509  20250822      0.0  ...    143.15      143.15       BB
19   bb2511  20250822    146.5  ...    146.55      145.95       BB
20   bb2601  20250822    147.1  ...    147.20      147.20       BB
21   bb2603  20250822      0.0  ...    146.95      146.95       BB
22   bb2605  20250822      0.0  ...    140.75      140.75       BB
23   bb2607  20250822      0.0  ...    146.50      146.50       BB
24   bz2603  20250822   6198.0  ...   6214.00     6197.00       BZ
25   bz2604  20250822   6146.0  ...   6181.00     6166.00       BZ
26   bz2605  20250822   6151.0  ...   6168.00     6166.00       BZ
27   bz2606  20250822      0.0  ...   6180.00     6180.00       BZ
28   bz2607  20250822      0.0  ...   6175.00     6175.00       BZ
29    c2509  20250822   2210.0  ...   2197.00     2220.00        C
30    c2511  20250822   2164.0  ...   2157.00     2168.00        C
31    c2601  20250822   2168.0  ...   2159.00     2165.00        C
32    c2603  20250822   2183.0  ...   2177.00     2186.00        C
33    c2605  20250822   2242.0  ...   2233.00     2242.00        C
34    c2607  20250822   2259.0  ...   2251.00     2261.00        C
35   cs2509  20250822   2560.0  ...   2562.00     2573.00       CS
36   cs2511  20250822   2490.0  ...   2473.00     2483.00       CS
37   cs2601  20250822   2515.0  ...   2506.00     2514.00       CS
38   cs2603  20250822   2517.0  ...   2513.00     2521.00       CS
39   cs2605  20250822   2593.0  ...   2587.00     2598.00       CS
40   cs2607  20250822   2592.0  ...   2595.00     2605.00       CS
41   eb2508  20250822      0.0  ...   7000.00     7000.00       EB
42   eb2509  20250822   7261.0  ...   7319.00     7251.00       EB
43   eb2510  20250822   7288.0  ...   7346.00     7267.00       EB
44   eb2511  20250822   7278.0  ...   7352.00     7284.00       EB
45   eb2512  20250822   7299.0  ...   7361.00     7300.00       EB
46   eb2601  20250822   7300.0  ...   7371.00     7312.00       EB
47   eb2602  20250822   7346.0  ...   7388.00     7342.00       EB
48   eb2603  20250822   7373.0  ...   7418.00     7364.00       EB
49   eb2604  20250822   7389.0  ...   7422.00     7381.00       EB
50   eb2605  20250822   7399.0  ...   7456.00     7412.00       EB
51   eb2606  20250822   7415.0  ...   7453.00     7402.00       EB
52   eb2607  20250822      0.0  ...   7341.00     7325.00       EB
53   eg2508  20250822      0.0  ...   4407.00     4407.00       EG
54   eg2509  20250822   4405.0  ...   4423.00     4423.00       EG
55   eg2510  20250822   4436.0  ...   4447.00     4442.00       EG
56   eg2511  20250822   4455.0  ...   4459.00     4457.00       EG
57   eg2512  20250822   4489.0  ...   4469.00     4465.00       EG
58   eg2601  20250822   4488.0  ...   4478.00     4472.00       EG
59   eg2602  20250822   4498.0  ...   4489.00     4469.00       EG
60   eg2603  20250822   4500.0  ...   4496.00     4475.00       EG
61   eg2604  20250822   4526.0  ...   4511.00     4492.00       EG
62   eg2605  20250822   4520.0  ...   4516.00     4510.00       EG
63   eg2606  20250822   4541.0  ...   4524.00     4502.00       EG
64   eg2607  20250822      0.0  ...   4513.00     4513.00       EG
65   fb2509  20250822   1258.5  ...   1258.00     1258.50       FB
66   fb2510  20250822   1275.0  ...   1276.00     1285.50       FB
67   fb2511  20250822   1269.0  ...   1273.50     1270.00       FB
68   fb2512  20250822   1271.0  ...   1273.50     1271.50       FB
69   fb2601  20250822   1271.0  ...   1274.00     1272.50       FB
70   fb2602  20250822   1270.5  ...   1277.50     1273.00       FB
71   fb2603  20250822      0.0  ...   1313.50     1313.50       FB
72   fb2604  20250822      0.0  ...   1310.50     1310.50       FB
73   fb2605  20250822      0.0  ...   1311.00     1311.00       FB
74   fb2606  20250822   1330.0  ...   1330.00     1328.00       FB
75   fb2607  20250822      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250822      0.0  ...   1302.50     1302.50       FB
77    i2509  20250822    790.0  ...    789.00      792.50        I
78    i2510  20250822    788.0  ...    785.00      790.00        I
79    i2511  20250822    784.0  ...    782.50      787.00        I
80    i2512  20250822    777.5  ...    777.00      782.50        I
81    i2601  20250822    771.0  ...    769.50      775.50        I
82    i2602  20250822    764.5  ...    764.00      769.50        I
83    i2603  20250822    760.0  ...    759.50      765.50        I
84    i2604  20250822    756.0  ...    753.50      760.00        I
85    i2605  20250822    747.5  ...    746.00      752.50        I
86    i2606  20250822    744.5  ...    741.50      748.00        I
87    i2607  20250822    741.0  ...    738.00      744.00        I
88    i2608  20250822    738.0  ...    734.50      740.00        I
89    j2509  20250822   1618.0  ...   1615.50     1624.00        J
90    j2510  20250822   1627.0  ...   1628.00     1641.50        J
91    j2511  20250822   1645.5  ...   1644.50     1657.50        J
92    j2512  20250822   1654.5  ...   1652.00     1676.50        J
93    j2601  20250822   1670.0  ...   1663.50     1679.00        J
94    j2602  20250822   1709.5  ...   1701.50     1703.50        J
95    j2603  20250822   1703.0  ...   1703.50     1723.00        J
96    j2604  20250822      0.0  ...   1770.00     1770.00        J
97    j2605  20250822   1760.5  ...   1754.50     1772.00        J
98    j2606  20250822      0.0  ...   1776.50     1776.50        J
99    j2607  20250822      0.0  ...   1782.50     1782.50        J
100   j2608  20250822   1778.5  ...   1764.00     1778.50        J
101  jd2508  20250822      0.0  ...   2940.00     2940.00       JD
102  jd2509  20250822   2883.0  ...   2904.00     2926.00       JD
103  jd2510  20250822   3001.0  ...   3026.00     3035.00       JD
104  jd2511  20250822   3068.0  ...   3084.00     3090.00       JD
105  jd2512  20250822   3271.0  ...   3266.00     3310.00       JD
106  jd2601  20250822   3432.0  ...   3429.00     3457.00       JD
107  jd2602  20250822   3128.0  ...   3133.00     3135.00       JD
108  jd2603  20250822   3150.0  ...   3159.00     3143.00       JD
109  jd2604  20250822   3356.0  ...   3362.00     3346.00       JD
110  jd2605  20250822   3509.0  ...   3513.00     3486.00       JD
111  jd2606  20250822   3348.0  ...   3358.00     3334.00       JD
112  jd2607  20250822   3598.0  ...   3607.00     3585.00       JD
113  jm2509  20250822   1025.0  ...   1029.50     1044.50       JM
114  jm2510  20250822   1055.0  ...   1049.50     1064.00       JM
115  jm2511  20250822   1074.5  ...   1080.50     1098.00       JM
116  jm2512  20250822   1107.5  ...   1111.00     1131.50       JM
117  jm2601  20250822   1141.5  ...   1141.50     1164.00       JM
118  jm2602  20250822   1159.0  ...   1158.00     1179.00       JM
119  jm2603  20250822   1171.5  ...   1169.50     1190.50       JM
120  jm2604  20250822   1182.0  ...   1177.00     1201.00       JM
121  jm2605  20250822   1192.5  ...   1185.50     1209.50       JM
122  jm2606  20250822   1194.5  ...   1193.00     1219.50       JM
123  jm2607  20250822   1208.5  ...   1204.50     1225.50       JM
124  jm2608  20250822   1217.0  ...   1209.00     1230.00       JM
125   l2509  20250822   7311.0  ...   7332.00     7330.00        L
126   l2510  20250822   7341.0  ...   7360.00     7350.00        L
127   l2511  20250822   7370.0  ...   7381.00     7371.00        L
128   l2512  20250822   7380.0  ...   7390.00     7380.00        L
129   l2601  20250822   7378.0  ...   7385.00     7375.00        L
130   l2602  20250822   7368.0  ...   7379.00     7371.00        L
131   l2603  20250822   7372.0  ...   7387.00     7380.00        L
132   l2604  20250822   7388.0  ...   7411.00     7403.00        L
133   l2605  20250822   7363.0  ...   7394.00     7371.00        L
134   l2606  20250822   7387.0  ...   7387.00     7372.00        L
135   l2607  20250822   7381.0  ...   7395.00     7387.00        L
136   l2608  20250822   7380.0  ...   7375.00     7362.00        L
137  lg2509  20250822    804.0  ...    801.00      807.50       LG
138  lg2511  20250822    826.0  ...    817.50      825.50       LG
139  lg2601  20250822    832.0  ...    826.50      831.50       LG
140  lg2603  20250822    835.5  ...    833.00      837.50       LG
141  lg2605  20250822    836.0  ...    833.00      836.00       LG
142  lg2607  20250822    836.0  ...    832.50      835.00       LG
143  lh2509  20250822  13805.0  ...  13780.00    13700.00       LH
144  lh2511  20250822  13925.0  ...  13885.00    13770.00       LH
145  lh2601  20250822  14205.0  ...  14190.00    14105.00       LH
146  lh2603  20250822  13345.0  ...  13325.00    13295.00       LH
147  lh2605  20250822  13780.0  ...  13765.00    13730.00       LH
148  lh2607  20250822  14200.0  ...  14195.00    14165.00       LH
149   m2509  20250822   3079.0  ...   3050.00     3088.00        M
150   m2511  20250822   3081.0  ...   3067.00     3107.00        M
151   m2512  20250822   3124.0  ...   3106.00     3146.00        M
152   m2601  20250822   3116.0  ...   3094.00     3128.00        M
153   m2603  20250822   3034.0  ...   3024.00     3039.00        M
154   m2605  20250822   2843.0  ...   2841.00     2848.00        M
155   m2607  20250822   2828.0  ...   2828.00     2826.00        M
156   m2608  20250822   2946.0  ...   2951.00     2952.00        M
157   p2509  20250822   9436.0  ...   9472.00     9482.00        P
158   p2510  20250822   9478.0  ...   9538.00     9540.00        P
159   p2511  20250822   9484.0  ...   9530.00     9538.00        P
160   p2512  20250822   9490.0  ...   9544.00     9532.00        P
161   p2601  20250822   9500.0  ...   9546.00     9554.00        P
162   p2602  20250822   9440.0  ...   9502.00     9508.00        P
163   p2603  20250822   9378.0  ...   9440.00     9430.00        P
164   p2604  20250822   9306.0  ...   9344.00     9326.00        P
165   p2605  20250822   9214.0  ...   9250.00     9242.00        P
166   p2606  20250822   9088.0  ...   9104.00     9098.00        P
167   p2607  20250822   8950.0  ...   8982.00     8988.00        P
168   p2608  20250822   8888.0  ...   8884.00     8986.00        P
169  pg2508  20250822      0.0  ...   3888.00     3888.00       PG
170  pg2509  20250822   3907.0  ...   3894.00     3906.00       PG
171  pg2510  20250822   4381.0  ...   4392.00     4386.00       PG
172  pg2511  20250822   4307.0  ...   4317.00     4304.00       PG
173  pg2512  20250822   4252.0  ...   4257.00     4236.00       PG
174  pg2601  20250822   4192.0  ...   4207.00     4180.00       PG
175  pg2602  20250822   4120.0  ...   4140.00     4117.00       PG
176  pg2603  20250822   4025.0  ...   4050.00     4026.00       PG
177  pg2604  20250822   4339.0  ...   4344.00     4327.00       PG
178  pg2605  20250822   4232.0  ...   4254.00     4235.00       PG
179  pg2606  20250822   4160.0  ...   4160.00     4170.00       PG
180  pg2607  20250822      0.0  ...   4100.00     4100.00       PG
181  pp2509  20250822   7016.0  ...   7006.00     7018.00       PP
182  pp2510  20250822   7013.0  ...   7004.00     7012.00       PP
183  pp2511  20250822   7023.0  ...   7021.00     7024.00       PP
184  pp2512  20250822   7043.0  ...   7039.00     7041.00       PP
185  pp2601  20250822   7048.0  ...   7044.00     7043.00       PP
186  pp2602  20250822   7028.0  ...   7023.00     7023.00       PP
187  pp2603  20250822   7032.0  ...   7028.00     7020.00       PP
188  pp2604  20250822   7038.0  ...   7058.00     7041.00       PP
189  pp2605  20250822   7058.0  ...   7068.00     7065.00       PP
190  pp2606  20250822   7024.0  ...   7037.00     7032.00       PP
191  pp2607  20250822   7020.0  ...   7022.00     7018.00       PP
192  pp2608  20250822   7045.0  ...   7045.00     7044.00       PP
193  rr2509  20250822   3586.0  ...   3580.00     3590.00       RR
194  rr2510  20250822   3612.0  ...   3612.00     3611.00       RR
195  rr2511  20250822   3613.0  ...   3611.00     3612.00       RR
196  rr2512  20250822   3610.0  ...   3610.00     3613.00       RR
197  rr2601  20250822   3622.0  ...   3620.00     3621.00       RR
198  rr2602  20250822      0.0  ...   3609.00     3609.00       RR
199  rr2603  20250822   3610.0  ...   3610.00     3607.00       RR
200  rr2604  20250822      0.0  ...   3613.00     3613.00       RR
201  rr2605  20250822   3615.0  ...   3615.00     3611.00       RR
202  rr2606  20250822      0.0  ...   3605.00     3605.00       RR
203  rr2607  20250822      0.0  ...   3625.00     3625.00       RR
204  rr2608  20250822      0.0  ...   3581.00     3581.00       RR
205   v2509  20250822   4857.0  ...   4870.00     4876.00        V
206   v2510  20250822   4896.0  ...   4908.00     4914.00        V
207   v2511  20250822   4931.0  ...   4939.00     4945.00        V
208   v2512  20250822   4980.0  ...   4977.00     4983.00        V
209   v2601  20250822   5000.0  ...   5004.00     5010.00        V
210   v2602  20250822   5037.0  ...   5044.00     5049.00        V
211   v2603  20250822   5075.0  ...   5080.00     5081.00        V
212   v2604  20250822   5265.0  ...   5268.00     5294.00        V
213   v2605  20250822   5280.0  ...   5297.00     5314.00        V
214   v2606  20250822   5331.0  ...   5328.00     5341.00        V
215   v2607  20250822   5362.0  ...   5356.00     5375.00        V
216   v2608  20250822   5370.0  ...   5370.00     5382.00        V
217   y2509  20250822   8426.0  ...   8470.00     8440.00        Y
218   y2511  20250822   8424.0  ...   8470.00     8434.00        Y
219   y2512  20250822   8438.0  ...   8488.00     8458.00        Y
220   y2601  20250822   8394.0  ...   8440.00     8404.00        Y
221   y2603  20250822   8336.0  ...   8378.00     8356.00        Y
222   y2605  20250822   8102.0  ...   8150.00     8112.00        Y
223   y2607  20250822   8054.0  ...   8084.00     8058.00        Y
224   y2608  20250822   8096.0  ...   8118.00     8112.00        Y

[225 rows x 12 columns]
2025-08-25 18:26:22,029 - future_1d - INFO - ak.get_dce_daily('2025-08-22') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250822  ...   78710      78600      CU
1        1      CU2510  20250822  ...   78700      78570      CU
2        2      CU2511  20250822  ...   78660      78530      CU
3        3      CU2512  20250822  ...   78630      78520      CU
4        4      CU2601  20250822  ...   78630      78540      CU
5        5      CU2602  20250822  ...   78620      78550      CU
6        6      CU2603  20250822  ...   78630      78540      CU
7        7      CU2604  20250822  ...   78650      78540      CU
8        8      CU2605  20250822  ...   78710      78570      CU
9        9      CU2606  20250822  ...   78720      78590      CU
10      10      CU2607  20250822  ...   78720      78620      CU
11      11      CU2608  20250822  ...   78730      78600      CU
12      12      BC2509  20250822  ...   69810      69700      BC
13      13      BC2510  20250822  ...   69840      69750      BC
14      14      BC2511  20250822  ...   69880      69880      BC
15      15      BC2512  20250822  ...   69780      69780      BC
16      16      BC2601  20250822  ...   70100      70100      BC
17      17      BC2602  20250822  ...   70100      70100      BC
18      18      BC2603  20250822  ...   70100      70100      BC
19      19      BC2604  20250822  ...   70100      70100      BC
20      20      BC2605  20250822  ...   69800      69570      BC
21      21      BC2606  20250822  ...   69790      69790      BC
22      22      BC2607  20250822  ...   69370      69370      BC
23      23      BC2608  20250822  ...   69370      69370      BC
24      24      AL2509  20250822  ...   20685      20635      AL
25      25      AL2510  20250822  ...   20670      20600      AL
26      26      AL2511  20250822  ...   20630      20565      AL
27      27      AL2512  20250822  ...   20590      20530      AL
28      28      AL2601  20250822  ...   20570      20515      AL
29      29      AL2602  20250822  ...   20565      20520      AL
30      30      AL2603  20250822  ...   20605      20550      AL
31      31      AL2604  20250822  ...   20605      20585      AL
32      32      AL2605  20250822  ...   20625      20595      AL
33      33      AL2606  20250822  ...   20640      20595      AL
34      34      AL2607  20250822  ...   20630      20600      AL
35      35      AL2608  20250822  ...   20660      20600      AL
36      36      ZN2509  20250822  ...   22260      22290      ZN
37      37      ZN2510  20250822  ...   22245      22285      ZN
38      38      ZN2511  20250822  ...   22230      22270      ZN
39      39      ZN2512  20250822  ...   22225      22265      ZN
40      40      ZN2601  20250822  ...   22215      22265      ZN
41      41      ZN2602  20250822  ...   22225      22280      ZN
42      42      ZN2603  20250822  ...   22260      22335      ZN
43      43      ZN2604  20250822  ...   22275      22350      ZN
44      44      ZN2605  20250822  ...   22285      22340      ZN
45      45      ZN2606  20250822  ...   22315      22345      ZN
46      46      ZN2607  20250822  ...   22300      22335      ZN
47      47      ZN2608  20250822  ...   22320      22340      ZN
48      48      PB2509  20250822  ...   16760      16760      PB
49      49      PB2510  20250822  ...   16765      16765      PB
50      50      PB2511  20250822  ...   16770      16780      PB
51      51      PB2512  20250822  ...   16800      16820      PB
52      52      PB2601  20250822  ...   16830      16855      PB
53      53      PB2602  20250822  ...   16895      16895      PB
54      54      PB2603  20250822  ...   16855      16880      PB
55      55      PB2604  20250822  ...   16900      16900      PB
56      56      PB2605  20250822  ...   16955      16900      PB
57      57      PB2606  20250822  ...   16990      16910      PB
58      58      PB2607  20250822  ...   16975      16975      PB
59      59      PB2608  20250822  ...   16990      16990      PB
60      60      NI2509  20250822  ...  119460     120070      NI
61      61      NI2510  20250822  ...  119610     120190      NI
62      62      NI2511  20250822  ...  119780     120410      NI
63      63      NI2512  20250822  ...  120010     120620      NI
64      64      NI2601  20250822  ...  120330     120850      NI
65      65      NI2602  20250822  ...  120580     121070      NI
66      66      NI2603  20250822  ...  120810     121490      NI
67      67      NI2604  20250822  ...  121210     121620      NI
68      68      NI2605  20250822  ...  121370     121990      NI
69      69      NI2606  20250822  ...  121700     122370      NI
70      70      NI2607  20250822  ...  121990     122220      NI
71      71      NI2608  20250822  ...  122430     122880      NI
72      72      SN2509  20250822  ...  266330     267650      SN
73      73      SN2510  20250822  ...  266530     267830      SN
74      74      SN2511  20250822  ...  266670     267910      SN
75      75      SN2512  20250822  ...  266700     268060      SN
76      76      SN2601  20250822  ...  267070     268310      SN
77      77      SN2602  20250822  ...  267140     267920      SN
78      78      SN2603  20250822  ...  267450     267910      SN
79      79      SN2604  20250822  ...  268060     268440      SN
80      80      SN2605  20250822  ...  268340     269900      SN
81      81      SN2606  20250822  ...  268190     269250      SN
82      82      SN2607  20250822  ...  268340     269440      SN
83      83      SN2608  20250822  ...  269810     269500      SN
84      84      AO2509  20250822  ...    3127       3140      AO
85      85      AO2510  20250822  ...    3118       3122      AO
86      86      AO2511  20250822  ...    3125       3131      AO
87      87      AO2512  20250822  ...    3133       3139      AO
88      88      AO2601  20250822  ...    3142       3149      AO
89      89      AO2602  20250822  ...    3135       3144      AO
90      90      AO2603  20250822  ...    3134       3145      AO
91      91      AO2604  20250822  ...    3131       3142      AO
92      92      AO2605  20250822  ...    3134       3143      AO
93      93      AO2606  20250822  ...    3140       3146      AO
94      94      AO2607  20250822  ...    3140       3162      AO
95      95      AO2608  20250822  ...    3141       3143      AO
96      96      AD2511  20250822  ...   20190      20130      AD
97      97      AD2512  20250822  ...   20185      20110      AD
98      98      AD2601  20250822  ...   20160      20115      AD
99      99      AD2602  20250822  ...   20090      19915      AD
100    100      AD2603  20250822  ...   20050      20050      AD
101    101      AD2604  20250822  ...   19975      19865      AD
102    102      AD2605  20250822  ...   19925      19890      AD
103    103      AD2606  20250822  ...   19765      19765      AD
104    104      AD2607  20250822  ...   19925      19925      AD
105    105      AD2608  20250822  ...   19925      19925      AD
106    106      AU2509  20250822  ...  773.94     775.14      AU
107    107      AU2510  20250822  ...  775.62     776.16      AU
108    108      AU2511  20250822  ...  776.98      778.1      AU
109    109      AU2512  20250822  ...  777.46      778.1      AU
110    110      AU2602  20250822  ...   779.6      780.2      AU
111    111      AU2604  20250822  ...  781.08     782.14      AU
112    112      AU2606  20250822  ...  782.52     784.04      AU
113    113      AU2608  20250822  ...  784.74     785.86      AU
114    114      AG2509  20250822  ...    9207       9147      AG
115    115      AG2510  20250822  ...    9220       9159      AG
116    116      AG2511  20250822  ...    9228       9169      AG
117    117      AG2512  20250822  ...    9239       9181      AG
118    118      AG2601  20250822  ...    9252       9193      AG
119    119      AG2602  20250822  ...    9265       9206      AG
120    120      AG2603  20250822  ...    9278       9216      AG
121    121      AG2604  20250822  ...    9289       9230      AG
122    122      AG2605  20250822  ...    9302       9243      AG
123    123      AG2606  20250822  ...    9318       9256      AG
124    124      AG2607  20250822  ...    9331       9277      AG
125    125      AG2608  20250822  ...    9352       9304      AG
126    126      RB2509  20250822  ...    3100       3113      RB
127    127      RB2510  20250822  ...    3116       3130      RB
128    128      RB2511  20250822  ...    3130       3145      RB
129    129      RB2512  20250822  ...    3178       3194      RB
130    130      RB2601  20250822  ...    3194       3208      RB
131    131      RB2602  20250822  ...    3183       3202      RB
132    132      RB2603  20250822  ...    3198       3215      RB
133    133      RB2604  20250822  ...    3216       3237      RB
134    134      RB2605  20250822  ...    3231       3252      RB
135    135      RB2606  20250822  ...    3245       3264      RB
136    136      RB2607  20250822  ...    3258       3281      RB
137    137      RB2608  20250822  ...    3262       3279      RB
138    138      WR2509  20250822  ...    3342       3342      WR
139    139      WR2510  20250822  ...    3360       3364      WR
140    140      WR2511  20250822  ...    3347       3353      WR
141    141      WR2512  20250822  ...    3459       3471      WR
142    142      WR2601  20250822  ...    3372       3372      WR
143    143      WR2602  20250822  ...    3503       3503      WR
144    144      WR2603  20250822  ...    3438       3438      WR
145    145      WR2604  20250822  ...    3455       3460      WR
146    146      WR2605  20250822  ...    3455       3455      WR
147    147      WR2606  20250822  ...    3407       3427      WR
148    148      WR2607  20250822  ...    3522       3522      WR
149    149      WR2608  20250822  ...    3547       3568      WR
150    150      HC2509  20250822  ...    3387       3425      HC
151    151      HC2510  20250822  ...    3358       3390      HC
152    152      HC2511  20250822  ...    3357       3389      HC
153    153      HC2512  20250822  ...    3356       3385      HC
154    154      HC2601  20250822  ...    3346       3376      HC
155    155      HC2602  20250822  ...    3353       3372      HC
156    156      HC2603  20250822  ...    3351       3379      HC
157    157      HC2604  20250822  ...    3355       3383      HC
158    158      HC2605  20250822  ...    3356       3381      HC
159    159      HC2606  20250822  ...    3365       3392      HC
160    160      HC2607  20250822  ...    3371       3396      HC
161    161      HC2608  20250822  ...    3374       3384      HC
162    162      SS2509  20250822  ...   12685      12750      SS
163    163      SS2510  20250822  ...   12755      12815      SS
164    164      SS2511  20250822  ...   12830      12875      SS
165    165      SS2512  20250822  ...   12860      12920      SS
166    166      SS2601  20250822  ...   12920      12990      SS
167    167      SS2602  20250822  ...   12950      12995      SS
168    168      SS2603  20250822  ...   13015      13070      SS
169    169      SS2604  20250822  ...   13075      13145      SS
170    170      SS2605  20250822  ...   13140      13185      SS
171    171      SS2606  20250822  ...   13190      13225      SS
172    172      SS2607  20250822  ...   13240      13350      SS
173    173      SS2608  20250822  ...   13300      13320      SS
174    174      SC2509  20250822  ...   485.6      479.9      SC
175    175      SC2510  20250822  ...     491      486.7      SC
176    176      SC2511  20250822  ...   489.6      485.7      SC
177    177      SC2512  20250822  ...   487.8      483.3      SC
178    178      SC2601  20250822  ...   486.8      482.4      SC
179    179      SC2602  20250822  ...   486.5      481.6      SC
180    180      SC2603  20250822  ...   485.8      481.2      SC
181    181      SC2604  20250822  ...   484.4      482.9      SC
182    182      SC2605  20250822  ...   483.7      480.7      SC
183    183      SC2606  20250822  ...   483.3      480.7      SC
184    184      SC2607  20250822  ...   482.8      480.4      SC
185    185      SC2608  20250822  ...     482      481.1      SC
186    186      SC2609  20250822  ...   480.6      473.4      SC
187    187      SC2612  20250822  ...   481.2      476.1      SC
188    188      SC2703  20250822  ...   481.1        468      SC
189    189      SC2706  20250822  ...   481.1      469.2      SC
190    190      SC2709  20250822  ...     475        470      SC
191    191      SC2712  20250822  ...   478.4      471.8      SC
192    192      SC2803  20250822  ...   469.9      469.9      SC
193    193      SC2806  20250822  ...   467.9      460.1      SC
194    194      LU2509  20250822  ...    3488       3441      LU
195    195      LU2510  20250822  ...    3469       3460      LU
196    196      LU2511  20250822  ...    3467       3461      LU
197    197      LU2512  20250822  ...    3453       3445      LU
198    198      LU2601  20250822  ...    3433       3423      LU
199    199      LU2602  20250822  ...    3423       3415      LU
200    200      LU2603  20250822  ...    3420       3411      LU
201    201      LU2604  20250822  ...    3418       3372      LU
202    202      LU2605  20250822  ...    3405       3401      LU
203    203      LU2606  20250822  ...    3407       3399      LU
204    204      LU2607  20250822  ...    3407       3398      LU
205    205      LU2608  20250822  ...    3401       3400      LU
206    206      FU2509  20250822  ...    2765       2682      FU
207    207      FU2510  20250822  ...    2767       2712      FU
208    208      FU2511  20250822  ...    2763       2716      FU
209    209      FU2512  20250822  ...    2756       2716      FU
210    210      FU2601  20250822  ...    2750       2718      FU
211    211      FU2602  20250822  ...    2750       2717      FU
212    212      FU2603  20250822  ...    2747       2720      FU
213    213      FU2604  20250822  ...    2745       2718      FU
214    214      FU2605  20250822  ...    2742       2717      FU
215    215      FU2606  20250822  ...    2735       2714      FU
216    216      FU2607  20250822  ...    2718       2695      FU
217    217      FU2608  20250822  ...    2705       2683      FU
218    218      BU2509  20250822  ...    3512       3491      BU
219    219      BU2510  20250822  ...    3479       3455      BU
220    220      BU2511  20250822  ...    3437       3408      BU
221    221      BU2512  20250822  ...    3388       3362      BU
222    222      BU2601  20250822  ...    3349       3325      BU
223    223      BU2602  20250822  ...    3357       3329      BU
224    224      BU2603  20250822  ...    3355       3313      BU
225    225      BU2604  20250822  ...    3357       3316      BU
226    226      BU2605  20250822  ...    3357       3317      BU
227    227      BU2606  20250822  ...    3352       3325      BU
228    228      BU2607  20250822  ...    3347       3330      BU
229    229      BU2608  20250822  ...    3317       3317      BU
230    230      BU2609  20250822  ...    3326       3308      BU
231    231      BU2612  20250822  ...    3304       3286      BU
232    232      BU2703  20250822  ...    3310       3299      BU
233    233      BU2706  20250822  ...    3321       3297      BU
234    234      BR2509  20250822  ...   11695      11765      BR
235    235      BR2510  20250822  ...   11700      11790      BR
236    236      BR2511  20250822  ...   11685      11780      BR
237    237      BR2512  20250822  ...   11695      11795      BR
238    238      BR2601  20250822  ...   11715      11800      BR
239    239      BR2602  20250822  ...   11760      11840      BR
240    240      BR2603  20250822  ...   11770      11825      BR
241    241      BR2604  20250822  ...   11770      11870      BR
242    242      BR2605  20250822  ...   11830      11885      BR
243    243      BR2606  20250822  ...   11880      11740      BR
244    244      BR2607  20250822  ...   12010      12025      BR
245    245      BR2608  20250822  ...   11825      11825      BR
246    246      RU2509  20250822  ...   14670      14780      RU
247    247      RU2510  20250822  ...   14680      14795      RU
248    248      RU2511  20250822  ...   14650      14780      RU
249    249      RU2601  20250822  ...   15640      15775      RU
250    250      RU2603  20250822  ...   15645      15800      RU
251    251      RU2604  20250822  ...   15700      15810      RU
252    252      RU2605  20250822  ...   15730      15870      RU
253    253      RU2606  20250822  ...   15765      15935      RU
254    254      RU2607  20250822  ...   15740      15960      RU
255    255      RU2608  20250822  ...   15940      15940      RU
256    256      NR2509  20250822  ...   12455      12570      NR
257    257      NR2510  20250822  ...   12515      12625      NR
258    258      NR2511  20250822  ...   12540      12650      NR
259    259      NR2512  20250822  ...   12565      12675      NR
260    260      NR2601  20250822  ...   12595      12705      NR
261    261      NR2602  20250822  ...   12570      12685      NR
262    262      NR2603  20250822  ...   12600      12730      NR
263    263      NR2604  20250822  ...   12650      12565      NR
264    264      NR2605  20250822  ...   12605      12800      NR
265    265      NR2606  20250822  ...   12745      12745      NR
266    266      NR2607  20250822  ...   12650      12650      NR
267    267      NR2608  20250822  ...   12650      12650      NR
268    268      SP2509  20250822  ...    5068       5084      SP
269    269      SP2510  20250822  ...    5072       5108      SP
270    270      SP2511  20250822  ...    5092       5126      SP
271    271      SP2512  20250822  ...    5110       5140      SP
272    272      SP2601  20250822  ...    5360       5378      SP
273    273      SP2602  20250822  ...    5324       5342      SP
274    274      SP2603  20250822  ...    5326       5344      SP
275    275      SP2604  20250822  ...    5328       5344      SP
276    276      SP2605  20250822  ...    5338       5350      SP
277    277      SP2606  20250822  ...    5332       5354      SP
278    278      SP2607  20250822  ...    5350       5362      SP
279    279      SP2608  20250822  ...    5356       5366      SP
280    280      EC2508  20250822  ...    2125     2121.9      EC
281    281      EC2510  20250822  ...    1324     1333.2      EC
282    282      EC2512  20250822  ...  1688.2     1741.6      EC
283    283      EC2602  20250822  ...  1485.3       1518      EC
284    284      EC2604  20250822  ...  1275.8     1304.6      EC
285    285      EC2606  20250822  ...  1451.2       1478      EC
286    287  SC_TAS2510  20250822  ...                     SC_TAS
287    288  SC_TAS2511  20250822  ...                     SC_TAS
288    289  SC_TAS2512  20250822  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-25 18:26:22,141 - future_1d - INFO - ak.get_shfe_daily('2025-08-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250822  51960.0  ...  51190.0     51960.0       PS
1   PS2510  20250822  51720.0  ...  51315.0     52120.0       PS
2   PS2511  20250822  51880.0  ...  51205.0     52035.0       PS
3   PS2512  20250822  53595.0  ...  53460.0     54230.0       PS
4   PS2601  20250822  54080.0  ...  53525.0     54325.0       PS
5   PS2602  20250822  54220.0  ...  53685.0     54660.0       PS
6   PS2603  20250822  54100.0  ...  53835.0     54720.0       PS
7   PS2604  20250822  54575.0  ...  54070.0     54940.0       PS
8   PS2605  20250822  54385.0  ...  54020.0     54795.0       PS
9   PS2606  20250822  56800.0  ...  56705.0     57345.0       PS
10  PS2607  20250822  57040.0  ...  56840.0     57430.0       PS
11  PS2608  20250822  57150.0  ...  56955.0     57490.0       PS
13  SI2509  20250822   8565.0  ...   8620.0      8580.0       SI
14  SI2510  20250822   8625.0  ...   8665.0      8590.0       SI
15  SI2511  20250822   8660.0  ...   8670.0      8595.0       SI
16  SI2512  20250822   9020.0  ...   9005.0      8950.0       SI
17  SI2601  20250822   8930.0  ...   8990.0      8925.0       SI
18  SI2602  20250822   8955.0  ...   8970.0      8920.0       SI
19  SI2603  20250822   8940.0  ...   8990.0      8935.0       SI
20  SI2604  20250822   8950.0  ...   8995.0      8910.0       SI
21  SI2605  20250822   8915.0  ...   9010.0      8915.0       SI
22  SI2606  20250822   8975.0  ...   9025.0      8915.0       SI
23  SI2607  20250822   8965.0  ...   9025.0      8960.0       SI
24  SI2608  20250822   8925.0  ...   8975.0      8945.0       SI
27  LC2509  20250822  83860.0  ...  80160.0     82240.0       LC
28  LC2510  20250822  83000.0  ...  79940.0     82720.0       LC
29  LC2511  20250822  82500.0  ...  79620.0     82600.0       LC
30  LC2512  20250822  82200.0  ...  79160.0     82100.0       LC
31  LC2601  20250822  81360.0  ...  78820.0     81680.0       LC
32  LC2602  20250822  81220.0  ...  78260.0     81100.0       LC
33  LC2603  20250822  80620.0  ...  77920.0     80860.0       LC
34  LC2604  20250822  80520.0  ...  77800.0     80680.0       LC
35  LC2605  20250822  80200.0  ...  77860.0     80360.0       LC
36  LC2606  20250822  80160.0  ...  77520.0     80100.0       LC
37  LC2607  20250822  80100.0  ...  77580.0     80020.0       LC
38  LC2608  20250822  80600.0  ...  78180.0     80560.0       LC

[36 rows x 12 columns]
2025-08-25 18:26:22,339 - future_1d - INFO - ak.get_gfex_daily('2025-08-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250822  6660.200  ...  6787.200    6644.000       IC
1   IC2510  20250822  6616.000  ...  6750.800    6607.000       IC
2   IC2512  20250822  6544.000  ...  6662.800    6520.600       IC
3   IC2603  20250822  6404.000  ...  6537.800    6396.000       IC
4   IF2509  20250822  4283.000  ...  4374.400    4277.800       IF
5   IF2510  20250822  4274.000  ...  4369.400    4271.000       IF
6   IF2512  20250822  4262.600  ...  4353.400    4257.200       IF
7   IF2603  20250822  4240.800  ...  4334.400    4234.800       IF
8   IH2509  20250822  2869.000  ...  2929.400    2862.000       IH
9   IH2510  20250822  2870.000  ...  2928.000    2861.800       IH
10  IH2512  20250822  2870.000  ...  2931.000    2864.000       IH
11  IH2603  20250822  2875.000  ...  2932.800    2866.800       IH
12  IM2509  20250822  7210.000  ...  7319.600    7187.200       IM
13  IM2510  20250822  7144.200  ...  7272.600    7140.000       IM
14  IM2512  20250822  7060.800  ...  7159.200    7034.800       IM
15  IM2603  20250822  6881.800  ...  7009.800    6881.800       IM
16   T2509  20250822   108.140  ...   107.905     108.000        T
17   T2512  20250822   107.820  ...   107.655     107.855        T
18   T2603  20250822   107.710  ...   107.405     107.650        T
19  TF2509  20250822   105.450  ...   105.470     105.485       TF
20  TF2512  20250822   105.430  ...   105.370     105.440       TF
21  TF2603  20250822   105.355  ...   105.285     105.360       TF
22  TL2509  20250822   116.510  ...   116.440     116.580       TL
23  TL2512  20250822   116.030  ...   115.900     116.120       TL
24  TL2603  20250822   115.770  ...   115.540     115.780       TL
25  TS2509  20250822   102.330  ...   102.318     102.324       TS
26  TS2512  20250822   102.340  ...   102.318     102.344       TS
27  TS2603  20250822   102.328  ...   102.298     102.328       TS

[28 rows x 12 columns]
2025-08-25 18:26:22,614 - future_1d - INFO - ak.get_cffex_daily('2025-08-22') done
2025-08-25 18:26:24,357 - future_1d - INFO - save future_daily 2025-08-22 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250825     487   488.7  ...    57692.29   486.8      485.6      SC
1       SC2510  20250825     494   495.8  ...  5075120.08   493.5        491      SC
2       SC2511  20250825   492.5   494.1  ...      576690   491.9      489.6      SC
3       SC2512  20250825   489.5   491.5  ...   215543.48   489.5      487.8      SC
4       SC2601  20250825   488.4   489.9  ...     25333.7   488.1      486.8      SC
5       SC2602  20250825   486.6   488.4  ...      4236.7   486.9      486.5      SC
6       SC2603  20250825   486.2   487.6  ...     6169.38   485.7      485.8      SC
7       SC2604  20250825   484.9   488.5  ...     5292.01   485.5      484.4      SC
8       SC2605  20250825   484.1   485.1  ...     3623.98   483.1      483.7      SC
9       SC2606  20250825   482.8   484.9  ...     5366.02   483.4      483.3      SC
10      SC2607  20250825   482.6   482.6  ...      144.35   481.1      482.8      SC
11      SC2608  20250825   482.9   483.2  ...      578.71   482.2        482      SC
12      SC2609  20250825   481.2   481.2  ...      288.44   480.7      480.6      SC
13      SC2612  20250825   483.6   483.7  ...      193.45   483.6      481.2      SC
14      SC2703  20250825   478.9   478.9  ...       47.89   478.9      481.1      SC
15      SC2706  20250825                  ...           0   481.1      481.1      SC
16      SC2709  20250825     480   482.5  ...     1152.28   480.1        475      SC
17      SC2712  20250825   477.2     481  ...      958.49   479.2      478.4      SC
18      SC2803  20250825   479.5   479.5  ...       47.95   479.5      469.9      SC
19      SC2806  20250825   469.3   475.9  ...      896.63   471.9      467.9      SC
21      LU2509  20250825    3440    3548  ...    1173.787    3452       3488      LU
22      LU2510  20250825    3504    3532  ...   82723.748    3511       3469      LU
23      LU2511  20250825    3500    3531  ...  434045.122    3521       3467      LU
24      LU2512  20250825    3489    3521  ...     47729.7    3508       3453      LU
25      LU2601  20250825    3461    3499  ...   12132.053    3488       3433      LU
26      LU2602  20250825    3453    3476  ...      86.634    3465       3423      LU
27      LU2603  20250825    3445    3469  ...      38.042    3458       3420      LU
28      LU2604  20250825    3447    3463  ...      48.372    3455       3418      LU
29      LU2605  20250825    3409    3460  ...     199.719    3443       3405      LU
30      LU2606  20250825    3427    3451  ...       24.07    3438       3407      LU
31      LU2607  20250825    3425    3448  ...      48.084    3434       3407      LU
32      LU2608  20250825    3426    3446  ...      27.482    3435       3401      LU
34      NR2509  20250825   12500   12785  ...   31928.135   12665      12455      NR
35      NR2510  20250825   12570   12845  ...  1079578.47   12720      12515      NR
36      NR2511  20250825   12580   12860  ...  275391.085   12750      12540      NR
37      NR2512  20250825   12620   12880  ...    11771.35   12790      12565      NR
38      NR2601  20250825   12650   12910  ...    96347.26   12805      12595      NR
39      NR2602  20250825   12645   12895  ...    1214.065   12775      12570      NR
40      NR2603  20250825   12725   12885  ...     318.415   12735      12600      NR
41      NR2604  20250825   12770   12775  ...      38.285   12760      12650      NR
42      NR2605  20250825   12915   12915  ...      12.915   12915      12605      NR
43      NR2606  20250825                  ...           0   12745      12745      NR
44      NR2607  20250825                  ...           0   12780      12650      NR
45      NR2608  20250825                  ...           0   12780      12650      NR
47      BC2509  20250825   69780   70880  ...  115669.915   70290      69810      BC
48      BC2510  20250825   69880   70940  ...   48212.825   70380      69840      BC
49      BC2511  20250825   70490   70650  ...      141.07   70530      69880      BC
50      BC2512  20250825                  ...           0   69780      69780      BC
51      BC2601  20250825                  ...           0   70100      70100      BC
52      BC2602  20250825                  ...           0   70100      70100      BC
53      BC2603  20250825                  ...           0   70100      70100      BC
54      BC2604  20250825                  ...           0   70100      70100      BC
55      BC2605  20250825                  ...           0   69800      69800      BC
56      BC2606  20250825                  ...           0   69790      69790      BC
57      BC2607  20250825                  ...           0   69370      69370      BC
58      BC2608  20250825                  ...           0   69370      69370      BC
60      EC2508  20250825    2123    2136  ...    1469.589  2129.8       2125      EC
61      EC2510  20250825    1323  1379.4  ...  266069.164  1356.3       1324      EC
62      EC2512  20250825    1680  1711.6  ...   61630.013    1691     1688.2      EC
63      EC2602  20250825  1480.1    1521  ...   7985.4335  1492.6     1485.3      EC
64      EC2604  20250825  1287.9  1309.8  ...    8077.539  1294.4     1275.8      EC
65      EC2606  20250825    1446    1470  ...   1015.9595  1451.3     1451.2      EC
68  SC_TAS2510  20250825                  ...                                 SC_TAS
69  SC_TAS2511  20250825                  ...                                 SC_TAS
70  SC_TAS2512  20250825                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-08-25 18:26:34,162 - future_1d - INFO - ak.get_ine_daily('2025-08-25') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250825   8120.0   8214.0  ...   427020.91   8143.0      8090.0       AP
1    AP511  20250825   7988.0   8013.0  ...     2773.61   7947.0      7900.0       AP
2    AP512  20250825   7972.0   7979.0  ...       71.64   7960.0      7916.0       AP
3    AP601  20250825   8025.0   8124.0  ...    70108.70   8058.0      8001.0       AP
4    AP603  20250825   8007.0   8007.0  ...       63.67   7959.0      7923.0       AP
5    AP604  20250825   7960.0   8008.0  ...      111.58   7970.0      7943.0       AP
6    AP605  20250825   8055.0   8100.0  ...      812.10   8041.0      8003.0       AP
7    CF509  20250825  13800.0  13865.0  ...   254693.74  13815.0     13750.0       CF
8    CF511  20250825  13955.0  14080.0  ...   257264.09  14020.0     13945.0       CF
9    CF601  20250825  14050.0  14180.0  ...  1745785.95  14115.0     14015.0       CF
10   CF603  20250825  14005.0  14135.0  ...     2818.65  14060.0     13980.0       CF
11   CF605  20250825  14000.0  14135.0  ...    66017.68  14065.0     13990.0       CF
12   CF607  20250825  14020.0  14135.0  ...      337.84  14075.0     13980.0       CF
13   CJ509  20250825  10100.0  10240.0  ...     8682.33  10175.0     10160.0       CJ
14   CJ512  20250825  11145.0  11380.0  ...    11031.79  11285.0     11250.0       CJ
15   CJ601  20250825  11275.0  11495.0  ...   742167.00  11395.0     11345.0       CJ
16   CJ603  20250825  11305.0  11525.0  ...     6256.12  11425.0     11390.0       CJ
17   CJ605  20250825  11470.0  11625.0  ...   101844.62  11535.0     11500.0       CJ
18   CJ607  20250825  11630.0  11790.0  ...      825.32  11705.0     11670.0       CJ
19   CY509  20250825  20060.0  20135.0  ...      653.44  20105.0     20045.0       CY
20   CY510  20250825      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250825  20080.0  20195.0  ...    80714.19  20160.0     20075.0       CY
22   CY512  20250825      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250825  20140.0  20205.0  ...     1310.25  20160.0     20055.0       CY
24   CY602  20250825      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250825      0.0      0.0  ...        0.00  20295.0     20295.0       CY
26   CY604  20250825      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250825  20355.0  20405.0  ...       50.96  20385.0     20290.0       CY
28   CY606  20250825      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250825      0.0      0.0  ...        0.00  20205.0     20150.0       CY
30   CY608  20250825  20375.0  20375.0  ...       10.19  20375.0     20300.0       CY
31   FG509  20250825   1000.0   1020.0  ...   558552.14   1007.0       990.0       FG
32   FG510  20250825   1100.0   1127.0  ...   135314.07   1110.0      1077.0       FG
33   FG511  20250825   1087.0   1116.0  ...   169830.47   1099.0      1073.0       FG
34   FG512  20250825   1182.0   1218.0  ...    97518.60   1197.0      1170.0       FG
35   FG601  20250825   1176.0   1215.0  ...  6130583.98   1194.0      1165.0       FG
36   FG602  20250825   1236.0   1263.0  ...     3703.95   1245.0      1221.0       FG
37   FG603  20250825   1236.0   1262.0  ...     2127.95   1247.0      1221.0       FG
38   FG604  20250825   1275.0   1306.0  ...     1169.01   1293.0      1268.0       FG
39   FG605  20250825   1272.0   1298.0  ...   138074.36   1286.0      1261.0       FG
40   FG606  20250825   1299.0   1322.0  ...     2901.32   1312.0      1289.0       FG
41   FG607  20250825   1292.0   1316.0  ...     2475.78   1303.0      1284.0       FG
42   FG608  20250825   1316.0   1340.0  ...      943.30   1325.0      1303.0       FG
43   JR509  20250825      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250825      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250825      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250825      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250825      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250825      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250825      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250825      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250825      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250825   2294.0   2316.0  ...    65650.06   2306.0      2302.0       MA
53   MA510  20250825   2327.0   2350.0  ...    61450.53   2341.0      2337.0       MA
54   MA511  20250825   2350.0   2376.0  ...   103024.83   2365.0      2356.0       MA
55   MA512  20250825   2387.0   2415.0  ...    36861.61   2403.0      2394.0       MA
56   MA601  20250825   2406.0   2436.0  ...  1114015.17   2423.0      2410.0       MA
57   MA602  20250825   2423.0   2440.0  ...      102.15   2432.0      2415.0       MA
58   MA603  20250825   2429.0   2440.0  ...      165.20   2429.0      2416.0       MA
59   MA604  20250825      0.0      0.0  ...        0.00   2416.0      2402.0       MA
60   MA605  20250825   2386.0   2411.0  ...    34558.41   2400.0      2383.0       MA
61   MA606  20250825   2406.0   2406.0  ...        4.81   2406.0      2395.0       MA
62   MA607  20250825   2399.0   2417.0  ...       74.66   2408.0      2394.0       MA
63   MA608  20250825   2408.0   2414.0  ...       26.50   2409.0      2404.0       MA
64   OI509  20250825   9999.0  10025.0  ...   142680.44   9986.0      9946.0       OI
65   OI511  20250825   9969.0   9998.0  ...   418048.70   9948.0      9917.0       OI
66   OI601  20250825   9900.0   9945.0  ...  2939237.73   9890.0      9854.0       OI
67   OI603  20250825   9813.0   9865.0  ...     3060.39   9809.0      9769.0       OI
68   OI605  20250825   9714.0   9773.0  ...    44381.99   9720.0      9682.0       OI
69   OI607  20250825   9656.0   9706.0  ...       77.47   9684.0      9660.0       OI
70   PF509  20250825   6516.0   6526.0  ...     2379.48   6492.0      6512.0       PF
71   PF510  20250825   6612.0   6636.0  ...   441516.47   6604.0      6614.0       PF
72   PF511  20250825   6596.0   6626.0  ...   255519.16   6596.0      6594.0       PF
73   PF512  20250825   6580.0   6612.0  ...    95820.21   6582.0      6576.0       PF
74   PF601  20250825   6564.0   6604.0  ...    21254.43   6576.0      6568.0       PF
75   PF602  20250825   6582.0   6598.0  ...       62.52   6582.0      6578.0       PF
76   PF603  20250825      0.0      0.0  ...        0.00   6598.0      6592.0       PF
77   PF604  20250825   6636.0   6636.0  ...        3.32   6636.0      6622.0       PF
78   PF605  20250825   6662.0   6666.0  ...       26.61   6654.0      6642.0       PF
79   PF606  20250825   6670.0   6670.0  ...        3.34   6670.0      6656.0       PF
80   PF607  20250825   6676.0   6676.0  ...        3.34   6676.0      6656.0       PF
81   PF608  20250825      0.0      0.0  ...        0.00   6662.0      6662.0       PF
82   PK510  20250825   7998.0   8012.0  ...    74898.44   7976.0      8004.0       PK
83   PK511  20250825   7770.0   7816.0  ...   309107.08   7778.0      7792.0       PK
84   PK512  20250825   7800.0   7852.0  ...    62962.84   7824.0      7832.0       PK
85   PK601  20250825   7840.0   7910.0  ...    45139.91   7876.0      7896.0       PK
86   PK603  20250825   7870.0   7904.0  ...      540.77   7894.0      7896.0       PK
87   PK604  20250825   7890.0   7900.0  ...      149.91   7890.0      7896.0       PK
88   PK605  20250825   7898.0   7916.0  ...     6013.93   7892.0      7904.0       PK
89   PL601  20250825   6493.0   6514.0  ...    24664.38   6491.0      6473.0       PL
90   PL602  20250825   6543.0   6543.0  ...       65.33   6533.0      6503.0       PL
91   PL603  20250825   6527.0   6527.0  ...       13.05   6527.0      6501.0       PL
92   PL604  20250825      0.0      0.0  ...        0.00   6498.0      6498.0       PL
93   PL605  20250825   6376.0   6387.0  ...       38.30   6383.0      6393.0       PL
94   PL606  20250825   6522.0   6522.0  ...       64.79   6479.0      6483.0       PL
95   PL607  20250825   6512.0   6512.0  ...       13.02   6512.0      6535.0       PL
96   PL608  20250825      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250825      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250825      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250825      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250825      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250825      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250825      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250825   5930.0   5946.0  ...     6262.17   5906.0      5938.0       PR
104  PR510  20250825   6036.0   6064.0  ...   188128.83   6040.0      6038.0       PR
105  PR511  20250825   6038.0   6078.0  ...   900806.53   6050.0      6050.0       PR
106  PR512  20250825   6054.0   6074.0  ...   482316.77   6052.0      6048.0       PR
107  PR601  20250825   6036.0   6078.0  ...     8002.99   6056.0      6048.0       PR
108  PR602  20250825      0.0      0.0  ...        0.00   6070.0      6052.0       PR
109  PR603  20250825   6088.0   6088.0  ...        9.13   6088.0      6080.0       PR
110  PR604  20250825   6100.0   6130.0  ...       18.35   6116.0      6074.0       PR
111  PR605  20250825   6116.0   6138.0  ...       27.51   6114.0      6086.0       PR
112  PR606  20250825      0.0      0.0  ...        0.00   6080.0      6078.0       PR
113  PR607  20250825      0.0      0.0  ...        0.00   6082.0      6080.0       PR
114  PR608  20250825      0.0      0.0  ...        0.00   6080.0      6076.0       PR
115  PX509  20250825   7032.0   7080.0  ...    11944.43   7030.0      7046.0       PX
116  PX510  20250825   7000.0   7060.0  ...   186005.41   7024.0      7018.0       PX
117  PX511  20250825   6964.0   7024.0  ...   780053.76   6982.0      6966.0       PX
118  PX512  20250825   6928.0   6984.0  ...   100431.93   6946.0      6930.0       PX
119  PX601  20250825   6888.0   6950.0  ...   121920.99   6912.0      6894.0       PX
120  PX602  20250825   6916.0   6926.0  ...        6.92   6922.0      6874.0       PX
121  PX603  20250825   6912.0   6922.0  ...        6.92   6918.0      6880.0       PX
122  PX604  20250825   6882.0   6882.0  ...        3.44   6882.0      6884.0       PX
123  PX605  20250825   6924.0   6932.0  ...      457.53   6880.0      6890.0       PX
124  PX606  20250825   6890.0   6890.0  ...       37.83   6878.0      6880.0       PX
125  PX607  20250825   6848.0   6856.0  ...       23.99   6854.0      6854.0       PX
126  PX608  20250825      0.0      0.0  ...        0.00   6842.0      6842.0       PX
127  RI509  20250825      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250825      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250825      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250825      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250825      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250825      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250825   2579.0   2616.0  ...    32249.67   2602.0      2587.0       RM
134  RM511  20250825   2567.0   2609.0  ...    26845.36   2592.0      2572.0       RM
135  RM601  20250825   2544.0   2577.0  ...   794871.90   2559.0      2548.0       RM
136  RM603  20250825   2493.0   2509.0  ...    11263.05   2495.0      2491.0       RM
137  RM605  20250825   2469.0   2491.0  ...   100642.01   2478.0      2474.0       RM
138  RM607  20250825   2452.0   2470.0  ...     6358.99   2460.0      2456.0       RM
139  RM608  20250825   2525.0   2537.0  ...      126.42   2528.0      2521.0       RM
140  RS509  20250825   4844.0   4865.0  ...      150.33   4849.0      4860.0       RS
141  RS511  20250825   5292.0   5327.0  ...       10.62   5310.0      5313.0       RS
142  RS607  20250825      0.0      0.0  ...        0.00   5646.0      5646.0       RS
143  RS608  20250825      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250825   1229.0   1240.0  ...   180118.25   1230.0      1217.0       SA
145  SA510  20250825   1260.0   1278.0  ...   307924.33   1264.0      1251.0       SA
146  SA511  20250825   1267.0   1284.0  ...   427621.83   1268.0      1253.0       SA
147  SA512  20250825   1317.0   1345.0  ...   164658.44   1328.0      1305.0       SA
148  SA601  20250825   1328.0   1354.0  ...  5243657.41   1335.0      1314.0       SA
149  SA602  20250825   1341.0   1369.0  ...     7604.81   1352.0      1329.0       SA
150  SA603  20250825   1344.0   1370.0  ...     3814.67   1353.0      1333.0       SA
151  SA604  20250825   1378.0   1403.0  ...     2155.96   1386.0      1361.0       SA
152  SA605  20250825   1382.0   1408.0  ...   162697.26   1389.0      1368.0       SA
153  SA606  20250825   1390.0   1411.0  ...     1583.61   1394.0      1374.0       SA
154  SA607  20250825   1390.0   1410.0  ...     2062.71   1396.0      1375.0       SA
155  SA608  20250825   1410.0   1424.0  ...     1083.31   1407.0      1402.0       SA
156  SF509  20250825   5506.0   5526.0  ...    24864.99   5492.0      5442.0       SF
157  SF510  20250825   5520.0   5540.0  ...   117283.65   5502.0      5456.0       SF
158  SF511  20250825   5708.0   5728.0  ...   570425.22   5688.0      5630.0       SF
159  SF512  20250825   5692.0   5704.0  ...    41540.77   5662.0      5612.0       SF
160  SF601  20250825   5688.0   5700.0  ...   130777.77   5666.0      5606.0       SF
161  SF602  20250825   5630.0   5660.0  ...      614.41   5638.0      5570.0       SF
162  SF603  20250825   5818.0   5824.0  ...       60.98   5808.0      5754.0       SF
163  SF604  20250825   5822.0   5822.0  ...       26.10   5800.0      5752.0       SF
164  SF605  20250825   5800.0   5820.0  ...     1428.78   5796.0      5730.0       SF
165  SF606  20250825   5752.0   5778.0  ...       74.89   5762.0      5706.0       SF
166  SF607  20250825   5898.0   5920.0  ...       32.43   5898.0      5858.0       SF
167  SF608  20250825      0.0      0.0  ...        0.00   5860.0      5832.0       SF
168  SH509  20250825   2625.0   2625.0  ...    72818.76   2599.0      2607.0       SH
169  SH510  20250825   2772.0   2781.0  ...   614939.93   2751.0      2756.0       SH
170  SH511  20250825   2788.0   2804.0  ...  1118982.80   2774.0      2769.0       SH
171  SH512  20250825   2787.0   2800.0  ...   198008.45   2776.0      2765.0       SH
172  SH601  20250825   2745.0   2762.0  ...  4247537.75   2740.0      2726.0       SH
173  SH602  20250825   2749.0   2767.0  ...     5920.83   2745.0      2744.0       SH
174  SH603  20250825   2754.0   2773.0  ...     4106.67   2754.0      2743.0       SH
175  SH604  20250825   2792.0   2806.0  ...      704.24   2795.0      2785.0       SH
176  SH605  20250825   2796.0   2821.0  ...    47210.72   2802.0      2791.0       SH
177  SH606  20250825   2800.0   2811.0  ...      672.17   2801.0      2791.0       SH
178  SH607  20250825   2773.0   2787.0  ...      224.86   2776.0      2770.0       SH
179  SH608  20250825   2791.0   2800.0  ...      125.87   2797.0      2791.0       SH
180  SM509  20250825   5808.0   5826.0  ...    94681.69   5794.0      5724.0       SM
181  SM510  20250825   5784.0   5832.0  ...    79197.06   5800.0      5728.0       SM
182  SM511  20250825   5874.0   5904.0  ...   189750.85   5872.0      5794.0       SM
183  SM512  20250825   5882.0   5908.0  ...    25744.72   5880.0      5806.0       SM
184  SM601  20250825   5886.0   5914.0  ...   668615.47   5884.0      5808.0       SM
185  SM602  20250825   5912.0   5918.0  ...      218.23   5898.0      5824.0       SM
186  SM603  20250825   5912.0   5936.0  ...      230.57   5912.0      5846.0       SM
187  SM604  20250825   5914.0   5934.0  ...       26.63   5918.0      5852.0       SM
188  SM605  20250825   5948.0   5962.0  ...     9927.84   5932.0      5858.0       SM
189  SM606  20250825   5932.0   5956.0  ...       20.77   5936.0      5864.0       SM
190  SM607  20250825   5956.0   5972.0  ...       11.92   5960.0      5890.0       SM
191  SM608  20250825      0.0      0.0  ...        0.00   5964.0      5896.0       SM
192  SR509  20250825   5725.0   5739.0  ...    34401.81   5729.0      5721.0       SR
193  SR511  20250825   5659.0   5674.0  ...   140761.03   5665.0      5660.0       SR
194  SR601  20250825   5672.0   5696.0  ...   756583.90   5685.0      5673.0       SR
195  SR603  20250825   5646.0   5670.0  ...     1749.50   5662.0      5647.0       SR
196  SR605  20250825   5634.0   5650.0  ...    19023.78   5643.0      5632.0       SR
197  SR607  20250825   5636.0   5638.0  ...      816.96   5634.0      5622.0       SR
198  TA509  20250825   4860.0   4886.0  ...   235838.39   4844.0      4850.0       TA
199  TA510  20250825   4878.0   4914.0  ...   361810.98   4884.0      4884.0       TA
200  TA511  20250825   4874.0   4900.0  ...   228263.52   4870.0      4862.0       TA
201  TA512  20250825   4878.0   4900.0  ...    75837.02   4870.0      4864.0       TA
202  TA601  20250825   4878.0   4902.0  ...  1856164.03   4874.0      4864.0       TA
203  TA602  20250825   4888.0   4896.0  ...      136.47   4874.0      4868.0       TA
204  TA603  20250825   4900.0   4906.0  ...      310.41   4888.0      4872.0       TA
205  TA604  20250825   4882.0   4912.0  ...       66.01   4890.0      4880.0       TA
206  TA605  20250825   4900.0   4926.0  ...    31250.42   4902.0      4888.0       TA
207  TA606  20250825   4900.0   4916.0  ...       17.19   4912.0      4912.0       TA
208  TA607  20250825   4936.0   4938.0  ...       27.08   4924.0      4898.0       TA
209  TA608  20250825   4930.0   4930.0  ...        9.83   4914.0      4896.0       TA
210  UR509  20250825   1714.0   1725.0  ...    20573.49   1717.0      1724.0       UR
211  UR510  20250825   1722.0   1734.0  ...    20512.16   1726.0      1725.0       UR
212  UR511  20250825   1746.0   1754.0  ...    41468.09   1746.0      1747.0       UR
213  UR512  20250825   1742.0   1752.0  ...      714.88   1744.0      1744.0       UR
214  UR601  20250825   1741.0   1754.0  ...   677925.29   1746.0      1748.0       UR
215  UR602  20250825   1751.0   1752.0  ...      492.23   1746.0      1741.0       UR
216  UR603  20250825   1789.0   1789.0  ...      421.52   1786.0      1780.0       UR
217  UR604  20250825   1783.0   1789.0  ...       49.93   1783.0      1783.0       UR
218  UR605  20250825   1785.0   1795.0  ...    27554.88   1789.0      1787.0       UR
219  UR606  20250825   1784.0   1788.0  ...      164.12   1784.0      1780.0       UR
220  UR607  20250825   1799.0   1804.0  ...       75.59   1800.0      1793.0       UR
221  UR608  20250825   1793.0   1801.0  ...       75.35   1794.0      1789.0       UR
222  WH509  20250825      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250825      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250825      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250825      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250825      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250825      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250825      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-08-25 18:26:34,491 - future_1d - INFO - ak.get_czce_daily('2025-08-25') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250825   4109.00  ...   4114.00     4106.00        A
1     a2511  20250825   3988.00  ...   3998.00     3989.00        A
2     a2601  20250825   4009.00  ...   4003.00     3993.00        A
3     a2603  20250825   4000.00  ...   4010.00     4000.00        A
4     a2605  20250825   4048.00  ...   4054.00     4042.00        A
5     a2607  20250825   4049.00  ...   4056.00     4041.00        A
6     b2509  20250825   3722.00  ...   3718.00     3725.00        B
7     b2510  20250825   3755.00  ...   3763.00     3765.00        B
8     b2511  20250825   3801.00  ...   3815.00     3806.00        B
9     b2512  20250825   3831.00  ...   3849.00     3833.00        B
10    b2601  20250825   3815.00  ...   3839.00     3819.00        B
11    b2602  20250825   3793.00  ...   3813.00     3791.00        B
12    b2603  20250825   3739.00  ...   3749.00     3737.00        B
13    b2604  20250825   3636.00  ...   3647.00     3640.00        B
14    b2605  20250825   3565.00  ...   3577.00     3572.00        B
15    b2606  20250825   3557.00  ...   3563.00     3554.00        B
16    b2607  20250825   3545.00  ...   3556.00     3545.00        B
17    b2608  20250825   3618.00  ...   3619.00     3619.00        B
18   bb2509  20250825      0.00  ...    143.15      143.15       BB
19   bb2511  20250825    145.75  ...    145.00      146.55       BB
20   bb2601  20250825    148.05  ...    146.90      147.20       BB
21   bb2603  20250825      0.00  ...    146.70      146.95       BB
22   bb2605  20250825      0.00  ...    140.50      140.75       BB
23   bb2607  20250825      0.00  ...    146.25      146.50       BB
24   bz2603  20250825   6223.00  ...   6217.00     6214.00       BZ
25   bz2604  20250825   6197.00  ...   6182.00     6181.00       BZ
26   bz2605  20250825   6197.00  ...   6183.00     6168.00       BZ
27   bz2606  20250825      0.00  ...   6180.00     6180.00       BZ
28   bz2607  20250825      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250825   2209.00  ...   2212.00     2197.00        C
30    c2511  20250825   2175.00  ...   2164.00     2157.00        C
31    c2601  20250825   2175.00  ...   2166.00     2159.00        C
32    c2603  20250825   2191.00  ...   2183.00     2177.00        C
33    c2605  20250825   2240.00  ...   2236.00     2233.00        C
34    c2607  20250825   2263.00  ...   2254.00     2251.00        C
35   cs2509  20250825   2590.00  ...   2578.00     2562.00       CS
36   cs2511  20250825   2498.00  ...   2491.00     2473.00       CS
37   cs2601  20250825   2518.00  ...   2520.00     2506.00       CS
38   cs2603  20250825   2543.00  ...   2531.00     2513.00       CS
39   cs2605  20250825   2600.00  ...   2596.00     2587.00       CS
40   cs2607  20250825   2607.00  ...   2599.00     2595.00       CS
41   eb2508  20250825      0.00  ...   7000.00     7000.00       EB
42   eb2509  20250825   7337.00  ...   7357.00     7319.00       EB
43   eb2510  20250825   7380.00  ...   7380.00     7346.00       EB
44   eb2511  20250825   7365.00  ...   7388.00     7352.00       EB
45   eb2512  20250825   7389.00  ...   7394.00     7361.00       EB
46   eb2601  20250825   7400.00  ...   7408.00     7371.00       EB
47   eb2602  20250825   7388.00  ...   7423.00     7388.00       EB
48   eb2603  20250825   7482.00  ...   7435.00     7418.00       EB
49   eb2604  20250825   7509.00  ...   7469.00     7422.00       EB
50   eb2605  20250825   7532.00  ...   7493.00     7456.00       EB
51   eb2606  20250825   7508.00  ...   7482.00     7453.00       EB
52   eb2607  20250825      0.00  ...   7341.00     7341.00       EB
53   eg2508  20250825      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250825   4428.00  ...   4443.00     4423.00       EG
55   eg2510  20250825   4439.00  ...   4460.00     4447.00       EG
56   eg2511  20250825   4459.00  ...   4480.00     4459.00       EG
57   eg2512  20250825   4476.00  ...   4491.00     4469.00       EG
58   eg2601  20250825   4474.00  ...   4502.00     4478.00       EG
59   eg2602  20250825   4514.00  ...   4514.00     4489.00       EG
60   eg2603  20250825   4524.00  ...   4516.00     4496.00       EG
61   eg2604  20250825   4533.00  ...   4540.00     4511.00       EG
62   eg2605  20250825   4516.00  ...   4544.00     4516.00       EG
63   eg2606  20250825      0.00  ...   4524.00     4524.00       EG
64   eg2607  20250825      0.00  ...   4513.00     4513.00       EG
65   fb2509  20250825   1258.00  ...   1266.50     1258.00       FB
66   fb2510  20250825   1273.00  ...   1275.00     1276.00       FB
67   fb2511  20250825   1264.50  ...   1274.50     1273.50       FB
68   fb2512  20250825   1270.00  ...   1275.50     1273.50       FB
69   fb2601  20250825   1276.00  ...   1277.00     1274.00       FB
70   fb2602  20250825   1275.00  ...   1278.00     1277.50       FB
71   fb2603  20250825      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250825      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250825      0.00  ...   1311.00     1311.00       FB
74   fb2606  20250825      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250825      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250825      0.00  ...   1302.50     1302.50       FB
77    i2509  20250825    795.00  ...    800.00      789.00        I
78    i2510  20250825    785.00  ...    795.50      785.00        I
79    i2511  20250825    782.00  ...    793.00      782.50        I
80    i2512  20250825    779.50  ...    790.00      777.00        I
81    i2601  20250825    772.00  ...    782.00      769.50        I
82    i2602  20250825    765.00  ...    777.00      764.00        I
83    i2603  20250825    762.50  ...    772.50      759.50        I
84    i2604  20250825    757.50  ...    767.00      753.50        I
85    i2605  20250825    747.50  ...    759.00      746.00        I
86    i2606  20250825    746.50  ...    755.00      741.50        I
87    i2607  20250825    742.50  ...    750.50      738.00        I
88    i2608  20250825    738.00  ...    746.00      734.50        I
89    j2509  20250825   1625.00  ...   1650.00     1615.50        J
90    j2510  20250825   1648.00  ...   1662.00     1628.00        J
91    j2511  20250825   1666.50  ...   1686.00     1644.50        J
92    j2512  20250825   1686.00  ...   1712.00     1652.00        J
93    j2601  20250825   1679.00  ...   1722.50     1663.50        J
94    j2602  20250825   1735.50  ...   1739.50     1701.50        J
95    j2603  20250825   1755.00  ...   1755.00     1703.50        J
96    j2604  20250825   1800.00  ...   1800.00     1770.00        J
97    j2605  20250825   1778.50  ...   1819.50     1754.50        J
98    j2606  20250825      0.00  ...   1799.50     1776.50        J
99    j2607  20250825   1830.00  ...   1833.00     1782.50        J
100   j2608  20250825   1834.00  ...   1818.50     1764.00        J
101  jd2508  20250825      0.00  ...   2940.00     2940.00       JD
102  jd2509  20250825   2950.00  ...   2955.00     2904.00       JD
103  jd2510  20250825   3035.00  ...   3031.00     3026.00       JD
104  jd2511  20250825   3115.00  ...   3084.00     3084.00       JD
105  jd2512  20250825   3281.00  ...   3231.00     3266.00       JD
106  jd2601  20250825   3434.00  ...   3394.00     3429.00       JD
107  jd2602  20250825   3149.00  ...   3124.00     3133.00       JD
108  jd2603  20250825   3150.00  ...   3140.00     3159.00       JD
109  jd2604  20250825   3349.00  ...   3340.00     3362.00       JD
110  jd2605  20250825   3510.00  ...   3495.00     3513.00       JD
111  jd2606  20250825   3370.00  ...   3344.00     3358.00       JD
112  jd2607  20250825   3618.00  ...   3603.00     3607.00       JD
113  jm2509  20250825   1048.00  ...   1063.00     1029.50       JM
114  jm2510  20250825   1072.50  ...   1092.00     1049.50       JM
115  jm2511  20250825   1110.00  ...   1133.50     1080.50       JM
116  jm2512  20250825   1132.50  ...   1168.50     1111.00       JM
117  jm2601  20250825   1162.00  ...   1198.50     1141.50       JM
118  jm2602  20250825   1178.50  ...   1219.50     1158.00       JM
119  jm2603  20250825   1193.00  ...   1225.00     1169.50       JM
120  jm2604  20250825   1202.00  ...   1237.50     1177.00       JM
121  jm2605  20250825   1210.00  ...   1244.00     1185.50       JM
122  jm2606  20250825   1217.50  ...   1252.00     1193.00       JM
123  jm2607  20250825   1227.50  ...   1261.00     1204.50       JM
124  jm2608  20250825   1241.50  ...   1267.50     1209.00       JM
125   l2509  20250825   7325.00  ...   7352.00     7332.00        L
126   l2510  20250825   7358.00  ...   7381.00     7360.00        L
127   l2511  20250825   7379.00  ...   7402.00     7381.00        L
128   l2512  20250825   7393.00  ...   7413.00     7390.00        L
129   l2601  20250825   7390.00  ...   7411.00     7385.00        L
130   l2602  20250825   7388.00  ...   7404.00     7379.00        L
131   l2603  20250825   7395.00  ...   7401.00     7387.00        L
132   l2604  20250825   7419.00  ...   7427.00     7411.00        L
133   l2605  20250825   7395.00  ...   7414.00     7394.00        L
134   l2606  20250825   7402.00  ...   7407.00     7387.00        L
135   l2607  20250825   7425.00  ...   7416.00     7395.00        L
136   l2608  20250825   7440.00  ...   7426.00     7375.00        L
137  lg2509  20250825    804.50  ...    805.00      801.00       LG
138  lg2511  20250825    819.50  ...    818.00      817.50       LG
139  lg2601  20250825    827.00  ...    828.50      826.50       LG
140  lg2603  20250825    834.00  ...    835.00      833.00       LG
141  lg2605  20250825    836.50  ...    835.50      833.00       LG
142  lg2607  20250825    836.50  ...    835.50      832.50       LG
143  lh2509  20250825  13850.00  ...  13795.00    13780.00       LH
144  lh2511  20250825  13950.00  ...  13925.00    13885.00       LH
145  lh2601  20250825  14180.00  ...  14210.00    14190.00       LH
146  lh2603  20250825  13290.00  ...  13325.00    13325.00       LH
147  lh2605  20250825  13795.00  ...  13760.00    13765.00       LH
148  lh2607  20250825  14190.00  ...  14175.00    14195.00       LH
149   m2509  20250825   3036.00  ...   3061.00     3050.00        M
150   m2511  20250825   3052.00  ...   3080.00     3067.00        M
151   m2512  20250825   3101.00  ...   3122.00     3106.00        M
152   m2601  20250825   3094.00  ...   3110.00     3094.00        M
153   m2603  20250825   3015.00  ...   3031.00     3024.00        M
154   m2605  20250825   2831.00  ...   2841.00     2841.00        M
155   m2607  20250825   2823.00  ...   2832.00     2828.00        M
156   m2608  20250825   2940.00  ...   2955.00     2951.00        M
157   p2509  20250825   9516.00  ...   9530.00     9472.00        P
158   p2510  20250825   9574.00  ...   9604.00     9538.00        P
159   p2511  20250825   9592.00  ...   9602.00     9530.00        P
160   p2512  20250825   9594.00  ...   9604.00     9544.00        P
161   p2601  20250825   9612.00  ...   9614.00     9546.00        P
162   p2602  20250825   9554.00  ...   9564.00     9502.00        P
163   p2603  20250825   9492.00  ...   9494.00     9440.00        P
164   p2604  20250825   9408.00  ...   9408.00     9344.00        P
165   p2605  20250825   9298.00  ...   9324.00     9250.00        P
166   p2606  20250825   9160.00  ...   9184.00     9104.00        P
167   p2607  20250825   9046.00  ...   9086.00     8982.00        P
168   p2608  20250825   8974.00  ...   8948.00     8884.00        P
169  pg2508  20250825      0.00  ...   3888.00     3888.00       PG
170  pg2509  20250825   3875.00  ...   3871.00     3894.00       PG
171  pg2510  20250825   4399.00  ...   4420.00     4392.00       PG
172  pg2511  20250825   4310.00  ...   4339.00     4317.00       PG
173  pg2512  20250825   4245.00  ...   4279.00     4257.00       PG
174  pg2601  20250825   4206.00  ...   4227.00     4207.00       PG
175  pg2602  20250825   4140.00  ...   4156.00     4140.00       PG
176  pg2603  20250825   4068.00  ...   4068.00     4050.00       PG
177  pg2604  20250825   4364.00  ...   4365.00     4344.00       PG
178  pg2605  20250825   4262.00  ...   4278.00     4254.00       PG
179  pg2606  20250825   4200.00  ...   4209.00     4160.00       PG
180  pg2607  20250825   4102.00  ...   4122.00     4100.00       PG
181  pp2509  20250825   6991.00  ...   7019.00     7006.00       PP
182  pp2510  20250825   6995.00  ...   7018.00     7004.00       PP
183  pp2511  20250825   7015.00  ...   7036.00     7021.00       PP
184  pp2512  20250825   7035.00  ...   7055.00     7039.00       PP
185  pp2601  20250825   7033.00  ...   7067.00     7044.00       PP
186  pp2602  20250825   7023.00  ...   7045.00     7023.00       PP
187  pp2603  20250825   7024.00  ...   7039.00     7028.00       PP
188  pp2604  20250825   7055.00  ...   7066.00     7058.00       PP
189  pp2605  20250825   7068.00  ...   7086.00     7068.00       PP
190  pp2606  20250825   7042.00  ...   7050.00     7037.00       PP
191  pp2607  20250825   7013.00  ...   7031.00     7022.00       PP
192  pp2608  20250825   7049.00  ...   7047.00     7045.00       PP
193  rr2509  20250825   3578.00  ...   3576.00     3580.00       RR
194  rr2510  20250825   3611.00  ...   3610.00     3612.00       RR
195  rr2511  20250825   3613.00  ...   3613.00     3611.00       RR
196  rr2512  20250825   3610.00  ...   3608.00     3610.00       RR
197  rr2601  20250825   3625.00  ...   3622.00     3620.00       RR
198  rr2602  20250825   3608.00  ...   3608.00     3609.00       RR
199  rr2603  20250825      0.00  ...   3610.00     3610.00       RR
200  rr2604  20250825      0.00  ...   3613.00     3613.00       RR
201  rr2605  20250825   3615.00  ...   3615.00     3615.00       RR
202  rr2606  20250825      0.00  ...   3605.00     3605.00       RR
203  rr2607  20250825      0.00  ...   3625.00     3625.00       RR
204  rr2608  20250825      0.00  ...   3581.00     3581.00       RR
205   v2509  20250825   4908.00  ...   4899.00     4870.00        V
206   v2510  20250825   4919.00  ...   4936.00     4908.00        V
207   v2511  20250825   4946.00  ...   4971.00     4939.00        V
208   v2512  20250825   4990.00  ...   5010.00     4977.00        V
209   v2601  20250825   5019.00  ...   5045.00     5004.00        V
210   v2602  20250825   5056.00  ...   5083.00     5044.00        V
211   v2603  20250825   5090.00  ...   5116.00     5080.00        V
212   v2604  20250825   5300.00  ...   5318.00     5268.00        V
213   v2605  20250825   5305.00  ...   5346.00     5297.00        V
214   v2606  20250825   5360.00  ...   5366.00     5328.00        V
215   v2607  20250825   5376.00  ...   5406.00     5356.00        V
216   v2608  20250825   5390.00  ...   5408.00     5370.00        V
217   y2509  20250825   8496.00  ...   8514.00     8470.00        Y
218   y2511  20250825   8496.00  ...   8500.00     8470.00        Y
219   y2512  20250825   8520.00  ...   8520.00     8488.00        Y
220   y2601  20250825   8466.00  ...   8472.00     8440.00        Y
221   y2603  20250825   8382.00  ...   8380.00     8378.00        Y
222   y2605  20250825   8146.00  ...   8164.00     8150.00        Y
223   y2607  20250825   8096.00  ...   8104.00     8084.00        Y
224   y2608  20250825   8090.00  ...   8112.00     8118.00        Y

[225 rows x 12 columns]
2025-08-25 18:26:35,114 - future_1d - INFO - ak.get_dce_daily('2025-08-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250825  ...   79260      78710      CU
1        1      CU2510  20250825  ...   79290      78700      CU
2        2      CU2511  20250825  ...   79290      78660      CU
3        3      CU2512  20250825  ...   79230      78630      CU
4        4      CU2601  20250825  ...   79240      78630      CU
5        5      CU2602  20250825  ...   79250      78620      CU
6        6      CU2603  20250825  ...   79240      78630      CU
7        7      CU2604  20250825  ...   79260      78650      CU
8        8      CU2605  20250825  ...   79350      78710      CU
9        9      CU2606  20250825  ...   79290      78720      CU
10      10      CU2607  20250825  ...   79350      78720      CU
11      11      CU2608  20250825  ...   79380      78730      CU
12      12      BC2509  20250825  ...   70290      69810      BC
13      13      BC2510  20250825  ...   70380      69840      BC
14      14      BC2511  20250825  ...   70530      69880      BC
15      15      BC2512  20250825  ...   69780      69780      BC
16      16      BC2601  20250825  ...   70100      70100      BC
17      17      BC2602  20250825  ...   70100      70100      BC
18      18      BC2603  20250825  ...   70100      70100      BC
19      19      BC2604  20250825  ...   70100      70100      BC
20      20      BC2605  20250825  ...   69800      69800      BC
21      21      BC2606  20250825  ...   69790      69790      BC
22      22      BC2607  20250825  ...   69370      69370      BC
23      23      BC2608  20250825  ...   69370      69370      BC
24      24      AL2509  20250825  ...   20760      20685      AL
25      25      AL2510  20250825  ...   20740      20670      AL
26      26      AL2511  20250825  ...   20710      20630      AL
27      27      AL2512  20250825  ...   20670      20590      AL
28      28      AL2601  20250825  ...   20640      20570      AL
29      29      AL2602  20250825  ...   20665      20565      AL
30      30      AL2603  20250825  ...   20685      20605      AL
31      31      AL2604  20250825  ...   20710      20605      AL
32      32      AL2605  20250825  ...   20720      20625      AL
33      33      AL2606  20250825  ...   20725      20640      AL
34      34      AL2607  20250825  ...   20720      20630      AL
35      35      AL2608  20250825  ...   20730      20660      AL
36      36      ZN2509  20250825  ...   22365      22260      ZN
37      37      ZN2510  20250825  ...   22355      22245      ZN
38      38      ZN2511  20250825  ...   22350      22230      ZN
39      39      ZN2512  20250825  ...   22345      22225      ZN
40      40      ZN2601  20250825  ...   22350      22215      ZN
41      41      ZN2602  20250825  ...   22310      22225      ZN
42      42      ZN2603  20250825  ...   22380      22260      ZN
43      43      ZN2604  20250825  ...   22405      22275      ZN
44      44      ZN2605  20250825  ...   22400      22285      ZN
45      45      ZN2606  20250825  ...   22415      22315      ZN
46      46      ZN2607  20250825  ...   22450      22300      ZN
47      47      ZN2608  20250825  ...   22465      22320      ZN
48      48      PB2509  20250825  ...   16830      16760      PB
49      49      PB2510  20250825  ...   16845      16765      PB
50      50      PB2511  20250825  ...   16865      16770      PB
51      51      PB2512  20250825  ...   16885      16800      PB
52      52      PB2601  20250825  ...   16895      16830      PB
53      53      PB2602  20250825  ...   16945      16895      PB
54      54      PB2603  20250825  ...   16910      16855      PB
55      55      PB2604  20250825  ...   16900      16900      PB
56      56      PB2605  20250825  ...   17000      16955      PB
57      57      PB2606  20250825  ...   17055      16990      PB
58      58      PB2607  20250825  ...   16975      16975      PB
59      59      PB2608  20250825  ...   16990      16990      PB
60      60      NI2509  20250825  ...  120100     119460      NI
61      61      NI2510  20250825  ...  120270     119610      NI
62      62      NI2511  20250825  ...  120450     119780      NI
63      63      NI2512  20250825  ...  120680     120010      NI
64      64      NI2601  20250825  ...  120990     120330      NI
65      65      NI2602  20250825  ...  121350     120580      NI
66      66      NI2603  20250825  ...  121660     120810      NI
67      67      NI2604  20250825  ...  121850     121210      NI
68      68      NI2605  20250825  ...  122100     121370      NI
69      69      NI2606  20250825  ...  122600     121700      NI
70      70      NI2607  20250825  ...  122840     121990      NI
71      71      NI2608  20250825  ...  123310     122430      NI
72      72      SN2509  20250825  ...  269030     266330      SN
73      73      SN2510  20250825  ...  269340     266530      SN
74      74      SN2511  20250825  ...  269660     266670      SN
75      75      SN2512  20250825  ...  269710     266700      SN
76      76      SN2601  20250825  ...  269710     267070      SN
77      77      SN2602  20250825  ...  269800     267140      SN
78      78      SN2603  20250825  ...  270160     267450      SN
79      79      SN2604  20250825  ...  271600     268060      SN
80      80      SN2605  20250825  ...  271840     268340      SN
81      81      SN2606  20250825  ...  271820     268190      SN
82      82      SN2607  20250825  ...  271600     268340      SN
83      83      SN2608  20250825  ...  272450     269810      SN
84      84      AO2509  20250825  ...    3157       3127      AO
85      85      AO2510  20250825  ...    3151       3118      AO
86      86      AO2511  20250825  ...    3158       3125      AO
87      87      AO2512  20250825  ...    3167       3133      AO
88      88      AO2601  20250825  ...    3180       3142      AO
89      89      AO2602  20250825  ...    3173       3135      AO
90      90      AO2603  20250825  ...    3174       3134      AO
91      91      AO2604  20250825  ...    3172       3131      AO
92      92      AO2605  20250825  ...    3171       3134      AO
93      93      AO2606  20250825  ...    3175       3140      AO
94      94      AO2607  20250825  ...    3175       3140      AO
95      95      AO2608  20250825  ...    3186       3141      AO
96      96      AD2511  20250825  ...   20280      20190      AD
97      97      AD2512  20250825  ...   20275      20185      AD
98      98      AD2601  20250825  ...   20270      20160      AD
99      99      AD2602  20250825  ...   20210      20090      AD
100    100      AD2603  20250825  ...   20220      20050      AD
101    101      AD2604  20250825  ...   19975      19975      AD
102    102      AD2605  20250825  ...   19990      19925      AD
103    103      AD2606  20250825  ...   19765      19765      AD
104    104      AD2607  20250825  ...   19925      19925      AD
105    105      AD2608  20250825  ...   19925      19925      AD
106    106      AU2509  20250825  ...   778.3     773.94      AU
107    107      AU2510  20250825  ...  778.94     775.62      AU
108    108      AU2511  20250825  ...  780.54     776.98      AU
109    109      AU2512  20250825  ...   781.2     777.46      AU
110    110      AU2602  20250825  ...     783      779.6      AU
111    111      AU2604  20250825  ...  785.58     781.08      AU
112    112      AU2606  20250825  ...  787.32     782.52      AU
113    113      AU2608  20250825  ...   789.1     784.74      AU
114    114      AG2509  20250825  ...    9331       9207      AG
115    115      AG2510  20250825  ...    9344       9220      AG
116    116      AG2511  20250825  ...    9342       9228      AG
117    117      AG2512  20250825  ...    9364       9239      AG
118    118      AG2601  20250825  ...    9367       9252      AG
119    119      AG2602  20250825  ...    9376       9265      AG
120    120      AG2603  20250825  ...    9388       9278      AG
121    121      AG2604  20250825  ...    9400       9289      AG
122    122      AG2605  20250825  ...    9410       9302      AG
123    123      AG2606  20250825  ...    9431       9318      AG
124    124      AG2607  20250825  ...    9451       9331      AG
125    125      AG2608  20250825  ...    9471       9352      AG
126    126      RB2509  20250825  ...    3119       3100      RB
127    127      RB2510  20250825  ...    3144       3116      RB
128    128      RB2511  20250825  ...    3154       3130      RB
129    129      RB2512  20250825  ...    3211       3178      RB
130    130      RB2601  20250825  ...    3224       3194      RB
131    131      RB2602  20250825  ...    3209       3183      RB
132    132      RB2603  20250825  ...    3226       3198      RB
133    133      RB2604  20250825  ...    3244       3216      RB
134    134      RB2605  20250825  ...    3258       3231      RB
135    135      RB2606  20250825  ...    3272       3245      RB
136    136      RB2607  20250825  ...    3285       3258      RB
137    137      RB2608  20250825  ...    3282       3262      RB
138    138      WR2509  20250825  ...    3342       3342      WR
139    139      WR2510  20250825  ...    3387       3360      WR
140    140      WR2511  20250825  ...    3373       3347      WR
141    141      WR2512  20250825  ...    3486       3459      WR
142    142      WR2601  20250825  ...    3380       3372      WR
143    143      WR2602  20250825  ...    3503       3503      WR
144    144      WR2603  20250825  ...    3438       3438      WR
145    145      WR2604  20250825  ...    3455       3455      WR
146    146      WR2605  20250825  ...    3429       3455      WR
147    147      WR2606  20250825  ...    3435       3407      WR
148    148      WR2607  20250825  ...    3453       3522      WR
149    149      WR2608  20250825  ...    3477       3547      WR
150    150      HC2509  20250825  ...    3416       3387      HC
151    151      HC2510  20250825  ...    3391       3358      HC
152    152      HC2511  20250825  ...    3389       3357      HC
153    153      HC2512  20250825  ...    3390       3356      HC
154    154      HC2601  20250825  ...    3378       3346      HC
155    155      HC2602  20250825  ...    3379       3353      HC
156    156      HC2603  20250825  ...    3384       3351      HC
157    157      HC2604  20250825  ...    3384       3355      HC
158    158      HC2605  20250825  ...    3385       3356      HC
159    159      HC2606  20250825  ...    3391       3365      HC
160    160      HC2607  20250825  ...    3401       3371      HC
161    161      HC2608  20250825  ...    3396       3374      HC
162    162      SS2509  20250825  ...   12750      12685      SS
163    163      SS2510  20250825  ...   12830      12755      SS
164    164      SS2511  20250825  ...   12900      12830      SS
165    165      SS2512  20250825  ...   12945      12860      SS
166    166      SS2601  20250825  ...   13000      12920      SS
167    167      SS2602  20250825  ...   13020      12950      SS
168    168      SS2603  20250825  ...   13095      13015      SS
169    169      SS2604  20250825  ...   13180      13075      SS
170    170      SS2605  20250825  ...   13220      13140      SS
171    171      SS2606  20250825  ...   13285      13190      SS
172    172      SS2607  20250825  ...   13345      13240      SS
173    173      SS2608  20250825  ...   13300      13300      SS
174    174      SC2509  20250825  ...   486.8      485.6      SC
175    175      SC2510  20250825  ...   493.5        491      SC
176    176      SC2511  20250825  ...   491.9      489.6      SC
177    177      SC2512  20250825  ...   489.5      487.8      SC
178    178      SC2601  20250825  ...   488.1      486.8      SC
179    179      SC2602  20250825  ...   486.9      486.5      SC
180    180      SC2603  20250825  ...   485.7      485.8      SC
181    181      SC2604  20250825  ...   485.5      484.4      SC
182    182      SC2605  20250825  ...   483.1      483.7      SC
183    183      SC2606  20250825  ...   483.4      483.3      SC
184    184      SC2607  20250825  ...   481.1      482.8      SC
185    185      SC2608  20250825  ...   482.2        482      SC
186    186      SC2609  20250825  ...   480.7      480.6      SC
187    187      SC2612  20250825  ...   483.6      481.2      SC
188    188      SC2703  20250825  ...   478.9      481.1      SC
189    189      SC2706  20250825  ...   481.1      481.1      SC
190    190      SC2709  20250825  ...   480.1        475      SC
191    191      SC2712  20250825  ...   479.2      478.4      SC
192    192      SC2803  20250825  ...   479.5      469.9      SC
193    193      SC2806  20250825  ...   471.9      467.9      SC
194    194      LU2509  20250825  ...    3452       3488      LU
195    195      LU2510  20250825  ...    3511       3469      LU
196    196      LU2511  20250825  ...    3521       3467      LU
197    197      LU2512  20250825  ...    3508       3453      LU
198    198      LU2601  20250825  ...    3488       3433      LU
199    199      LU2602  20250825  ...    3465       3423      LU
200    200      LU2603  20250825  ...    3458       3420      LU
201    201      LU2604  20250825  ...    3455       3418      LU
202    202      LU2605  20250825  ...    3443       3405      LU
203    203      LU2606  20250825  ...    3438       3407      LU
204    204      LU2607  20250825  ...    3434       3407      LU
205    205      LU2608  20250825  ...    3435       3401      LU
206    206      FU2509  20250825  ...    2805       2765      FU
207    207      FU2510  20250825  ...    2878       2767      FU
208    208      FU2511  20250825  ...    2848       2763      FU
209    209      FU2512  20250825  ...    2829       2756      FU
210    210      FU2601  20250825  ...    2812       2750      FU
211    211      FU2602  20250825  ...    2806       2750      FU
212    212      FU2603  20250825  ...    2793       2747      FU
213    213      FU2604  20250825  ...    2786       2745      FU
214    214      FU2605  20250825  ...    2782       2742      FU
215    215      FU2606  20250825  ...    2771       2735      FU
216    216      FU2607  20250825  ...    2749       2718      FU
217    217      FU2608  20250825  ...    2732       2705      FU
218    218      BU2509  20250825  ...    3540       3512      BU
219    219      BU2510  20250825  ...    3504       3479      BU
220    220      BU2511  20250825  ...    3470       3437      BU
221    221      BU2512  20250825  ...    3422       3388      BU
222    222      BU2601  20250825  ...    3386       3349      BU
223    223      BU2602  20250825  ...    3388       3357      BU
224    224      BU2603  20250825  ...    3385       3355      BU
225    225      BU2604  20250825  ...    3357       3357      BU
226    226      BU2605  20250825  ...    3381       3357      BU
227    227      BU2606  20250825  ...    3372       3352      BU
228    228      BU2607  20250825  ...    3347       3347      BU
229    229      BU2608  20250825  ...    3356       3317      BU
230    230      BU2609  20250825  ...    3361       3326      BU
231    231      BU2612  20250825  ...    3319       3304      BU
232    232      BU2703  20250825  ...    3335       3310      BU
233    233      BU2706  20250825  ...    3340       3321      BU
234    234      BR2509  20250825  ...   11920      11695      BR
235    235      BR2510  20250825  ...   11925      11700      BR
236    236      BR2511  20250825  ...   11915      11685      BR
237    237      BR2512  20250825  ...   11920      11695      BR
238    238      BR2601  20250825  ...   11920      11715      BR
239    239      BR2602  20250825  ...   11960      11760      BR
240    240      BR2603  20250825  ...   11975      11770      BR
241    241      BR2604  20250825  ...   12025      11770      BR
242    242      BR2605  20250825  ...   12030      11830      BR
243    243      BR2606  20250825  ...   12115      11880      BR
244    244      BR2607  20250825  ...   12080      12010      BR
245    245      BR2608  20250825  ...   12005      11825      BR
246    246      RU2509  20250825  ...   14850      14670      RU
247    247      RU2510  20250825  ...   14840      14680      RU
248    248      RU2511  20250825  ...   14850      14650      RU
249    249      RU2601  20250825  ...   15840      15640      RU
250    250      RU2603  20250825  ...   15915      15645      RU
251    251      RU2604  20250825  ...   15920      15700      RU
252    252      RU2605  20250825  ...   15955      15730      RU
253    253      RU2606  20250825  ...   15945      15765      RU
254    254      RU2607  20250825  ...   16035      15740      RU
255    255      RU2608  20250825  ...   16090      15940      RU
256    256      NR2509  20250825  ...   12665      12455      NR
257    257      NR2510  20250825  ...   12720      12515      NR
258    258      NR2511  20250825  ...   12750      12540      NR
259    259      NR2512  20250825  ...   12790      12565      NR
260    260      NR2601  20250825  ...   12805      12595      NR
261    261      NR2602  20250825  ...   12775      12570      NR
262    262      NR2603  20250825  ...   12735      12600      NR
263    263      NR2604  20250825  ...   12760      12650      NR
264    264      NR2605  20250825  ...   12915      12605      NR
265    265      NR2606  20250825  ...   12745      12745      NR
266    266      NR2607  20250825  ...   12780      12650      NR
267    267      NR2608  20250825  ...   12780      12650      NR
268    268      SP2509  20250825  ...    5084       5068      SP
269    269      SP2510  20250825  ...    5110       5072      SP
270    270      SP2511  20250825  ...    5130       5092      SP
271    271      SP2512  20250825  ...    5144       5110      SP
272    272      SP2601  20250825  ...    5398       5360      SP
273    273      SP2602  20250825  ...    5382       5324      SP
274    274      SP2603  20250825  ...    5394       5326      SP
275    275      SP2604  20250825  ...    5378       5328      SP
276    276      SP2605  20250825  ...    5392       5338      SP
277    277      SP2606  20250825  ...    5402       5332      SP
278    278      SP2607  20250825  ...    5412       5350      SP
279    279      SP2608  20250825  ...    5416       5356      SP
280    280      EC2508  20250825  ...  2129.8       2125      EC
281    281      EC2510  20250825  ...  1356.3       1324      EC
282    282      EC2512  20250825  ...    1691     1688.2      EC
283    283      EC2602  20250825  ...  1492.6     1485.3      EC
284    284      EC2604  20250825  ...  1294.4     1275.8      EC
285    285      EC2606  20250825  ...  1451.3     1451.2      EC
286    287  SC_TAS2510  20250825  ...                     SC_TAS
287    288  SC_TAS2511  20250825  ...                     SC_TAS
288    289  SC_TAS2512  20250825  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-25 18:26:35,236 - future_1d - INFO - ak.get_shfe_daily('2025-08-25') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250825  52400.0  ...  52030.0     51190.0       PS
1   PS2510  20250825  53265.0  ...  52220.0     51315.0       PS
2   PS2511  20250825  52320.0  ...  52055.0     51205.0       PS
3   PS2512  20250825  54980.0  ...  54365.0     53460.0       PS
4   PS2601  20250825  54665.0  ...  54450.0     53525.0       PS
5   PS2602  20250825  55005.0  ...  54765.0     53685.0       PS
6   PS2603  20250825  55200.0  ...  54725.0     53835.0       PS
7   PS2604  20250825  56800.0  ...  55040.0     54070.0       PS
8   PS2605  20250825  54800.0  ...  54890.0     54020.0       PS
9   PS2606  20250825  57380.0  ...  57365.0     56705.0       PS
10  PS2607  20250825  57070.0  ...  57525.0     56840.0       PS
11  PS2608  20250825  57000.0  ...  57555.0     56955.0       PS
13  SI2509  20250825   8870.0  ...   8745.0      8620.0       SI
14  SI2510  20250825   8885.0  ...   8760.0      8665.0       SI
15  SI2511  20250825   8930.0  ...   8765.0      8670.0       SI
16  SI2512  20250825   9255.0  ...   9120.0      9005.0       SI
17  SI2601  20250825   9220.0  ...   9120.0      8990.0       SI
18  SI2602  20250825   9215.0  ...   9105.0      8970.0       SI
19  SI2603  20250825   9215.0  ...   9100.0      8990.0       SI
20  SI2604  20250825   9230.0  ...   9135.0      8995.0       SI
21  SI2605  20250825   9250.0  ...   9150.0      9010.0       SI
22  SI2606  20250825   9255.0  ...   9165.0      9025.0       SI
23  SI2607  20250825   9220.0  ...   9155.0      9025.0       SI
24  SI2608  20250825   9205.0  ...   9195.0      8975.0       SI
27  LC2509  20250825  82740.0  ...  80100.0     80160.0       LC
28  LC2510  20250825  80200.0  ...  79840.0     79940.0       LC
29  LC2511  20250825  81000.0  ...  79620.0     79620.0       LC
30  LC2512  20250825  80020.0  ...  79220.0     79160.0       LC
31  LC2601  20250825  80000.0  ...  78840.0     78820.0       LC
32  LC2602  20250825  81300.0  ...  79220.0     78260.0       LC
33  LC2603  20250825  80100.0  ...  78440.0     77920.0       LC
34  LC2604  20250825  79280.0  ...  77960.0     77800.0       LC
35  LC2605  20250825  78500.0  ...  77880.0     77860.0       LC
36  LC2606  20250825  79320.0  ...  77880.0     77520.0       LC
37  LC2607  20250825  78300.0  ...  77680.0     77580.0       LC
38  LC2608  20250825  79300.0  ...  78180.0     78180.0       LC

[36 rows x 12 columns]
2025-08-25 18:26:35,396 - future_1d - INFO - ak.get_gfex_daily('2025-08-25') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250825  6836.000  ...  6904.000    6787.200       IC
1   IC2510  20250825  6820.000  ...  6872.000    6750.800       IC
2   IC2512  20250825  6750.000  ...  6786.600    6662.800       IC
3   IC2603  20250825  6643.800  ...  6665.800    6537.800       IC
4   IF2509  20250825  4425.000  ...  4458.400    4374.400       IF
5   IF2510  20250825  4410.600  ...  4451.600    4369.400       IF
6   IF2512  20250825  4410.000  ...  4441.400    4353.400       IF
7   IF2603  20250825  4400.000  ...  4423.400    4334.400       IF
8   IH2509  20250825  2959.000  ...  2983.600    2929.400       IH
9   IH2510  20250825  2958.400  ...  2982.800    2928.000       IH
10  IH2512  20250825  2960.000  ...  2986.000    2931.000       IH
11  IH2603  20250825  2965.000  ...  2988.200    2932.800       IH
12  IM2509  20250825  7400.000  ...  7423.000    7319.600       IM
13  IM2510  20250825  7361.200  ...  7374.000    7272.600       IM
14  IM2512  20250825  7242.000  ...  7273.600    7159.200       IM
15  IM2603  20250825  7081.200  ...  7121.800    7009.800       IM
16   T2509  20250825   107.765  ...   108.125     107.905        T
17   T2512  20250825   107.580  ...   107.925     107.655        T
18   T2603  20250825   107.355  ...   107.670     107.405        T
19  TF2509  20250825   105.460  ...   105.575     105.470       TF
20  TF2512  20250825   105.300  ...   105.515     105.370       TF
21  TF2603  20250825   105.350  ...   105.360     105.285       TF
22  TL2509  20250825   116.290  ...   117.150     116.440       TL
23  TL2512  20250825   115.680  ...   116.720     115.900       TL
24  TL2603  20250825   115.390  ...   116.370     115.540       TL
25  TS2509  20250825   102.318  ...   102.334     102.318       TS
26  TS2512  20250825   102.312  ...   102.390     102.318       TS
27  TS2603  20250825   102.278  ...   102.316     102.298       TS

[28 rows x 12 columns]
2025-08-25 18:26:35,709 - future_1d - INFO - ak.get_cffex_daily('2025-08-25') done
2025-08-25 18:26:37,512 - future_1d - INFO - save future_daily 2025-08-25 completed