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164  SF606  20251016   5410.0   5508.0  ...       51.68   5440.0      5436.0       SF
165  SF607  20251016   5580.0   5674.0  ...       47.85   5630.0      5602.0       SF
166  SF608  20251016   5632.0   5632.0  ...        2.82   5632.0      5598.0       SF
167  SF609  20251016   5554.0   5660.0  ...      106.79   5620.0      5582.0       SF
168  SH510  20251016      0.0      0.0  ...        0.00   2417.0      2400.0       SH
169  SH511  20251016   2418.0   2433.0  ...    35385.91   2424.0      2407.0       SH
170  SH512  20251016   2468.0   2487.0  ...   112669.73   2475.0      2458.0       SH
171  SH601  20251016   2446.0   2465.0  ...  1942132.93   2451.0      2434.0       SH
172  SH602  20251016   2475.0   2495.0  ...   297506.00   2477.0      2466.0       SH
173  SH603  20251016   2492.0   2501.0  ...   247580.43   2483.0      2475.0       SH
174  SH604  20251016   2537.0   2545.0  ...      144.76   2540.0      2526.0       SH
175  SH605  20251016   2541.0   2557.0  ...    12971.32   2546.0      2535.0       SH
176  SH606  20251016   2581.0   2585.0  ...       46.51   2584.0      2564.0       SH
177  SH607  20251016   2585.0   2588.0  ...       85.28   2584.0      2568.0       SH
178  SH608  20251016   2598.0   2612.0  ...       23.46   2607.0      2592.0       SH
179  SH609  20251016   2597.0   2610.0  ...      148.52   2606.0      2596.0       SH
180  SM510  20251016   5610.0   5642.0  ...     1174.49   5634.0      5660.0       SM
181  SM511  20251016   5690.0   5772.0  ...    16696.96   5744.0      5754.0       SM
182  SM512  20251016   5726.0   5780.0  ...   286597.53   5760.0      5762.0       SM
183  SM601  20251016   5734.0   5786.0  ...   371676.15   5758.0      5766.0       SM
184  SM602  20251016   5738.0   5788.0  ...    85538.56   5766.0      5770.0       SM
185  SM603  20251016   5736.0   5798.0  ...   312946.90   5778.0      5782.0       SM
186  SM604  20251016      0.0      0.0  ...        0.00   5788.0      5802.0       SM
187  SM605  20251016   5766.0   5816.0  ...    13157.59   5796.0      5794.0       SM
188  SM606  20251016      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251016      0.0      0.0  ...        0.00   5800.0      5790.0       SM
190  SM608  20251016      0.0      0.0  ...        0.00   5808.0      5794.0       SM
191  SM609  20251016   5800.0   5846.0  ...      705.19   5828.0      5826.0       SM
192  SR511  20251016   5414.0   5414.0  ...    16599.07   5395.0      5427.0       SR
193  SR601  20251016   5394.0   5412.0  ...   780361.11   5403.0      5402.0       SR
194  SR603  20251016   5381.0   5395.0  ...   165285.78   5387.0      5388.0       SR
195  SR605  20251016   5365.0   5377.0  ...    64185.43   5368.0      5373.0       SR
196  SR607  20251016   5370.0   5384.0  ...     1591.05   5375.0      5384.0       SR
197  SR609  20251016   5382.0   5393.0  ...     3960.57   5381.0      5394.0       SR
198  TA510  20251016   4382.0   4410.0  ...     2056.70   4400.0      4370.0       TA
199  TA511  20251016   4400.0   4430.0  ...    44114.52   4410.0      4378.0       TA
200  TA512  20251016   4410.0   4446.0  ...   151516.62   4420.0      4394.0       TA
201  TA601  20251016   4442.0   4466.0  ...  1398005.58   4442.0      4412.0       TA
202  TA602  20251016   4460.0   4480.0  ...   153250.12   4452.0      4424.0       TA
203  TA603  20251016   4480.0   4496.0  ...    79583.40   4470.0      4438.0       TA
204  TA604  20251016   4488.0   4504.0  ...       38.07   4480.0      4456.0       TA
205  TA605  20251016   4490.0   4524.0  ...    91544.22   4504.0      4474.0       TA
206  TA606  20251016   4520.0   4526.0  ...       15.84   4524.0      4476.0       TA
207  TA607  20251016      0.0      0.0  ...        0.00   4526.0      4492.0       TA
208  TA608  20251016      0.0      0.0  ...        0.00   4538.0      4526.0       TA
209  TA609  20251016   4532.0   4550.0  ...     1390.92   4538.0      4512.0       TA
210  UR510  20251016   1495.0   1495.0  ...      301.99   1495.0      1495.0       UR
211  UR511  20251016   1575.0   1585.0  ...    11581.73   1573.0      1580.0       UR
212  UR512  20251016   1585.0   1597.0  ...    31846.83   1587.0      1590.0       UR
213  UR601  20251016   1599.0   1610.0  ...   495547.68   1597.0      1604.0       UR
214  UR602  20251016   1606.0   1617.0  ...    18143.87   1608.0      1612.0       UR
215  UR603  20251016   1665.0   1668.0  ...      238.29   1655.0      1666.0       UR
216  UR604  20251016   1667.0   1673.0  ...       36.71   1669.0      1669.0       UR
217  UR605  20251016   1669.0   1680.0  ...    46618.44   1670.0      1674.0       UR
218  UR606  20251016   1670.0   1686.0  ...      338.12   1674.0      1680.0       UR
219  UR607  20251016   1703.0   1719.0  ...       81.94   1707.0      1708.0       UR
220  UR608  20251016   1700.0   1715.0  ...      102.37   1706.0      1707.0       UR
221  UR609  20251016   1700.0   1712.0  ...      446.55   1704.0      1707.0       UR
222  WH511  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-20 18:26:20,136 - future_1d - INFO - ak.get_czce_daily('2025-10-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251016      0.0  ...  52555.0     50755.0       PS
1   PS2511  20251016  50690.0  ...  51755.0     50805.0       PS
2   PS2512  20251016  53160.0  ...  54225.0     53270.0       PS
3   PS2601  20251016  53280.0  ...  54180.0     53165.0       PS
4   PS2602  20251016  52830.0  ...  53995.0     52840.0       PS
5   PS2603  20251016  52705.0  ...  53925.0     52690.0       PS
6   PS2604  20251016  52790.0  ...  53825.0     52600.0       PS
7   PS2605  20251016  52985.0  ...  53700.0     52730.0       PS
8   PS2606  20251016  54475.0  ...  55560.0     54525.0       PS
9   PS2607  20251016  54050.0  ...  55495.0     54410.0       PS
10  PS2608  20251016  53775.0  ...  55065.0     54125.0       PS
11  PS2609  20251016  53780.0  ...  54750.0     53855.0       PS
13  SI2510  20251016   8620.0  ...   8615.0      8620.0       SI
14  SI2511  20251016   8555.0  ...   8575.0      8595.0       SI
15  SI2512  20251016   8955.0  ...   8955.0      8965.0       SI
16  SI2601  20251016   8885.0  ...   8895.0      8905.0       SI
17  SI2602  20251016   8915.0  ...   8890.0      8885.0       SI
18  SI2603  20251016   8890.0  ...   8895.0      8910.0       SI
19  SI2604  20251016   8880.0  ...   8920.0      8940.0       SI
20  SI2605  20251016   8880.0  ...   8925.0      8935.0       SI
21  SI2606  20251016   8940.0  ...   8930.0      8960.0       SI
22  SI2607  20251016   8950.0  ...   8950.0      8935.0       SI
23  SI2608  20251016   8895.0  ...   8965.0      8960.0       SI
24  SI2609  20251016   8950.0  ...   8965.0      8975.0       SI
27  LC2510  20251016  73600.0  ...  73660.0     73220.0       LC
28  LC2511  20251016  72820.0  ...  73820.0     73100.0       LC
29  LC2512  20251016  73000.0  ...  74080.0     73200.0       LC
30  LC2601  20251016  73200.0  ...  74060.0     73200.0       LC
31  LC2602  20251016  72720.0  ...  73780.0     73100.0       LC
32  LC2603  20251016  72800.0  ...  73820.0     72980.0       LC
33  LC2604  20251016  73540.0  ...  74340.0     73640.0       LC
34  LC2605  20251016  73500.0  ...  74320.0     73680.0       LC
35  LC2606  20251016  73580.0  ...  74200.0     73620.0       LC
36  LC2607  20251016  73320.0  ...  74220.0     73560.0       LC
37  LC2608  20251016  73980.0  ...  74460.0     73840.0       LC
38  LC2609  20251016  73820.0  ...  74460.0     73940.0       LC

[36 rows x 12 columns]
2025-10-20 18:26:20,378 - future_1d - INFO - ak.get_gfex_daily('2025-10-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251016  7242.200  ...  7212.600    7272.000       IC
1   IC2511  20251016  7183.200  ...  7111.800    7190.400       IC
2   IC2512  20251016  7123.000  ...  7046.600    7134.400       IC
3   IC2603  20251016  6957.800  ...  6881.600    6972.000       IC
4   IF2510  20251016  4596.400  ...  4611.200    4596.400       IF
5   IF2511  20251016  4573.000  ...  4596.800    4583.800       IF
6   IF2512  20251016  4561.000  ...  4585.800    4572.600       IF
7   IF2603  20251016  4546.400  ...  4564.200    4551.200       IF
8   IH2510  20251016  2994.600  ...  3018.000    2996.800       IH
9   IH2511  20251016  2994.200  ...  3017.200    2994.000       IH
10  IH2512  20251016  2991.000  ...  3017.400    2995.000       IH
11  IH2603  20251016  2989.600  ...  3016.800    2996.000       IH
12  IM2510  20251016  7440.400  ...  7394.000    7451.600       IM
13  IM2511  20251016  7334.000  ...  7276.800    7357.600       IM
14  IM2512  20251016  7255.000  ...  7190.600    7273.800       IM
15  IM2603  20251016  7040.000  ...  6971.400    7054.200       IM
16   T2512  20251016   108.115  ...   108.160     108.100        T
17   T2603  20251016   107.800  ...   107.865     107.780        T
18   T2606  20251016   107.720  ...   107.775     107.705        T
19  TF2512  20251016   105.710  ...   105.705     105.715       TF
20  TF2603  20251016   105.640  ...   105.610     105.610       TF
21  TF2606  20251016   105.610  ...   105.630     105.615       TF
22  TL2512  20251016   114.660  ...   115.020     114.480       TL
23  TL2603  20251016   114.450  ...   114.720     114.160       TL
24  TL2606  20251016   114.280  ...   114.590     114.100       TL
25  TS2512  20251016   102.382  ...   102.368     102.372       TS
26  TS2603  20251016   102.276  ...   102.280     102.274       TS
27  TS2606  20251016   102.316  ...   102.316     102.316       TS

[28 rows x 12 columns]
2025-10-20 18:26:20,559 - future_1d - INFO - ak.get_cffex_daily('2025-10-16') done
2025-10-20 18:26:22,329 - future_1d - INFO - save future_daily 2025-10-16 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251017   442.6   443.4  ...  2711807.83   437.9      443.2      SC
1       SC2512  20251017     444   445.6  ...  3930667.83   439.6      445.6      SC
2       SC2601  20251017   444.2   445.7  ...   619601.49   439.5        446      SC
3       SC2602  20251017   444.8   446.2  ...    66816.54   439.2      446.7      SC
4       SC2603  20251017   446.2     447  ...    18022.51   440.6      447.3      SC
5       SC2604  20251017   446.6   446.6  ...     6111.94   439.7      448.3      SC
6       SC2605  20251017   447.6     448  ...     9077.28   440.6      449.4      SC
7       SC2606  20251017   447.7     449  ...    11005.71   441.9      449.9      SC
8       SC2607  20251017     449   449.4  ...      932.48     444      451.9      SC
9       SC2608  20251017   449.8   450.6  ...      668.35   445.5      452.2      SC
10      SC2609  20251017   449.4   452.8  ...     1069.69   445.7      451.7      SC
11      SC2610  20251017                  ...           0   447.3      449.7      SC
12      SC2612  20251017   445.1   446.8  ...      267.39   445.6      451.8      SC
13      SC2703  20251017   448.1   448.1  ...       89.62   448.1      450.7      SC
14      SC2706  20251017                  ...           0   451.7      453.6      SC
15      SC2709  20251017                  ...           0   450.2      450.2      SC
16      SC2712  20251017   444.1   447.6  ...      133.57   445.2      450.6      SC
17      SC2803  20251017     446     446  ...        44.6     446      449.9      SC
18      SC2806  20251017   445.9   449.6  ...      312.99   447.1      453.5      SC
19      SC2809  20251017     447   450.1  ...     1572.51   449.2      451.8      SC
21      LU2511  20251017    3136    3142  ...   17529.145    3069       3147      LU
22      LU2512  20251017    3161    3161  ...  339143.027    3096       3163      LU
23      LU2601  20251017    3156    3156  ...  216954.143    3101       3163      LU
24      LU2602  20251017    3159    3159  ...   49381.996    3115       3166      LU
25      LU2603  20251017    3156    3157  ...     4964.75    3116       3165      LU
26      LU2604  20251017    3140    3140  ...      43.579    3112       3176      LU
27      LU2605  20251017    3148    3161  ...     127.562    3111       3184      LU
28      LU2606  20251017    3157    3157  ...      24.939    3117       3192      LU
29      LU2607  20251017    3160    3168  ...     110.012    3143       3191      LU
30      LU2608  20251017    3157    3161  ...      84.601    3133       3192      LU
31      LU2609  20251017    3170    3178  ...     129.337    3154       3192      LU
32      LU2610  20251017    3150    3150  ...      25.038    3129       3185      LU
34      NR2511  20251017   12325   12425  ...  274418.315   12340      12295      NR
35      NR2512  20251017   12300   12360  ...   798817.15   12290      12245      NR
36      NR2601  20251017   12240   12290  ...   219539.39   12215      12215      NR
37      NR2602  20251017   12165   12240  ...    20717.32   12155      12195      NR
38      NR2603  20251017   12160   12210  ...    4097.445   12120      12185      NR
39      NR2604  20251017   12130   12195  ...      993.87   12120      12145      NR
40      NR2605  20251017   12165   12215  ...     654.505   12120      12165      NR
41      NR2606  20251017   12195   12195  ...      121.27   12125      12140      NR
42      NR2607  20251017   12160   12160  ...       36.44   12145      12100      NR
43      NR2608  20251017   12175   12175  ...      12.175   12175      12090      NR
44      NR2609  20251017   12195   12245  ...      36.655   12215      12180      NR
45      NR2610  20251017   12285   12285  ...      24.535   12265      12185      NR
47      BC2511  20251017   75010   75860  ...   310009.74   75250      75500      BC
48      BC2512  20251017   75200   75880  ...    40882.03   75350      75590      BC
49      BC2601  20251017   75510   75510  ...      37.755   75510      76570      BC
50      BC2602  20251017                  ...           0   75800      75800      BC
51      BC2603  20251017                  ...           0   75870      75870      BC
52      BC2604  20251017                  ...           0   76440      76520      BC
53      BC2605  20251017                  ...           0   75900      75900      BC
54      BC2606  20251017                  ...           0   75880      75880      BC
55      BC2607  20251017                  ...           0   76570      76570      BC
56      BC2608  20251017                  ...           0   75800      75800      BC
57      BC2609  20251017                  ...           0   76130      76130      BC
58      BC2610  20251017                  ...           0   76130      76130      BC
60      EC2510  20251017  1107.9  1108.2  ...   8680.6755  1098.8       1112      EC
61      EC2512  20251017  1658.1  1698.6  ...  247387.476  1658.2       1663      EC
62      EC2602  20251017    1430  1484.5  ...  37672.6205  1459.8     1427.9      EC
63      EC2604  20251017    1130    1144  ...   17065.984  1126.4     1114.5      EC
64      EC2606  20251017    1298  1306.2  ...   1108.1375  1288.5     1283.7      EC
65      EC2608  20251017    1410    1428  ...    1002.164  1411.4     1418.2      EC
68  SC_TAS2511  20251017                  ...                                 SC_TAS
69  SC_TAS2512  20251017                  ...                                 SC_TAS
70  SC_TAS2601  20251017                  ...                                 SC_TAS
71  SC_TAS2602  20251017                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-20 18:26:25,663 - future_1d - INFO - ak.get_ine_daily('2025-10-17') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251017  ...    84720      85040      CU
1        1      CU2512  20251017  ...    84760      85060      CU
2        2      CU2601  20251017  ...    84710      85010      CU
3        3      CU2602  20251017  ...    84610      84870      CU
4        4      CU2603  20251017  ...    84560      84830      CU
5        5      CU2604  20251017  ...    84440      84800      CU
6        6      CU2605  20251017  ...    84470      84710      CU
7        7      CU2606  20251017  ...    84350      84690      CU
8        8      CU2607  20251017  ...    84200      84460      CU
9        9      CU2608  20251017  ...    84120      84470      CU
10      10      CU2609  20251017  ...    83990      84310      CU
11      11      CU2610  20251017  ...    83980      84110      CU
12      12      BC2511  20251017  ...    75250      75500      BC
13      13      BC2512  20251017  ...    75350      75590      BC
14      14      BC2601  20251017  ...    75510      76570      BC
15      15      BC2602  20251017  ...    75800      75800      BC
16      16      BC2603  20251017  ...    75870      75870      BC
17      17      BC2604  20251017  ...    76440      76520      BC
18      18      BC2605  20251017  ...    75900      75900      BC
19      19      BC2606  20251017  ...    75880      75880      BC
20      20      BC2607  20251017  ...    76570      76570      BC
21      21      BC2608  20251017  ...    75800      75800      BC
22      22      BC2609  20251017  ...    76130      76130      BC
23      23      BC2610  20251017  ...    76130      76130      BC
24      24      AL2511  20251017  ...    20960      20910      AL
25      25      AL2512  20251017  ...    20990      20935      AL
26      26      AL2601  20251017  ...    20995      20940      AL
27      27      AL2602  20251017  ...    21005      20935      AL
28      28      AL2603  20251017  ...    21010      20955      AL
29      29      AL2604  20251017  ...    21025      20985      AL
30      30      AL2605  20251017  ...    21040      20990      AL
31      31      AL2606  20251017  ...    21040      21010      AL
32      32      AL2607  20251017  ...    21070      20970      AL
33      33      AL2608  20251017  ...    21025      20990      AL
34      34      AL2609  20251017  ...    21035      20970      AL
35      35      AL2610  20251017  ...    21060      20985      AL
36      36      ZN2511  20251017  ...    21910      21950      ZN
37      37      ZN2512  20251017  ...    21925      21980      ZN
38      38      ZN2601  20251017  ...    21955      22015      ZN
39      39      ZN2602  20251017  ...    21990      22050      ZN
40      40      ZN2603  20251017  ...    22005      22080      ZN
41      41      ZN2604  20251017  ...    22010      22120      ZN
42      42      ZN2605  20251017  ...    22065      22140      ZN
43      43      ZN2606  20251017  ...    22075      22175      ZN
44      44      ZN2607  20251017  ...    22175      22175      ZN
45      45      ZN2608  20251017  ...    22205      22225      ZN
46      46      ZN2609  20251017  ...    22195      22255      ZN
47      47      ZN2610  20251017  ...    22210      22100      ZN
48      48      PB2511  20251017  ...    17050      17115      PB
49      49      PB2512  20251017  ...    17070      17135      PB
50      50      PB2601  20251017  ...    17070      17135      PB
51      51      PB2602  20251017  ...    17070      17120      PB
52      52      PB2603  20251017  ...    17120      17170      PB
53      53      PB2604  20251017  ...    17120      17190      PB
54      54      PB2605  20251017  ...    17150      17230      PB
55      55      PB2606  20251017  ...    17205      17230      PB
56      56      PB2607  20251017  ...    17160      17160      PB
57      57      PB2608  20251017  ...    17235      17245      PB
58      58      PB2609  20251017  ...    17175      17255      PB
59      59      PB2610  20251017  ...    17230      17235      PB
60      60      NI2511  20251017  ...   121340     120920      NI
61      61      NI2512  20251017  ...   121490     121070      NI
62      62      NI2601  20251017  ...   121690     121290      NI
63      63      NI2602  20251017  ...   121870     121520      NI
64      64      NI2603  20251017  ...   122040     121790      NI
65      65      NI2604  20251017  ...   122430     122050      NI
66      66      NI2605  20251017  ...   122570     122200      NI
67      67      NI2606  20251017  ...   122810     122390      NI
68      68      NI2607  20251017  ...   123110     122720      NI
69      69      NI2608  20251017  ...   123310     123000      NI
70      70      NI2609  20251017  ...   124290     123310      NI
71      71      NI2610  20251017  ...   123530     123480      NI
72      72      SN2511  20251017  ...   281380     280030      SN
73      73      SN2512  20251017  ...   281840     280450      SN
74      74      SN2601  20251017  ...   281930     280580      SN
75      75      SN2602  20251017  ...   282070     280680      SN
76      76      SN2603  20251017  ...   281950     280540      SN
77      77      SN2604  20251017  ...   282360     280560      SN
78      78      SN2605  20251017  ...   282090     280280      SN
79      79      SN2606  20251017  ...   282500     280690      SN
80      80      SN2607  20251017  ...   282610     281020      SN
81      81      SN2608  20251017  ...   282980     281860      SN
82      82      SN2609  20251017  ...   283360     282990      SN
83      83      SN2610  20251017  ...   282070     282070      SN
84      84      AO2511  20251017  ...     2779       2763      AO
85      85      AO2512  20251017  ...     2788       2773      AO
86      86      AO2601  20251017  ...     2802       2784      AO
87      87      AO2602  20251017  ...     2821       2806      AO
88      88      AO2603  20251017  ...     2893       2878      AO
89      89      AO2604  20251017  ...     2906       2894      AO
90      90      AO2605  20251017  ...     2919       2900      AO
91      91      AO2606  20251017  ...     2928       2914      AO
92      92      AO2607  20251017  ...     2934       2923      AO
93      93      AO2608  20251017  ...     2941       2932      AO
94      94      AO2609  20251017  ...     2962       2949      AO
95      95      AO2610  20251017  ...     2976       2946      AO
96      96      AD2511  20251017  ...    20395      20370      AD
97      97      AD2512  20251017  ...    20475      20435      AD
98      98      AD2601  20251017  ...    20515      20480      AD
99      99      AD2602  20251017  ...    20495      20460      AD
100    100      AD2603  20251017  ...    20530      20420      AD
101    101      AD2604  20251017  ...    20420      20420      AD
102    102      AD2605  20251017  ...    20375      20405      AD
103    103      AD2606  20251017  ...    20300      20300      AD
104    104      AD2607  20251017  ...    20270      20270      AD
105    105      AD2608  20251017  ...    20390      20495      AD
106    106      AD2609  20251017  ...    20640      20495      AD
107    107      AD2610  20251017  ...    20495      20495      AD
108    108      AU2511  20251017  ...    988.7     963.74      AU
109    109      AU2512  20251017  ...   986.38        963      AU
110    110      AU2601  20251017  ...   989.44     966.54      AU
111    111      AU2602  20251017  ...    989.9     965.94      AU
112    112      AU2604  20251017  ...   992.24     967.76      AU
113    113      AU2606  20251017  ...    995.6     970.88      AU
114    114      AU2608  20251017  ...    997.1     973.76      AU
115    115      AU2610  20251017  ...  1000.74     976.74      AU
116    116      AG2511  20251017  ...    12215      12004      AG
117    117      AG2512  20251017  ...    12230      12002      AG
118    118      AG2601  20251017  ...    12236      12009      AG
119    119      AG2602  20251017  ...    12249      12026      AG
120    120      AG2603  20251017  ...    12258      12045      AG
121    121      AG2604  20251017  ...    12270      12045      AG
122    122      AG2605  20251017  ...    12282      12055      AG
123    123      AG2606  20251017  ...    12293      12077      AG
124    124      AG2607  20251017  ...    12316      12085      AG
125    125      AG2608  20251017  ...    12310      12095      AG
126    126      AG2609  20251017  ...    12327      12125      AG
127    127      AG2610  20251017  ...    12340      12147      AG
128    128      RB2511  20251017  ...     2985       2971      RB
129    129      RB2512  20251017  ...     3033       3017      RB
130    130      RB2601  20251017  ...     3046       3036      RB
131    131      RB2602  20251017  ...     3052       3043      RB
132    132      RB2603  20251017  ...     3075       3064      RB
133    133      RB2604  20251017  ...     3092       3079      RB
134    134      RB2605  20251017  ...     3103       3087      RB
135    135      RB2606  20251017  ...     3118       3103      RB
136    136      RB2607  20251017  ...     3125       3111      RB
137    137      RB2608  20251017  ...     3136       3122      RB
138    138      RB2609  20251017  ...     3139       3129      RB
139    139      RB2610  20251017  ...     3142       3134      RB
140    140      WR2511  20251017  ...     3270       3270      WR
141    141      WR2512  20251017  ...     3355       3353      WR
142    142      WR2601  20251017  ...     3365       3336      WR
143    143      WR2602  20251017  ...     3403       3383      WR
144    144      WR2603  20251017  ...     3361       3361      WR
145    145      WR2604  20251017  ...     3369       3369      WR
146    146      WR2605  20251017  ...     3365       3365      WR
147    147      WR2606  20251017  ...     3363       3363      WR
148    148      WR2607  20251017  ...     3416       3416      WR
149    149      WR2608  20251017  ...     3461       3461      WR
150    150      WR2609  20251017  ...     3430       3430      WR
151    151      WR2610  20251017  ...     3430       3430      WR
152    152      HC2511  20251017  ...     3265       3255      HC
153    153      HC2512  20251017  ...     3255       3249      HC
154    154      HC2601  20251017  ...     3219       3209      HC
155    155      HC2602  20251017  ...     3226       3215      HC
156    156      HC2603  20251017  ...     3226       3215      HC
157    157      HC2604  20251017  ...     3230       3215      HC
158    158      HC2605  20251017  ...     3234       3220      HC
159    159      HC2606  20251017  ...     3228       3226      HC
160    160      HC2607  20251017  ...     3244       3228      HC
161    161      HC2608  20251017  ...     3249       3231      HC
162    162      HC2609  20251017  ...     3252       3240      HC
163    163      HC2610  20251017  ...     3256       3240      HC
164    164      SS2511  20251017  ...    12585      12515      SS
165    165      SS2512  20251017  ...    12615      12545      SS
166    166      SS2601  20251017  ...    12705      12635      SS
167    167      SS2602  20251017  ...    12760      12690      SS
168    168      SS2603  20251017  ...    12845      12760      SS
169    169      SS2604  20251017  ...    12910      12845      SS
170    170      SS2605  20251017  ...    12965      12910      SS
171    171      SS2606  20251017  ...    13045      12960      SS
172    172      SS2607  20251017  ...    13085      13000      SS
173    173      SS2608  20251017  ...    13125      13080      SS
174    174      SS2609  20251017  ...    13175      13120      SS
175    175      SS2610  20251017  ...    13230      13210      SS
176    176      SC2511  20251017  ...    437.9      443.2      SC
177    177      SC2512  20251017  ...    439.6      445.6      SC
178    178      SC2601  20251017  ...    439.5        446      SC
179    179      SC2602  20251017  ...    439.2      446.7      SC
180    180      SC2603  20251017  ...    440.6      447.3      SC
181    181      SC2604  20251017  ...    439.7      448.3      SC
182    182      SC2605  20251017  ...    440.6      449.4      SC
183    183      SC2606  20251017  ...    441.9      449.9      SC
184    184      SC2607  20251017  ...      444      451.9      SC
185    185      SC2608  20251017  ...    445.5      452.2      SC
186    186      SC2609  20251017  ...    445.7      451.7      SC
187    187      SC2610  20251017  ...    447.3      449.7      SC
188    188      SC2612  20251017  ...    445.6      451.8      SC
189    189      SC2703  20251017  ...    448.1      450.7      SC
190    190      SC2706  20251017  ...    451.7      453.6      SC
191    191      SC2709  20251017  ...    450.2      450.2      SC
192    192      SC2712  20251017  ...    445.2      450.6      SC
193    193      SC2803  20251017  ...      446      449.9      SC
194    194      SC2806  20251017  ...    447.1      453.5      SC
195    195      SC2809  20251017  ...    449.2      451.8      SC
196    196      LU2511  20251017  ...     3069       3147      LU
197    197      LU2512  20251017  ...     3096       3163      LU
198    198      LU2601  20251017  ...     3101       3163      LU
199    199      LU2602  20251017  ...     3115       3166      LU
200    200      LU2603  20251017  ...     3116       3165      LU
201    201      LU2604  20251017  ...     3112       3176      LU
202    202      LU2605  20251017  ...     3111       3184      LU
203    203      LU2606  20251017  ...     3117       3192      LU
204    204      LU2607  20251017  ...     3143       3191      LU
205    205      LU2608  20251017  ...     3133       3192      LU
206    206      LU2609  20251017  ...     3154       3192      LU
207    207      LU2610  20251017  ...     3129       3185      LU
208    208      FU2511  20251017  ...     2719       2761      FU
209    209      FU2512  20251017  ...     2674       2718      FU
210    210      FU2601  20251017  ...     2644       2694      FU
211    211      FU2602  20251017  ...     2631       2675      FU
212    212      FU2603  20251017  ...     2620       2666      FU
213    213      FU2604  20251017  ...     2618       2663      FU
214    214      FU2605  20251017  ...     2613       2657      FU
215    215      FU2606  20251017  ...     2609       2647      FU
216    216      FU2607  20251017  ...     2602       2642      FU
217    217      FU2608  20251017  ...     2574       2612      FU
218    218      FU2609  20251017  ...     2575       2606      FU
219    219      FU2610  20251017  ...     2564       2595      FU
220    220      BU2511  20251017  ...     3247       3265      BU
221    221      BU2512  20251017  ...     3172       3191      BU
222    222      BU2601  20251017  ...     3137       3161      BU
223    223      BU2602  20251017  ...     3146       3171      BU
224    224      BU2603  20251017  ...     3164       3195      BU
225    225      BU2604  20251017  ...     3171       3199      BU
226    226      BU2605  20251017  ...     3177       3202      BU
227    227      BU2606  20251017  ...     3182       3206      BU
228    228      BU2607  20251017  ...     3186       3213      BU
229    229      BU2608  20251017  ...     3177       3202      BU
230    230      BU2609  20251017  ...     3184       3208      BU
231    231      BU2610  20251017  ...     3168       3187      BU
232    232      BU2612  20251017  ...     3125       3149      BU
233    233      BU2703  20251017  ...     3150       3154      BU
234    234      BU2706  20251017  ...     3151       3168      BU
235    235      BU2709  20251017  ...     3158       3171      BU
236    236      BR2511  20251017  ...    11035      11005      BR
237    237      BR2512  20251017  ...    10940      10930      BR
238    238      BR2601  20251017  ...    10915      10930      BR
239    239      BR2602  20251017  ...    10890      10925      BR
240    240      BR2603  20251017  ...    10880      10890      BR
241    241      BR2604  20251017  ...    10850      10875      BR
242    242      BR2605  20251017  ...    10945      10915      BR
243    243      BR2606  20251017  ...    10910      10980      BR
244    244      BR2607  20251017  ...    11150      11065      BR
245    245      BR2608  20251017  ...    11185      11080      BR
246    246      BR2609  20251017  ...    11245      11180      BR
247    247      BR2610  20251017  ...    11215      11080      BR
248    248      RU2511  20251017  ...    14065      14105      RU
249    249      RU2601  20251017  ...    14820      14845      RU
250    250      RU2603  20251017  ...    14810      14820      RU
251    251      RU2604  20251017  ...    14800      14885      RU
252    252      RU2605  20251017  ...    14790      14830      RU
253    253      RU2606  20251017  ...    14815      14815      RU
254    254      RU2607  20251017  ...    14840      14885      RU
255    255      RU2608  20251017  ...    14810      14865      RU
256    256      RU2609  20251017  ...    14815      14825      RU
257    257      RU2610  20251017  ...    14855      14810      RU
258    258      NR2511  20251017  ...    12340      12295      NR
259    259      NR2512  20251017  ...    12290      12245      NR
260    260      NR2601  20251017  ...    12215      12215      NR
261    261      NR2602  20251017  ...    12155      12195      NR
262    262      NR2603  20251017  ...    12120      12185      NR
263    263      NR2604  20251017  ...    12120      12145      NR
264    264      NR2605  20251017  ...    12120      12165      NR
265    265      NR2606  20251017  ...    12125      12140      NR
266    266      NR2607  20251017  ...    12145      12100      NR
267    267      NR2608  20251017  ...    12175      12090      NR
268    268      NR2609  20251017  ...    12215      12180      NR
269    269      NR2610  20251017  ...    12265      12185      NR
270    270      SP2511  20251017  ...     4850       4850      SP
271    271      SP2512  20251017  ...     4870       4874      SP
272    272      SP2601  20251017  ...     5124       5154      SP
273    273      SP2602  20251017  ...     5142       5168      SP
274    274      SP2603  20251017  ...     5156       5188      SP
275    275      SP2604  20251017  ...     5174       5196      SP
276    276      SP2605  20251017  ...     5186       5220      SP
277    277      SP2606  20251017  ...     5184       5228      SP
278    278      SP2607  20251017  ...     5190       5220      SP
279    279      SP2608  20251017  ...     5196       5234      SP
280    280      SP2609  20251017  ...     5186       5220      SP
281    281      SP2610  20251017  ...     5190       5244      SP
282    282      OP2601  20251017  ...     4206       4210      OP
283    283      OP2602  20251017  ...     4220       4224      OP
284    284      OP2603  20251017  ...     4216       4216      OP
285    285      OP2604  20251017  ...     4228       4232      OP
286    286      OP2605  20251017  ...     4216       4216      OP
287    287      OP2606  20251017  ...     4198       4184      OP
288    288      OP2607  20251017  ...     4242       4242      OP
289    289      OP2608  20251017  ...     4258       4268      OP
290    290      OP2609  20251017  ...     4220       4220      OP
291    291      OP2610  20251017  ...     4220       4220      OP
292    292      EC2510  20251017  ...   1098.8       1112      EC
293    293      EC2512  20251017  ...   1658.2       1663      EC
294    294      EC2602  20251017  ...   1459.8     1427.9      EC
295    295      EC2604  20251017  ...   1126.4     1114.5      EC
296    296      EC2606  20251017  ...   1288.5     1283.7      EC
297    297      EC2608  20251017  ...   1411.4     1418.2      EC
298    298  SC_TAS2511  20251017  ...                      SC_TAS
299    299  SC_TAS2512  20251017  ...                      SC_TAS
300    300  SC_TAS2601  20251017  ...                      SC_TAS
301    301  SC_TAS2602  20251017  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-20 18:26:25,839 - future_1d - INFO - ak.get_shfe_daily('2025-10-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251017   4012.00  ...   4012.00     4000.00        A
1     a2601  20251017   4026.00  ...   4034.00     4020.00        A
2     a2603  20251017   4016.00  ...   4034.00     4022.00        A
3     a2605  20251017   4056.00  ...   4066.00     4053.00        A
4     a2607  20251017   4055.00  ...   4060.00     4049.00        A
5     a2609  20251017   4060.00  ...   4063.00     4053.00        A
6     b2510  20251017      0.00  ...   3600.00     3600.00        B
7     b2511  20251017   3583.00  ...   3582.00     3604.00        B
8     b2512  20251017   3607.00  ...   3595.00     3619.00        B
9     b2601  20251017   3626.00  ...   3609.00     3631.00        B
10    b2602  20251017   3640.00  ...   3618.00     3641.00        B
11    b2603  20251017   3604.00  ...   3585.00     3603.00        B
12    b2604  20251017   3512.00  ...   3504.00     3509.00        B
13    b2605  20251017   3450.00  ...   3441.00     3447.00        B
14    b2606  20251017   3423.00  ...   3408.00     3418.00        B
15    b2607  20251017   3428.00  ...   3410.00     3424.00        B
16    b2608  20251017   3527.00  ...   3511.00     3520.00        B
17    b2609  20251017   3549.00  ...   3534.00     3544.00        B
18   bb2511  20251017      0.00  ...    144.50      144.50       BB
19   bb2601  20251017    147.15  ...    147.15      147.35       BB
20   bb2603  20251017      0.00  ...    146.90      146.90       BB
21   bb2605  20251017      0.00  ...    147.70      147.70       BB
22   bb2607  20251017      0.00  ...    152.20      152.40       BB
23   bb2609  20251017      0.00  ...    152.20      152.40       BB
24   bz2603  20251017   5662.00  ...   5594.00     5589.00       BZ
25   bz2604  20251017   5644.00  ...   5583.00     5593.00       BZ
26   bz2605  20251017   5630.00  ...   5587.00     5571.00       BZ
27   bz2606  20251017      0.00  ...   5597.00     5597.00       BZ
28   bz2607  20251017   5609.00  ...   5603.00     5530.00       BZ
29   bz2608  20251017   5586.00  ...   5586.00     5601.00       BZ
30   bz2609  20251017      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251017   2111.00  ...   2114.00     2106.00        C
32    c2601  20251017   2135.00  ...   2128.00     2131.00        C
33    c2603  20251017   2164.00  ...   2158.00     2161.00        C
34    c2605  20251017   2238.00  ...   2231.00     2227.00        C
35    c2607  20251017   2248.00  ...   2243.00     2240.00        C
36    c2609  20251017   2262.00  ...   2259.00     2255.00        C
37   cs2511  20251017   2374.00  ...   2373.00     2389.00       CS
38   cs2601  20251017   2414.00  ...   2402.00     2416.00       CS
39   cs2603  20251017   2436.00  ...   2423.00     2434.00       CS
40   cs2605  20251017   2538.00  ...   2528.00     2535.00       CS
41   cs2607  20251017   2549.00  ...   2541.00     2549.00       CS
42   cs2609  20251017   2592.00  ...   2583.00     2587.00       CS
43   eb2510  20251017   6498.00  ...   6495.00     6442.00       EB
44   eb2511  20251017   6600.00  ...   6519.00     6524.00       EB
45   eb2512  20251017   6610.00  ...   6542.00     6552.00       EB
46   eb2601  20251017   6667.00  ...   6587.00     6597.00       EB
47   eb2602  20251017   6710.00  ...   6640.00     6648.00       EB
48   eb2603  20251017   6767.00  ...   6696.00     6711.00       EB
49   eb2604  20251017   6804.00  ...   6747.00     6741.00       EB
50   eb2605  20251017   6847.00  ...   6795.00     6714.00       EB
51   eb2606  20251017   6799.00  ...   6870.00     6809.00       EB
52   eb2607  20251017      0.00  ...   6836.00     6836.00       EB
53   eb2608  20251017      0.00  ...   6840.00     6840.00       EB
54   eb2609  20251017   6877.00  ...   6869.00     6896.00       EB
55   eg2510  20251017   4076.00  ...   4082.00     4092.00       EG
56   eg2511  20251017   4103.00  ...   4043.00     4071.00       EG
57   eg2512  20251017   4083.00  ...   4038.00     4053.00       EG
58   eg2601  20251017   4088.00  ...   4037.00     4056.00       EG
59   eg2602  20251017   4080.00  ...   4051.00     4082.00       EG
60   eg2603  20251017   4090.00  ...   4065.00     4073.00       EG
61   eg2604  20251017   4136.00  ...   4131.00     4150.00       EG
62   eg2605  20251017   4151.00  ...   4122.00     4144.00       EG
63   eg2606  20251017   4162.00  ...   4131.00     4159.00       EG
64   eg2607  20251017   4177.00  ...   4166.00     4171.00       EG
65   eg2608  20251017   4190.00  ...   4180.00     4163.00       EG
66   eg2609  20251017   4195.00  ...   4150.00     4171.00       EG
67   fb2510  20251017      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251017   1252.00  ...   1240.00     1253.50       FB
69   fb2512  20251017   1258.00  ...   1259.50     1255.50       FB
70   fb2601  20251017   1269.00  ...   1268.00     1263.00       FB
71   fb2602  20251017   1267.50  ...   1266.50     1264.00       FB
72   fb2603  20251017   1262.50  ...   1261.50     1260.00       FB
73   fb2604  20251017   1266.50  ...   1265.00     1261.50       FB
74   fb2605  20251017      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251017      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251017      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251017      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251017      0.00  ...   1296.00     1296.00       FB
79    i2510  20251017      0.00  ...    806.00      806.00        I
80    i2511  20251017    795.00  ...    789.00      790.50        I
81    i2512  20251017    786.00  ...    783.00      784.00        I
82    i2601  20251017    774.00  ...    771.50      772.50        I
83    i2602  20251017    772.50  ...    769.50      770.50        I
84    i2603  20251017    768.50  ...    766.00      765.50        I
85    i2604  20251017    765.00  ...    761.00      761.00        I
86    i2605  20251017    753.00  ...    750.50      750.50        I
87    i2606  20251017    748.50  ...    745.00      745.50        I
88    i2607  20251017    745.00  ...    740.50      741.00        I
89    i2608  20251017    739.00  ...    736.00      736.00        I
90    i2609  20251017    731.50  ...    729.00      729.50        I
91    j2510  20251017      0.00  ...   1600.00     1600.00        J
92    j2511  20251017   1624.50  ...   1621.00     1588.00        J
93    j2512  20251017   1655.50  ...   1649.00     1611.00        J
94    j2601  20251017   1672.50  ...   1682.50     1649.00        J
95    j2602  20251017   1708.00  ...   1707.00     1674.50        J
96    j2603  20251017   1749.50  ...   1738.50     1714.50        J
97    j2604  20251017   1808.00  ...   1808.00     1765.50        J
98    j2605  20251017   1828.00  ...   1828.50     1797.00        J
99    j2606  20251017      0.00  ...   1820.50     1820.50        J
100   j2607  20251017      0.00  ...   1833.50     1833.50        J
101   j2608  20251017      0.00  ...   1865.00     1865.00        J
102   j2609  20251017   1919.00  ...   1909.50     1876.00        J
103  jd2510  20251017   2798.00  ...   2734.00     2750.00       JD
104  jd2511  20251017   2810.00  ...   2819.00     2834.00       JD
105  jd2512  20251017   2972.00  ...   2965.00     2990.00       JD
106  jd2601  20251017   3168.00  ...   3176.00     3180.00       JD
107  jd2602  20251017   2983.00  ...   2968.00     3000.00       JD
108  jd2603  20251017   3000.00  ...   2974.00     3015.00       JD
109  jd2604  20251017   3131.00  ...   3108.00     3137.00       JD
110  jd2605  20251017   3340.00  ...   3310.00     3342.00       JD
111  jd2606  20251017   3233.00  ...   3211.00     3233.00       JD
112  jd2607  20251017   3475.00  ...   3459.00     3482.00       JD
113  jd2608  20251017   3962.00  ...   3951.00     3966.00       JD
114  jd2609  20251017   3860.00  ...   3845.00     3862.00       JD
115  jm2510  20251017    960.00  ...    960.00      999.00       JM
116  jm2511  20251017   1082.00  ...   1067.50     1057.00       JM
117  jm2512  20251017   1126.00  ...   1120.00     1098.50       JM
118  jm2601  20251017   1190.50  ...   1184.50     1162.00       JM
119  jm2602  20251017   1212.00  ...   1206.50     1188.00       JM
120  jm2603  20251017   1230.50  ...   1225.00     1208.50       JM
121  jm2604  20251017   1248.00  ...   1245.50     1227.00       JM
122  jm2605  20251017   1269.50  ...   1266.50     1244.00       JM
123  jm2606  20251017   1291.50  ...   1283.50     1267.00       JM
124  jm2607  20251017   1309.50  ...   1303.50     1282.00       JM
125  jm2608  20251017   1327.50  ...   1323.50     1303.00       JM
126  jm2609  20251017   1351.50  ...   1346.50     1327.50       JM
127   l2510  20251017      0.00  ...   6856.00     6856.00        L
128   l2511  20251017   6914.00  ...   6868.00     6889.00        L
129   l2512  20251017   6922.00  ...   6883.00     6899.00        L
130   l2601  20251017   6936.00  ...   6893.00     6907.00        L
131   l2602  20251017   6927.00  ...   6890.00     6911.00        L
132   l2603  20251017   6930.00  ...   6892.00     6926.00        L
133   l2604  20251017   6963.00  ...   6945.00     6961.00        L
134   l2605  20251017   6951.00  ...   6927.00     6947.00        L
135   l2606  20251017   6950.00  ...   6919.00     6960.00        L
136   l2607  20251017   6989.00  ...   6952.00     6977.00        L
137   l2608  20251017   6993.00  ...   6934.00     6991.00        L
138   l2609  20251017   7014.00  ...   6922.00     6983.00        L
139  lg2511  20251017    798.00  ...    800.50      796.00       LG
140  lg2601  20251017    823.50  ...    830.50      823.50       LG
141  lg2603  20251017    830.00  ...    832.50      829.50       LG
142  lg2605  20251017    832.00  ...    834.00      830.00       LG
143  lg2607  20251017    833.00  ...    834.00      829.50       LG
144  lg2609  20251017    835.50  ...    835.50      831.50       LG
145  lh2511  20251017  11135.00  ...  11105.00    11300.00       LH
146  lh2601  20251017  11910.00  ...  11815.00    11975.00       LH
147  lh2603  20251017  11545.00  ...  11375.00    11565.00       LH
148  lh2605  20251017  12125.00  ...  12000.00    12185.00       LH
149  lh2607  20251017  12945.00  ...  12770.00    12990.00       LH
150  lh2609  20251017  13740.00  ...  13580.00    13805.00       LH
151   m2511  20251017   2881.00  ...   2857.00     2893.00        M
152   m2512  20251017   2921.00  ...   2900.00     2931.00        M
153   m2601  20251017   2910.00  ...   2882.00     2915.00        M
154   m2603  20251017   2895.00  ...   2872.00     2896.00        M
155   m2605  20251017   2741.00  ...   2730.00     2741.00        M
156   m2607  20251017   2724.00  ...   2715.00     2725.00        M
157   m2608  20251017   2848.00  ...   2837.00     2848.00        M
158   m2609  20251017   2857.00  ...   2840.00     2854.00        M
159   p2510  20251017      0.00  ...   9120.00     9120.00        P
160   p2511  20251017   9218.00  ...   9254.00     9236.00        P
161   p2512  20251017   9278.00  ...   9282.00     9278.00        P
162   p2601  20251017   9328.00  ...   9334.00     9326.00        P
163   p2602  20251017   9338.00  ...   9336.00     9328.00        P
164   p2603  20251017   9338.00  ...   9352.00     9336.00        P
165   p2604  20251017   9330.00  ...   9330.00     9322.00        P
166   p2605  20251017   9260.00  ...   9294.00     9256.00        P
167   p2606  20251017   9226.00  ...   9208.00     9168.00        P
168   p2607  20251017   9104.00  ...   9126.00     9078.00        P
169   p2608  20251017   9058.00  ...   9034.00     9000.00        P
170   p2609  20251017   8962.00  ...   8974.00     8952.00        P
171  pg2510  20251017      0.00  ...   4339.00     4340.00       PG
172  pg2511  20251017   4268.00  ...   4241.00     4199.00       PG
173  pg2512  20251017   4130.00  ...   4109.00     4079.00       PG
174  pg2601  20251017   4029.00  ...   4001.00     3987.00       PG
175  pg2602  20251017   3930.00  ...   3907.00     3897.00       PG
176  pg2603  20251017   3850.00  ...   3821.00     3818.00       PG
177  pg2604  20251017   4209.00  ...   4180.00     4193.00       PG
178  pg2605  20251017   4136.00  ...   4078.00     4113.00       PG
179  pg2606  20251017   4057.00  ...   4011.00     4053.00       PG
180  pg2607  20251017   3983.00  ...   3972.00     3980.00       PG
181  pg2608  20251017   3936.00  ...   3902.00     3944.00       PG
182  pg2609  20251017   3892.00  ...   3842.00     3869.00       PG
183  pp2510  20251017   6455.00  ...   6455.00     6482.00       PP
184  pp2511  20251017   6557.00  ...   6508.00     6524.00       PP
185  pp2512  20251017   6591.00  ...   6550.00     6571.00       PP
186  pp2601  20251017   6620.00  ...   6583.00     6598.00       PP
187  pp2602  20251017   6625.00  ...   6585.00     6594.00       PP
188  pp2603  20251017   6621.00  ...   6585.00     6587.00       PP
189  pp2604  20251017   6642.00  ...   6604.00     6641.00       PP
190  pp2605  20251017   6669.00  ...   6630.00     6643.00       PP
191  pp2606  20251017   6618.00  ...   6583.00     6609.00       PP
192  pp2607  20251017   6623.00  ...   6587.00     6591.00       PP
193  pp2608  20251017   6639.00  ...   6616.00     6639.00       PP
194  pp2609  20251017   6691.00  ...   6657.00     6666.00       PP
195  rr2510  20251017      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251017   3613.00  ...   3616.00     3615.00       RR
197  rr2512  20251017   3608.00  ...   3598.00     3606.00       RR
198  rr2601  20251017   3629.00  ...   3627.00     3626.00       RR
199  rr2602  20251017   3615.00  ...   3617.00     3614.00       RR
200  rr2603  20251017   3616.00  ...   3614.00     3612.00       RR
201  rr2604  20251017   3621.00  ...   3622.00     3615.00       RR
202  rr2605  20251017   3615.00  ...   3625.00     3609.00       RR
203  rr2606  20251017   3620.00  ...   3612.00     3606.00       RR
204  rr2607  20251017   3609.00  ...   3609.00     3611.00       RR
205  rr2608  20251017   3610.00  ...   3606.00     3601.00       RR
206  rr2609  20251017   3629.00  ...   3623.00     3608.00       RR
207   v2510  20251017   4590.00  ...   4586.00     4543.00        V
208   v2511  20251017   4594.00  ...   4617.00     4581.00        V
209   v2512  20251017   4649.00  ...   4658.00     4625.00        V
210   v2601  20251017   4698.00  ...   4706.00     4667.00        V
211   v2602  20251017   4740.00  ...   4748.00     4709.00        V
212   v2603  20251017   4771.00  ...   4777.00     4742.00        V
213   v2604  20251017   4978.00  ...   4970.00     4932.00        V
214   v2605  20251017   5011.00  ...   5012.00     4981.00        V
215   v2606  20251017   5045.00  ...   5045.00     5007.00        V
216   v2607  20251017   5087.00  ...   5090.00     5042.00        V
217   v2608  20251017   5120.00  ...   5116.00     5087.00        V
218   v2609  20251017   5136.00  ...   5140.00     5124.00        V
219   y2511  20251017   8260.00  ...   8272.00     8248.00        Y
220   y2512  20251017   8306.00  ...   8316.00     8294.00        Y
221   y2601  20251017   8276.00  ...   8286.00     8252.00        Y
222   y2603  20251017   8232.00  ...   8230.00     8214.00        Y
223   y2605  20251017   8064.00  ...   8078.00     8054.00        Y
224   y2607  20251017   8018.00  ...   8018.00     8004.00        Y
225   y2608  20251017   8006.00  ...   8008.00     8010.00        Y
226   y2609  20251017   7984.00  ...   7986.00     7966.00        Y

[227 rows x 12 columns]
2025-10-20 18:26:26,393 - future_1d - INFO - ak.get_dce_daily('2025-10-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251017   9170.0   9205.0  ...      128.61   9187.0      9182.0       AP
1    AP511  20251017   8605.0   8894.0  ...     5300.07   8760.0      8631.0       AP
2    AP512  20251017   8602.0   8800.0  ...     4850.62   8677.0      8565.0       AP
3    AP601  20251017   8550.0   8850.0  ...  1421456.27   8669.0      8565.0       AP
4    AP603  20251017   8459.0   8694.0  ...     6020.74   8564.0      8454.0       AP
5    AP604  20251017   8459.0   8741.0  ...     2925.21   8604.0      8506.0       AP
6    AP605  20251017   8520.0   8868.0  ...   144209.77   8654.0      8553.0       AP
7    CF511  20251017  13355.0  13425.0  ...    41938.11  13375.0     13355.0       CF
8    CF601  20251017  13320.0  13380.0  ...  1200405.96  13335.0     13290.0       CF
9    CF603  20251017  13345.0  13400.0  ...   120791.63  13360.0     13310.0       CF
10   CF605  20251017  13370.0  13435.0  ...   271007.61  13390.0     13345.0       CF
11   CF607  20251017  13390.0  13450.0  ...      971.95  13405.0     13375.0       CF
12   CF609  20251017  13530.0  13600.0  ...     3382.27  13555.0     13525.0       CF
13   CJ512  20251017  11215.0  11330.0  ...     8309.27  11250.0     11115.0       CJ
14   CJ601  20251017  11355.0  11480.0  ...  1131335.38  11405.0     11240.0       CJ
15   CJ603  20251017  11255.0  11415.0  ...    16874.78  11340.0     11200.0       CJ
16   CJ605  20251017  11400.0  11520.0  ...   226913.15  11435.0     11310.0       CJ
17   CJ607  20251017  11485.0  11600.0  ...     4037.87  11520.0     11415.0       CJ
18   CJ609  20251017  11620.0  11725.0  ...     2464.54  11655.0     11535.0       CJ
19   CY510  20251017      0.0      0.0  ...        0.00  19545.0     19475.0       CY
20   CY511  20251017  19755.0  19800.0  ...     1404.23  19780.0     19720.0       CY
21   CY512  20251017      0.0      0.0  ...        0.00  19150.0     19150.0       CY
22   CY601  20251017  19385.0  19505.0  ...   122154.26  19445.0     19375.0       CY
23   CY602  20251017      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251017  19520.0  19530.0  ...       29.29  19525.0     19540.0       CY
25   CY604  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251017      0.0      0.0  ...        0.00  19590.0     19570.0       CY
27   CY606  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251017      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251017      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251017      0.0      0.0  ...        0.00  19740.0     19725.0       CY
31   FG510  20251017   1010.0   1010.0  ...       20.20   1010.0      1024.0       FG
32   FG511  20251017   1035.0   1038.0  ...    28607.10   1019.0      1031.0       FG
33   FG512  20251017   1147.0   1147.0  ...   119233.84   1122.0      1138.0       FG
34   FG601  20251017   1145.0   1145.0  ...  5017632.55   1118.0      1137.0       FG
35   FG602  20251017   1213.0   1213.0  ...    70352.69   1184.0      1204.0       FG
36   FG603  20251017   1215.0   1215.0  ...   155715.52   1188.0      1206.0       FG
37   FG604  20251017   1282.0   1283.0  ...     1227.05   1252.0      1271.0       FG
38   FG605  20251017   1284.0   1284.0  ...   216091.54   1252.0      1271.0       FG
39   FG606  20251017   1311.0   1311.0  ...     3098.04   1289.0      1310.0       FG
40   FG607  20251017   1300.0   1303.0  ...     1762.20   1283.0      1301.0       FG
41   FG608  20251017   1356.0   1356.0  ...     1606.99   1337.0      1353.0       FG
42   FG609  20251017   1357.0   1358.0  ...     8075.22   1336.0      1353.0       FG
43   JR511  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251017   2380.0   2380.0  ...      242.47   2245.0      2245.0       MA
52   MA511  20251017   2296.0   2298.0  ...    11643.74   2267.0      2282.0       MA
53   MA512  20251017   2308.0   2309.0  ...    67525.69   2280.0      2293.0       MA
54   MA601  20251017   2314.0   2318.0  ...  1496104.42   2289.0      2296.0       MA
55   MA602  20251017   2338.0   2351.0  ...    39245.75   2314.0      2316.0       MA
56   MA603  20251017   2348.0   2349.0  ...    70874.63   2320.0      2328.0       MA
57   MA604  20251017   2326.0   2328.0  ...       37.13   2321.0      2334.0       MA
58   MA605  20251017   2322.0   2335.0  ...   146210.61   2304.0      2314.0       MA
59   MA606  20251017   2316.0   2316.0  ...       18.41   2302.0      2312.0       MA
60   MA607  20251017   2302.0   2302.0  ...       50.18   2281.0      2295.0       MA
61   MA608  20251017   2293.0   2299.0  ...       29.65   2280.0      2291.0       MA
62   MA609  20251017   2280.0   2290.0  ...     2051.74   2260.0      2266.0       MA
63   OI511  20251017  10099.0  10103.0  ...    34091.60  10048.0     10099.0       OI
64   OI601  20251017   9936.0   9946.0  ...  2244069.40   9894.0      9937.0       OI
65   OI603  20251017   9738.0   9742.0  ...   260093.44   9690.0      9735.0       OI
66   OI605  20251017   9491.0   9512.0  ...   119267.03   9488.0      9494.0       OI
67   OI607  20251017   9438.0   9459.0  ...     1198.94   9440.0      9445.0       OI
68   OI609  20251017   9415.0   9419.0  ...      564.11   9402.0      9414.0       OI
69   PF510  20251017      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251017   6104.0   6140.0  ...    26196.09   6100.0      6098.0       PF
71   PF512  20251017   6090.0   6100.0  ...   539301.68   6068.0      6072.0       PF
72   PF601  20251017   6102.0   6110.0  ...    70178.51   6076.0      6088.0       PF
73   PF602  20251017   6096.0   6096.0  ...   476154.77   6062.0      6066.0       PF
74   PF603  20251017   6082.0   6082.0  ...   299434.93   6050.0      6052.0       PF
75   PF604  20251017   6124.0   6124.0  ...       60.93   6094.0      6104.0       PF
76   PF605  20251017   6116.0   6118.0  ...       82.30   6096.0      6112.0       PF
77   PF606  20251017      0.0      0.0  ...        0.00   6090.0      6100.0       PF
78   PF607  20251017   6112.0   6112.0  ...        3.06   6112.0      6136.0       PF
79   PF608  20251017   6128.0   6128.0  ...        3.06   6128.0      6182.0       PF
80   PF609  20251017   6132.0   6132.0  ...        3.07   6132.0      6174.0       PF
81   PK510  20251017      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251017   7772.0   7786.0  ...    18300.19   7758.0      7806.0       PK
83   PK512  20251017   7858.0   7890.0  ...   107238.90   7864.0      7890.0       PK
84   PK601  20251017   7972.0   8016.0  ...   376924.22   7968.0      7998.0       PK
85   PK603  20251017   8022.0   8080.0  ...   118303.92   8048.0      8058.0       PK
86   PK604  20251017   8038.0   8078.0  ...      627.23   8042.0      8050.0       PK
87   PK605  20251017   8064.0   8102.0  ...    17665.48   8066.0      8074.0       PK
88   PL601  20251017   6115.0   6117.0  ...   109614.61   6049.0      6087.0       PL
89   PL602  20251017   6146.0   6146.0  ...    41693.45   6085.0      6124.0       PL
90   PL603  20251017   6144.0   6144.0  ...    27985.18   6078.0      6129.0       PL
91   PL604  20251017      0.0      0.0  ...        0.00   6078.0      6132.0       PL
92   PL605  20251017   6105.0   6105.0  ...      121.36   6068.0      6106.0       PL
93   PL606  20251017      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251017   6245.0   6245.0  ...       24.98   6245.0      6120.0       PL
95   PL608  20251017      0.0      0.0  ...        0.00   6106.0      6106.0       PL
96   PL609  20251017      0.0      0.0  ...        0.00   6166.0      6232.0       PL
97   PM511  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251017   5648.0   5658.0  ...     4999.66   5650.0      5586.0       PR
104  PR511  20251017   5602.0   5612.0  ...    23601.10   5582.0      5596.0       PR
105  PR512  20251017   5604.0   5616.0  ...   648443.66   5578.0      5592.0       PR
106  PR601  20251017   5580.0   5584.0  ...   647871.80   5542.0      5560.0       PR
107  PR602  20251017   5622.0   5622.0  ...   144456.76   5586.0      5612.0       PR
108  PR603  20251017   5600.0   5600.0  ...      209.10   5576.0      5602.0       PR
109  PR604  20251017   5582.0   5604.0  ...       92.32   5596.0      5606.0       PR
110  PR605  20251017   5618.0   5620.0  ...      176.84   5614.0      5624.0       PR
111  PR606  20251017      0.0      0.0  ...        0.00   5650.0      5656.0       PR
112  PR607  20251017      0.0      0.0  ...        0.00   5652.0      5656.0       PR
113  PR608  20251017      0.0      0.0  ...        0.00   5666.0      5702.0       PR
114  PR609  20251017      0.0      0.0  ...        0.00   5662.0      5678.0       PR
115  PX510  20251017      0.0      0.0  ...        0.00   6314.0      6326.0       PX
116  PX511  20251017   6382.0   6390.0  ...    29548.75   6330.0      6356.0       PX
117  PX512  20251017   6382.0   6400.0  ...   133131.92   6350.0      6354.0       PX
118  PX601  20251017   6376.0   6394.0  ...   458670.60   6334.0      6346.0       PX
119  PX602  20251017   6384.0   6404.0  ...   266298.41   6346.0      6356.0       PX
120  PX603  20251017   6382.0   6402.0  ...   158222.09   6332.0      6358.0       PX
121  PX604  20251017      0.0      0.0  ...        0.00   6312.0      6358.0       PX
122  PX605  20251017   6402.0   6424.0  ...     1919.63   6356.0      6394.0       PX
123  PX606  20251017   6412.0   6412.0  ...       12.76   6382.0      6424.0       PX
124  PX607  20251017      0.0      0.0  ...        0.00   6344.0      6418.0       PX
125  PX608  20251017      0.0      0.0  ...        0.00   6362.0      6434.0       PX
126  PX609  20251017   6396.0   6398.0  ...       31.93   6386.0      6452.0       PX
127  RI511  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251017   2409.0   2413.0  ...     2953.16   2395.0      2398.0       RM
134  RM601  20251017   2366.0   2376.0  ...   607340.54   2338.0      2365.0       RM
135  RM603  20251017   2308.0   2316.0  ...    11487.95   2292.0      2304.0       RM
136  RM605  20251017   2311.0   2313.0  ...   117894.23   2292.0      2302.0       RM
137  RM607  20251017   2298.0   2303.0  ...     9980.30   2284.0      2294.0       RM
138  RM608  20251017   2408.0   2408.0  ...      502.38   2392.0      2402.0       RM
139  RM609  20251017   2398.0   2400.0  ...     3459.53   2386.0      2394.0       RM
140  RS511  20251017   5272.0   5380.0  ...       36.96   5280.0      5256.0       RS
141  RS607  20251017      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251017      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251017      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251017   1150.0   1150.0  ...      644.17   1130.0      1138.0       SA
145  SA511  20251017   1165.0   1165.0  ...    18116.76   1147.0      1155.0       SA
146  SA512  20251017   1224.0   1227.0  ...   153891.39   1208.0      1217.0       SA
147  SA601  20251017   1240.0   1240.0  ...  2547460.89   1219.0      1227.0       SA
148  SA602  20251017   1273.0   1275.0  ...    74440.35   1255.0      1262.0       SA
149  SA603  20251017   1283.0   1284.0  ...   219249.67   1264.0      1269.0       SA
150  SA604  20251017   1318.0   1318.0  ...     2844.80   1298.0      1311.0       SA
151  SA605  20251017   1324.0   1327.0  ...   150285.20   1305.0      1317.0       SA
152  SA606  20251017   1336.0   1337.0  ...     1192.92   1325.0      1336.0       SA
153  SA607  20251017   1340.0   1341.0  ...     2364.60   1331.0      1340.0       SA
154  SA608  20251017   1379.0   1379.0  ...      946.82   1360.0      1375.0       SA
155  SA609  20251017   1384.0   1384.0  ...     6970.24   1370.0      1382.0       SA
156  SF510  20251017   5300.0   5300.0  ...      200.50   5276.0      5266.0       SF
157  SF511  20251017   5464.0   5480.0  ...    73119.39   5440.0      5430.0       SF
158  SF512  20251017   5466.0   5466.0  ...    94354.58   5424.0      5434.0       SF
159  SF601  20251017   5450.0   5456.0  ...   365728.12   5414.0      5410.0       SF
160  SF602  20251017   5410.0   5410.0  ...    58167.88   5370.0      5362.0       SF
161  SF603  20251017   5576.0   5584.0  ...   129522.15   5520.0      5532.0       SF
162  SF604  20251017   5510.0   5510.0  ...        5.51   5508.0      5504.0       SF
163  SF605  20251017   5548.0   5548.0  ...     3772.21   5500.0      5498.0       SF
164  SF606  20251017   5460.0   5460.0  ...        2.73   5460.0      5440.0       SF
165  SF607  20251017   5628.0   5638.0  ...        8.45   5632.0      5630.0       SF
166  SF608  20251017      0.0      0.0  ...        0.00   5632.0      5632.0       SF
167  SF609  20251017   5606.0   5622.0  ...       78.41   5602.0      5620.0       SF
168  SH510  20251017      0.0      0.0  ...        0.00   2367.0      2417.0       SH
169  SH511  20251017   2424.0   2428.0  ...    52350.70   2368.0      2424.0       SH
170  SH512  20251017   2480.0   2480.0  ...   135955.48   2415.0      2475.0       SH
171  SH601  20251017   2455.0   2455.0  ...  3009243.57   2400.0      2451.0       SH
172  SH602  20251017   2488.0   2488.0  ...   580436.98   2451.0      2477.0       SH
173  SH603  20251017   2490.0   2490.0  ...   480021.16   2463.0      2483.0       SH
174  SH604  20251017   2533.0   2535.0  ...      515.93   2492.0      2540.0       SH
175  SH605  20251017   2550.0   2550.0  ...    27719.27   2499.0      2546.0       SH
176  SH606  20251017   2571.0   2572.0  ...      535.21   2513.0      2584.0       SH
177  SH607  20251017   2570.0   2570.0  ...      386.78   2528.0      2584.0       SH
178  SH608  20251017   2584.0   2584.0  ...      130.35   2556.0      2607.0       SH
179  SH609  20251017   2596.0   2600.0  ...      702.38   2573.0      2606.0       SH
180  SM510  20251017   5620.0   5620.0  ...     1991.75   5612.0      5634.0       SM
181  SM511  20251017   5750.0   5754.0  ...     7294.98   5716.0      5744.0       SM
182  SM512  20251017   5750.0   5760.0  ...   274740.52   5726.0      5760.0       SM
183  SM601  20251017   5770.0   5774.0  ...   462441.93   5724.0      5758.0       SM
184  SM602  20251017   5764.0   5774.0  ...   157530.17   5732.0      5766.0       SM
185  SM603  20251017   5752.0   5788.0  ...   322807.03   5746.0      5778.0       SM
186  SM604  20251017      0.0      0.0  ...        0.00   5754.0      5788.0       SM
187  SM605  20251017   5798.0   5808.0  ...    13881.25   5768.0      5796.0       SM
188  SM606  20251017   5770.0   5772.0  ...       28.83   5766.0      5796.0       SM
189  SM607  20251017   5782.0   5782.0  ...        5.77   5766.0      5800.0       SM
190  SM608  20251017   5792.0   5792.0  ...        5.78   5776.0      5808.0       SM
191  SM609  20251017   5812.0   5824.0  ...     1152.91   5794.0      5828.0       SM
192  SR511  20251017   5408.0   5415.0  ...    12079.94   5398.0      5395.0       SR
193  SR601  20251017   5420.0   5430.0  ...   830319.30   5415.0      5403.0       SR
194  SR603  20251017   5398.0   5412.0  ...   204704.93   5399.0      5387.0       SR
195  SR605  20251017   5390.0   5393.0  ...    91801.35   5380.0      5368.0       SR
196  SR607  20251017   5384.0   5397.0  ...     3619.99   5387.0      5375.0       SR
197  SR609  20251017   5400.0   5406.0  ...     2848.80   5395.0      5381.0       SR
198  TA510  20251017   4400.0   4400.0  ...      754.96   4378.0      4400.0       TA
199  TA511  20251017   4416.0   4426.0  ...    31606.79   4392.0      4410.0       TA
200  TA512  20251017   4410.0   4438.0  ...   228955.64   4406.0      4420.0       TA
201  TA601  20251017   4456.0   4458.0  ...  1236124.38   4424.0      4442.0       TA
202  TA602  20251017   4466.0   4470.0  ...   258362.88   4436.0      4452.0       TA
203  TA603  20251017   4476.0   4486.0  ...   101488.76   4450.0      4470.0       TA
204  TA604  20251017   4490.0   4490.0  ...        4.49   4490.0      4480.0       TA
205  TA605  20251017   4514.0   4514.0  ...    97387.38   4482.0      4504.0       TA
206  TA606  20251017      0.0      0.0  ...        0.00   4474.0      4524.0       TA
207  TA607  20251017      0.0      0.0  ...        0.00   4490.0      4526.0       TA
208  TA608  20251017      0.0      0.0  ...        0.00   4508.0      4538.0       TA
209  TA609  20251017   4556.0   4556.0  ...     1280.55   4518.0      4538.0       TA
210  UR510  20251017   1495.0   1500.0  ...      622.04   1495.0      1495.0       UR
211  UR511  20251017   1581.0   1584.0  ...     8656.18   1576.0      1573.0       UR
212  UR512  20251017   1587.0   1594.0  ...    21963.87   1587.0      1587.0       UR
213  UR601  20251017   1604.0   1608.0  ...   349464.13   1600.0      1597.0       UR
214  UR602  20251017   1614.0   1614.0  ...    14233.11   1606.0      1608.0       UR
215  UR603  20251017   1658.0   1667.0  ...      216.10   1662.0      1655.0       UR
216  UR604  20251017   1667.0   1670.0  ...      106.77   1668.0      1669.0       UR
217  UR605  20251017   1673.0   1679.0  ...    32217.57   1671.0      1670.0       UR
218  UR606  20251017   1681.0   1682.0  ...      160.98   1677.0      1674.0       UR
219  UR607  20251017   1714.0   1714.0  ...       23.95   1711.0      1707.0       UR
220  UR608  20251017   1709.0   1710.0  ...       20.49   1708.0      1706.0       UR
221  UR609  20251017   1704.0   1708.0  ...      228.34   1704.0      1704.0       UR
222  WH511  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-20 18:26:26,693 - future_1d - INFO - ak.get_czce_daily('2025-10-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251017      0.0  ...  52545.0     52555.0       PS
1   PS2511  20251017  52020.0  ...  52250.0     51755.0       PS
2   PS2512  20251017  54450.0  ...  54780.0     54225.0       PS
3   PS2601  20251017  54475.0  ...  54780.0     54180.0       PS
4   PS2602  20251017  54100.0  ...  54550.0     53995.0       PS
5   PS2603  20251017  53690.0  ...  54420.0     53925.0       PS
6   PS2604  20251017  54140.0  ...  54355.0     53825.0       PS
7   PS2605  20251017  54200.0  ...  54265.0     53700.0       PS
8   PS2606  20251017  55605.0  ...  55905.0     55560.0       PS
9   PS2607  20251017  55040.0  ...  55630.0     55495.0       PS
10  PS2608  20251017  54770.0  ...  55400.0     55065.0       PS
11  PS2609  20251017  54505.0  ...  55225.0     54750.0       PS
13  SI2510  20251017   8615.0  ...   8615.0      8615.0       SI
14  SI2511  20251017   8580.0  ...   8490.0      8575.0       SI
15  SI2512  20251017   8985.0  ...   8900.0      8955.0       SI
16  SI2601  20251017   8945.0  ...   8850.0      8895.0       SI
17  SI2602  20251017   8945.0  ...   8850.0      8890.0       SI
18  SI2603  20251017   8915.0  ...   8835.0      8895.0       SI
19  SI2604  20251017   8855.0  ...   8865.0      8920.0       SI
20  SI2605  20251017   8960.0  ...   8875.0      8925.0       SI
21  SI2606  20251017   8950.0  ...   8890.0      8930.0       SI
22  SI2607  20251017   8990.0  ...   8890.0      8950.0       SI
23  SI2608  20251017   8940.0  ...   8900.0      8965.0       SI
24  SI2609  20251017   8970.0  ...   8930.0      8965.0       SI
27  LC2510  20251017  75300.0  ...  76180.0     73660.0       LC
28  LC2511  20251017  74900.0  ...  75760.0     73820.0       LC
29  LC2512  20251017  74980.0  ...  75940.0     74080.0       LC
30  LC2601  20251017  75200.0  ...  75900.0     74060.0       LC
31  LC2602  20251017  74760.0  ...  75580.0     73780.0       LC
32  LC2603  20251017  75700.0  ...  75440.0     73820.0       LC
33  LC2604  20251017  74940.0  ...  75880.0     74340.0       LC
34  LC2605  20251017  74960.0  ...  75960.0     74320.0       LC
35  LC2606  20251017  74920.0  ...  75900.0     74200.0       LC
36  LC2607  20251017  75000.0  ...  75580.0     74220.0       LC
37  LC2608  20251017  75020.0  ...  75740.0     74460.0       LC
38  LC2609  20251017  75000.0  ...  75980.0     74460.0       LC

[36 rows x 12 columns]
2025-10-20 18:26:26,965 - future_1d - INFO - ak.get_gfex_daily('2025-10-17') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251017  7212.200  ...  7064.340    7212.600       IC
1   IC2511  20251017  7135.600  ...  6921.800    7111.800       IC
2   IC2512  20251017  7062.000  ...  6865.000    7046.600       IC
3   IC2603  20251017  6880.200  ...  6703.600    6881.600       IC
4   IF2510  20251017  4613.000  ...  4539.860    4611.200       IF
5   IF2511  20251017  4605.600  ...  4497.400    4596.800       IF
6   IF2512  20251017  4582.000  ...  4484.600    4585.800       IF
7   IF2603  20251017  4564.200  ...  4463.000    4564.200       IF
8   IH2510  20251017  3016.600  ...  2983.270    3018.000       IH
9   IH2511  20251017  3024.000  ...  2963.000    3017.200       IH
10  IH2512  20251017  3015.400  ...  2961.600    3017.400       IH
11  IH2603  20251017  3024.000  ...  2962.600    3016.800       IH
12  IM2510  20251017  7402.800  ...  7230.330    7394.000       IM
13  IM2511  20251017  7300.200  ...  7104.000    7276.800       IM
14  IM2512  20251017  7204.800  ...  7024.200    7190.600       IM
15  IM2603  20251017  6975.000  ...  6808.000    6971.400       IM
16   T2512  20251017   108.215  ...   108.265     108.160        T
17   T2603  20251017   108.000  ...   107.955     107.865        T
18   T2606  20251017   107.855  ...   107.845     107.775        T
19  TF2512  20251017   105.740  ...   105.775     105.705       TF
20  TF2603  20251017   105.630  ...   105.680     105.610       TF
21  TF2606  20251017   105.655  ...   105.690     105.630       TF
22  TL2512  20251017   115.220  ...   115.730     115.020       TL
23  TL2603  20251017   114.900  ...   115.410     114.720       TL
24  TL2606  20251017   114.800  ...   115.260     114.590       TL
25  TS2512  20251017   102.362  ...   102.378     102.368       TS
26  TS2603  20251017   102.286  ...   102.290     102.280       TS
27  TS2606  20251017   102.322  ...   102.318     102.316       TS

[28 rows x 12 columns]
2025-10-20 18:26:27,128 - future_1d - INFO - ak.get_cffex_daily('2025-10-17') done
2025-10-20 18:26:28,903 - future_1d - INFO - save future_daily 2025-10-17 completed
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251020   436.7  ...   436.3      437.9      SC
1       SC2512  20251020   438.6  ...   439.1      439.6      SC
2       SC2601  20251020   438.7  ...   439.9      439.5      SC
3       SC2602  20251020   441.4  ...   441.3      439.2      SC
4       SC2603  20251020     442  ...   442.4      440.6      SC
5       SC2604  20251020   442.9  ...   443.9      439.7      SC
6       SC2605  20251020   443.7  ...   444.6      440.6      SC
7       SC2606  20251020   445.1  ...   445.5      441.9      SC
8       SC2607  20251020   447.8  ...   447.3        444      SC
9       SC2608  20251020   449.3  ...   448.1      445.5      SC
10      SC2609  20251020     448  ...   447.8      445.7      SC
11      SC2610  20251020          ...   447.3      447.3      SC
12      SC2612  20251020     446  ...   450.4      445.6      SC
13      SC2703  20251020          ...   448.1      448.1      SC
14      SC2706  20251020          ...   451.7      451.7      SC
15      SC2709  20251020          ...   450.2      450.2      SC
16      SC2712  20251020   451.8  ...   451.8      445.2      SC
17      SC2803  20251020          ...   448.9        446      SC
18      SC2806  20251020   455.9  ...   454.8      447.1      SC
19      SC2809  20251020   455.1  ...   456.3      449.2      SC
21      LU2511  20251020    3067  ...    3054       3069      LU
22      LU2512  20251020    3088  ...    3085       3096      LU
23      LU2601  20251020    3088  ...    3090       3101      LU
24      LU2602  20251020    3091  ...    3098       3115      LU
25      LU2603  20251020    3099  ...    3099       3116      LU
26      LU2604  20251020          ...    3112       3112      LU
27      LU2605  20251020    3114  ...    3115       3111      LU
28      LU2606  20251020    3117  ...    3124       3117      LU
29      LU2607  20251020    3122  ...    3128       3143      LU
30      LU2608  20251020    3131  ...    3130       3133      LU
31      LU2609  20251020    3125  ...    3137       3154      LU
32      LU2610  20251020    3121  ...    3137       3129      LU
34      NR2511  20251020   12225  ...   12275      12340      NR
35      NR2512  20251020   12150  ...   12240      12290      NR
36      NR2601  20251020   12115  ...   12185      12215      NR
37      NR2602  20251020   12030  ...   12115      12155      NR
38      NR2603  20251020   12010  ...   12095      12120      NR
39      NR2604  20251020   12000  ...   12090      12120      NR
40      NR2605  20251020   12100  ...   12130      12120      NR
41      NR2606  20251020   12075  ...   12150      12125      NR
42      NR2607  20251020   12150  ...   12150      12145      NR
43      NR2608  20251020          ...   12135      12175      NR
44      NR2609  20251020          ...   12215      12215      NR
45      NR2610  20251020          ...   12225      12265      NR
47      BC2511  20251020   75110  ...   75720      75250      BC
48      BC2512  20251020   75230  ...   75960      75350      BC
49      BC2601  20251020   75570  ...   75860      75510      BC
50      BC2602  20251020          ...   75800      75800      BC
51      BC2603  20251020          ...   75870      75870      BC
52      BC2604  20251020          ...   76440      76440      BC
53      BC2605  20251020          ...   75900      75900      BC
54      BC2606  20251020          ...   75880      75880      BC
55      BC2607  20251020          ...   76570      76570      BC
56      BC2608  20251020          ...   75800      75800      BC
57      BC2609  20251020          ...   76130      76130      BC
58      BC2610  20251020          ...   76130      76130      BC
60      EC2510  20251020  1107.8  ...  1102.6     1098.8      EC
61      EC2512  20251020    1672  ...  1683.4     1658.2      EC
62      EC2602  20251020  1571.6  ...  1524.2     1459.8      EC
63      EC2604  20251020    1150  ...  1152.4     1126.4      EC
64      EC2606  20251020  1302.5  ...  1328.9     1288.5      EC
65      EC2608  20251020    1445  ...  1445.3     1411.4      EC
68  SC_TAS2511  20251020          ...                     SC_TAS
69  SC_TAS2512  20251020          ...                     SC_TAS
70  SC_TAS2601  20251020          ...                     SC_TAS
71  SC_TAS2602  20251020          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-20 18:26:37,874 - future_1d - INFO - ak.get_ine_daily('2025-10-20') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251020  ...   85300      84720      CU
1        1      CU2512  20251020  ...   85260      84760      CU
2        2      CU2601  20251020  ...   85230      84710      CU
3        3      CU2602  20251020  ...   85160      84610      CU
4        4      CU2603  20251020  ...   85120      84560      CU
5        5      CU2604  20251020  ...   85040      84440      CU
6        6      CU2605  20251020  ...   84970      84470      CU
7        7      CU2606  20251020  ...   84990      84350      CU
8        8      CU2607  20251020  ...   84890      84200      CU
9        9      CU2608  20251020  ...   84710      84120      CU
10      10      CU2609  20251020  ...   84510      83990      CU
11      11      CU2610  20251020  ...   84660      83980      CU
12      12      BC2511  20251020  ...   75720      75250      BC
13      13      BC2512  20251020  ...   75960      75350      BC
14      14      BC2601  20251020  ...   75860      75510      BC
15      15      BC2602  20251020  ...   75800      75800      BC
16      16      BC2603  20251020  ...   75870      75870      BC
17      17      BC2604  20251020  ...   76440      76440      BC
18      18      BC2605  20251020  ...   75900      75900      BC
19      19      BC2606  20251020  ...   75880      75880      BC
20      20      BC2607  20251020  ...   76570      76570      BC
21      21      BC2608  20251020  ...   75800      75800      BC
22      22      BC2609  20251020  ...   76130      76130      BC
23      23      BC2610  20251020  ...   76130      76130      BC
24      24      AL2511  20251020  ...   20900      20960      AL
25      25      AL2512  20251020  ...   20930      20990      AL
26      26      AL2601  20251020  ...   20930      20995      AL
27      27      AL2602  20251020  ...   20940      21005      AL
28      28      AL2603  20251020  ...   20955      21010      AL
29      29      AL2604  20251020  ...   20970      21025      AL
30      30      AL2605  20251020  ...   20985      21040      AL
31      31      AL2606  20251020  ...   20985      21040      AL
32      32      AL2607  20251020  ...   20995      21070      AL
33      33      AL2608  20251020  ...   21000      21025      AL
34      34      AL2609  20251020  ...   20995      21035      AL
35      35      AL2610  20251020  ...   20980      21060      AL
36      36      ZN2511  20251020  ...   21880      21910      ZN
37      37      ZN2512  20251020  ...   21885      21925      ZN
38      38      ZN2601  20251020  ...   21915      21955      ZN
39      39      ZN2602  20251020  ...   21945      21990      ZN
40      40      ZN2603  20251020  ...   21980      22005      ZN
41      41      ZN2604  20251020  ...   22010      22010      ZN
42      42      ZN2605  20251020  ...   22025      22065      ZN
43      43      ZN2606  20251020  ...   22080      22075      ZN
44      44      ZN2607  20251020  ...   22080      22175      ZN
45      45      ZN2608  20251020  ...   22105      22205      ZN
46      46      ZN2609  20251020  ...   22150      22195      ZN
47      47      ZN2610  20251020  ...   22210      22210      ZN
48      48      PB2511  20251020  ...   17100      17050      PB
49      49      PB2512  20251020  ...   17120      17070      PB
50      50      PB2601  20251020  ...   17110      17070      PB
51      51      PB2602  20251020  ...   17140      17070      PB
52      52      PB2603  20251020  ...   17155      17120      PB
53      53      PB2604  20251020  ...   17165      17120      PB
54      54      PB2605  20251020  ...   17175      17150      PB
55      55      PB2606  20251020  ...   17200      17205      PB
56      56      PB2607  20251020  ...   17210      17160      PB
57      57      PB2608  20251020  ...   17240      17235      PB
58      58      PB2609  20251020  ...   17270      17175      PB
59      59      PB2610  20251020  ...   17195      17230      PB
60      60      NI2511  20251020  ...  120750     121340      NI
61      61      NI2512  20251020  ...  120920     121490      NI
62      62      NI2601  20251020  ...  121140     121690      NI
63      63      NI2602  20251020  ...  121320     121870      NI
64      64      NI2603  20251020  ...  121540     122040      NI
65      65      NI2604  20251020  ...  121810     122430      NI
66      66      NI2605  20251020  ...  122070     122570      NI
67      67      NI2606  20251020  ...  122230     122810      NI
68      68      NI2607  20251020  ...  122530     123110      NI
69      69      NI2608  20251020  ...  122820     123310      NI
70      70      NI2609  20251020  ...  123150     124290      NI
71      71      NI2610  20251020  ...  123160     123530      NI
72      72      SN2511  20251020  ...  278950     281380      SN
73      73      SN2512  20251020  ...  279380     281840      SN
74      74      SN2601  20251020  ...  279520     281930      SN
75      75      SN2602  20251020  ...  279580     282070      SN
76      76      SN2603  20251020  ...  279470     281950      SN
77      77      SN2604  20251020  ...  279690     282360      SN
78      78      SN2605  20251020  ...  279650     282090      SN
79      79      SN2606  20251020  ...  279860     282500      SN
80      80      SN2607  20251020  ...  280420     282610      SN
81      81      SN2608  20251020  ...  280550     282980      SN
82      82      SN2609  20251020  ...  280620     283360      SN
83      83      SN2610  20251020  ...  281950     282070      SN
84      84      AO2511  20251020  ...    2788       2779      AO
85      85      AO2512  20251020  ...    2806       2788      AO
86      86      AO2601  20251020  ...    2816       2802      AO
87      87      AO2602  20251020  ...    2837       2821      AO
88      88      AO2603  20251020  ...    2903       2893      AO
89      89      AO2604  20251020  ...    2914       2906      AO
90      90      AO2605  20251020  ...    2927       2919      AO
91      91      AO2606  20251020  ...    2933       2928      AO
92      92      AO2607  20251020  ...    2942       2934      AO
93      93      AO2608  20251020  ...    2960       2941      AO
94      94      AO2609  20251020  ...    2975       2962      AO
95      95      AO2610  20251020  ...    2990       2976      AO
96      96      AD2511  20251020  ...   20330      20395      AD
97      97      AD2512  20251020  ...   20400      20475      AD
98      98      AD2601  20251020  ...   20440      20515      AD
99      99      AD2602  20251020  ...   20435      20495      AD
100    100      AD2603  20251020  ...   20350      20530      AD
101    101      AD2604  20251020  ...   20420      20420      AD
102    102      AD2605  20251020  ...   20360      20375      AD
103    103      AD2606  20251020  ...   20335      20300      AD
104    104      AD2607  20251020  ...   20270      20270      AD
105    105      AD2608  20251020  ...   20390      20390      AD
106    106      AD2609  20251020  ...   20640      20640      AD
107    107      AD2610  20251020  ...   20495      20495      AD
108    108      AU2511  20251020  ...  973.38      988.7      AU
109    109      AU2512  20251020  ...   974.4     986.38      AU
110    110      AU2601  20251020  ...  977.04     989.44      AU
111    111      AU2602  20251020  ...  976.78      989.9      AU
112    112      AU2604  20251020  ...  979.42     992.24      AU
113    113      AU2606  20251020  ...  982.34      995.6      AU
114    114      AU2608  20251020  ...  984.54      997.1      AU
115    115      AU2610  20251020  ...  986.66    1000.74      AU
116    116      AG2511  20251020  ...   11784      12215      AG
117    117      AG2512  20251020  ...   11782      12230      AG
118    118      AG2601  20251020  ...   11802      12236      AG
119    119      AG2602  20251020  ...   11809      12249      AG
120    120      AG2603  20251020  ...   11833      12258      AG
121    121      AG2604  20251020  ...   11834      12270      AG
122    122      AG2605  20251020  ...   11850      12282      AG
123    123      AG2606  20251020  ...   11857      12293      AG
124    124      AG2607  20251020  ...   11865      12316      AG
125    125      AG2608  20251020  ...   11872      12310      AG
126    126      AG2609  20251020  ...   11885      12327      AG
127    127      AG2610  20251020  ...   11910      12340      AG
128    128      RB2511  20251020  ...    2997       2985      RB
129    129      RB2512  20251020  ...    3041       3033      RB
130    130      RB2601  20251020  ...    3058       3046      RB
131    131      RB2602  20251020  ...    3063       3052      RB
132    132      RB2603  20251020  ...    3087       3075      RB
133    133      RB2604  20251020  ...    3105       3092      RB
134    134      RB2605  20251020  ...    3114       3103      RB
135    135      RB2606  20251020  ...    3129       3118      RB
136    136      RB2607  20251020  ...    3137       3125      RB
137    137      RB2608  20251020  ...    3145       3136      RB
138    138      RB2609  20251020  ...    3152       3139      RB
139    139      RB2610  20251020  ...    3151       3142      RB
140    140      WR2511  20251020  ...    3310       3270      WR
141    141      WR2512  20251020  ...    3262       3355      WR
142    142      WR2601  20251020  ...    3362       3365      WR
143    143      WR2602  20251020  ...    3403       3403      WR
144    144      WR2603  20251020  ...    3361       3361      WR
145    145      WR2604  20251020  ...    3369       3369      WR
146    146      WR2605  20251020  ...    3365       3365      WR
147    147      WR2606  20251020  ...    3363       3363      WR
148    148      WR2607  20251020  ...    3430       3416      WR
149    149      WR2608  20251020  ...    3461       3461      WR
150    150      WR2609  20251020  ...    3430       3430      WR
151    151      WR2610  20251020  ...    3430       3430      WR
152    152      HC2511  20251020  ...    3275       3265      HC
153    153      HC2512  20251020  ...    3261       3255      HC
154    154      HC2601  20251020  ...    3229       3219      HC
155    155      HC2602  20251020  ...    3231       3226      HC
156    156      HC2603  20251020  ...    3235       3226      HC
157    157      HC2604  20251020  ...    3240       3230      HC
158    158      HC2605  20251020  ...    3245       3234      HC
159    159      HC2606  20251020  ...    3247       3228      HC
160    160      HC2607  20251020  ...    3256       3244      HC
161    161      HC2608  20251020  ...    3262       3249      HC
162    162      HC2609  20251020  ...    3267       3252      HC
163    163      HC2610  20251020  ...    3267       3256      HC
164    164      SS2511  20251020  ...   12590      12585      SS
165    165      SS2512  20251020  ...   12610      12615      SS
166    166      SS2601  20251020  ...   12700      12705      SS
167    167      SS2602  20251020  ...   12755      12760      SS
168    168      SS2603  20251020  ...   12845      12845      SS
169    169      SS2604  20251020  ...   12925      12910      SS
170    170      SS2605  20251020  ...   12950      12965      SS
171    171      SS2606  20251020  ...   13025      13045      SS
172    172      SS2607  20251020  ...   13070      13085      SS
173    173      SS2608  20251020  ...   13135      13125      SS
174    174      SS2609  20251020  ...   13180      13175      SS
175    175      SS2610  20251020  ...   13230      13230      SS
176    176      SC2511  20251020  ...   436.3      437.9      SC
177    177      SC2512  20251020  ...   439.1      439.6      SC
178    178      SC2601  20251020  ...   439.9      439.5      SC
179    179      SC2602  20251020  ...   441.3      439.2      SC
180    180      SC2603  20251020  ...   442.4      440.6      SC
181    181      SC2604  20251020  ...   443.9      439.7      SC
182    182      SC2605  20251020  ...   444.6      440.6      SC
183    183      SC2606  20251020  ...   445.5      441.9      SC
184    184      SC2607  20251020  ...   447.3        444      SC
185    185      SC2608  20251020  ...   448.1      445.5      SC
186    186      SC2609  20251020  ...   447.8      445.7      SC
187    187      SC2610  20251020  ...   447.3      447.3      SC
188    188      SC2612  20251020  ...   450.4      445.6      SC
189    189      SC2703  20251020  ...   448.1      448.1      SC
190    190      SC2706  20251020  ...   451.7      451.7      SC
191    191      SC2709  20251020  ...   450.2      450.2      SC
192    192      SC2712  20251020  ...   451.8      445.2      SC
193    193      SC2803  20251020  ...   448.9        446      SC
194    194      SC2806  20251020  ...   454.8      447.1      SC
195    195      SC2809  20251020  ...   456.3      449.2      SC
196    196      LU2511  20251020  ...    3054       3069      LU
197    197      LU2512  20251020  ...    3085       3096      LU
198    198      LU2601  20251020  ...    3090       3101      LU
199    199      LU2602  20251020  ...    3098       3115      LU
200    200      LU2603  20251020  ...    3099       3116      LU
201    201      LU2604  20251020  ...    3112       3112      LU
202    202      LU2605  20251020  ...    3115       3111      LU
203    203      LU2606  20251020  ...    3124       3117      LU
204    204      LU2607  20251020  ...    3128       3143      LU
205    205      LU2608  20251020  ...    3130       3133      LU
206    206      LU2609  20251020  ...    3137       3154      LU
207    207      LU2610  20251020  ...    3137       3129      LU
208    208      FU2511  20251020  ...    2772       2719      FU
209    209      FU2512  20251020  ...    2684       2674      FU
210    210      FU2601  20251020  ...    2650       2644      FU
211    211      FU2602  20251020  ...    2633       2631      FU
212    212      FU2603  20251020  ...    2626       2620      FU
213    213      FU2604  20251020  ...    2625       2618      FU
214    214      FU2605  20251020  ...    2619       2613      FU
215    215      FU2606  20251020  ...    2611       2609      FU
216    216      FU2607  20251020  ...    2606       2602      FU
217    217      FU2608  20251020  ...    2581       2574      FU
218    218      FU2609  20251020  ...    2575       2575      FU
219    219      FU2610  20251020  ...    2567       2564      FU
220    220      BU2511  20251020  ...    3245       3247      BU
221    221      BU2512  20251020  ...    3172       3172      BU
222    222      BU2601  20251020  ...    3144       3137      BU
223    223      BU2602  20251020  ...    3153       3146      BU
224    224      BU2603  20251020  ...    3171       3164      BU
225    225      BU2604  20251020  ...    3180       3171      BU
226    226      BU2605  20251020  ...    3185       3177      BU
227    227      BU2606  20251020  ...    3193       3182      BU
228    228      BU2607  20251020  ...    3198       3186      BU
229    229      BU2608  20251020  ...    3190       3177      BU
230    230      BU2609  20251020  ...    3195       3184      BU
231    231      BU2610  20251020  ...    3168       3168      BU
232    232      BU2612  20251020  ...    3140       3125      BU
233    233      BU2703  20251020  ...    3150       3150      BU
234    234      BU2706  20251020  ...    3166       3151      BU
235    235      BU2709  20251020  ...    3166       3158      BU
236    236      BR2511  20251020  ...   10985      11035      BR
237    237      BR2512  20251020  ...   10880      10940      BR
238    238      BR2601  20251020  ...   10855      10915      BR
239    239      BR2602  20251020  ...   10850      10890      BR
240    240      BR2603  20251020  ...   10840      10880      BR
241    241      BR2604  20251020  ...   10890      10850      BR
242    242      BR2605  20251020  ...   10890      10945      BR
243    243      BR2606  20251020  ...   10910      10910      BR
244    244      BR2607  20251020  ...   11120      11150      BR
245    245      BR2608  20251020  ...   11185      11185      BR
246    246      BR2609  20251020  ...   11140      11245      BR
247    247      BR2610  20251020  ...   11210      11215      BR
248    248      RU2511  20251020  ...   14105      14065      RU
249    249      RU2601  20251020  ...   14865      14820      RU
250    250      RU2603  20251020  ...   14865      14810      RU
251    251      RU2604  20251020  ...   14880      14800      RU
252    252      RU2605  20251020  ...   14845      14790      RU
253    253      RU2606  20251020  ...   14855      14815      RU
254    254      RU2607  20251020  ...   14905      14840      RU
255    255      RU2608  20251020  ...   14915      14810      RU
256    256      RU2609  20251020  ...   14890      14815      RU
257    257      RU2610  20251020  ...   14890      14855      RU
258    258      NR2511  20251020  ...   12275      12340      NR
259    259      NR2512  20251020  ...   12240      12290      NR
260    260      NR2601  20251020  ...   12185      12215      NR
261    261      NR2602  20251020  ...   12115      12155      NR
262    262      NR2603  20251020  ...   12095      12120      NR
263    263      NR2604  20251020  ...   12090      12120      NR
264    264      NR2605  20251020  ...   12130      12120      NR
265    265      NR2606  20251020  ...   12150      12125      NR
266    266      NR2607  20251020  ...   12150      12145      NR
267    267      NR2608  20251020  ...   12135      12175      NR
268    268      NR2609  20251020  ...   12215      12215      NR
269    269      NR2610  20251020  ...   12225      12265      NR
270    270      SP2511  20251020  ...    4858       4850      SP
271    271      SP2512  20251020  ...    4884       4870      SP
272    272      SP2601  20251020  ...    5158       5124      SP
273    273      SP2602  20251020  ...    5166       5142      SP
274    274      SP2603  20251020  ...    5186       5156      SP
275    275      SP2604  20251020  ...    5202       5174      SP
276    276      SP2605  20251020  ...    5214       5186      SP
277    277      SP2606  20251020  ...    5212       5184      SP
278    278      SP2607  20251020  ...    5212       5190      SP
279    279      SP2608  20251020  ...    5214       5196      SP
280    280      SP2609  20251020  ...    5212       5186      SP
281    281      SP2610  20251020  ...    5212       5190      SP
282    282      OP2601  20251020  ...    4174       4206      OP
283    283      OP2602  20251020  ...    4166       4220      OP
284    284      OP2603  20251020  ...    4172       4216      OP
285    285      OP2604  20251020  ...    4208       4228      OP
286    286      OP2605  20251020  ...    4204       4216      OP
287    287      OP2606  20251020  ...    4176       4198      OP
288    288      OP2607  20251020  ...    4210       4242      OP
289    289      OP2608  20251020  ...    4212       4258      OP
290    290      OP2609  20251020  ...    4198       4220      OP
291    291      OP2610  20251020  ...    4202       4220      OP
292    292      EC2510  20251020  ...  1102.6     1098.8      EC
293    293      EC2512  20251020  ...  1683.4     1658.2      EC
294    294      EC2602  20251020  ...  1524.2     1459.8      EC
295    295      EC2604  20251020  ...  1152.4     1126.4      EC
296    296      EC2606  20251020  ...  1328.9     1288.5      EC
297    297      EC2608  20251020  ...  1445.3     1411.4      EC
298    298  SC_TAS2511  20251020  ...                     SC_TAS
299    299  SC_TAS2512  20251020  ...                     SC_TAS
300    300  SC_TAS2601  20251020  ...                     SC_TAS
301    301  SC_TAS2602  20251020  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-20 18:26:37,976 - future_1d - INFO - ak.get_shfe_daily('2025-10-20') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251020   4005.00  ...   4041.00     4012.00        A
1     a2601  20251020   4028.00  ...   4055.00     4034.00        A
2     a2603  20251020   4013.00  ...   4055.00     4034.00        A
3     a2605  20251020   4060.00  ...   4087.00     4066.00        A
4     a2607  20251020   4047.00  ...   4083.00     4060.00        A
5     a2609  20251020   4060.00  ...   4086.00     4063.00        A
6     b2510  20251020      0.00  ...   3600.00     3600.00        B
7     b2511  20251020   3575.00  ...   3607.00     3582.00        B
8     b2512  20251020   3593.00  ...   3611.00     3595.00        B
9     b2601  20251020   3595.00  ...   3623.00     3609.00        B
10    b2602  20251020   3605.00  ...   3639.00     3618.00        B
11    b2603  20251020   3585.00  ...   3603.00     3585.00        B
12    b2604  20251020   3498.00  ...   3501.00     3504.00        B
13    b2605  20251020   3424.00  ...   3446.00     3441.00        B
14    b2606  20251020   3412.00  ...   3418.00     3408.00        B
15    b2607  20251020   3403.00  ...   3419.00     3410.00        B
16    b2608  20251020   3502.00  ...   3517.00     3511.00        B
17    b2609  20251020   3534.00  ...   3549.00     3534.00        B
18   bb2511  20251020      0.00  ...    144.50      144.50       BB
19   bb2601  20251020    147.10  ...    146.85      147.15       BB
20   bb2603  20251020    146.50  ...    146.65      146.90       BB
21   bb2605  20251020    147.35  ...    147.10      147.70       BB
22   bb2607  20251020      0.00  ...    151.60      152.20       BB
23   bb2609  20251020      0.00  ...    151.60      152.20       BB
24   bz2603  20251020   5579.00  ...   5535.00     5594.00       BZ
25   bz2604  20251020   5602.00  ...   5529.00     5583.00       BZ
26   bz2605  20251020   5608.00  ...   5532.00     5587.00       BZ
27   bz2606  20251020   5588.00  ...   5515.00     5597.00       BZ
28   bz2607  20251020   5485.00  ...   5479.00     5603.00       BZ
29   bz2608  20251020      0.00  ...   5577.00     5586.00       BZ
30   bz2609  20251020      0.00  ...   5639.00     5695.00       BZ
31    c2511  20251020   2114.00  ...   2118.00     2114.00        C
32    c2601  20251020   2118.00  ...   2128.00     2128.00        C
33    c2603  20251020   2148.00  ...   2158.00     2158.00        C
34    c2605  20251020   2220.00  ...   2236.00     2231.00        C
35    c2607  20251020   2238.00  ...   2257.00     2243.00        C
36    c2609  20251020   2254.00  ...   2271.00     2259.00        C
37   cs2511  20251020   2374.00  ...   2382.00     2373.00       CS
38   cs2601  20251020   2387.00  ...   2402.00     2402.00       CS
39   cs2603  20251020   2404.00  ...   2426.00     2423.00       CS
40   cs2605  20251020   2522.00  ...   2534.00     2528.00       CS
41   cs2607  20251020   2538.00  ...   2551.00     2541.00       CS
42   cs2609  20251020   2583.00  ...   2592.00     2583.00       CS
43   eb2510  20251020   6419.00  ...   6316.00     6495.00       EB
44   eb2511  20251020   6505.00  ...   6469.00     6519.00       EB
45   eb2512  20251020   6528.00  ...   6495.00     6542.00       EB
46   eb2601  20251020   6570.00  ...   6543.00     6587.00       EB
47   eb2602  20251020   6629.00  ...   6609.00     6640.00       EB
48   eb2603  20251020   6696.00  ...   6670.00     6696.00       EB
49   eb2604  20251020   6768.00  ...   6689.00     6747.00       EB
50   eb2605  20251020   6772.00  ...   6756.00     6795.00       EB
51   eb2606  20251020   6828.00  ...   6795.00     6870.00       EB
52   eb2607  20251020   6823.00  ...   6817.00     6836.00       EB
53   eb2608  20251020   6819.00  ...   6822.00     6840.00       EB
54   eb2609  20251020   6857.00  ...   6857.00     6869.00       EB
55   eg2510  20251020   4086.00  ...   4057.00     4082.00       EG
56   eg2511  20251020   4022.00  ...   4031.00     4043.00       EG
57   eg2512  20251020   4022.00  ...   4028.00     4038.00       EG
58   eg2601  20251020   4012.00  ...   4030.00     4037.00       EG
59   eg2602  20251020   4056.00  ...   4054.00     4051.00       EG
60   eg2603  20251020   4062.00  ...   4069.00     4065.00       EG
61   eg2604  20251020   4123.00  ...   4108.00     4131.00       EG
62   eg2605  20251020   4104.00  ...   4111.00     4122.00       EG
63   eg2606  20251020   4127.00  ...   4108.00     4131.00       EG
64   eg2607  20251020   4125.00  ...   4132.00     4166.00       EG
65   eg2608  20251020   4156.00  ...   4136.00     4180.00       EG
66   eg2609  20251020   4148.00  ...   4146.00     4150.00       EG
67   fb2510  20251020      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251020   1239.50  ...   1232.50     1240.00       FB
69   fb2512  20251020   1256.50  ...   1258.00     1259.50       FB
70   fb2601  20251020   1267.50  ...   1268.50     1268.00       FB
71   fb2602  20251020   1265.50  ...   1265.50     1266.50       FB
72   fb2603  20251020   1258.00  ...   1258.00     1261.50       FB
73   fb2604  20251020   1260.00  ...   1260.50     1265.00       FB
74   fb2605  20251020   1315.00  ...   1315.00     1288.50       FB
75   fb2606  20251020      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251020      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251020      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251020      0.00  ...   1296.00     1296.00       FB
79    i2510  20251020      0.00  ...    806.00      806.00        I
80    i2511  20251020    790.00  ...    787.00      789.00        I
81    i2512  20251020    782.50  ...    779.50      783.00        I
82    i2601  20251020    771.00  ...    768.50      771.50        I
83    i2602  20251020    769.00  ...    767.00      769.50        I
84    i2603  20251020    764.50  ...    764.00      766.00        I
85    i2604  20251020    759.50  ...    758.50      761.00        I
86    i2605  20251020    749.00  ...    749.00      750.50        I
87    i2606  20251020    744.50  ...    744.00      745.00        I
88    i2607  20251020    739.50  ...    738.50      740.50        I
89    i2608  20251020    735.00  ...    734.50      736.00        I
90    i2609  20251020    729.00  ...    728.00      729.00        I
91    j2510  20251020      0.00  ...   1600.00     1600.00        J
92    j2511  20251020   1655.00  ...   1656.50     1621.00        J
93    j2512  20251020   1683.00  ...   1687.50     1649.00        J
94    j2601  20251020   1685.00  ...   1719.00     1682.50        J
95    j2602  20251020   1755.00  ...   1753.00     1707.00        J
96    j2603  20251020      0.00  ...   1738.50     1738.50        J
97    j2604  20251020   1860.00  ...   1847.50     1808.00        J
98    j2605  20251020   1831.00  ...   1864.50     1828.50        J
99    j2606  20251020   1886.50  ...   1887.50     1820.50        J
100   j2607  20251020   1897.00  ...   1897.00     1833.50        J
101   j2608  20251020      0.00  ...   1865.00     1865.00        J
102   j2609  20251020   1945.00  ...   1946.00     1909.50        J
103  jd2510  20251020   2709.00  ...   2700.00     2734.00       JD
104  jd2511  20251020   2752.00  ...   2770.00     2819.00       JD
105  jd2512  20251020   2900.00  ...   2916.00     2965.00       JD
106  jd2601  20251020   3150.00  ...   3153.00     3176.00       JD
107  jd2602  20251020   2940.00  ...   2949.00     2968.00       JD
108  jd2603  20251020   2960.00  ...   2962.00     2974.00       JD
109  jd2604  20251020   3103.00  ...   3122.00     3108.00       JD
110  jd2605  20251020   3310.00  ...   3332.00     3310.00       JD
111  jd2606  20251020   3212.00  ...   3232.00     3211.00       JD
112  jd2607  20251020   3447.00  ...   3477.00     3459.00       JD
113  jd2608  20251020   3945.00  ...   3959.00     3951.00       JD
114  jd2609  20251020   3829.00  ...   3851.00     3845.00       JD
115  jm2510  20251020   1036.50  ...   1036.50      960.00       JM
116  jm2511  20251020   1053.00  ...   1080.00     1067.50       JM
117  jm2512  20251020   1121.00  ...   1150.00     1120.00       JM
118  jm2601  20251020   1190.00  ...   1219.50     1184.50       JM
119  jm2602  20251020   1205.00  ...   1240.00     1206.50       JM
120  jm2603  20251020   1230.00  ...   1256.00     1225.00       JM
121  jm2604  20251020   1242.50  ...   1273.50     1245.50       JM
122  jm2605  20251020   1265.00  ...   1297.00     1266.50       JM
123  jm2606  20251020   1290.00  ...   1317.00     1283.50       JM
124  jm2607  20251020   1308.00  ...   1328.00     1303.50       JM
125  jm2608  20251020   1328.50  ...   1355.00     1323.50       JM
126  jm2609  20251020   1345.00  ...   1372.00     1346.50       JM
127   l2510  20251020      0.00  ...   6856.00     6856.00        L
128   l2511  20251020   6875.00  ...   6890.00     6868.00        L
129   l2512  20251020   6870.00  ...   6903.00     6883.00        L
130   l2601  20251020   6891.00  ...   6909.00     6893.00        L
131   l2602  20251020   6916.00  ...   6904.00     6890.00        L
132   l2603  20251020   6891.00  ...   6912.00     6892.00        L
133   l2604  20251020   6960.00  ...   6958.00     6945.00        L
134   l2605  20251020   6912.00  ...   6943.00     6927.00        L
135   l2606  20251020   6954.00  ...   6936.00     6919.00        L
136   l2607  20251020   6969.00  ...   6954.00     6952.00        L
137   l2608  20251020   6972.00  ...   6967.00     6934.00        L
138   l2609  20251020   6952.00  ...   6965.00     6922.00        L
139  lg2511  20251020    802.00  ...    803.00      800.50       LG
140  lg2601  20251020    836.00  ...    834.50      830.50       LG
141  lg2603  20251020    835.00  ...    833.00      832.50       LG
142  lg2605  20251020    834.00  ...    834.00      834.00       LG
143  lg2607  20251020    836.00  ...    835.50      834.00       LG
144  lg2609  20251020    836.50  ...    835.50      835.50       LG
145  lh2511  20251020  11200.00  ...  11365.00    11105.00       LH
146  lh2601  20251020  11800.00  ...  12100.00    11815.00       LH
147  lh2603  20251020  11420.00  ...  11550.00    11375.00       LH
148  lh2605  20251020  11985.00  ...  12115.00    12000.00       LH
149  lh2607  20251020  12760.00  ...  12895.00    12770.00       LH
150  lh2609  20251020  13520.00  ...  13660.00    13580.00       LH
151   m2511  20251020   2854.00  ...   2874.00     2857.00        M
152   m2512  20251020   2885.00  ...   2904.00     2900.00        M
153   m2601  20251020   2868.00  ...   2894.00     2882.00        M
154   m2603  20251020   2855.00  ...   2879.00     2872.00        M
155   m2605  20251020   2708.00  ...   2731.00     2730.00        M
156   m2607  20251020   2705.00  ...   2716.00     2715.00        M
157   m2608  20251020   2830.00  ...   2841.00     2837.00        M
158   m2609  20251020   2840.00  ...   2847.00     2840.00        M
159   p2510  20251020      0.00  ...   9120.00     9120.00        P
160   p2511  20251020   9258.00  ...   9276.00     9254.00        P
161   p2512  20251020   9290.00  ...   9310.00     9282.00        P
162   p2601  20251020   9332.00  ...   9370.00     9334.00        P
163   p2602  20251020   9304.00  ...   9382.00     9336.00        P
164   p2603  20251020   9342.00  ...   9394.00     9352.00        P
165   p2604  20251020   9354.00  ...   9380.00     9330.00        P
166   p2605  20251020   9278.00  ...   9328.00     9294.00        P
167   p2606  20251020   9208.00  ...   9226.00     9208.00        P
168   p2607  20251020   9154.00  ...   9134.00     9126.00        P
169   p2608  20251020   9056.00  ...   9064.00     9034.00        P
170   p2609  20251020   9000.00  ...   9022.00     8974.00        P
171  pg2510  20251020   4339.00  ...   4339.00     4339.00       PG
172  pg2511  20251020   4224.00  ...   4239.00     4241.00       PG
173  pg2512  20251020   4095.00  ...   4102.00     4109.00       PG
174  pg2601  20251020   3981.00  ...   3994.00     4001.00       PG
175  pg2602  20251020   3879.00  ...   3899.00     3907.00       PG
176  pg2603  20251020   3792.00  ...   3806.00     3821.00       PG
177  pg2604  20251020   4147.00  ...   4137.00     4180.00       PG
178  pg2605  20251020   4037.00  ...   4057.00     4078.00       PG
179  pg2606  20251020   3992.00  ...   4002.00     4011.00       PG
180  pg2607  20251020   3955.00  ...   3937.00     3972.00       PG
181  pg2608  20251020   3890.00  ...   3884.00     3902.00       PG
182  pg2609  20251020   3818.00  ...   3827.00     3842.00       PG
183  pp2510  20251020      0.00  ...   6455.00     6455.00       PP
184  pp2511  20251020   6483.00  ...   6525.00     6508.00       PP
185  pp2512  20251020   6561.00  ...   6568.00     6550.00       PP
186  pp2601  20251020   6566.00  ...   6594.00     6583.00       PP
187  pp2602  20251020   6568.00  ...   6596.00     6585.00       PP
188  pp2603  20251020   6564.00  ...   6593.00     6585.00       PP
189  pp2604  20251020   6608.00  ...   6625.00     6604.00       PP
190  pp2605  20251020   6609.00  ...   6640.00     6630.00       PP
191  pp2606  20251020   6611.00  ...   6600.00     6583.00       PP
192  pp2607  20251020   6617.00  ...   6595.00     6587.00       PP
193  pp2608  20251020   6646.00  ...   6630.00     6616.00       PP
194  pp2609  20251020   6650.00  ...   6664.00     6657.00       PP
195  rr2510  20251020      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251020   3617.00  ...   3617.00     3616.00       RR
197  rr2512  20251020   3593.00  ...   3597.00     3598.00       RR
198  rr2601  20251020   3629.00  ...   3627.00     3627.00       RR
199  rr2602  20251020   3619.00  ...   3614.00     3617.00       RR
200  rr2603  20251020   3614.00  ...   3613.00     3614.00       RR
201  rr2604  20251020   3615.00  ...   3618.00     3622.00       RR
202  rr2605  20251020   3620.00  ...   3615.00     3625.00       RR
203  rr2606  20251020   3610.00  ...   3606.00     3612.00       RR
204  rr2607  20251020   3608.00  ...   3608.00     3609.00       RR
205  rr2608  20251020   3599.00  ...   3600.00     3606.00       RR
206  rr2609  20251020   3616.00  ...   3616.00     3623.00       RR
207   v2510  20251020   4592.00  ...   4596.00     4586.00        V
208   v2511  20251020   4597.00  ...   4632.00     4617.00        V
209   v2512  20251020   4653.00  ...   4673.00     4658.00        V
210   v2601  20251020   4696.00  ...   4721.00     4706.00        V
211   v2602  20251020   4741.00  ...   4767.00     4748.00        V
212   v2603  20251020   4767.00  ...   4796.00     4777.00        V
213   v2604  20251020   5000.00  ...   4993.00     4970.00        V
214   v2605  20251020   4991.00  ...   5026.00     5012.00        V
215   v2606  20251020   5072.00  ...   5065.00     5045.00        V
216   v2607  20251020   5103.00  ...   5106.00     5090.00        V
217   v2608  20251020   5126.00  ...   5132.00     5116.00        V
218   v2609  20251020   5129.00  ...   5151.00     5140.00        V
219   y2511  20251020   8262.00  ...   8292.00     8272.00        Y
220   y2512  20251020   8304.00  ...   8346.00     8316.00        Y
221   y2601  20251020   8272.00  ...   8312.00     8286.00        Y
222   y2603  20251020   8224.00  ...   8256.00     8230.00        Y
223   y2605  20251020   8048.00  ...   8108.00     8078.00        Y
224   y2607  20251020   7998.00  ...   8044.00     8018.00        Y
225   y2608  20251020   8010.00  ...   8036.00     8008.00        Y
226   y2609  20251020   7960.00  ...   8012.00     7986.00        Y

[227 rows x 12 columns]
2025-10-20 18:26:38,558 - future_1d - INFO - ak.get_dce_daily('2025-10-20') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251020   9205.0   9400.0  ...      250.93   9294.0      9187.0       AP
1    AP511  20251020   8796.0   8970.0  ...     3455.28   8882.0      8760.0       AP
2    AP512  20251020   8686.0   8862.0  ...     6547.42   8730.0      8677.0       AP
3    AP601  20251020   8688.0   8888.0  ...  1405291.35   8798.0      8669.0       AP
4    AP603  20251020   8604.0   8916.0  ...     8262.33   8771.0      8564.0       AP
5    AP604  20251020   8663.0   9160.0  ...     5813.67   8972.0      8604.0       AP
6    AP605  20251020   8761.0   9373.0  ...   404073.49   9142.0      8654.0       AP
7    CF511  20251020  13405.0  13555.0  ...    42452.59  13490.0     13375.0       CF
8    CF601  20251020  13360.0  13495.0  ...  1946627.52  13435.0     13335.0       CF
9    CF603  20251020  13380.0  13515.0  ...   141687.96  13480.0     13360.0       CF
10   CF605  20251020  13420.0  13555.0  ...   557778.31  13505.0     13390.0       CF
11   CF607  20251020  13440.0  13575.0  ...     2781.67  13535.0     13405.0       CF
12   CF609  20251020  13615.0  13730.0  ...     4342.52  13675.0     13555.0       CF
13   CJ512  20251020  11280.0  11340.0  ...     7322.28  11250.0     11250.0       CJ
14   CJ601  20251020  11450.0  11470.0  ...   830220.93  11385.0     11405.0       CJ
15   CJ603  20251020  11340.0  11390.0  ...     9652.38  11310.0     11340.0       CJ
16   CJ605  20251020  11450.0  11465.0  ...   165812.68  11395.0     11435.0       CJ
17   CJ607  20251020  11445.0  11545.0  ...     1744.73  11480.0     11520.0       CJ
18   CJ609  20251020  11685.0  11685.0  ...     1149.54  11610.0     11655.0       CJ
19   CY510  20251020      0.0      0.0  ...        0.00  19705.0     19545.0       CY
20   CY511  20251020  19790.0  19960.0  ...     1144.20  19900.0     19780.0       CY
21   CY512  20251020      0.0      0.0  ...        0.00  19345.0     19150.0       CY
22   CY601  20251020  19490.0  19660.0  ...   134097.58  19605.0     19445.0       CY
23   CY602  20251020      0.0      0.0  ...        0.00  19475.0     19455.0       CY
24   CY603  20251020      0.0      0.0  ...        0.00  19650.0     19525.0       CY
25   CY604  20251020      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251020  19715.0  19745.0  ...       69.03  19720.0     19590.0       CY
27   CY606  20251020      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251020      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251020      0.0      0.0  ...        0.00  19605.0     19545.0       CY
30   CY609  20251020  19900.0  19900.0  ...        9.95  19900.0     19740.0       CY
31   FG510  20251020    980.0    980.0  ...       19.60    980.0      1010.0       FG
32   FG511  20251020    999.0   1020.0  ...    17399.90   1005.0      1019.0       FG
33   FG512  20251020   1103.0   1128.0  ...   153307.44   1114.0      1122.0       FG
34   FG601  20251020   1099.0   1125.0  ...  4963570.08   1108.0      1118.0       FG
35   FG602  20251020   1166.0   1192.0  ...    58829.70   1173.0      1184.0       FG
36   FG603  20251020   1165.0   1190.0  ...   195173.60   1174.0      1188.0       FG
37   FG604  20251020   1235.0   1261.0  ...      892.37   1246.0      1252.0       FG
38   FG605  20251020   1234.0   1260.0  ...   180015.65   1241.0      1252.0       FG
39   FG606  20251020   1280.0   1300.0  ...     1068.83   1285.0      1289.0       FG
40   FG607  20251020   1276.0   1291.0  ...     2092.95   1272.0      1283.0       FG
41   FG608  20251020   1327.0   1345.0  ...     1552.33   1329.0      1337.0       FG
42   FG609  20251020   1321.0   1343.0  ...     7956.01   1328.0      1336.0       FG
43   JR511  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251020      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251020      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251020      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251020   2249.0   2277.0  ...     6316.49   2255.0      2267.0       MA
53   MA512  20251020   2261.0   2293.0  ...    64957.29   2271.0      2280.0       MA
54   MA601  20251020   2272.0   2301.0  ...  1885788.96   2280.0      2289.0       MA
55   MA602  20251020   2298.0   2326.0  ...    32716.18   2307.0      2314.0       MA
56   MA603  20251020   2308.0   2336.0  ...    64365.47   2315.0      2320.0       MA
57   MA604  20251020   2310.0   2325.0  ...       76.35   2314.0      2321.0       MA
58   MA605  20251020   2292.0   2313.0  ...   217817.75   2298.0      2304.0       MA
59   MA606  20251020   2309.0   2312.0  ...       32.24   2303.0      2302.0       MA
60   MA607  20251020   2282.0   2299.0  ...       93.59   2283.0      2281.0       MA
61   MA608  20251020   2282.0   2290.0  ...       20.51   2278.0      2280.0       MA
62   MA609  20251020   2250.0   2270.0  ...     3069.82   2261.0      2260.0       MA
63   OI511  20251020  10024.0  10108.0  ...    13037.63  10068.0     10048.0       OI
64   OI601  20251020   9870.0   9952.0  ...  1500634.78   9904.0      9894.0       OI
65   OI603  20251020   9672.0   9799.0  ...   218089.00   9740.0      9690.0       OI
66   OI605  20251020   9486.0   9571.0  ...    99411.14   9526.0      9488.0       OI
67   OI607  20251020   9454.0   9516.0  ...      955.36   9459.0      9440.0       OI
68   OI609  20251020   9411.0   9469.0  ...     1017.31   9420.0      9402.0       OI
69   PF510  20251020      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251020   6072.0   6130.0  ...    18878.18   6086.0      6100.0       PF
71   PF512  20251020   6050.0   6120.0  ...   497803.67   6068.0      6068.0       PF
72   PF601  20251020   6064.0   6120.0  ...    78568.19   6076.0      6076.0       PF
73   PF602  20251020   6050.0   6106.0  ...   163089.82   6056.0      6062.0       PF
74   PF603  20251020   6042.0   6092.0  ...    71123.91   6046.0      6050.0       PF
75   PF604  20251020   6136.0   6136.0  ...       12.22   6108.0      6094.0       PF
76   PF605  20251020   6128.0   6150.0  ...      222.63   6100.0      6096.0       PF
77   PF606  20251020   6092.0   6102.0  ...        9.14   6096.0      6090.0       PF
78   PF607  20251020   6152.0   6186.0  ...       21.49   6140.0      6112.0       PF
79   PF608  20251020      0.0      0.0  ...        0.00   6128.0      6128.0       PF
80   PF609  20251020   6182.0   6182.0  ...       18.46   6154.0      6132.0       PF
81   PK510  20251020      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251020   7750.0   7758.0  ...    17305.63   7710.0      7758.0       PK
83   PK512  20251020   7842.0   7882.0  ...   138082.18   7836.0      7864.0       PK
84   PK601  20251020   7948.0   7994.0  ...   400188.70   7952.0      7968.0       PK
85   PK603  20251020   8028.0   8090.0  ...   134734.89   8040.0      8048.0       PK
86   PK604  20251020   8048.0   8082.0  ...      614.88   8038.0      8042.0       PK
87   PK605  20251020   8034.0   8100.0  ...    14976.60   8066.0      8066.0       PK
88   PL601  20251020   6029.0   6099.0  ...    84254.09   6065.0      6049.0       PL
89   PL602  20251020   6031.0   6138.0  ...    28410.13   6112.0      6085.0       PL
90   PL603  20251020   6025.0   6138.0  ...    15334.72   6105.0      6078.0       PL
91   PL604  20251020   6082.0   6082.0  ...       12.16   6082.0      6078.0       PL
92   PL605  20251020   6113.0   6113.0  ...      206.68   6079.0      6068.0       PL
93   PL606  20251020      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251020      0.0      0.0  ...        0.00   6245.0      6245.0       PL
95   PL608  20251020   6164.0   6164.0  ...       12.33   6164.0      6106.0       PL
96   PL609  20251020      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251020   5650.0   5670.0  ...     2547.15   5660.0      5650.0       PR
104  PR511  20251020   5576.0   5618.0  ...    16919.36   5578.0      5582.0       PR
105  PR512  20251020   5576.0   5614.0  ...   237658.73   5568.0      5578.0       PR
106  PR601  20251020   5536.0   5578.0  ...   332913.20   5534.0      5542.0       PR
107  PR602  20251020   5554.0   5616.0  ...    61793.09   5568.0      5586.0       PR
108  PR603  20251020   5612.0   5612.0  ...      258.50   5560.0      5576.0       PR
109  PR604  20251020   5626.0   5626.0  ...      133.97   5582.0      5596.0       PR
110  PR605  20251020   5640.0   5640.0  ...       75.75   5612.0      5614.0       PR
111  PR606  20251020      0.0      0.0  ...        0.00   5644.0      5650.0       PR
112  PR607  20251020   5670.0   5670.0  ...        8.51   5670.0      5652.0       PR
113  PR608  20251020   5682.0   5682.0  ...       17.01   5672.0      5666.0       PR
114  PR609  20251020      0.0      0.0  ...        0.00   5662.0      5662.0       PR
115  PX510  20251020      0.0      0.0  ...        0.00   6304.0      6314.0       PX
116  PX511  20251020   6300.0   6370.0  ...    31102.03   6306.0      6330.0       PX
117  PX512  20251020   6322.0   6392.0  ...   104241.73   6314.0      6350.0       PX
118  PX601  20251020   6312.0   6392.0  ...   624428.49   6324.0      6334.0       PX
119  PX602  20251020   6318.0   6408.0  ...   332949.18   6324.0      6346.0       PX
120  PX603  20251020   6450.0   6450.0  ...   196230.81   6316.0      6332.0       PX
121  PX604  20251020   6360.0   6360.0  ...        9.51   6340.0      6312.0       PX
122  PX605  20251020   6340.0   6422.0  ...     2933.23   6378.0      6356.0       PX
123  PX606  20251020   6442.0   6442.0  ...       12.79   6398.0      6382.0       PX
124  PX607  20251020   6340.0   6340.0  ...        3.17   6340.0      6344.0       PX
125  PX608  20251020   6426.0   6426.0  ...        9.57   6382.0      6362.0       PX
126  PX609  20251020   6424.0   6442.0  ...       32.04   6408.0      6386.0       PX
127  RI511  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251020   2379.0   2420.0  ...     2460.00   2405.0      2395.0       RM
134  RM601  20251020   2304.0   2367.0  ...   589502.19   2347.0      2338.0       RM
135  RM603  20251020   2273.0   2310.0  ...     4977.53   2298.0      2292.0       RM
136  RM605  20251020   2274.0   2312.0  ...   108276.94   2300.0      2292.0       RM
137  RM607  20251020   2273.0   2302.0  ...     7401.73   2293.0      2284.0       RM
138  RM608  20251020   2377.0   2405.0  ...      357.32   2398.0      2392.0       RM
139  RM609  20251020   2371.0   2399.0  ...     2963.88   2392.0      2386.0       RM
140  RS511  20251020      0.0      0.0  ...        0.00   5280.0      5280.0       RS
141  RS607  20251020      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251020      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251020      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251020   1130.0   1150.0  ...      624.54   1142.0      1130.0       SA
145  SA511  20251020   1145.0   1167.0  ...    15766.34   1157.0      1147.0       SA
146  SA512  20251020   1202.0   1229.0  ...   101023.79   1217.0      1208.0       SA
147  SA601  20251020   1214.0   1239.0  ...  2947788.24   1228.0      1219.0       SA
148  SA602  20251020   1249.0   1278.0  ...    91514.08   1267.0      1255.0       SA
149  SA603  20251020   1257.0   1286.0  ...   245724.54   1274.0      1264.0       SA
150  SA604  20251020   1296.0   1319.0  ...     2046.53   1310.0      1298.0       SA
151  SA605  20251020   1291.0   1324.0  ...   146726.07   1313.0      1305.0       SA
152  SA606  20251020   1322.0   1340.0  ...      891.12   1330.0      1325.0       SA
153  SA607  20251020   1320.0   1346.0  ...     2431.40   1330.0      1331.0       SA
154  SA608  20251020   1363.0   1376.0  ...      869.60   1367.0      1360.0       SA
155  SA609  20251020   1363.0   1382.0  ...     7348.69   1371.0      1370.0       SA
156  SF510  20251020      0.0      0.0  ...        0.00   5276.0      5276.0       SF
157  SF511  20251020   5492.0   5500.0  ...    49230.57   5464.0      5440.0       SF
158  SF512  20251020   5470.0   5488.0  ...    74957.10   5448.0      5424.0       SF
159  SF601  20251020   5452.0   5478.0  ...   366591.48   5444.0      5414.0       SF
160  SF602  20251020   5408.0   5428.0  ...    62410.01   5388.0      5370.0       SF
161  SF603  20251020   5548.0   5578.0  ...   133862.30   5532.0      5520.0       SF
162  SF604  20251020   5506.0   5506.0  ...        2.75   5506.0      5508.0       SF
163  SF605  20251020   5538.0   5552.0  ...     2860.34   5512.0      5500.0       SF
164  SF606  20251020   5464.0   5482.0  ...       43.76   5472.0      5460.0       SF
165  SF607  20251020   5666.0   5670.0  ...       42.35   5646.0      5632.0       SF
166  SF608  20251020   5624.0   5624.0  ...        5.62   5618.0      5632.0       SF
167  SF609  20251020   5602.0   5640.0  ...      235.53   5608.0      5602.0       SF
168  SH510  20251020      0.0      0.0  ...        0.00   2340.0      2367.0       SH
169  SH511  20251020   2331.0   2387.0  ...    31649.38   2365.0      2368.0       SH
170  SH512  20251020   2362.0   2403.0  ...    83541.82   2383.0      2415.0       SH
171  SH601  20251020   2348.0   2395.0  ...  2127680.94   2373.0      2400.0       SH
172  SH602  20251020   2376.0   2422.0  ...   280120.15   2401.0      2451.0       SH
173  SH603  20251020   2380.0   2429.0  ...   220764.00   2408.0      2463.0       SH
174  SH604  20251020   2450.0   2473.0  ...      272.93   2459.0      2492.0       SH
175  SH605  20251020   2446.0   2496.0  ...    20122.87   2476.0      2499.0       SH
176  SH606  20251020   2513.0   2530.0  ...      225.78   2509.0      2513.0       SH
177  SH607  20251020   2533.0   2535.0  ...       98.32   2521.0      2528.0       SH
178  SH608  20251020   2561.0   2572.0  ...       53.61   2553.0      2556.0       SH
179  SH609  20251020   2561.0   2583.0  ...      130.70   2563.0      2573.0       SH
180  SM510  20251020      0.0      0.0  ...        0.00   5612.0      5612.0       SM
181  SM511  20251020   5732.0   5774.0  ...     6509.17   5746.0      5716.0       SM
182  SM512  20251020   5724.0   5780.0  ...   105683.26   5742.0      5726.0       SM
183  SM601  20251020   5742.0   5786.0  ...   440279.94   5756.0      5724.0       SM
184  SM602  20251020   5742.0   5792.0  ...   123279.52   5752.0      5732.0       SM
185  SM603  20251020   5776.0   5800.0  ...   163446.49   5766.0      5746.0       SM
186  SM604  20251020   5758.0   5766.0  ...       25.91   5760.0      5754.0       SM
187  SM605  20251020   5788.0   5822.0  ...    11023.88   5794.0      5768.0       SM
188  SM606  20251020   5810.0   5810.0  ...        5.79   5790.0      5766.0       SM
189  SM607  20251020   5766.0   5834.0  ...      121.13   5768.0      5766.0       SM
190  SM608  20251020      0.0      0.0  ...        0.00   5796.0      5776.0       SM
191  SM609  20251020   5794.0   5852.0  ...     1652.95   5832.0      5794.0       SM
192  SR511  20251020   5398.0   5410.0  ...     6297.20   5396.0      5398.0       SR
193  SR601  20251020   5417.0   5451.0  ...   955978.33   5435.0      5415.0       SR
194  SR603  20251020   5402.0   5435.0  ...   207541.01   5419.0      5399.0       SR
195  SR605  20251020   5380.0   5411.0  ...   114595.03   5396.0      5380.0       SR
196  SR607  20251020   5390.0   5414.0  ...     2257.72   5401.0      5387.0       SR
197  SR609  20251020   5400.0   5422.0  ...     4376.46   5410.0      5395.0       SR
198  TA510  20251020   4380.0   4380.0  ...      447.98   4350.0      4378.0       TA
199  TA511  20251020   4376.0   4418.0  ...    21670.04   4374.0      4392.0       TA
200  TA512  20251020   4390.0   4448.0  ...   190748.07   4394.0      4406.0       TA
201  TA601  20251020   4418.0   4458.0  ...  1406517.90   4414.0      4424.0       TA
202  TA602  20251020   4434.0   4472.0  ...   318265.38   4432.0      4436.0       TA
203  TA603  20251020   4444.0   4486.0  ...   182013.10   4450.0      4450.0       TA
204  TA604  20251020   4446.0   4446.0  ...       42.24   4446.0      4490.0       TA
205  TA605  20251020   4470.0   4516.0  ...    68018.86   4478.0      4482.0       TA
206  TA606  20251020   4464.0   4464.0  ...        2.23   4464.0      4474.0       TA
207  TA607  20251020      0.0      0.0  ...        0.00   4482.0      4490.0       TA
208  TA608  20251020      0.0      0.0  ...        0.00   4500.0      4508.0       TA
209  TA609  20251020   4510.0   4544.0  ...     2392.45   4514.0      4518.0       TA
210  UR510  20251020   1490.0   1500.0  ...     1827.88   1496.0      1495.0       UR
211  UR511  20251020   1584.0   1594.0  ...     4639.08   1581.0      1576.0       UR
212  UR512  20251020   1595.0   1606.0  ...    22073.53   1592.0      1587.0       UR
213  UR601  20251020   1605.0   1619.0  ...   513159.05   1607.0      1600.0       UR
214  UR602  20251020   1617.0   1624.0  ...    18314.60   1611.0      1606.0       UR
215  UR603  20251020   1669.0   1675.0  ...      180.10   1668.0      1662.0       UR
216  UR604  20251020   1672.0   1685.0  ...      100.41   1674.0      1668.0       UR
217  UR605  20251020   1678.0   1687.0  ...    31908.78   1679.0      1671.0       UR
218  UR606  20251020   1681.0   1692.0  ...      208.81   1684.0      1677.0       UR
219  UR607  20251020   1713.0   1721.0  ...       30.87   1715.0      1711.0       UR
220  UR608  20251020   1723.0   1723.0  ...       10.29   1716.0      1708.0       UR
221  UR609  20251020   1710.0   1718.0  ...      198.54   1712.0      1704.0       UR
222  WH511  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-20 18:26:38,883 - future_1d - INFO - ak.get_czce_daily('2025-10-20') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251020      0.0  ...  52345.0     52545.0       PS
1   PS2511  20251020  52700.0  ...  51345.0     52250.0       PS
2   PS2512  20251020  54500.0  ...  53755.0     54780.0       PS
3   PS2601  20251020  55300.0  ...  53700.0     54780.0       PS
4   PS2602  20251020  54930.0  ...  53565.0     54550.0       PS
5   PS2603  20251020  54655.0  ...  53340.0     54420.0       PS
6   PS2604  20251020  54555.0  ...  53250.0     54355.0       PS
7   PS2605  20251020  54670.0  ...  53180.0     54265.0       PS
8   PS2606  20251020  56600.0  ...  54935.0     55905.0       PS
9   PS2607  20251020  56355.0  ...  54860.0     55630.0       PS
10  PS2608  20251020  55465.0  ...  54340.0     55400.0       PS
11  PS2609  20251020  55000.0  ...  54110.0     55225.0       PS
13  SI2510  20251020   8545.0  ...   8580.0      8615.0       SI
14  SI2511  20251020   8500.0  ...   8585.0      8490.0       SI
15  SI2512  20251020   8820.0  ...   8955.0      8900.0       SI
16  SI2601  20251020   8860.0  ...   8905.0      8850.0       SI
17  SI2602  20251020   8900.0  ...   8910.0      8850.0       SI
18  SI2603  20251020   8895.0  ...   8910.0      8835.0       SI
19  SI2604  20251020   8905.0  ...   8920.0      8865.0       SI
20  SI2605  20251020   8915.0  ...   8935.0      8875.0       SI
21  SI2606  20251020   8930.0  ...   8940.0      8890.0       SI
22  SI2607  20251020   8970.0  ...   8950.0      8890.0       SI
23  SI2608  20251020   8970.0  ...   8960.0      8900.0       SI
24  SI2609  20251020   8865.0  ...   8975.0      8930.0       SI
27  LC2510  20251020      0.0  ...  75560.0     76180.0       LC
28  LC2511  20251020  76260.0  ...  75900.0     75760.0       LC
29  LC2512  20251020  76800.0  ...  76140.0     75940.0       LC
30  LC2601  20251020  76600.0  ...  76180.0     75900.0       LC
31  LC2602  20251020  76420.0  ...  75920.0     75580.0       LC
32  LC2603  20251020  76440.0  ...  75800.0     75440.0       LC
33  LC2604  20251020  76560.0  ...  76160.0     75880.0       LC
34  LC2605  20251020  76500.0  ...  76140.0     75960.0       LC
35  LC2606  20251020  76460.0  ...  75900.0     75900.0       LC
36  LC2607  20251020  76360.0  ...  75980.0     75580.0       LC
37  LC2608  20251020  76440.0  ...  76200.0     75740.0       LC
38  LC2609  20251020  76380.0  ...  76180.0     75980.0       LC

[36 rows x 12 columns]
2025-10-20 18:26:39,075 - future_1d - INFO - ak.get_gfex_daily('2025-10-20') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251020  6998.000  ...  6970.400    6921.800       IC
1   IC2512  20251020  6968.400  ...  6908.800    6865.000       IC
2   IC2603  20251020  6790.000  ...  6745.800    6703.600       IC
3   IC2606  20251020  6649.000  ...  6564.400    6703.600       IC
4   IF2511  20251020  4532.600  ...  4517.600    4497.400       IF
5   IF2512  20251020  4523.000  ...  4504.200    4484.600       IF
6   IF2603  20251020  4501.000  ...  4479.000    4463.000       IF
7   IF2606  20251020  4502.800  ...  4444.000    4463.000       IF
8   IH2511  20251020  2984.000  ...  2971.200    2963.000       IH
9   IH2512  20251020  2981.000  ...  2969.600    2961.600       IH
10  IH2603  20251020  2982.000  ...  2970.400    2962.600       IH
11  IH2606  20251020  2977.000  ...  2968.800    2962.600       IH
12  IM2511  20251020  7189.000  ...  7134.600    7104.000       IM
13  IM2512  20251020  7100.000  ...  7053.400    7024.200       IM
14  IM2603  20251020  6870.400  ...  6836.600    6808.000       IM
15  IM2606  20251020  6744.600  ...  6627.200    6808.000       IM
16   T2512  20251020   108.185  ...   108.090     108.265        T
17   T2603  20251020   107.945  ...   107.800     107.955        T
18   T2606  20251020   107.820  ...   107.730     107.845        T
19  TF2512  20251020   105.730  ...   105.660     105.775       TF
20  TF2603  20251020   105.645  ...   105.580     105.680       TF
21  TF2606  20251020   105.640  ...   105.605     105.690       TF
22  TL2512  20251020   115.580  ...   115.410     115.730       TL
23  TL2603  20251020   115.100  ...   115.130     115.410       TL
24  TL2606  20251020   115.000  ...   115.030     115.260       TL
25  TS2512  20251020   102.370  ...   102.336     102.378       TS
26  TS2603  20251020   102.280  ...   102.256     102.290       TS
27  TS2606  20251020   102.296  ...   102.288     102.318       TS

[28 rows x 12 columns]
2025-10-20 18:26:39,238 - future_1d - INFO - ak.get_cffex_daily('2025-10-20') done
2025-10-20 18:26:41,013 - future_1d - INFO - save future_daily 2025-10-20 completed