LogViewer
24  SI2609  20250930   9105.0  ...   9085.0      9075.0       SI
27  LC2510  20250930  74400.0  ...  73340.0     72720.0       LC
28  LC2511  20250930  73980.0  ...  73140.0     73700.0       LC
29  LC2512  20250930  73360.0  ...  73220.0     73780.0       LC
30  LC2601  20250930  73960.0  ...  73160.0     73640.0       LC
31  LC2602  20250930  73560.0  ...  72800.0     73500.0       LC
32  LC2603  20250930  73520.0  ...  72800.0     73440.0       LC
33  LC2604  20250930  73820.0  ...  73200.0     73840.0       LC
34  LC2605  20250930  73720.0  ...  73280.0     73680.0       LC
35  LC2606  20250930  73620.0  ...  73100.0     73500.0       LC
36  LC2607  20250930  74000.0  ...  72960.0     73380.0       LC
37  LC2608  20250930  73680.0  ...  73120.0     73480.0       LC
38  LC2609  20250930  73520.0  ...  73100.0     73320.0       LC

[36 rows x 12 columns]
2025-10-10 18:26:10,684 - future_1d - INFO - ak.get_gfex_daily('2025-09-30') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250930  ...   83220      82180      CU
1        1      CU2511  20250930  ...   83260      82070      CU
2        2      CU2512  20250930  ...   83250      82100      CU
3        3      CU2601  20250930  ...   83220      82020      CU
4        4      CU2602  20250930  ...   83200      82030      CU
5        5      CU2603  20250930  ...   83150      81970      CU
6        6      CU2604  20250930  ...   83070      81960      CU
7        7      CU2605  20250930  ...   83010      82020      CU
8        8      CU2606  20250930  ...   82870      81880      CU
9        9      CU2607  20250930  ...   82910      81790      CU
10      10      CU2608  20250930  ...   82750      81840      CU
11      11      CU2609  20250930  ...   82840      81780      CU
12      12      BC2510  20250930  ...   73830      72820      BC
13      13      BC2511  20250930  ...   74070      73040      BC
14      14      BC2512  20250930  ...   74340      73080      BC
15      15      BC2601  20250930  ...   73700      73160      BC
16      16      BC2602  20250930  ...   73700      73080      BC
17      17      BC2603  20250930  ...   74550      73290      BC
18      18      BC2604  20250930  ...   73400      73000      BC
19      19      BC2605  20250930  ...   72900      72900      BC
20      20      BC2606  20250930  ...   72960      72960      BC
21      21      BC2607  20250930  ...   72900      72900      BC
22      22      BC2608  20250930  ...   73280      73000      BC
23      23      BC2609  20250930  ...   73400      73000      BC
24      24      AL2510  20250930  ...   20745      20695      AL
25      25      AL2511  20250930  ...   20755      20705      AL
26      26      AL2512  20250930  ...   20755      20710      AL
27      27      AL2601  20250930  ...   20760      20715      AL
28      28      AL2602  20250930  ...   20755      20710      AL
29      29      AL2603  20250930  ...   20775      20740      AL
30      30      AL2604  20250930  ...   20820      20780      AL
31      31      AL2605  20250930  ...   20830      20785      AL
32      32      AL2606  20250930  ...   20840      20785      AL
33      33      AL2607  20250930  ...   20825      20775      AL
34      34      AL2608  20250930  ...   20825      20790      AL
35      35      AL2609  20250930  ...   20810      20800      AL
36      36      ZN2510  20250930  ...   21870      21705      ZN
37      37      ZN2511  20250930  ...   21935      21755      ZN
38      38      ZN2512  20250930  ...   21950      21770      ZN
39      39      ZN2601  20250930  ...   21985      21800      ZN
40      40      ZN2602  20250930  ...   22010      21830      ZN
41      41      ZN2603  20250930  ...   22020      21845      ZN
42      42      ZN2604  20250930  ...   22055      21890      ZN
43      43      ZN2605  20250930  ...   22125      21925      ZN
44      44      ZN2606  20250930  ...   22170      21930      ZN
45      45      ZN2607  20250930  ...   22170      21965      ZN
46      46      ZN2608  20250930  ...   22175      21985      ZN
47      47      ZN2609  20250930  ...   22245      22075      ZN
48      48      PB2510  20250930  ...   16895      16965      PB
49      49      PB2511  20250930  ...   16930      16965      PB
50      50      PB2512  20250930  ...   16955      16980      PB
51      51      PB2601  20250930  ...   16970      16990      PB
52      52      PB2602  20250930  ...   16970      16960      PB
53      53      PB2603  20250930  ...   16985      16970      PB
54      54      PB2604  20250930  ...   17015      17015      PB
55      55      PB2605  20250930  ...   17025      17045      PB
56      56      PB2606  20250930  ...   17020      17025      PB
57      57      PB2607  20250930  ...   17020      17175      PB
58      58      PB2608  20250930  ...   17030      17080      PB
59      59      PB2609  20250930  ...   17050      17230      PB
60      60      NI2510  20250930  ...  121200     120770      NI
61      61      NI2511  20250930  ...  121580     121050      NI
62      62      NI2512  20250930  ...  121720     121260      NI
63      63      NI2601  20250930  ...  121920     121460      NI
64      64      NI2602  20250930  ...  121980     121730      NI
65      65      NI2603  20250930  ...  122290     121850      NI
66      66      NI2604  20250930  ...  122630     122110      NI
67      67      NI2605  20250930  ...  122780     122330      NI
68      68      NI2606  20250930  ...  122720     122550      NI
69      69      NI2607  20250930  ...  123310     122790      NI
70      70      NI2608  20250930  ...  123760     123120      NI
71      71      NI2609  20250930  ...  124310     123490      NI
72      72      SN2510  20250930  ...  278060     272130      SN
73      73      SN2511  20250930  ...  278760     272520      SN
74      74      SN2512  20250930  ...  278700     272770      SN
75      75      SN2601  20250930  ...  278760     272990      SN
76      76      SN2602  20250930  ...  278620     272820      SN
77      77      SN2603  20250930  ...  278480     272840      SN
78      78      SN2604  20250930  ...  279250     273300      SN
79      79      SN2605  20250930  ...  277730     273470      SN
80      80      SN2606  20250930  ...  277860     274360      SN
81      81      SN2607  20250930  ...  278390     274550      SN
82      82      SN2608  20250930  ...  279230     274910      SN
83      83      SN2609  20250930  ...  279080     274820      SN
84      84      AO2510  20250930  ...    2835       2850      AO
85      85      AO2511  20250930  ...    2854       2866      AO
86      86      AO2512  20250930  ...    2868       2884      AO
87      87      AO2601  20250930  ...    2883       2893      AO
88      88      AO2602  20250930  ...    2897       2904      AO
89      89      AO2603  20250930  ...    2966       2976      AO
90      90      AO2604  20250930  ...    2967       2986      AO
91      91      AO2605  20250930  ...    2974       2987      AO
92      92      AO2606  20250930  ...    2980       2997      AO
93      93      AO2607  20250930  ...    2987       3001      AO
94      94      AO2608  20250930  ...    3002       3009      AO
95      95      AO2609  20250930  ...    3017       3027      AO
96      96      AD2511  20250930  ...   20250      20215      AD
97      97      AD2512  20250930  ...   20290      20280      AD
98      98      AD2601  20250930  ...   20330      20310      AD
99      99      AD2602  20250930  ...   20350      20320      AD
100    100      AD2603  20250930  ...   20325      20335      AD
101    101      AD2604  20250930  ...   20310      20320      AD
102    102      AD2605  20250930  ...   20310      20310      AD
103    103      AD2606  20250930  ...   20325      20330      AD
104    104      AD2607  20250930  ...   20510      20510      AD
105    105      AD2608  20250930  ...   20515      20515      AD
106    106      AD2609  20250930  ...   20335      20335      AD
107    107      AU2510  20250930  ...  870.54        858      AU
108    108      AU2511  20250930  ...  871.26     858.82      AU
109    109      AU2512  20250930  ...   872.3     861.66      AU
110    110      AU2602  20250930  ...  875.08     863.72      AU
111    111      AU2604  20250930  ...  876.98     865.32      AU
112    112      AU2606  20250930  ...  879.94     868.74      AU
113    113      AU2608  20250930  ...  880.24     871.46      AU
114    114      AU2610  20250930  ...   885.3     874.82      AU
115    115      AG2510  20250930  ...   10901      10776      AG
116    116      AG2511  20250930  ...   10916      10819      AG
117    117      AG2512  20250930  ...   10926      10835      AG
118    118      AG2601  20250930  ...   10935      10830      AG
119    119      AG2602  20250930  ...   10953      10855      AG
120    120      AG2603  20250930  ...   10957      10850      AG
121    121      AG2604  20250930  ...   10964      10870      AG
122    122      AG2605  20250930  ...   10989      10879      AG
123    123      AG2606  20250930  ...   10993      10888      AG
124    124      AG2607  20250930  ...   11015      10914      AG
125    125      AG2608  20250930  ...   11009      10902      AG
126    126      AG2609  20250930  ...   11036      10935      AG
127    127      RB2510  20250930  ...    3001       3016      RB
128    128      RB2511  20250930  ...    3021       3032      RB
129    129      RB2512  20250930  ...    3074       3090      RB
130    130      RB2601  20250930  ...    3090       3107      RB
131    131      RB2602  20250930  ...    3095       3111      RB
132    132      RB2603  20250930  ...    3106       3125      RB
133    133      RB2604  20250930  ...    3130       3146      RB
134    134      RB2605  20250930  ...    3144       3164      RB
135    135      RB2606  20250930  ...    3159       3182      RB
136    136      RB2607  20250930  ...    3177       3188      RB
137    137      RB2608  20250930  ...    3175       3194      RB
138    138      RB2609  20250930  ...    3186       3200      RB
139    139      WR2510  20250930  ...    3069       3205      WR
140    140      WR2511  20250930  ...    3300       3300      WR
141    141      WR2512  20250930  ...    3309       3309      WR
142    142      WR2601  20250930  ...    3307       3314      WR
143    143      WR2602  20250930  ...    3301       3301      WR
144    144      WR2603  20250930  ...    3329       3351      WR
145    145      WR2604  20250930  ...    3339       3340      WR
146    146      WR2605  20250930  ...    3248       3386      WR
147    147      WR2606  20250930  ...    3296       3367      WR
148    148      WR2607  20250930  ...    3390       3390      WR
149    149      WR2608  20250930  ...    3408       3378      WR
150    150      WR2609  20250930  ...    3430       3458      WR
151    151      HC2510  20250930  ...    3380       3395      HC
152    152      HC2511  20250930  ...    3329       3352      HC
153    153      HC2512  20250930  ...    3300       3335      HC
154    154      HC2601  20250930  ...    3274       3304      HC
155    155      HC2602  20250930  ...    3270       3304      HC
156    156      HC2603  20250930  ...    3279       3306      HC
157    157      HC2604  20250930  ...    3279       3311      HC
158    158      HC2605  20250930  ...    3276       3310      HC
159    159      HC2606  20250930  ...    3274       3316      HC
160    160      HC2607  20250930  ...    3291       3318      HC
161    161      HC2608  20250930  ...    3293       3327      HC
162    162      HC2609  20250930  ...    3306       3333      HC
163    163      SS2510  20250930  ...   12650      12670      SS
164    164      SS2511  20250930  ...   12785      12785      SS
165    165      SS2512  20250930  ...   12800      12810      SS
166    166      SS2601  20250930  ...   12865      12880      SS
167    167      SS2602  20250930  ...   12915      12930      SS
168    168      SS2603  20250930  ...   13025      13035      SS
169    169      SS2604  20250930  ...   13105      13100      SS
170    170      SS2605  20250930  ...   13160      13170      SS
171    171      SS2606  20250930  ...   13230      13230      SS
172    172      SS2607  20250930  ...   13280      13290      SS
173    173      SS2608  20250930  ...   13340      13350      SS
174    174      SS2609  20250930  ...   13385      13410      SS
175    175      SC2510  20250930  ...   479.7      486.4      SC
176    176      SC2511  20250930  ...   480.5      494.5      SC
177    177      SC2512  20250930  ...     482      495.1      SC
178    178      SC2601  20250930  ...   481.6      494.9      SC
179    179      SC2602  20250930  ...   481.1      493.7      SC
180    180      SC2603  20250930  ...   480.5      491.7      SC
181    181      SC2604  20250930  ...   480.4      490.3      SC
182    182      SC2605  20250930  ...   482.3      489.6      SC
183    183      SC2606  20250930  ...   479.5        490      SC
184    184      SC2607  20250930  ...   478.7      490.4      SC
185    185      SC2608  20250930  ...   477.6      492.8      SC
186    186      SC2609  20250930  ...   478.3        489      SC
187    187      SC2612  20250930  ...   473.7      475.2      SC
188    188      SC2703  20250930  ...   472.1      472.1      SC
189    189      SC2706  20250930  ...     473        477      SC
190    190      SC2709  20250930  ...   476.2        477      SC
191    191      SC2712  20250930  ...     474      479.2      SC
192    192      SC2803  20250930  ...   475.1      475.1      SC
193    193      SC2806  20250930  ...   465.8      473.5      SC
194    194      SC2809  20250930  ...   465.9      472.1      SC
195    195      LU2510  20250930  ...    3450       3450      LU
196    196      LU2511  20250930  ...    3402       3482      LU
197    197      LU2512  20250930  ...    3417       3494      LU
198    198      LU2601  20250930  ...    3398       3481      LU
199    199      LU2602  20250930  ...    3400       3455      LU
200    200      LU2603  20250930  ...    3375       3456      LU
201    201      LU2604  20250930  ...    3371       3439      LU
202    202      LU2605  20250930  ...    3358       3440      LU
203    203      LU2606  20250930  ...    3361       3459      LU
204    204      LU2607  20250930  ...    3353       3439      LU
205    205      LU2608  20250930  ...    3329       3420      LU
206    206      LU2609  20250930  ...    3317       3409      LU
207    207      FU2510  20250930  ...    3044       3025      FU
208    208      FU2511  20250930  ...    2995       3057      FU
209    209      FU2512  20250930  ...    2911       2977      FU
210    210      FU2601  20250930  ...    2870       2937      FU
211    211      FU2602  20250930  ...    2846       2912      FU
212    212      FU2603  20250930  ...    2833       2900      FU
213    213      FU2604  20250930  ...    2822       2885      FU
214    214      FU2605  20250930  ...    2807       2870      FU
215    215      FU2606  20250930  ...    2791       2849      FU
216    216      FU2607  20250930  ...    2764       2818      FU
217    217      FU2608  20250930  ...    2732       2785      FU
218    218      FU2609  20250930  ...    2718       2764      FU
219    219      BU2510  20250930  ...    3444       3471      BU
220    220      BU2511  20250930  ...    3427       3454      BU
221    221      BU2512  20250930  ...    3378       3411      BU
222    222      BU2601  20250930  ...    3359       3395      BU
223    223      BU2602  20250930  ...    3366       3399      BU
224    224      BU2603  20250930  ...    3365       3412      BU
225    225      BU2604  20250930  ...    3368       3400      BU
226    226      BU2605  20250930  ...    3374       3412      BU
227    227      BU2606  20250930  ...    3369       3403      BU
228    228      BU2607  20250930  ...    3381       3407      BU
229    229      BU2608  20250930  ...    3378       3394      BU
230    230      BU2609  20250930  ...    3368       3396      BU
231    231      BU2612  20250930  ...    3308       3337      BU
232    232      BU2703  20250930  ...    3311       3347      BU
233    233      BU2706  20250930  ...    3306       3346      BU
234    234      BU2709  20250930  ...    3299       3360      BU
235    235      BR2510  20250930  ...   11230      11320      BR
236    236      BR2511  20250930  ...   11175      11285      BR
237    237      BR2512  20250930  ...   11165      11280      BR
238    238      BR2601  20250930  ...   11165      11270      BR
239    239      BR2602  20250930  ...   11170      11245      BR
240    240      BR2603  20250930  ...   11170      11355      BR
241    241      BR2604  20250930  ...   11175      11320      BR
242    242      BR2605  20250930  ...   11235      11345      BR
243    243      BR2606  20250930  ...   11270      11350      BR
244    244      BR2607  20250930  ...   11375      11490      BR
245    245      BR2608  20250930  ...   11410      11490      BR
246    246      BR2609  20250930  ...   11355      11565      BR
247    247      RU2510  20250930  ...   14265      14475      RU
248    248      RU2511  20250930  ...   14365      14475      RU
249    249      RU2601  20250930  ...   15180      15340      RU
250    250      RU2603  20250930  ...   15155      15325      RU
251    251      RU2604  20250930  ...   15150      15335      RU
252    252      RU2605  20250930  ...   15165      15305      RU
253    253      RU2606  20250930  ...   15175      15240      RU
254    254      RU2607  20250930  ...   15150      15350      RU
255    255      RU2608  20250930  ...   15095      15410      RU
256    256      RU2609  20250930  ...   15145      15290      RU
257    257      NR2510  20250930  ...   12200      12370      NR
258    258      NR2511  20250930  ...   12240      12370      NR
259    259      NR2512  20250930  ...   12255      12375      NR
260    260      NR2601  20250930  ...   12285      12405      NR
261    261      NR2602  20250930  ...   12260      12405      NR
262    262      NR2603  20250930  ...   12280      12365      NR
263    263      NR2604  20250930  ...   12285      12435      NR
264    264      NR2605  20250930  ...   12350      12425      NR
265    265      NR2606  20250930  ...   12415      12430      NR
266    266      NR2607  20250930  ...   12535      12550      NR
267    267      NR2608  20250930  ...   12555      12555      NR
268    268      NR2609  20250930  ...   12510      12510      NR
269    269      SP2510  20250930  ...    4808       4866      SP
270    270      SP2511  20250930  ...    4856       4922      SP
271    271      SP2512  20250930  ...    4874       4940      SP
272    272      SP2601  20250930  ...    5142       5204      SP
273    273      SP2602  20250930  ...    5140       5202      SP
274    274      SP2603  20250930  ...    5160       5218      SP
275    275      SP2604  20250930  ...    5168       5250      SP
276    276      SP2605  20250930  ...    5182       5242      SP
277    277      SP2606  20250930  ...    5198       5248      SP
278    278      SP2607  20250930  ...    5194       5244      SP
279    279      SP2608  20250930  ...    5212       5262      SP
280    280      SP2609  20250930  ...    5212       5258      SP
281    281      OP2601  20250930  ...    4232       4232      OP
282    282      OP2602  20250930  ...    4218       4228      OP
283    283      OP2603  20250930  ...    4258       4250      OP
284    284      OP2604  20250930  ...    4276       4262      OP
285    285      OP2605  20250930  ...    4266       4266      OP
286    286      OP2606  20250930  ...    4236       4236      OP
287    287      OP2607  20250930  ...    4238       4238      OP
288    288      OP2608  20250930  ...    4238       4238      OP
289    289      OP2609  20250930  ...    4330       4330      OP
290    290      EC2510  20250930  ...  1122.1       1122      EC
291    291      EC2512  20250930  ...  1719.1       1735      EC
292    292      EC2602  20250930  ...  1628.2     1644.7      EC
293    293      EC2604  20250930  ...  1243.6     1253.1      EC
294    294      EC2606  20250930  ...  1445.6     1453.8      EC
295    295      EC2608  20250930  ...  1595.7     1598.9      EC
296    296  SC_TAS2511  20250930  ...                     SC_TAS
297    297  SC_TAS2512  20250930  ...                     SC_TAS
298    298  SC_TAS2601  20250930  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 18:26:10,791 - future_1d - INFO - ak.get_shfe_daily('2025-09-30') done
2025-10-10 18:26:12,566 - future_1d - INFO - save future_daily 2025-09-30 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251009   9180.0   9180.0  ...      606.76   9056.0      8739.0       AP
1    AP511  20251009   8609.0   8772.0  ...    24312.56   8692.0      8550.0       AP
2    AP512  20251009   8568.0   8758.0  ...     4491.72   8655.0      8535.0       AP
3    AP601  20251009   8700.0   8818.0  ...  1078250.16   8691.0      8577.0       AP
4    AP603  20251009   8503.0   8637.0  ...     3828.77   8527.0      8413.0       AP
5    AP604  20251009   8499.0   8623.0  ...     1124.27   8517.0      8390.0       AP
6    AP605  20251009   8551.0   8654.0  ...    31815.85   8564.0      8429.0       AP
7    CF511  20251009  13165.0  13320.0  ...   101359.17  13255.0     13225.0       CF
8    CF601  20251009  13180.0  13345.0  ...  1670284.31  13290.0     13245.0       CF
9    CF603  20251009  13205.0  13345.0  ...   120491.38  13295.0     13235.0       CF
10   CF605  20251009  13240.0  13390.0  ...   319097.65  13330.0     13265.0       CF
11   CF607  20251009  13300.0  13400.0  ...     1389.53  13360.0     13280.0       CF
12   CF609  20251009  13480.0  13560.0  ...     2601.35  13515.0     13440.0       CF
13   CJ512  20251009  10720.0  10935.0  ...     3592.80  10805.0     10715.0       CJ
14   CJ601  20251009  10880.0  11030.0  ...   903134.86  10895.0     10790.0       CJ
15   CJ603  20251009  10835.0  10975.0  ...    17725.72  10845.0     10725.0       CJ
16   CJ605  20251009  10965.0  11090.0  ...   181938.29  10955.0     10835.0       CJ
17   CJ607  20251009  11045.0  11150.0  ...     2912.65  11035.0     10900.0       CJ
18   CJ609  20251009  11145.0  11260.0  ...     1434.59  11165.0     11025.0       CJ
19   CY510  20251009      0.0      0.0  ...        0.00  19480.0     19465.0       CY
20   CY511  20251009  19385.0  19550.0  ...    27406.98  19470.0     19395.0       CY
21   CY512  20251009      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251009  19380.0  19480.0  ...    39105.58  19380.0     19365.0       CY
23   CY602  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251009  19450.0  19450.0  ...        9.73  19450.0     19730.0       CY
25   CY604  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251009      0.0      0.0  ...        0.00  19475.0     19455.0       CY
27   CY606  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251009      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251009  19200.0  20090.0  ...       38.67  19335.0     19550.0       CY
30   CY609  20251009      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251009   1108.0   1108.0  ...      376.47   1101.0      1108.0       FG
32   FG511  20251009   1110.0   1119.0  ...    97334.72   1107.0      1112.0       FG
33   FG512  20251009   1219.0   1236.0  ...    43972.59   1220.0      1232.0       FG
34   FG601  20251009   1217.0   1233.0  ...  3527665.61   1215.0      1230.0       FG
35   FG602  20251009   1274.0   1285.0  ...    30274.50   1272.0      1286.0       FG
36   FG603  20251009   1274.0   1288.0  ...    25672.64   1276.0      1286.0       FG
37   FG604  20251009   1330.0   1348.0  ...      582.20   1335.0      1347.0       FG
38   FG605  20251009   1322.0   1346.0  ...   139714.63   1334.0      1344.0       FG
39   FG606  20251009   1372.0   1375.0  ...     3235.23   1369.0      1380.0       FG
40   FG607  20251009   1354.0   1367.0  ...     2229.94   1356.0      1372.0       FG
41   FG608  20251009   1409.0   1412.0  ...     1360.40   1400.0      1413.0       FG
42   FG609  20251009   1401.0   1415.0  ...     4759.90   1403.0      1414.0       FG
43   JR511  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251009   2246.0   2246.0  ...      830.10   2202.0      2254.0       MA
52   MA511  20251009   2263.0   2269.0  ...    38230.47   2245.0      2285.0       MA
53   MA512  20251009   2298.0   2307.0  ...    31495.53   2276.0      2322.0       MA
54   MA601  20251009   2321.0   2326.0  ...  1253950.85   2298.0      2340.0       MA
55   MA602  20251009   2352.0   2360.0  ...    31262.55   2325.0      2369.0       MA
56   MA603  20251009   2367.0   2378.0  ...    21746.04   2350.0      2383.0       MA
57   MA604  20251009   2372.0   2372.0  ...       87.32   2360.0      2379.0       MA
58   MA605  20251009   2366.0   2372.0  ...   156632.54   2355.0      2373.0       MA
59   MA606  20251009   2367.0   2367.0  ...        9.43   2358.0      2381.0       MA
60   MA607  20251009   2351.0   2351.0  ...       42.05   2336.0      2352.0       MA
61   MA608  20251009   2359.0   2360.0  ...       35.18   2345.0      2356.0       MA
62   MA609  20251009   2331.0   2342.0  ...     2443.41   2325.0      2335.0       MA
63   OI511  20251009  10221.0  10427.0  ...   213930.04  10352.0     10215.0       OI
64   OI601  20251009  10160.0  10266.0  ...  2140115.76  10197.0     10046.0       OI
65   OI603  20251009   9914.0  10032.0  ...   131943.23   9966.0      9827.0       OI
66   OI605  20251009   9619.0   9749.0  ...   128642.37   9683.0      9522.0       OI
67   OI607  20251009   9571.0   9653.0  ...      509.51   9613.0      9474.0       OI
68   OI609  20251009   9500.0   9596.0  ...      763.74   9547.0      9416.0       OI
69   PF510  20251009   6254.0   6304.0  ...       71.88   6250.0      6266.0       PF
70   PF511  20251009   6272.0   6310.0  ...   329022.26   6274.0      6274.0       PF
71   PF512  20251009   6236.0   6250.0  ...   204278.61   6214.0      6240.0       PF
72   PF601  20251009   6272.0   6294.0  ...    63811.44   6258.0      6282.0       PF
73   PF602  20251009   6272.0   6288.0  ...    46188.89   6236.0      6274.0       PF
74   PF603  20251009   6268.0   6268.0  ...    11140.43   6232.0      6294.0       PF
75   PF604  20251009   6312.0   6312.0  ...       15.72   6288.0      6346.0       PF
76   PF605  20251009   6332.0   6344.0  ...       85.11   6304.0      6352.0       PF
77   PF606  20251009   6340.0   6340.0  ...        6.34   6336.0      6362.0       PF
78   PF607  20251009   6330.0   6330.0  ...        3.17   6330.0      6400.0       PF
79   PF608  20251009      0.0      0.0  ...        0.00   6376.0      6418.0       PF
80   PF609  20251009      0.0      0.0  ...        0.00   6390.0      6404.0       PF
81   PK510  20251009   7452.0   7630.0  ...      312.42   7620.0      7688.0       PK
82   PK511  20251009   7828.0   7828.0  ...   332275.29   7712.0      7770.0       PK
83   PK512  20251009   7794.0   7806.0  ...    95956.90   7704.0      7768.0       PK
84   PK601  20251009   7800.0   7802.0  ...   127887.54   7748.0      7782.0       PK
85   PK603  20251009   7810.0   7822.0  ...     9684.64   7782.0      7802.0       PK
86   PK604  20251009   7824.0   7856.0  ...      826.21   7832.0      7816.0       PK
87   PK605  20251009   7850.0   7874.0  ...    10360.89   7840.0      7822.0       PK
88   PL601  20251009   6329.0   6329.0  ...    57138.73   6219.0      6343.0       PL
89   PL602  20251009   6284.0   6284.0  ...      350.16   6253.0      6382.0       PL
90   PL603  20251009   6268.0   6268.0  ...       25.03   6257.0      6387.0       PL
91   PL604  20251009      0.0      0.0  ...        0.00   6363.0      6363.0       PL
92   PL605  20251009   6268.0   6268.0  ...      223.77   6216.0      6331.0       PL
93   PL606  20251009   6290.0   6290.0  ...       12.58   6290.0      6378.0       PL
94   PL607  20251009   6213.0   6320.0  ...       25.07   6267.0      6334.0       PL
95   PL608  20251009      0.0      0.0  ...        0.00   6433.0      6440.0       PL
96   PL609  20251009      0.0      0.0  ...        0.00   6346.0      6490.0       PL
97   PM511  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251009   5758.0   5758.0  ...       17.21   5738.0      5792.0       PR
104  PR511  20251009   5750.0   5774.0  ...   125201.90   5736.0      5754.0       PR
105  PR512  20251009   5738.0   5758.0  ...   171325.02   5726.0      5754.0       PR
106  PR601  20251009   5730.0   5750.0  ...   114113.86   5714.0      5748.0       PR
107  PR602  20251009   5782.0   5782.0  ...     6054.90   5750.0      5782.0       PR
108  PR603  20251009   5786.0   5806.0  ...      207.66   5768.0      5794.0       PR
109  PR604  20251009   5818.0   5852.0  ...      174.10   5804.0      5830.0       PR
110  PR605  20251009   5866.0   5898.0  ...      191.64   5808.0      5864.0       PR
111  PR606  20251009   5816.0   5872.0  ...       17.53   5844.0      5902.0       PR
112  PR607  20251009   5908.0   5908.0  ...       35.03   5840.0      5904.0       PR
113  PR608  20251009   5770.0   5770.0  ...        8.66   5770.0      5906.0       PR
114  PR609  20251009      0.0      0.0  ...        0.00   5870.0      5904.0       PR
115  PX510  20251009   6620.0   6620.0  ...       51.66   6458.0      6620.0       PX
116  PX511  20251009   6556.0   6598.0  ...   349672.10   6528.0      6566.0       PX
117  PX512  20251009   6540.0   6574.0  ...   115972.60   6518.0      6558.0       PX
118  PX601  20251009   6530.0   6568.0  ...   177334.52   6522.0      6562.0       PX
119  PX602  20251009   6566.0   6578.0  ...    68287.39   6524.0      6570.0       PX
120  PX603  20251009   6532.0   6576.0  ...    50412.89   6516.0      6584.0       PX
121  PX604  20251009   6492.0   6562.0  ...        6.53   6528.0      6620.0       PX
122  PX605  20251009   6576.0   6592.0  ...     1929.84   6542.0      6602.0       PX
123  PX606  20251009      0.0      0.0  ...        0.00   6600.0      6600.0       PX
124  PX607  20251009   6622.0   6622.0  ...        3.31   6622.0      6636.0       PX
125  PX608  20251009      0.0      0.0  ...        0.00   6624.0      6644.0       PX
126  PX609  20251009   6526.0   6600.0  ...        9.86   6574.0      6578.0       PX
127  RI511  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251009   2510.0   2516.0  ...    14228.89   2491.0      2490.0       RM
134  RM601  20251009   2441.0   2455.0  ...   501267.72   2429.0      2427.0       RM
135  RM603  20251009   2333.0   2350.0  ...     4343.72   2339.0      2339.0       RM
136  RM605  20251009   2332.0   2340.0  ...    72033.98   2330.0      2325.0       RM
137  RM607  20251009   2322.0   2329.0  ...     3089.16   2321.0      2316.0       RM
138  RM608  20251009   2423.0   2430.0  ...      198.73   2424.0      2418.0       RM
139  RM609  20251009   2415.0   2420.0  ...     1357.93   2412.0      2409.0       RM
140  RS511  20251009   5250.0   5250.0  ...       47.00   5223.0      5282.0       RS
141  RS607  20251009      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251009      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251009      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251009   1171.0   1172.0  ...     3552.39   1163.0      1184.0       SA
145  SA511  20251009   1194.0   1196.0  ...   105802.19   1181.0      1200.0       SA
146  SA512  20251009   1247.0   1257.0  ...   117157.00   1240.0      1263.0       SA
147  SA601  20251009   1256.0   1268.0  ...  1891876.84   1251.0      1272.0       SA
148  SA602  20251009   1294.0   1304.0  ...   102481.15   1288.0      1306.0       SA
149  SA603  20251009   1297.0   1308.0  ...    84438.50   1293.0      1310.0       SA
150  SA604  20251009   1343.0   1353.0  ...     4001.08   1335.0      1356.0       SA
151  SA605  20251009   1346.0   1360.0  ...   122538.83   1343.0      1363.0       SA
152  SA606  20251009   1374.0   1376.0  ...      762.44   1361.0      1379.0       SA
153  SA607  20251009   1372.0   1378.0  ...     1276.17   1363.0      1379.0       SA
154  SA608  20251009   1413.0   1413.0  ...      880.30   1402.0      1417.0       SA
155  SA609  20251009   1415.0   1421.0  ...     3530.95   1407.0      1424.0       SA
156  SF510  20251009   5270.0   5318.0  ...      887.01   5312.0      5356.0       SF
157  SF511  20251009   5502.0   5510.0  ...   358884.87   5472.0      5534.0       SF
158  SF512  20251009   5470.0   5490.0  ...    80190.55   5448.0      5506.0       SF
159  SF601  20251009   5478.0   5480.0  ...   161858.23   5448.0      5504.0       SF
160  SF602  20251009   5436.0   5452.0  ...    36060.99   5404.0      5462.0       SF
161  SF603  20251009   5604.0   5614.0  ...    24688.94   5580.0      5636.0       SF
162  SF604  20251009   5600.0   5600.0  ...       13.97   5588.0      5622.0       SF
163  SF605  20251009   5598.0   5600.0  ...     3126.79   5564.0      5608.0       SF
164  SF606  20251009   5540.0   5566.0  ...       66.40   5534.0      5580.0       SF
165  SF607  20251009   5700.0   5710.0  ...       37.03   5698.0      5742.0       SF
166  SF608  20251009   5682.0   5682.0  ...        2.84   5682.0      5734.0       SF
167  SF609  20251009   5668.0   5688.0  ...       25.53   5674.0      5714.0       SF
168  SH510  20251009   2465.0   2466.0  ...     1370.59   2443.0      2484.0       SH
169  SH511  20251009   2480.0   2487.0  ...   349904.04   2433.0      2484.0       SH
170  SH512  20251009   2525.0   2533.0  ...   126039.38   2479.0      2525.0       SH
171  SH601  20251009   2520.0   2526.0  ...  2154307.81   2469.0      2515.0       SH
172  SH602  20251009   2551.0   2551.0  ...   142219.27   2503.0      2545.0       SH
173  SH603  20251009   2495.0   2550.0  ...   110848.97   2513.0      2561.0       SH
174  SH604  20251009   2571.0   2574.0  ...      299.24   2558.0      2602.0       SH
175  SH605  20251009   2615.0   2615.0  ...    17219.13   2564.0      2606.0       SH
176  SH606  20251009   2595.0   2604.0  ...      325.22   2581.0      2628.0       SH
177  SH607  20251009   2590.0   2605.0  ...      154.16   2569.0      2619.0       SH
178  SH608  20251009   2593.0   2629.0  ...      171.00   2591.0      2631.0       SH
179  SH609  20251009   2638.0   2638.0  ...      148.57   2606.0      2645.0       SH
180  SM510  20251009      0.0      0.0  ...        0.00   5646.0      5646.0       SM
181  SM511  20251009   5772.0   5772.0  ...    40594.04   5746.0      5750.0       SM
182  SM512  20251009   5758.0   5772.0  ...    77416.62   5748.0      5752.0       SM
183  SM601  20251009   5766.0   5778.0  ...   441308.37   5756.0      5768.0       SM
184  SM602  20251009   5776.0   5786.0  ...   209724.76   5760.0      5776.0       SM
185  SM603  20251009   5786.0   5800.0  ...   227429.72   5774.0      5786.0       SM
186  SM604  20251009   5794.0   5794.0  ...        2.90   5794.0      5790.0       SM
187  SM605  20251009   5796.0   5816.0  ...    15813.80   5796.0      5808.0       SM
188  SM606  20251009   5782.0   5816.0  ...        8.69   5796.0      5814.0       SM
189  SM607  20251009   5796.0   5832.0  ...        8.71   5810.0      5824.0       SM
190  SM608  20251009      0.0      0.0  ...        0.00   5848.0      5848.0       SM
191  SM609  20251009   5826.0   5850.0  ...     1463.12   5842.0      5842.0       SM
192  SR511  20251009   5527.0   5578.0  ...    57161.25   5552.0      5527.0       SR
193  SR601  20251009   5498.0   5542.0  ...  1084646.31   5517.0      5490.0       SR
194  SR603  20251009   5482.0   5524.0  ...    92166.09   5507.0      5468.0       SR
195  SR605  20251009   5468.0   5502.0  ...    78376.35   5481.0      5450.0       SR
196  SR607  20251009   5460.0   5498.0  ...     3454.38   5474.0      5441.0       SR
197  SR609  20251009   5461.0   5502.0  ...     3959.40   5484.0      5444.0       SR
198  TA510  20251009   4532.0   4548.0  ...     2697.22   4514.0      4544.0       TA
199  TA511  20251009   4560.0   4580.0  ...   164194.02   4544.0      4574.0       TA
200  TA512  20251009   4572.0   4588.0  ...    88961.68   4552.0      4584.0       TA
201  TA601  20251009   4570.0   4602.0  ...  1282595.32   4564.0      4598.0       TA
202  TA602  20251009   4588.0   4610.0  ...    28680.03   4572.0      4604.0       TA
203  TA603  20251009   4598.0   4618.0  ...     9536.24   4590.0      4622.0       TA
204  TA604  20251009   4600.0   4600.0  ...       32.12   4590.0      4624.0       TA
205  TA605  20251009   4620.0   4642.0  ...    64664.27   4612.0      4640.0       TA
206  TA606  20251009      0.0      0.0  ...        0.00   4644.0      4652.0       TA
207  TA607  20251009      0.0      0.0  ...        0.00   4652.0      4652.0       TA
208  TA608  20251009   4632.0   4632.0  ...        2.32   4632.0      4690.0       TA
209  TA609  20251009   4668.0   4682.0  ...      731.37   4658.0      4680.0       TA
210  UR510  20251009   1520.0   1520.0  ...      485.01   1516.0      1543.0       UR
211  UR511  20251009   1617.0   1619.0  ...    26965.19   1593.0      1639.0       UR
212  UR512  20251009   1631.0   1634.0  ...    25588.16   1600.0      1651.0       UR
213  UR601  20251009   1648.0   1648.0  ...   821537.42   1619.0      1666.0       UR
214  UR602  20251009   1651.0   1654.0  ...    23156.99   1620.0      1673.0       UR
215  UR603  20251009   1685.0   1691.0  ...      474.75   1672.0      1714.0       UR
216  UR604  20251009   1679.0   1679.0  ...       60.18   1672.0      1714.0       UR
217  UR605  20251009   1704.0   1704.0  ...    57571.94   1681.0      1715.0       UR
218  UR606  20251009   1710.0   1710.0  ...     1116.39   1686.0      1716.0       UR
219  UR607  20251009   1737.0   1737.0  ...       92.96   1722.0      1743.0       UR
220  UR608  20251009   1735.0   1735.0  ...       65.21   1716.0      1737.0       UR
221  UR609  20251009   1720.0   1720.0  ...      689.09   1706.0      1737.0       UR
222  WH511  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:26:17,229 - future_1d - INFO - ak.get_czce_daily('2025-10-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251009  7445.000  ...  7531.400    7394.200       IC
1   IC2511  20251009  7381.800  ...  7471.600    7332.800       IC
2   IC2512  20251009  7330.000  ...  7432.800    7288.800       IC
3   IC2603  20251009  7180.000  ...  7272.200    7115.800       IC
4   IF2510  20251009  4655.000  ...  4712.000    4637.200       IF
5   IF2511  20251009  4649.600  ...  4703.200    4627.400       IF
6   IF2512  20251009  4639.000  ...  4694.400    4621.200       IF
7   IF2603  20251009  4617.000  ...  4672.600    4596.200       IF
8   IH2510  20251009  3000.000  ...  3022.800    2988.600       IH
9   IH2511  20251009  3001.000  ...  3022.200    2987.000       IH
10  IH2512  20251009  2996.000  ...  3024.200    2988.600       IH
11  IH2603  20251009  3001.200  ...  3023.800    2989.400       IH
12  IM2510  20251009  7599.600  ...  7618.800    7556.400       IM
13  IM2511  20251009  7521.800  ...  7539.400    7484.200       IM
14  IM2512  20251009  7444.000  ...  7467.800    7408.400       IM
15  IM2603  20251009  7220.000  ...  7248.800    7184.200       IM
16   T2512  20251009   107.855  ...   108.050     107.885        T
17   T2603  20251009   107.525  ...   107.730     107.565        T
18   T2606  20251009   107.465  ...   107.615     107.465        T
19  TF2512  20251009   105.600  ...   105.750     105.655       TF
20  TF2603  20251009   105.500  ...   105.610     105.525       TF
21  TF2606  20251009   105.425  ...   105.625     105.575       TF
22  TL2512  20251009   113.800  ...   114.530     114.000       TL
23  TL2603  20251009   113.650  ...   114.180     113.660       TL
24  TL2606  20251009   113.600  ...   114.140     113.640       TL
25  TS2512  20251009   102.360  ...   102.410     102.374       TS
26  TS2603  20251009   102.280  ...   102.304     102.282       TS
27  TS2606  20251009   102.350  ...   102.356     102.322       TS

[28 rows x 12 columns]
2025-10-10 18:26:17,307 - future_1d - INFO - ak.get_cffex_daily('2025-10-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251009   470.9   472.5  ...   2084237.8   468.7      480.5      SC
1       SC2512  20251009     472   474.9  ...  1261843.21   471.4        482      SC
2       SC2601  20251009   474.1   474.2  ...   524626.75   471.2      481.6      SC
3       SC2602  20251009   472.9   473.3  ...    28075.25   470.2      481.1      SC
4       SC2603  20251009   472.1     473  ...    15122.65   469.6      480.5      SC
5       SC2604  20251009     471   472.7  ...     6857.14   469.6      480.4      SC
6       SC2605  20251009   478.1   478.1  ...     5740.53   470.5      482.3      SC
7       SC2606  20251009   466.2   472.1  ...     18476.2   468.9      479.5      SC
8       SC2607  20251009     477     477  ...      282.52   470.8      478.7      SC
9       SC2608  20251009   469.5   471.3  ...      469.55   469.5      477.6      SC
10      SC2609  20251009   466.2   471.1  ...     1222.99   470.3      478.3      SC
11      SC2610  20251009                  ...           0     471      478.3      SC
12      SC2612  20251009   465.3   465.3  ...      185.52   463.8      473.7      SC
13      SC2703  20251009                  ...           0     472      472.1      SC
14      SC2706  20251009                  ...           0   469.9        473      SC
15      SC2709  20251009                  ...           0   469.4      476.2      SC
16      SC2712  20251009                  ...           0   465.9        474      SC
17      SC2803  20251009     458     458  ...        91.6     458      475.1      SC
18      SC2806  20251009   458.7     460  ...     1001.62   455.2      465.8      SC
19      SC2809  20251009     459     459  ...       91.64   458.2      465.9      SC
21      LU2511  20251009    3328    3360  ...  100605.809    3329       3402      LU
22      LU2512  20251009    3349    3360  ...  156925.469    3342       3417      LU
23      LU2601  20251009    3346    3346  ...   81003.807    3326       3398      LU
24      LU2602  20251009    3329    3332  ...    3315.233    3318       3400      LU
25      LU2603  20251009    3377    3377  ...     379.372    3327       3375      LU
26      LU2604  20251009    3299    3305  ...        29.7    3300       3371      LU
27      LU2605  20251009    3255    3301  ...      16.394    3278       3358      LU
28      LU2606  20251009    3284    3298  ...      13.156    3289       3361      LU
29      LU2607  20251009    3278    3284  ...      16.383    3276       3353      LU
30      LU2608  20251009    3270    3273  ...      13.085    3271       3329      LU
31      LU2609  20251009    3280    3280  ...      29.407    3267       3317      LU
32      LU2610  20251009                  ...           0    3267       3317      LU
34      NR2510  20251009   11360   12380  ...      855.45   12220      12200      NR
35      NR2511  20251009   12200   12490  ...    862883.4   12385      12240      NR
36      NR2512  20251009   12200   12485  ...  445589.105   12385      12255      NR
37      NR2601  20251009   12200   12490  ...  207180.275   12410      12285      NR
38      NR2602  20251009   12320   12435  ...    8979.275   12400      12260      NR
39      NR2603  20251009   12230   12415  ...    5179.585   12390      12280      NR
40      NR2604  20251009   12395   12555  ...    4139.045   12390      12285      NR
41      NR2605  20251009   12490   12490  ...      745.74   12425      12350      NR
42      NR2606  20251009   12475   12520  ...       87.31   12470      12415      NR
43      NR2607  20251009   12550   12550  ...       50.15   12535      12535      NR
44      NR2608  20251009   12585   12585  ...      75.445   12570      12555      NR
45      NR2609  20251009                  ...           0   12510      12510      NR
47      BC2510  20251009   76000   76200  ...       570.5   76060      73830      BC
48      BC2511  20251009   75270   77440  ...   327729.33   76560      74070      BC
49      BC2512  20251009   76140   77490  ...    17526.86   76870      74340      BC
50      BC2601  20251009                  ...           0   76900      73700      BC
51      BC2602  20251009                  ...           0   76900      73700      BC
52      BC2603  20251009   77440   77500  ...       77.47   77470      74550      BC
53      BC2604  20251009                  ...           0   77000      73400      BC
54      BC2605  20251009                  ...           0   75900      72900      BC
55      BC2606  20251009                  ...           0   75880      72960      BC
56      BC2607  20251009                  ...           0   75800      72900      BC
57      BC2608  20251009                  ...           0   75800      73280      BC
58      BC2609  20251009                  ...           0   75710      73400      BC
60      EC2510  20251009    1100    1135  ...   86570.306  1112.5     1122.1      EC
61      EC2512  20251009    1672  1711.5  ...  336268.582  1620.2     1719.1      EC
62      EC2602  20251009    1400    1550  ...  90221.1205  1410.9     1628.2      EC
63      EC2604  20251009    1100    1150  ...   36389.341  1108.4     1243.6      EC
64      EC2606  20251009  1243.2  1349.9  ...   6408.4725  1294.6     1445.6      EC
65      EC2608  20251009    1400    1459  ...    4600.576  1415.5     1595.7      EC
68  SC_TAS2511  20251009                  ...                                 SC_TAS
69  SC_TAS2512  20251009                  ...                                 SC_TAS
70  SC_TAS2601  20251009                  ...                                 SC_TAS
71  SC_TAS2602  20251009                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-10 18:26:17,368 - future_1d - INFO - ak.get_ine_daily('2025-10-09') done
     symbol      date     open  ...   settle  pre_settle  variety
0     a2511  20251009   3930.0  ...   3960.0     3929.00        A
1     a2601  20251009   3910.0  ...   3948.0     3903.00        A
2     a2603  20251009   3915.0  ...   3947.0     3903.00        A
3     a2605  20251009   3960.0  ...   3977.0     3935.00        A
4     a2607  20251009   3942.0  ...   3973.0     3933.00        A
5     a2609  20251009   3944.0  ...   3973.0     3938.00        A
6     b2510  20251009   3630.0  ...   3648.0     3607.00        B
7     b2511  20251009   3632.0  ...   3633.0     3599.00        B
8     b2512  20251009   3639.0  ...   3647.0     3615.00        B
9     b2601  20251009   3651.0  ...   3647.0     3616.00        B
10    b2602  20251009   3642.0  ...   3655.0     3630.00        B
11    b2603  20251009   3617.0  ...   3621.0     3589.00        B
12    b2604  20251009   3517.0  ...   3521.0     3491.00        B
13    b2605  20251009   3437.0  ...   3450.0     3425.00        B
14    b2606  20251009   3420.0  ...   3423.0     3395.00        B
15    b2607  20251009   3425.0  ...   3427.0     3396.00        B
16    b2608  20251009   3515.0  ...   3520.0     3497.00        B
17    b2609  20251009   3531.0  ...   3553.0     3520.00        B
18   bb2511  20251009    141.9  ...    141.6      141.90       BB
19   bb2601  20251009    146.8  ...    147.0      146.90       BB
20   bb2603  20251009    147.3  ...    147.1      147.05       BB
21   bb2605  20251009    146.6  ...    146.8      141.70       BB
22   bb2607  20251009      0.0  ...    151.7      146.45       BB
23   bb2609  20251009      0.0  ...    151.7      146.45       BB
24   bz2603  20251009   5731.0  ...   5732.0     5801.00       BZ
25   bz2604  20251009   5705.0  ...   5696.0     5779.00       BZ
26   bz2605  20251009   5723.0  ...   5683.0     5808.00       BZ
27   bz2606  20251009   5685.0  ...   5672.0     5878.00       BZ
28   bz2607  20251009   5697.0  ...   5681.0     5874.00       BZ
29   bz2608  20251009   5657.0  ...   5657.0     5836.00       BZ
30   bz2609  20251009      0.0  ...   5874.0     5884.00       BZ
31    c2511  20251009   2120.0  ...   2136.0     2147.00        C
32    c2601  20251009   2118.0  ...   2122.0     2128.00        C
33    c2603  20251009   2138.0  ...   2135.0     2141.00        C
34    c2605  20251009   2185.0  ...   2197.0     2198.00        C
35    c2607  20251009   2214.0  ...   2210.0     2210.00        C
36    c2609  20251009   2230.0  ...   2226.0     2226.00        C
37   cs2511  20251009   2450.0  ...   2438.0     2470.00       CS
38   cs2601  20251009   2448.0  ...   2440.0     2452.00       CS
39   cs2603  20251009   2450.0  ...   2448.0     2456.00       CS
40   cs2605  20251009   2530.0  ...   2535.0     2539.00       CS
41   cs2607  20251009   2536.0  ...   2541.0     2544.00       CS
42   cs2609  20251009   2581.0  ...   2577.0     2582.00       CS
43   eb2510  20251009   6734.0  ...   6705.0     6763.00       EB
44   eb2511  20251009   6828.0  ...   6787.0     6838.00       EB
45   eb2512  20251009   6808.0  ...   6801.0     6848.00       EB
46   eb2601  20251009   6859.0  ...   6825.0     6874.00       EB
47   eb2602  20251009   6901.0  ...   6864.0     6914.00       EB
48   eb2603  20251009   6945.0  ...   6906.0     6980.00       EB
49   eb2604  20251009   6979.0  ...   6946.0     6997.00       EB
50   eb2605  20251009   7003.0  ...   6975.0     6998.00       EB
51   eb2606  20251009   6969.0  ...   6980.0     7024.00       EB
52   eb2607  20251009   6959.0  ...   6959.0     7027.00       EB
53   eb2608  20251009   6985.0  ...   6997.0     7064.00       EB
54   eb2609  20251009   7018.0  ...   7018.0     7037.00       EB
55   eg2510  20251009   4211.0  ...   4173.0     4246.00       EG
56   eg2511  20251009   4190.0  ...   4156.0     4197.00       EG
57   eg2512  20251009   4158.0  ...   4134.0     4194.00       EG
58   eg2601  20251009   4200.0  ...   4145.0     4200.00       EG
59   eg2602  20251009   4173.0  ...   4143.0     4213.00       EG
60   eg2603  20251009   4208.0  ...   4181.0     4219.00       EG
61   eg2604  20251009   4222.0  ...   4197.0     4257.00       EG
62   eg2605  20251009   4290.0  ...   4224.0     4268.00       EG
63   eg2606  20251009   4225.0  ...   4225.0     4268.00       EG
64   eg2607  20251009      0.0  ...   4300.0     4300.00       EG
65   eg2608  20251009      0.0  ...   4285.0     4345.00       EG
66   eg2609  20251009   4259.0  ...   4259.0     4315.00       EG
67   fb2510  20251009   1256.0  ...   1252.0     1269.00       FB
68   fb2511  20251009   1259.5  ...   1265.5     1251.00       FB
69   fb2512  20251009   1250.0  ...   1257.0     1247.50       FB
70   fb2601  20251009   1255.0  ...   1260.0     1251.50       FB
71   fb2602  20251009   1259.5  ...   1264.5     1253.00       FB
72   fb2603  20251009   1250.0  ...   1256.0     1240.00       FB
73   fb2604  20251009   1273.0  ...   1270.5     1272.50       FB
74   fb2605  20251009      0.0  ...   1299.0     1299.00       FB
75   fb2606  20251009      0.0  ...   1276.5     1276.50       FB
76   fb2607  20251009      0.0  ...   1302.5     1302.50       FB
77   fb2608  20251009      0.0  ...   1308.0     1308.00       FB
78   fb2609  20251009      0.0  ...   1296.0     1296.00       FB
79    i2510  20251009    795.0  ...    802.0      799.50        I
80    i2511  20251009    805.0  ...    804.0      799.50        I
81    i2512  20251009    791.0  ...    797.0      792.50        I
82    i2601  20251009    782.0  ...    787.0      783.00        I
83    i2602  20251009    774.5  ...    783.0      778.00        I
84    i2603  20251009    771.0  ...    777.0      773.00        I
85    i2604  20251009    765.5  ...    775.0      769.00        I
86    i2605  20251009    762.5  ...    765.5      761.50        I
87    i2606  20251009    751.5  ...    761.0      756.50        I
88    i2607  20251009    747.0  ...    757.0      752.00        I
89    i2608  20251009    742.0  ...    752.5      747.50        I
90    i2609  20251009    742.0  ...    745.5      741.50        I
91    j2510  20251009   1550.0  ...   1600.5     1587.00        J
92    j2511  20251009   1569.0  ...   1580.0     1589.50        J
93    j2512  20251009   1602.5  ...   1611.0     1622.00        J
94    j2601  20251009   1626.0  ...   1636.0     1645.50        J
95    j2602  20251009   1666.5  ...   1669.5     1676.50        J
96    j2603  20251009      0.0  ...   1698.0     1698.00        J
97    j2604  20251009      0.0  ...   1766.0     1766.00        J
98    j2605  20251009   1774.0  ...   1787.0     1790.50        J
99    j2606  20251009      0.0  ...   1817.0     1817.00        J
100   j2607  20251009      0.0  ...   1833.5     1833.50        J
101   j2608  20251009      0.0  ...   1853.5     1853.50        J
102   j2609  20251009   1862.0  ...   1879.0     1852.00        J
103  jd2510  20251009   2800.0  ...   2676.0     2911.00       JD
104  jd2511  20251009   2890.0  ...   2871.0     3018.00       JD
105  jd2512  20251009   3088.0  ...   3055.0     3180.00       JD
106  jd2601  20251009   3270.0  ...   3254.0     3353.00       JD
107  jd2602  20251009   3089.0  ...   3059.0     3105.00       JD
108  jd2603  20251009   3120.0  ...   3103.0     3125.00       JD
109  jd2604  20251009   3229.0  ...   3229.0     3247.00       JD
110  jd2605  20251009   3400.0  ...   3398.0     3399.00       JD
111  jd2606  20251009   3235.0  ...   3244.0     3236.00       JD
112  jd2607  20251009   3500.0  ...   3480.0     3481.00       JD
113  jd2608  20251009   3945.0  ...   3951.0     3935.00       JD
114  jd2609  20251009   3803.0  ...   3819.0     3809.00       JD
115  jm2510  20251009    942.5  ...    953.5      979.00       JM
116  jm2511  20251009    995.0  ...   1008.0     1009.50       JM
117  jm2512  20251009   1055.0  ...   1075.5     1071.00       JM
118  jm2601  20251009   1126.0  ...   1147.0     1146.00       JM
119  jm2602  20251009   1155.5  ...   1173.0     1172.00       JM
120  jm2603  20251009   1166.5  ...   1195.5     1188.50       JM
121  jm2604  20251009   1196.5  ...   1216.0     1205.50       JM
122  jm2605  20251009   1216.0  ...   1241.5     1231.50       JM
123  jm2606  20251009   1243.5  ...   1268.5     1238.50       JM
124  jm2607  20251009   1264.5  ...   1286.5     1256.50       JM
125  jm2608  20251009   1286.5  ...   1313.0     1278.00       JM
126  jm2609  20251009   1307.0  ...   1326.5     1308.00       JM
127   l2510  20251009   7031.0  ...   6992.0     7039.00        L
128   l2511  20251009   7079.0  ...   7039.0     7100.00        L
129   l2512  20251009   7107.0  ...   7059.0     7134.00        L
130   l2601  20251009   7145.0  ...   7073.0     7156.00        L
131   l2602  20251009   7107.0  ...   7060.0     7152.00        L
132   l2603  20251009   7089.0  ...   7071.0     7163.00        L
133   l2604  20251009   7150.0  ...   7117.0     7207.00        L
134   l2605  20251009   7182.0  ...   7106.0     7194.00        L
135   l2606  20251009   7144.0  ...   7112.0     7193.00        L
136   l2607  20251009   7157.0  ...   7128.0     7212.00        L
137   l2608  20251009   7167.0  ...   7146.0     7235.00        L
138   l2609  20251009   7169.0  ...   7150.0     7217.00        L
139  lg2511  20251009    820.0  ...    826.5      820.00       LG
140  lg2601  20251009    824.5  ...    823.5      824.50       LG
141  lg2603  20251009    832.0  ...    829.5      830.00       LG
142  lg2605  20251009    830.0  ...    830.0      830.50       LG
143  lg2607  20251009    830.5  ...    831.5      831.00       LG
144  lg2609  20251009    833.5  ...    830.5      834.00       LG
145  lh2511  20251009  11710.0  ...  11695.0    12320.00       LH
146  lh2601  20251009  12335.0  ...  12235.0    12750.00       LH
147  lh2603  20251009  12100.0  ...  12035.0    12395.00       LH
148  lh2605  20251009  12500.0  ...  12480.0    12820.00       LH
149  lh2607  20251009  13200.0  ...  13180.0    13430.00       LH
150  lh2609  20251009  13800.0  ...  13850.0    13995.00       LH
151   m2511  20251009   2926.0  ...   2909.0     2907.00        M
152   m2512  20251009   2959.0  ...   2947.0     2945.00        M
153   m2601  20251009   2950.0  ...   2934.0     2933.00        M
154   m2603  20251009   2845.0  ...   2899.0     2900.00        M
155   m2605  20251009   2751.0  ...   2751.0     2741.00        M
156   m2607  20251009   2725.0  ...   2733.0     2725.00        M
157   m2608  20251009   2853.0  ...   2854.0     2846.00        M
158   m2609  20251009   2860.0  ...   2858.0     2850.00        M
159   p2510  20251009   9388.0  ...   9422.0     9058.00        P
160   p2511  20251009   9388.0  ...   9416.0     9142.00        P
161   p2512  20251009   9412.0  ...   9476.0     9156.00        P
162   p2601  20251009   9452.0  ...   9512.0     9190.00        P
163   p2602  20251009   9424.0  ...   9486.0     9176.00        P
164   p2603  20251009   9416.0  ...   9456.0     9152.00        P
165   p2604  20251009   9334.0  ...   9374.0     9076.00        P
166   p2605  20251009   9250.0  ...   9298.0     9004.00        P
167   p2606  20251009   9152.0  ...   9200.0     8978.00        P
168   p2607  20251009   8958.0  ...   9068.0     8796.00        P
169   p2608  20251009   8958.0  ...   8992.0     8696.00        P
170   p2609  20251009   8798.0  ...   8846.0     8618.00        P
171  pg2510  20251009   4382.0  ...   4277.0     4443.00       PG
172  pg2511  20251009   4122.0  ...   4078.0     4295.00       PG
173  pg2512  20251009   3996.0  ...   4000.0     4202.00       PG
174  pg2601  20251009   4048.0  ...   3945.0     4132.00       PG
175  pg2602  20251009   3998.0  ...   3883.0     4064.00       PG
176  pg2603  20251009   3898.0  ...   3822.0     3981.00       PG
177  pg2604  20251009   4244.0  ...   4215.0     4332.00       PG
178  pg2605  20251009   4108.0  ...   4128.0     4253.00       PG
179  pg2606  20251009   4103.0  ...   4075.0     4199.00       PG
180  pg2607  20251009   4018.0  ...   4005.0     4139.00       PG
181  pg2608  20251009   3995.0  ...   3955.0     4081.00       PG
182  pg2609  20251009   3919.0  ...   3919.0     4082.00       PG
183  pp2510  20251009   6655.0  ...   6642.0     6758.00       PP
184  pp2511  20251009   6752.0  ...   6684.0     6801.00       PP
185  pp2512  20251009   6774.0  ...   6719.0     6839.00       PP
186  pp2601  20251009   6800.0  ...   6750.0     6873.00       PP
187  pp2602  20251009   6824.0  ...   6743.0     6866.00       PP
188  pp2603  20251009   6782.0  ...   6736.0     6862.00       PP
189  pp2604  20251009   6808.0  ...   6759.0     6884.00       PP
190  pp2605  20251009   6874.0  ...   6801.0     6910.00       PP
191  pp2606  20251009   6827.0  ...   6759.0     6874.00       PP
192  pp2607  20251009   6802.0  ...   6747.0     6846.00       PP
193  pp2608  20251009   6822.0  ...   6794.0     6862.00       PP
194  pp2609  20251009   6858.0  ...   6835.0     6890.00       PP
195  rr2510  20251009      0.0  ...   3612.0     3612.00       RR
196  rr2511  20251009   3618.0  ...   3619.0     3616.00       RR
197  rr2512  20251009   3606.0  ...   3596.0     3604.00       RR
198  rr2601  20251009   3620.0  ...   3626.0     3624.00       RR
199  rr2602  20251009   3611.0  ...   3611.0     3614.00       RR
200  rr2603  20251009      0.0  ...   3613.0     3613.00       RR
201  rr2604  20251009      0.0  ...   3621.0     3621.00       RR
202  rr2605  20251009      0.0  ...   3609.0     3607.00       RR
203  rr2606  20251009      0.0  ...   3608.0     3608.00       RR
204  rr2607  20251009      0.0  ...   3609.0     3609.00       RR
205  rr2608  20251009      0.0  ...   3614.0     3614.00       RR
206  rr2609  20251009      0.0  ...   3630.0     3630.00       RR
207   v2510  20251009   4697.0  ...   4634.0     4733.00        V
208   v2511  20251009   4738.0  ...   4667.0     4770.00        V
209   v2512  20251009   4784.0  ...   4704.0     4807.00        V
210   v2601  20251009   4825.0  ...   4755.0     4858.00        V
211   v2602  20251009   4866.0  ...   4805.0     4903.00        V
212   v2603  20251009   4900.0  ...   4839.0     4928.00        V
213   v2604  20251009   5089.0  ...   5049.0     5137.00        V
214   v2605  20251009   5152.0  ...   5085.0     5172.00        V
215   v2606  20251009   5178.0  ...   5119.0     5203.00        V
216   v2607  20251009   5176.0  ...   5153.0     5238.00        V
217   v2608  20251009   5213.0  ...   5195.0     5272.00        V
218   v2609  20251009   5293.0  ...   5231.0     5308.00        V
219   y2511  20251009   8178.0  ...   8290.0     8128.00        Y
220   y2512  20251009   8302.0  ...   8342.0     8168.00        Y
221   y2601  20251009   8212.0  ...   8294.0     8114.00        Y
222   y2603  20251009   8178.0  ...   8226.0     8066.00        Y
223   y2605  20251009   7996.0  ...   8044.0     7876.00        Y
224   y2607  20251009   7950.0  ...   7978.0     7844.00        Y
225   y2608  20251009   7932.0  ...   7988.0     7830.00        Y
226   y2609  20251009   7868.0  ...   7954.0     7816.00        Y

[227 rows x 12 columns]
2025-10-10 18:26:17,991 - future_1d - INFO - ak.get_dce_daily('2025-10-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251009  50845.0  ...  50760.0     50845.0       PS
1   PS2511  20251009  51280.0  ...  50185.0     50765.0       PS
2   PS2512  20251009  53900.0  ...  52860.0     53270.0       PS
3   PS2601  20251009  53610.0  ...  52695.0     52955.0       PS
4   PS2602  20251009  53630.0  ...  52535.0     52730.0       PS
5   PS2603  20251009  53475.0  ...  52620.0     52665.0       PS
6   PS2604  20251009  53320.0  ...  52550.0     52665.0       PS
7   PS2605  20251009  53150.0  ...  52570.0     52670.0       PS
8   PS2606  20251009  55075.0  ...  54535.0     54735.0       PS
9   PS2607  20251009  55150.0  ...  54430.0     54590.0       PS
10  PS2608  20251009  54620.0  ...  54115.0     54375.0       PS
11  PS2609  20251009  53925.0  ...  54065.0     54400.0       PS
13  SI2510  20251009   8610.0  ...   8640.0      8660.0       SI
14  SI2511  20251009   8650.0  ...   8645.0      8665.0       SI
15  SI2512  20251009   9000.0  ...   9035.0      9050.0       SI
16  SI2601  20251009   8980.0  ...   8985.0      9000.0       SI
17  SI2602  20251009   9005.0  ...   8990.0      9005.0       SI
18  SI2603  20251009   9035.0  ...   8975.0      9020.0       SI
19  SI2604  20251009   8990.0  ...   9000.0      9030.0       SI
20  SI2605  20251009   9100.0  ...   9020.0      9035.0       SI
21  SI2606  20251009   9035.0  ...   9020.0      9050.0       SI
22  SI2607  20251009   9050.0  ...   9055.0      9060.0       SI
23  SI2608  20251009   8990.0  ...   9040.0      9085.0       SI
24  SI2609  20251009   9045.0  ...   9060.0      9085.0       SI
27  LC2510  20251009  72000.0  ...  73040.0     73340.0       LC
28  LC2511  20251009  73200.0  ...  73700.0     73140.0       LC
29  LC2512  20251009  73880.0  ...  73780.0     73220.0       LC
30  LC2601  20251009  73500.0  ...  73640.0     73160.0       LC
31  LC2602  20251009  72960.0  ...  73320.0     72800.0       LC
32  LC2603  20251009  72960.0  ...  73400.0     72800.0       LC
33  LC2604  20251009  73700.0  ...  73820.0     73200.0       LC
34  LC2605  20251009  73460.0  ...  73740.0     73280.0       LC
35  LC2606  20251009  73140.0  ...  73720.0     73100.0       LC
36  LC2607  20251009  73100.0  ...  73600.0     72960.0       LC
37  LC2608  20251009  73200.0  ...  73720.0     73120.0       LC
38  LC2609  20251009  73640.0  ...  73720.0     73100.0       LC

[36 rows x 12 columns]
2025-10-10 18:26:18,131 - future_1d - INFO - ak.get_gfex_daily('2025-10-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251009  ...   86040      83220      CU
1        1      CU2511  20251009  ...   85910      83260      CU
2        2      CU2512  20251009  ...   85940      83250      CU
3        3      CU2601  20251009  ...   85900      83220      CU
4        4      CU2602  20251009  ...   85730      83200      CU
5        5      CU2603  20251009  ...   85740      83150      CU
6        6      CU2604  20251009  ...   86060      83070      CU
7        7      CU2605  20251009  ...   85860      83010      CU
8        8      CU2606  20251009  ...   85890      82870      CU
9        9      CU2607  20251009  ...   85640      82910      CU
10      10      CU2608  20251009  ...   85310      82750      CU
11      11      CU2609  20251009  ...   85410      82840      CU
12      12      BC2510  20251009  ...   76060      73830      BC
13      13      BC2511  20251009  ...   76560      74070      BC
14      14      BC2512  20251009  ...   76870      74340      BC
15      15      BC2601  20251009  ...   76900      73700      BC
16      16      BC2602  20251009  ...   76900      73700      BC
17      17      BC2603  20251009  ...   77470      74550      BC
18      18      BC2604  20251009  ...   77000      73400      BC
19      19      BC2605  20251009  ...   75900      72900      BC
20      20      BC2606  20251009  ...   75880      72960      BC
21      21      BC2607  20251009  ...   75800      72900      BC
22      22      BC2608  20251009  ...   75800      73280      BC
23      23      BC2609  20251009  ...   75710      73400      BC
24      24      AL2510  20251009  ...   21030      20745      AL
25      25      AL2511  20251009  ...   21005      20755      AL
26      26      AL2512  20251009  ...   21010      20755      AL
27      27      AL2601  20251009  ...   21010      20760      AL
28      28      AL2602  20251009  ...   21005      20755      AL
29      29      AL2603  20251009  ...   21005      20775      AL
30      30      AL2604  20251009  ...   21030      20820      AL
31      31      AL2605  20251009  ...   21055      20830      AL
32      32      AL2606  20251009  ...   21035      20840      AL
33      33      AL2607  20251009  ...   21070      20825      AL
34      34      AL2608  20251009  ...   21060      20825      AL
35      35      AL2609  20251009  ...   21060      20810      AL
36      36      ZN2510  20251009  ...   22165      21870      ZN
37      37      ZN2511  20251009  ...   22200      21935      ZN
38      38      ZN2512  20251009  ...   22230      21950      ZN
39      39      ZN2601  20251009  ...   22240      21985      ZN
40      40      ZN2602  20251009  ...   22290      22010      ZN
41      41      ZN2603  20251009  ...   22340      22020      ZN
42      42      ZN2604  20251009  ...   22375      22055      ZN
43      43      ZN2605  20251009  ...   22415      22125      ZN
44      44      ZN2606  20251009  ...   22425      22170      ZN
45      45      ZN2607  20251009  ...   22460      22170      ZN
46      46      ZN2608  20251009  ...   22435      22175      ZN
47      47      ZN2609  20251009  ...   22475      22245      ZN
48      48      PB2510  20251009  ...   17025      16895      PB
49      49      PB2511  20251009  ...   17040      16930      PB
50      50      PB2512  20251009  ...   17075      16955      PB
51      51      PB2601  20251009  ...   17095      16970      PB
52      52      PB2602  20251009  ...   16990      16970      PB
53      53      PB2603  20251009  ...   17205      16985      PB
54      54      PB2604  20251009  ...   17170      17015      PB
55      55      PB2605  20251009  ...   17195      17025      PB
56      56      PB2606  20251009  ...   17165      17020      PB
57      57      PB2607  20251009  ...   17020      17020      PB
58      58      PB2608  20251009  ...   17255      17030      PB
59      59      PB2609  20251009  ...   17285      17050      PB
60      60      NI2510  20251009  ...  122090     121200      NI
61      61      NI2511  20251009  ...  123120     121580      NI
62      62      NI2512  20251009  ...  123310     121720      NI
63      63      NI2601  20251009  ...  123530     121920      NI
64      64      NI2602  20251009  ...  123470     121980      NI
65      65      NI2603  20251009  ...  124010     122290      NI
66      66      NI2604  20251009  ...  124320     122630      NI
67      67      NI2605  20251009  ...  124550     122780      NI
68      68      NI2606  20251009  ...  124900     122720      NI
69      69      NI2607  20251009  ...  124850     123310      NI
70      70      NI2608  20251009  ...  125590     123760      NI
71      71      NI2609  20251009  ...  125660     124310      NI
72      72      SN2510  20251009  ...  284870     278060      SN
73      73      SN2511  20251009  ...  285070     278760      SN
74      74      SN2512  20251009  ...  285420     278700      SN
75      75      SN2601  20251009  ...  285490     278760      SN
76      76      SN2602  20251009  ...  285460     278620      SN
77      77      SN2603  20251009  ...  285280     278480      SN
78      78      SN2604  20251009  ...  284800     279250      SN
79      79      SN2605  20251009  ...  285020     277730      SN
80      80      SN2606  20251009  ...  285390     277860      SN
81      81      SN2607  20251009  ...  284640     278390      SN
82      82      SN2608  20251009  ...  285520     279230      SN
83      83      SN2609  20251009  ...  287820     279080      SN
84      84      AO2510  20251009  ...    2818       2835      AO
85      85      AO2511  20251009  ...    2844       2854      AO
86      86      AO2512  20251009  ...    2860       2868      AO
87      87      AO2601  20251009  ...    2871       2883      AO
88      88      AO2602  20251009  ...    2882       2897      AO
89      89      AO2603  20251009  ...    2949       2966      AO
90      90      AO2604  20251009  ...    2958       2967      AO
91      91      AO2605  20251009  ...    2965       2974      AO
92      92      AO2606  20251009  ...    2972       2980      AO
93      93      AO2607  20251009  ...    2978       2987      AO
94      94      AO2608  20251009  ...    2987       3002      AO
95      95      AO2609  20251009  ...    3000       3017      AO
96      96      AD2511  20251009  ...   20485      20250      AD
97      97      AD2512  20251009  ...   20535      20290      AD
98      98      AD2601  20251009  ...   20610      20330      AD
99      99      AD2602  20251009  ...   20620      20350      AD
100    100      AD2603  20251009  ...   20325      20325      AD
101    101      AD2604  20251009  ...   20360      20310      AD
102    102      AD2605  20251009  ...   20550      20310      AD
103    103      AD2606  20251009  ...   20365      20325      AD
104    104      AD2607  20251009  ...   20510      20510      AD
105    105      AD2608  20251009  ...   20495      20515      AD
106    106      AD2609  20251009  ...   20335      20335      AD
107    107      AU2510  20251009  ...  912.68     870.54      AU
108    108      AU2511  20251009  ...  912.92     871.26      AU
109    109      AU2512  20251009  ...  912.96      872.3      AU
110    110      AU2602  20251009  ...  915.62     875.08      AU
111    111      AU2604  20251009  ...  917.54     876.98      AU
112    112      AU2606  20251009  ...  918.92     879.94      AU
113    113      AU2608  20251009  ...  921.98     880.24      AU
114    114      AU2610  20251009  ...   924.9      885.3      AU
115    115      AG2510  20251009  ...   11193      10901      AG
116    116      AG2511  20251009  ...   11192      10916      AG
117    117      AG2512  20251009  ...   11209      10926      AG
118    118      AG2601  20251009  ...   11217      10935      AG
119    119      AG2602  20251009  ...   11235      10953      AG
120    120      AG2603  20251009  ...   11249      10957      AG
121    121      AG2604  20251009  ...   11256      10964      AG
122    122      AG2605  20251009  ...   11266      10989      AG
123    123      AG2606  20251009  ...   11255      10993      AG
124    124      AG2607  20251009  ...   11284      11015      AG
125    125      AG2608  20251009  ...   11293      11009      AG
126    126      AG2609  20251009  ...   11305      11036      AG
127    127      RB2510  20251009  ...    2998       3001      RB
128    128      RB2511  20251009  ...    3019       3021      RB
129    129      RB2512  20251009  ...    3070       3074      RB
130    130      RB2601  20251009  ...    3087       3090      RB
131    131      RB2602  20251009  ...    3093       3095      RB
132    132      RB2603  20251009  ...    3109       3106      RB
133    133      RB2604  20251009  ...    3131       3130      RB
134    134      RB2605  20251009  ...    3145       3144      RB
135    135      RB2606  20251009  ...    3158       3159      RB
136    136      RB2607  20251009  ...    3175       3177      RB
137    137      RB2608  20251009  ...    3180       3175      RB
138    138      RB2609  20251009  ...    3189       3186      RB
139    139      WR2510  20251009  ...    3069       3069      WR
140    140      WR2511  20251009  ...    3270       3300      WR
141    141      WR2512  20251009  ...    3309       3309      WR
142    142      WR2601  20251009  ...    3320       3307      WR
143    143      WR2602  20251009  ...    3301       3301      WR
144    144      WR2603  20251009  ...    3329       3329      WR
145    145      WR2604  20251009  ...    3339       3339      WR
146    146      WR2605  20251009  ...    3279       3248      WR
147    147      WR2606  20251009  ...    3356       3296      WR
148    148      WR2607  20251009  ...    3390       3390      WR
149    149      WR2608  20251009  ...    3431       3408      WR
150    150      WR2609  20251009  ...    3430       3430      WR
151    151      HC2510  20251009  ...    3352       3380      HC
152    152      HC2511  20251009  ...    3306       3329      HC
153    153      HC2512  20251009  ...    3300       3300      HC
154    154      HC2601  20251009  ...    3273       3274      HC
155    155      HC2602  20251009  ...    3272       3270      HC
156    156      HC2603  20251009  ...    3281       3279      HC
157    157      HC2604  20251009  ...    3286       3279      HC
158    158      HC2605  20251009  ...    3281       3276      HC
159    159      HC2606  20251009  ...    3286       3274      HC
160    160      HC2607  20251009  ...    3294       3291      HC
161    161      HC2608  20251009  ...    3298       3293      HC
162    162      HC2609  20251009  ...    3301       3306      HC
163    163      SS2510  20251009  ...   12600      12650      SS
164    164      SS2511  20251009  ...   12800      12785      SS
165    165      SS2512  20251009  ...   12820      12800      SS
166    166      SS2601  20251009  ...   12890      12865      SS
167    167      SS2602  20251009  ...   12925      12915      SS
168    168      SS2603  20251009  ...   13050      13025      SS
169    169      SS2604  20251009  ...   13115      13105      SS
170    170      SS2605  20251009  ...   13195      13160      SS
171    171      SS2606  20251009  ...   13290      13230      SS
172    172      SS2607  20251009  ...   13320      13280      SS
173    173      SS2608  20251009  ...   13375      13340      SS
174    174      SS2609  20251009  ...   13410      13385      SS
175    175      SC2511  20251009  ...   468.7      480.5      SC
176    176      SC2512  20251009  ...   471.4        482      SC
177    177      SC2601  20251009  ...   471.2      481.6      SC
178    178      SC2602  20251009  ...   470.2      481.1      SC
179    179      SC2603  20251009  ...   469.6      480.5      SC
180    180      SC2604  20251009  ...   469.6      480.4      SC
181    181      SC2605  20251009  ...   470.5      482.3      SC
182    182      SC2606  20251009  ...   468.9      479.5      SC
183    183      SC2607  20251009  ...   470.8      478.7      SC
184    184      SC2608  20251009  ...   469.5      477.6      SC
185    185      SC2609  20251009  ...   470.3      478.3      SC
186    186      SC2610  20251009  ...     471      478.3      SC
187    187      SC2612  20251009  ...   463.8      473.7      SC
188    188      SC2703  20251009  ...     472      472.1      SC
189    189      SC2706  20251009  ...   469.9        473      SC
190    190      SC2709  20251009  ...   469.4      476.2      SC
191    191      SC2712  20251009  ...   465.9        474      SC
192    192      SC2803  20251009  ...     458      475.1      SC
193    193      SC2806  20251009  ...   455.2      465.8      SC
194    194      SC2809  20251009  ...   458.2      465.9      SC
195    195      LU2511  20251009  ...    3329       3402      LU
196    196      LU2512  20251009  ...    3342       3417      LU
197    197      LU2601  20251009  ...    3326       3398      LU
198    198      LU2602  20251009  ...    3318       3400      LU
199    199      LU2603  20251009  ...    3327       3375      LU
200    200      LU2604  20251009  ...    3300       3371      LU
201    201      LU2605  20251009  ...    3278       3358      LU
202    202      LU2606  20251009  ...    3289       3361      LU
203    203      LU2607  20251009  ...    3276       3353      LU
204    204      LU2608  20251009  ...    3271       3329      LU
205    205      LU2609  20251009  ...    3267       3317      LU
206    206      LU2610  20251009  ...    3267       3317      LU
207    207      FU2511  20251009  ...    2935       2995      FU
208    208      FU2512  20251009  ...    2851       2911      FU
209    209      FU2601  20251009  ...    2813       2870      FU
210    210      FU2602  20251009  ...    2786       2846      FU
211    211      FU2603  20251009  ...    2780       2833      FU
212    212      FU2604  20251009  ...    2773       2822      FU
213    213      FU2605  20251009  ...    2761       2807      FU
214    214      FU2606  20251009  ...    2752       2791      FU
215    215      FU2607  20251009  ...    2727       2764      FU
216    216      FU2608  20251009  ...    2702       2732      FU
217    217      FU2609  20251009  ...    2691       2718      FU
218    218      FU2610  20251009  ...    2686       2718      FU
219    219      BU2510  20251009  ...    3470       3444      BU
220    220      BU2511  20251009  ...    3376       3427      BU
221    221      BU2512  20251009  ...    3327       3378      BU
222    222      BU2601  20251009  ...    3307       3359      BU
223    223      BU2602  20251009  ...    3314       3366      BU
224    224      BU2603  20251009  ...    3323       3365      BU
225    225      BU2604  20251009  ...    3319       3368      BU
226    226      BU2605  20251009  ...    3328       3374      BU
227    227      BU2606  20251009  ...    3328       3369      BU
228    228      BU2607  20251009  ...    3331       3381      BU
229    229      BU2608  20251009  ...    3356       3378      BU
230    230      BU2609  20251009  ...    3316       3368      BU
231    231      BU2612  20251009  ...    3270       3308      BU
232    232      BU2703  20251009  ...    3276       3311      BU
233    233      BU2706  20251009  ...    3282       3306      BU
234    234      BU2709  20251009  ...    3300       3299      BU
235    235      BR2510  20251009  ...   11310      11230      BR
236    236      BR2511  20251009  ...   11260      11175      BR
237    237      BR2512  20251009  ...   11235      11165      BR
238    238      BR2601  20251009  ...   11225      11165      BR
239    239      BR2602  20251009  ...   11245      11170      BR
240    240      BR2603  20251009  ...   11265      11170      BR
241    241      BR2604  20251009  ...   11195      11175      BR
242    242      BR2605  20251009  ...   11295      11235      BR
243    243      BR2606  20251009  ...   11345      11270      BR
244    244      BR2607  20251009  ...   11415      11375      BR
245    245      BR2608  20251009  ...   11460      11410      BR
246    246      BR2609  20251009  ...   11505      11355      BR
247    247      RU2510  20251009  ...   14535      14265      RU
248    248      RU2511  20251009  ...   14485      14365      RU
249    249      RU2601  20251009  ...   15325      15180      RU
250    250      RU2603  20251009  ...   15345      15155      RU
251    251      RU2604  20251009  ...   15290      15150      RU
252    252      RU2605  20251009  ...   15290      15165      RU
253    253      RU2606  20251009  ...   15270      15175      RU
254    254      RU2607  20251009  ...   15370      15150      RU
255    255      RU2608  20251009  ...   15300      15095      RU
256    256      RU2609  20251009  ...   15315      15145      RU
257    257      NR2510  20251009  ...   12220      12200      NR
258    258      NR2511  20251009  ...   12385      12240      NR
259    259      NR2512  20251009  ...   12385      12255      NR
260    260      NR2601  20251009  ...   12410      12285      NR
261    261      NR2602  20251009  ...   12400      12260      NR
262    262      NR2603  20251009  ...   12390      12280      NR
263    263      NR2604  20251009  ...   12390      12285      NR
264    264      NR2605  20251009  ...   12425      12350      NR
265    265      NR2606  20251009  ...   12470      12415      NR
266    266      NR2607  20251009  ...   12535      12535      NR
267    267      NR2608  20251009  ...   12570      12555      NR
268    268      NR2609  20251009  ...   12510      12510      NR
269    269      SP2510  20251009  ...    4808       4808      SP
270    270      SP2511  20251009  ...    4812       4856      SP
271    271      SP2512  20251009  ...    4832       4874      SP
272    272      SP2601  20251009  ...    5108       5142      SP
273    273      SP2602  20251009  ...    5114       5140      SP
274    274      SP2603  20251009  ...    5130       5160      SP
275    275      SP2604  20251009  ...    5140       5168      SP
276    276      SP2605  20251009  ...    5150       5182      SP
277    277      SP2606  20251009  ...    5182       5198      SP
278    278      SP2607  20251009  ...    5170       5194      SP
279    279      SP2608  20251009  ...    5192       5212      SP
280    280      SP2609  20251009  ...    5178       5212      SP
281    281      OP2601  20251009  ...    4214       4232      OP
282    282      OP2602  20251009  ...    4224       4218      OP
283    283      OP2603  20251009  ...    4222       4258      OP
284    284      OP2604  20251009  ...    4268       4276      OP
285    285      OP2605  20251009  ...    4266       4266      OP
286    286      OP2606  20251009  ...    4234       4236      OP
287    287      OP2607  20251009  ...    4238       4238      OP
288    288      OP2608  20251009  ...    4248       4238      OP
289    289      OP2609  20251009  ...    4266       4330      OP
290    290      EC2510  20251009  ...  1112.5     1122.1      EC
291    291      EC2512  20251009  ...  1620.2     1719.1      EC
292    292      EC2602  20251009  ...  1410.9     1628.2      EC
293    293      EC2604  20251009  ...  1108.4     1243.6      EC
294    294      EC2606  20251009  ...  1294.6     1445.6      EC
295    295      EC2608  20251009  ...  1415.5     1595.7      EC
296    296  SC_TAS2511  20251009  ...                     SC_TAS
297    297  SC_TAS2512  20251009  ...                     SC_TAS
298    298  SC_TAS2601  20251009  ...                     SC_TAS
299    299  SC_TAS2602  20251009  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-10 18:26:18,234 - future_1d - INFO - ak.get_shfe_daily('2025-10-09') done
2025-10-10 18:26:20,014 - future_1d - INFO - save future_daily 2025-10-09 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251010   9010.0   9175.0  ...      108.45   9037.0      9056.0       AP
1    AP511  20251010   8714.0   8796.0  ...    14449.55   8747.0      8692.0       AP
2    AP512  20251010   8648.0   8727.0  ...     4961.44   8689.0      8655.0       AP
3    AP601  20251010   8683.0   8788.0  ...   874039.85   8721.0      8691.0       AP
4    AP603  20251010   8521.0   8636.0  ...     2556.79   8580.0      8527.0       AP
5    AP604  20251010   8516.0   8633.0  ...     1134.18   8592.0      8517.0       AP
6    AP605  20251010   8563.0   8694.0  ...    44339.02   8640.0      8564.0       AP
7    CF511  20251010  13250.0  13415.0  ...   121951.45  13340.0     13255.0       CF
8    CF601  20251010  13295.0  13420.0  ...  2287632.70  13355.0     13290.0       CF
9    CF603  20251010  13300.0  13430.0  ...   191533.79  13335.0     13295.0       CF
10   CF605  20251010  13340.0  13465.0  ...   418980.92  13405.0     13330.0       CF
11   CF607  20251010  13440.0  13490.0  ...     1491.33  13435.0     13360.0       CF
12   CF609  20251010  13535.0  13645.0  ...     3085.34  13590.0     13515.0       CF
13   CJ512  20251010  10930.0  11135.0  ...    10691.61  11015.0     10805.0       CJ
14   CJ601  20251010  11000.0  11230.0  ...  1590993.41  11110.0     10895.0       CJ
15   CJ603  20251010  10935.0  11175.0  ...    23433.48  11060.0     10845.0       CJ
16   CJ605  20251010  11045.0  11285.0  ...   255976.02  11170.0     10955.0       CJ
17   CJ607  20251010  11140.0  11335.0  ...     3709.49  11225.0     11035.0       CJ
18   CJ609  20251010  11255.0  11440.0  ...     2579.58  11365.0     11165.0       CJ
19   CY510  20251010      0.0      0.0  ...        0.00  19515.0     19480.0       CY
20   CY511  20251010  19520.0  19805.0  ...    48797.19  19725.0     19470.0       CY
21   CY512  20251010      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251010  19350.0  19490.0  ...   113179.57  19415.0     19380.0       CY
23   CY602  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251010  19300.0  19700.0  ...      146.69  19560.0     19450.0       CY
25   CY604  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251010  19675.0  19680.0  ...      137.04  19575.0     19475.0       CY
27   CY606  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251010      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251010      0.0      0.0  ...        0.00  19335.0     19335.0       CY
30   CY609  20251010      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251010      0.0      0.0  ...        0.00   1099.0      1101.0       FG
32   FG511  20251010   1119.0   1130.0  ...    89279.98   1117.0      1107.0       FG
33   FG512  20251010   1232.0   1249.0  ...    89524.47   1230.0      1220.0       FG
34   FG601  20251010   1224.0   1245.0  ...  5224223.26   1224.0      1215.0       FG
35   FG602  20251010   1285.0   1304.0  ...    45666.38   1282.0      1272.0       FG
36   FG603  20251010   1287.0   1306.0  ...    84022.33   1288.0      1276.0       FG
37   FG604  20251010   1354.0   1371.0  ...     1693.14   1355.0      1335.0       FG
38   FG605  20251010   1340.0   1371.0  ...   254349.80   1351.0      1334.0       FG
39   FG606  20251010   1374.0   1400.0  ...     1151.48   1384.0      1369.0       FG
40   FG607  20251010   1365.0   1391.0  ...     2545.67   1372.0      1356.0       FG
41   FG608  20251010   1410.0   1429.0  ...     1116.02   1416.0      1400.0       FG
42   FG609  20251010   1405.0   1431.0  ...     8066.61   1417.0      1403.0       FG
43   JR511  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251010   2205.0   2210.0  ...      641.34   2204.0      2202.0       MA
52   MA511  20251010   2241.0   2255.0  ...    35444.98   2243.0      2245.0       MA
53   MA512  20251010   2265.0   2288.0  ...    85770.82   2270.0      2276.0       MA
54   MA601  20251010   2290.0   2308.0  ...  1307251.87   2295.0      2298.0       MA
55   MA602  20251010   2320.0   2341.0  ...    60599.22   2326.0      2325.0       MA
56   MA603  20251010   2339.0   2363.0  ...   134219.75   2347.0      2350.0       MA
57   MA604  20251010   2362.0   2372.0  ...       94.41   2360.0      2360.0       MA
58   MA605  20251010   2349.0   2362.0  ...   137736.49   2346.0      2355.0       MA
59   MA606  20251010   2371.0   2372.0  ...       77.58   2351.0      2358.0       MA
60   MA607  20251010   2349.0   2354.0  ...      112.39   2341.0      2336.0       MA
61   MA608  20251010   2341.0   2353.0  ...       42.25   2347.0      2345.0       MA
62   MA609  20251010   2323.0   2333.0  ...     1696.86   2321.0      2325.0       MA
63   OI511  20251010  10422.0  10422.0  ...   172389.98  10308.0     10352.0       OI
64   OI601  20251010  10238.0  10247.0  ...  2813643.22  10138.0     10197.0       OI
65   OI603  20251010  10003.0  10017.0  ...   256188.87   9916.0      9966.0       OI
66   OI605  20251010   9720.0   9735.0  ...   171151.48   9652.0      9683.0       OI
67   OI607  20251010   9625.0   9639.0  ...      917.66   9559.0      9613.0       OI
68   OI609  20251010   9566.0   9585.0  ...     1988.10   9512.0      9547.0       OI
69   PF510  20251010   6206.0   6206.0  ...      127.09   6200.0      6250.0       PF
70   PF511  20251010   6292.0   6300.0  ...   508421.02   6228.0      6274.0       PF
71   PF512  20251010   6232.0   6252.0  ...   503489.98   6184.0      6214.0       PF
72   PF601  20251010   6264.0   6292.0  ...    86086.50   6230.0      6258.0       PF
73   PF602  20251010   6254.0   6262.0  ...   305619.36   6188.0      6236.0       PF
74   PF603  20251010   6242.0   6258.0  ...   154434.07   6184.0      6232.0       PF
75   PF604  20251010   6332.0   6344.0  ...      134.30   6246.0      6288.0       PF
76   PF605  20251010   6320.0   6352.0  ...      219.18   6262.0      6304.0       PF
77   PF606  20251010   6334.0   6334.0  ...       50.24   6280.0      6336.0       PF
78   PF607  20251010   6352.0   6352.0  ...       53.57   6302.0      6330.0       PF
79   PF608  20251010   6372.0   6382.0  ...       41.12   6326.0      6376.0       PF
80   PF609  20251010   6368.0   6400.0  ...       82.66   6360.0      6390.0       PF
81   PK510  20251010   7650.0   7704.0  ...       84.46   7678.0      7620.0       PK
82   PK511  20251010   7702.0   7916.0  ...   774780.16   7816.0      7712.0       PK
83   PK512  20251010   7708.0   7876.0  ...   192816.30   7792.0      7704.0       PK
84   PK601  20251010   7750.0   7910.0  ...   387951.26   7838.0      7748.0       PK
85   PK603  20251010   7804.0   7946.0  ...    34929.62   7886.0      7782.0       PK
86   PK604  20251010   7830.0   7962.0  ...     1580.85   7924.0      7832.0       PK
87   PK605  20251010   7846.0   7976.0  ...    25695.93   7928.0      7840.0       PK
88   PL601  20251010   6231.0   6242.0  ...    67065.51   6205.0      6219.0       PL
89   PL602  20251010   6268.0   6276.0  ...    29438.79   6242.0      6253.0       PL
90   PL603  20251010   6259.0   6259.0  ...    26758.92   6240.0      6257.0       PL
91   PL604  20251010      0.0      0.0  ...        0.00   6239.0      6363.0       PL
92   PL605  20251010   6196.0   6202.0  ...       37.20   6200.0      6216.0       PL
93   PL606  20251010      0.0      0.0  ...        0.00   6290.0      6290.0       PL
94   PL607  20251010   6230.0   6279.0  ...       87.41   6244.0      6267.0       PL
95   PL608  20251010      0.0      0.0  ...        0.00   6429.0      6433.0       PL
96   PL609  20251010      0.0      0.0  ...        0.00   6343.0      6346.0       PL
97   PM511  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251010      0.0      0.0  ...        0.00   5738.0      5738.0       PR
104  PR511  20251010   5762.0   5790.0  ...   108337.35   5734.0      5736.0       PR
105  PR512  20251010   5740.0   5762.0  ...   376097.30   5702.0      5726.0       PR
106  PR601  20251010   5714.0   5740.0  ...   248830.00   5686.0      5714.0       PR
107  PR602  20251010   5774.0   5780.0  ...    43879.78   5712.0      5750.0       PR
108  PR603  20251010   5788.0   5788.0  ...      300.70   5728.0      5768.0       PR
109  PR604  20251010   5836.0   5836.0  ...      155.25   5750.0      5804.0       PR
110  PR605  20251010   5818.0   5852.0  ...       78.29   5800.0      5808.0       PR
111  PR606  20251010   5850.0   5850.0  ...       52.32   5814.0      5844.0       PR
112  PR607  20251010   5846.0   5846.0  ...       34.85   5810.0      5840.0       PR
113  PR608  20251010   5832.0   5832.0  ...       60.79   5790.0      5770.0       PR
114  PR609  20251010   5832.0   5832.0  ...        8.75   5832.0      5870.0       PR
115  PX510  20251010      0.0      0.0  ...        0.00   6458.0      6458.0       PX
116  PX511  20251010   6584.0   6618.0  ...   329009.38   6532.0      6528.0       PX
117  PX512  20251010   6570.0   6592.0  ...   117908.60   6516.0      6518.0       PX
118  PX601  20251010   6554.0   6586.0  ...   276904.22   6508.0      6522.0       PX
119  PX602  20251010   6590.0   6600.0  ...   156948.32   6516.0      6524.0       PX
120  PX603  20251010   6568.0   6596.0  ...   118729.48   6518.0      6516.0       PX
121  PX604  20251010   6534.0   6574.0  ...       19.65   6552.0      6528.0       PX
122  PX605  20251010   6586.0   6610.0  ...     1296.28   6530.0      6542.0       PX
123  PX606  20251010   6582.0   6582.0  ...       19.50   6498.0      6600.0       PX
124  PX607  20251010   6596.0   6596.0  ...        6.55   6552.0      6622.0       PX
125  PX608  20251010   6540.0   6540.0  ...        3.27   6540.0      6624.0       PX
126  PX609  20251010   6532.0   6532.0  ...        3.27   6532.0      6574.0       PX
127  RI511  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251010   2499.0   2507.0  ...    48419.03   2455.0      2491.0       RM
134  RM601  20251010   2431.0   2437.0  ...   714082.80   2406.0      2429.0       RM
135  RM603  20251010   2345.0   2349.0  ...     9708.99   2336.0      2339.0       RM
136  RM605  20251010   2333.0   2341.0  ...   130459.77   2330.0      2330.0       RM
137  RM607  20251010   2323.0   2332.0  ...     5720.82   2322.0      2321.0       RM
138  RM608  20251010   2423.0   2433.0  ...      451.21   2426.0      2424.0       RM
139  RM609  20251010   2412.0   2424.0  ...     2960.46   2415.0      2412.0       RM
140  RS511  20251010   5207.0   5268.0  ...       36.64   5235.0      5223.0       RS
141  RS607  20251010      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251010      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251010      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251010   1163.0   1185.0  ...     3029.77   1164.0      1163.0       SA
145  SA511  20251010   1187.0   1201.0  ...    96198.32   1182.0      1181.0       SA
146  SA512  20251010   1244.0   1265.0  ...   218879.11   1241.0      1240.0       SA
147  SA601  20251010   1255.0   1275.0  ...  3037944.93   1253.0      1251.0       SA
148  SA602  20251010   1294.0   1313.0  ...   118002.86   1289.0      1288.0       SA
149  SA603  20251010   1300.0   1319.0  ...   104183.27   1296.0      1293.0       SA
150  SA604  20251010   1343.0   1361.0  ...     2072.84   1339.0      1335.0       SA
151  SA605  20251010   1350.0   1366.0  ...   184788.30   1347.0      1343.0       SA
152  SA606  20251010   1368.0   1385.0  ...     1292.98   1364.0      1361.0       SA
153  SA607  20251010   1370.0   1386.0  ...     2059.17   1369.0      1363.0       SA
154  SA608  20251010   1413.0   1421.0  ...      874.87   1407.0      1402.0       SA
155  SA609  20251010   1409.0   1427.0  ...     5950.98   1414.0      1407.0       SA
156  SF510  20251010   5312.0   5318.0  ...     6699.86   5310.0      5312.0       SF
157  SF511  20251010   5486.0   5498.0  ...   281033.81   5458.0      5472.0       SF
158  SF512  20251010   5464.0   5476.0  ...    77511.44   5420.0      5448.0       SF
159  SF601  20251010   5460.0   5468.0  ...   179341.33   5422.0      5448.0       SF
160  SF602  20251010   5428.0   5430.0  ...    41247.38   5380.0      5404.0       SF
161  SF603  20251010   5600.0   5608.0  ...    46450.93   5550.0      5580.0       SF
162  SF604  20251010   5536.0   5536.0  ...        8.29   5526.0      5588.0       SF
163  SF605  20251010   5580.0   5586.0  ...     4087.45   5528.0      5564.0       SF
164  SF606  20251010   5514.0   5522.0  ...      203.48   5500.0      5534.0       SF
165  SF607  20251010   5678.0   5678.0  ...       93.55   5670.0      5698.0       SF
166  SF608  20251010   5650.0   5650.0  ...        5.65   5650.0      5682.0       SF
167  SF609  20251010   5668.0   5672.0  ...       73.46   5652.0      5674.0       SF
168  SH510  20251010   2435.0   2435.0  ...        7.31   2435.0      2443.0       SH
169  SH511  20251010   2410.0   2434.0  ...   257270.77   2416.0      2433.0       SH
170  SH512  20251010   2460.0   2492.0  ...   186835.23   2477.0      2479.0       SH
171  SH601  20251010   2455.0   2488.0  ...  2084493.21   2469.0      2469.0       SH
172  SH602  20251010   2484.0   2522.0  ...   224253.25   2507.0      2503.0       SH
173  SH603  20251010   2501.0   2532.0  ...   191772.34   2518.0      2513.0       SH
174  SH604  20251010   2550.0   2577.0  ...      122.95   2561.0      2558.0       SH
175  SH605  20251010   2553.0   2584.0  ...    12285.95   2568.0      2564.0       SH
176  SH606  20251010   2586.0   2593.0  ...       62.16   2590.0      2581.0       SH
177  SH607  20251010   2589.0   2589.0  ...       38.78   2586.0      2569.0       SH
178  SH608  20251010   2603.0   2606.0  ...       78.03   2601.0      2591.0       SH
179  SH609  20251010   2608.0   2615.0  ...      109.61   2610.0      2606.0       SH
180  SM510  20251010   5632.0   5632.0  ...      416.70   5632.0      5646.0       SM
181  SM511  20251010   5768.0   5780.0  ...    33587.93   5752.0      5746.0       SM
182  SM512  20251010   5780.0   5780.0  ...    58649.71   5754.0      5748.0       SM
183  SM601  20251010   5776.0   5788.0  ...   362808.98   5760.0      5756.0       SM
184  SM602  20251010   5790.0   5796.0  ...    68372.84   5768.0      5760.0       SM
185  SM603  20251010   5798.0   5808.0  ...    86744.69   5780.0      5774.0       SM
186  SM604  20251010      0.0      0.0  ...        0.00   5794.0      5794.0       SM
187  SM605  20251010   5810.0   5828.0  ...    13341.48   5796.0      5796.0       SM
188  SM606  20251010      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251010   5824.0   5824.0  ...       23.27   5820.0      5810.0       SM
190  SM608  20251010   5836.0   5836.0  ...        2.92   5836.0      5848.0       SM
191  SM609  20251010   5850.0   5850.0  ...      405.82   5840.0      5842.0       SM
192  SR511  20251010   5551.0   5577.0  ...    47970.47   5553.0      5552.0       SR
193  SR601  20251010   5521.0   5537.0  ...   941782.45   5517.0      5517.0       SR
194  SR603  20251010   5506.0   5520.0  ...   151560.30   5502.0      5507.0       SR
195  SR605  20251010   5490.0   5500.0  ...    70819.69   5485.0      5481.0       SR
196  SR607  20251010   5487.0   5495.0  ...     2192.54   5481.0      5474.0       SR
197  SR609  20251010   5491.0   5500.0  ...     3364.24   5488.0      5484.0       SR
198  TA510  20251010   4558.0   4562.0  ...    12205.81   4518.0      4514.0       TA
199  TA511  20251010   4564.0   4582.0  ...   167144.16   4534.0      4544.0       TA
200  TA512  20251010   4552.0   4596.0  ...   123747.48   4548.0      4552.0       TA
201  TA601  20251010   4580.0   4604.0  ...  1352282.03   4554.0      4564.0       TA
202  TA602  20251010   4594.0   4616.0  ...    94996.70   4568.0      4572.0       TA
203  TA603  20251010   4606.0   4628.0  ...    52974.17   4574.0      4590.0       TA
204  TA604  20251010   4554.0   4554.0  ...        2.28   4554.0      4590.0       TA
205  TA605  20251010   4634.0   4650.0  ...    75641.43   4598.0      4612.0       TA
206  TA606  20251010   4576.0   4576.0  ...        9.15   4576.0      4644.0       TA
207  TA607  20251010   4596.0   4596.0  ...       29.84   4592.0      4652.0       TA
208  TA608  20251010   4610.0   4610.0  ...       25.32   4604.0      4632.0       TA
209  TA609  20251010   4674.0   4682.0  ...      959.99   4626.0      4658.0       TA
210  UR510  20251010   1500.0   1506.0  ...     1204.65   1503.0      1516.0       UR
211  UR511  20251010   1585.0   1591.0  ...    25018.59   1576.0      1593.0       UR
212  UR512  20251010   1594.0   1601.0  ...    16857.60   1587.0      1600.0       UR
213  UR601  20251010   1612.0   1614.0  ...   515667.41   1601.0      1619.0       UR
214  UR602  20251010   1616.0   1622.0  ...    18034.17   1608.0      1620.0       UR
215  UR603  20251010   1670.0   1670.0  ...      259.61   1664.0      1672.0       UR
216  UR604  20251010   1674.0   1674.0  ...      106.61   1666.0      1672.0       UR
217  UR605  20251010   1680.0   1681.0  ...    39844.52   1672.0      1681.0       UR
218  UR606  20251010   1680.0   1683.0  ...      908.13   1676.0      1686.0       UR
219  UR607  20251010   1715.0   1716.0  ...      191.58   1711.0      1722.0       UR
220  UR608  20251010   1709.0   1709.0  ...       37.52   1705.0      1716.0       UR
221  UR609  20251010   1705.0   1707.0  ...      970.99   1703.0      1706.0       UR
222  WH511  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:26:27,367 - future_1d - INFO - ak.get_czce_daily('2025-10-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251010  7491.000  ...  7389.600    7531.400       IC
1   IC2511  20251010  7439.000  ...  7320.000    7471.600       IC
2   IC2512  20251010  7398.800  ...  7272.600    7432.800       IC
3   IC2603  20251010  7230.000  ...  7109.200    7272.200       IC
4   IF2510  20251010  4673.400  ...  4615.200    4712.000       IF
5   IF2511  20251010  4673.800  ...  4603.600    4703.200       IF
6   IF2512  20251010  4664.000  ...  4593.200    4694.400       IF
7   IF2603  20251010  4647.400  ...  4571.200    4672.600       IF
8   IH2510  20251010  3002.000  ...  2974.000    3022.800       IH
9   IH2511  20251010  3004.800  ...  2973.200    3022.200       IH
10  IH2512  20251010  3010.000  ...  2973.200    3024.200       IH
11  IH2603  20251010  3008.400  ...  2972.600    3023.800       IH
12  IM2510  20251010  7579.600  ...  7519.600    7618.800       IM
13  IM2511  20251010  7508.000  ...  7427.400    7539.400       IM
14  IM2512  20251010  7415.000  ...  7346.400    7467.800       IM
15  IM2603  20251010  7207.400  ...  7127.400    7248.800       IM
16   T2512  20251010   108.075  ...   107.960     108.050        T
17   T2603  20251010   107.765  ...   107.665     107.730        T
18   T2606  20251010   107.600  ...   107.535     107.615        T
19  TF2512  20251010   105.750  ...   105.655     105.750       TF
20  TF2603  20251010   105.625  ...   105.555     105.610       TF
21  TF2606  20251010   105.660  ...   105.575     105.625       TF
22  TL2512  20251010   114.590  ...   114.020     114.530       TL
23  TL2603  20251010   114.280  ...   113.690     114.180       TL
24  TL2606  20251010   114.240  ...   113.610     114.140       TL
25  TS2512  20251010   102.410  ...   102.352     102.410       TS
26  TS2603  20251010   102.304  ...   102.264     102.304       TS
27  TS2606  20251010   102.332  ...   102.324     102.356       TS

[28 rows x 12 columns]
2025-10-10 18:26:27,487 - future_1d - INFO - ak.get_cffex_daily('2025-10-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251010     471   472.1  ...  3161391.79   466.2      468.7      SC
1       SC2512  20251010   473.9   474.5  ...  1414802.69   468.5      471.4      SC
2       SC2601  20251010     472   474.2  ...   316812.66   468.3      471.2      SC
3       SC2602  20251010   471.5   473.5  ...    41816.12   468.2      470.2      SC
4       SC2603  20251010   471.6   472.6  ...    16896.19   466.7      469.6      SC
5       SC2604  20251010   471.7   471.9  ...     6755.64   465.9      469.6      SC
6       SC2605  20251010     471   471.6  ...      7499.8   465.8      470.5      SC
7       SC2606  20251010   469.6   472.2  ...    12110.07   465.7      468.9      SC
8       SC2607  20251010   468.6   469.6  ...      234.08   468.1      470.8      SC
9       SC2608  20251010   465.3   465.7  ...      325.13   464.4      469.5      SC
10      SC2609  20251010   467.8   468.5  ...     1257.95   465.9      470.3      SC
11      SC2610  20251010                  ...           0   464.9        471      SC
12      SC2612  20251010   469.5   469.6  ...      697.54     465      463.8      SC
13      SC2703  20251010   465.5   465.5  ...      185.71   464.2        472      SC
14      SC2706  20251010                  ...           0     466      469.9      SC
15      SC2709  20251010   468.3   468.3  ...      277.98   463.3      469.4      SC
16      SC2712  20251010                  ...           0   461.8      465.9      SC
17      SC2803  20251010                  ...           0     458        458      SC
18      SC2806  20251010     456   458.2  ...     1096.03   456.6      455.2      SC
19      SC2809  20251010   456.9     460  ...     1465.01   457.8      458.2      SC
21      LU2511  20251010    3374    3378  ...   76172.122    3327       3329      LU
22      LU2512  20251010    3370    3371  ...  245365.822    3332       3342      LU
23      LU2601  20251010    3330    3353  ...   87812.969    3313       3326      LU
24      LU2602  20251010    3329    3341  ...    5574.851    3304       3318      LU
25      LU2603  20251010    3317    3336  ...     574.808    3303       3327      LU
26      LU2604  20251010    3282    3282  ...      13.109    3277       3300      LU
27      LU2605  20251010    3295    3295  ...      16.432    3286       3278      LU
28      LU2606  20251010    3277    3277  ...      26.046    3255       3289      LU
29      LU2607  20251010    3262    3262  ...      16.298    3259       3276      LU
30      LU2608  20251010    3260    3264  ...      39.088    3257       3271      LU
31      LU2609  20251010    3285    3285  ...     104.254    3257       3267      LU
32      LU2610  20251010    3260    3267  ...       35.86    3260       3267      LU
34      NR2510  20251010   12395   12395  ...      985.15   12310      12220      NR
35      NR2511  20251010   12465   12520  ...  703184.165   12395      12385      NR
36      NR2512  20251010   12475   12510  ...  427964.625   12400      12385      NR
37      NR2601  20251010   12485   12510  ...  142685.735   12400      12410      NR
38      NR2602  20251010   12420   12475  ...     3390.01   12370      12400      NR
39      NR2603  20251010   12400   12450  ...    2801.655   12395      12390      NR
40      NR2604  20251010   12400   12420  ...     445.705   12380      12390      NR
41      NR2605  20251010   12440   12450  ...      310.28   12410      12425      NR
42      NR2606  20251010   12475   12480  ...       62.07   12410      12470      NR
43      NR2607  20251010   12490   12490  ...       12.49   12490      12535      NR
44      NR2608  20251010   12535   12535  ...      12.535   12535      12570      NR
45      NR2609  20251010                  ...           0   12510      12510      NR
47      BC2510  20251010                  ...           0   76060      76060      BC
48      BC2511  20251010   77620   78240  ...  613583.705   77210      76560      BC
49      BC2512  20251010   77520   78310  ...   51169.195   77230      76870      BC
50      BC2601  20251010   77430   77780  ...      270.04   77150      76900      BC
51      BC2602  20251010                  ...           0   76900      76900      BC
52      BC2603  20251010                  ...           0   77470      77470      BC
53      BC2604  20251010                  ...           0   77000      77000      BC
54      BC2605  20251010                  ...           0   75900      75900      BC
55      BC2606  20251010                  ...           0   75880      75880      BC
56      BC2607  20251010   77070   77300  ...    1191.175   76850      75800      BC
57      BC2608  20251010                  ...           0   75800      75800      BC
58      BC2609  20251010                  ...           0   75710      75710      BC
60      EC2510  20251010  1118.8    1138  ...  36438.1725  1125.5     1112.5      EC
61      EC2512  20251010    1670    1670  ...  252613.195  1605.1     1620.2      EC
62      EC2602  20251010    1385    1399  ...  48909.9605  1365.4     1410.9      EC
63      EC2604  20251010  1089.9  1119.9  ...   27926.309  1084.9     1108.4      EC
64      EC2606  20251010  1260.9  1290.8  ...    3233.508    1268     1294.6      EC
65      EC2608  20251010    1405    1422  ...    2824.423  1405.1     1415.5      EC
68  SC_TAS2511  20251010                  ...                                 SC_TAS
69  SC_TAS2512  20251010                  ...                                 SC_TAS
70  SC_TAS2601  20251010                  ...                                 SC_TAS
71  SC_TAS2602  20251010                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-10 18:26:27,551 - future_1d - INFO - ak.get_ine_daily('2025-10-10') done
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 714, in urlopen
    httplib_response = self._make_request(
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 466, in _make_request
    six.raise_from(e, None)
  File "", line 3, in raise_from
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 461, in _make_request
    httplib_response = conn.getresponse()
  File "/usr/local/lib/python3.10/http/client.py", line 1374, in getresponse
    response.begin()
  File "/usr/local/lib/python3.10/http/client.py", line 318, in begin
    version, status, reason = self._read_status()
  File "/usr/local/lib/python3.10/http/client.py", line 279, in _read_status
    line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/requests/adapters.py", line 667, in send
    resp = conn.urlopen(
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 798, in urlopen
    retries = retries.increment(
  File "/usr/local/lib/python3.10/site-packages/urllib3/util/retry.py", line 550, in increment
    raise six.reraise(type(error), error, _stacktrace)
  File "/usr/local/lib/python3.10/site-packages/urllib3/packages/six.py", line 769, in reraise
    raise value.with_traceback(tb)
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 714, in urlopen
    httplib_response = self._make_request(
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 466, in _make_request
    six.raise_from(e, None)
  File "", line 3, in raise_from
  File "/usr/local/lib/python3.10/site-packages/urllib3/connectionpool.py", line 461, in _make_request
    httplib_response = conn.getresponse()
  File "/usr/local/lib/python3.10/http/client.py", line 1374, in getresponse
    response.begin()
  File "/usr/local/lib/python3.10/http/client.py", line 318, in begin
    version, status, reason = self._read_status()
  File "/usr/local/lib/python3.10/http/client.py", line 279, in _read_status
    line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
urllib3.exceptions.ProtocolError: ('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1043, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 566, in get_dce_daily
    r = requests.post(url, data=params, headers=headers)
  File "/usr/local/lib/python3.10/site-packages/requests/api.py", line 115, in post
    return request("post", url, data=data, json=json, **kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/api.py", line 59, in request
    return session.request(method=method, url=url, **kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/sessions.py", line 589, in request
    resp = self.send(prep, **send_kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/sessions.py", line 703, in send
    r = adapter.send(request, **kwargs)
  File "/usr/local/lib/python3.10/site-packages/requests/adapters.py", line 682, in send
    raise ConnectionError(err, request=request)
requests.exceptions.ConnectionError: ('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))
An error occurred: ('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))
2025-10-10 18:27:31,633 - future_1d - INFO - ak.get_dce_daily('2025-10-10') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251010  49450.0  ...  50770.0     50760.0       PS
1   PS2511  20251010  50750.0  ...  49915.0     50185.0       PS
2   PS2512  20251010  53600.0  ...  52635.0     52860.0       PS
3   PS2601  20251010  53600.0  ...  52560.0     52695.0       PS
4   PS2602  20251010  53460.0  ...  52415.0     52535.0       PS
5   PS2603  20251010  54175.0  ...  52595.0     52620.0       PS
6   PS2604  20251010  53980.0  ...  52535.0     52550.0       PS
7   PS2605  20251010  53005.0  ...  52395.0     52570.0       PS
8   PS2606  20251010  54810.0  ...  54405.0     54535.0       PS
9   PS2607  20251010  54885.0  ...  54390.0     54430.0       PS
10  PS2608  20251010  54265.0  ...  54265.0     54115.0       PS
11  PS2609  20251010  54725.0  ...  54075.0     54065.0       PS
13  SI2510  20251010   8640.0  ...   8655.0      8640.0       SI
14  SI2511  20251010   8680.0  ...   8725.0      8645.0       SI
15  SI2512  20251010   9030.0  ...   9095.0      9035.0       SI
16  SI2601  20251010   9040.0  ...   9055.0      8985.0       SI
17  SI2602  20251010   9030.0  ...   9060.0      8990.0       SI
18  SI2603  20251010   8975.0  ...   9020.0      8975.0       SI
19  SI2604  20251010   9095.0  ...   9085.0      9000.0       SI
20  SI2605  20251010   9050.0  ...   9085.0      9020.0       SI
21  SI2606  20251010   9130.0  ...   9105.0      9020.0       SI
22  SI2607  20251010   9160.0  ...   9150.0      9055.0       SI
23  SI2608  20251010   9175.0  ...   9120.0      9040.0       SI
24  SI2609  20251010   9150.0  ...   9135.0      9060.0       SI
27  LC2510  20251010  73060.0  ...  72980.0     73040.0       LC
28  LC2511  20251010  73200.0  ...  73100.0     73700.0       LC
29  LC2512  20251010  73000.0  ...  73300.0     73780.0       LC
30  LC2601  20251010  73380.0  ...  73280.0     73640.0       LC
31  LC2602  20251010  72900.0  ...  73140.0     73320.0       LC
32  LC2603  20251010  72900.0  ...  73080.0     73400.0       LC
33  LC2604  20251010  73500.0  ...  73600.0     73820.0       LC
34  LC2605  20251010  73480.0  ...  73620.0     73740.0       LC
35  LC2606  20251010  73320.0  ...  73460.0     73720.0       LC
36  LC2607  20251010  73280.0  ...  73480.0     73600.0       LC
37  LC2608  20251010  73480.0  ...  73700.0     73720.0       LC
38  LC2609  20251010  73540.0  ...  73760.0     73720.0       LC

[36 rows x 12 columns]
2025-10-10 18:27:31,771 - future_1d - INFO - ak.get_gfex_daily('2025-10-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251010  ...   86530      86040      CU
1        1      CU2511  20251010  ...   86910      85910      CU
2        2      CU2512  20251010  ...   86910      85940      CU
3        3      CU2601  20251010  ...   86960      85900      CU
4        4      CU2602  20251010  ...   87010      85730      CU
5        5      CU2603  20251010  ...   87090      85740      CU
6        6      CU2604  20251010  ...   86700      86060      CU
7        7      CU2605  20251010  ...   86520      85860      CU
8        8      CU2606  20251010  ...   86870      85890      CU
9        9      CU2607  20251010  ...   86660      85640      CU
10      10      CU2608  20251010  ...   86640      85310      CU
11      11      CU2609  20251010  ...   86490      85410      CU
12      12      BC2510  20251010  ...   76060      76060      BC
13      13      BC2511  20251010  ...   77210      76560      BC
14      14      BC2512  20251010  ...   77230      76870      BC
15      15      BC2601  20251010  ...   77150      76900      BC
16      16      BC2602  20251010  ...   76900      76900      BC
17      17      BC2603  20251010  ...   77470      77470      BC
18      18      BC2604  20251010  ...   77000      77000      BC
19      19      BC2605  20251010  ...   75900      75900      BC
20      20      BC2606  20251010  ...   75880      75880      BC
21      21      BC2607  20251010  ...   76850      75800      BC
22      22      BC2608  20251010  ...   75800      75800      BC
23      23      BC2609  20251010  ...   75710      75710      BC
24      24      AL2510  20251010  ...   21055      21030      AL
25      25      AL2511  20251010  ...   21090      21005      AL
26      26      AL2512  20251010  ...   21090      21010      AL
27      27      AL2601  20251010  ...   21085      21010      AL
28      28      AL2602  20251010  ...   21080      21005      AL
29      29      AL2603  20251010  ...   21065      21005      AL
30      30      AL2604  20251010  ...   21100      21030      AL
31      31      AL2605  20251010  ...   21095      21055      AL
32      32      AL2606  20251010  ...   21085      21035      AL
33      33      AL2607  20251010  ...   21100      21070      AL
34      34      AL2608  20251010  ...   21100      21060      AL
35      35      AL2609  20251010  ...   21095      21060      AL
36      36      ZN2510  20251010  ...   22320      22165      ZN
37      37      ZN2511  20251010  ...   22385      22200      ZN
38      38      ZN2512  20251010  ...   22415      22230      ZN
39      39      ZN2601  20251010  ...   22450      22240      ZN
40      40      ZN2602  20251010  ...   22460      22290      ZN
41      41      ZN2603  20251010  ...   22520      22340      ZN
42      42      ZN2604  20251010  ...   22530      22375      ZN
43      43      ZN2605  20251010  ...   22580      22415      ZN
44      44      ZN2606  20251010  ...   22550      22425      ZN
45      45      ZN2607  20251010  ...   22590      22460      ZN
46      46      ZN2608  20251010  ...   22615      22435      ZN
47      47      ZN2609  20251010  ...   22600      22475      ZN
48      48      PB2510  20251010  ...   17075      17025      PB
49      49      PB2511  20251010  ...   17125      17040      PB
50      50      PB2512  20251010  ...   17145      17075      PB
51      51      PB2601  20251010  ...   17150      17095      PB
52      52      PB2602  20251010  ...   17170      16990      PB
53      53      PB2603  20251010  ...   17195      17205      PB
54      54      PB2604  20251010  ...   17185      17170      PB
55      55      PB2605  20251010  ...   17190      17195      PB
56      56      PB2606  20251010  ...   17190      17165      PB
57      57      PB2607  20251010  ...   17215      17020      PB
58      58      PB2608  20251010  ...   17230      17255      PB
59      59      PB2609  20251010  ...   17285      17285      PB
60      60      NI2510  20251010  ...  123510     122090      NI
61      61      NI2511  20251010  ...  123490     123120      NI
62      62      NI2512  20251010  ...  123650     123310      NI
63      63      NI2601  20251010  ...  124140     123530      NI
64      64      NI2602  20251010  ...  124730     123470      NI
65      65      NI2603  20251010  ...  124490     124010      NI
66      66      NI2604  20251010  ...  124710     124320      NI
67      67      NI2605  20251010  ...  124870     124550      NI
68      68      NI2606  20251010  ...  125130     124900      NI
69      69      NI2607  20251010  ...  125580     124850      NI
70      70      NI2608  20251010  ...  125770     125590      NI
71      71      NI2609  20251010  ...  125640     125660      NI
72      72      SN2510  20251010  ...  288270     284870      SN
73      73      SN2511  20251010  ...  288430     285070      SN
74      74      SN2512  20251010  ...  288660     285420      SN
75      75      SN2601  20251010  ...  288660     285490      SN
76      76      SN2602  20251010  ...  288930     285460      SN
77      77      SN2603  20251010  ...  289020     285280      SN
78      78      SN2604  20251010  ...  288650     284800      SN
79      79      SN2605  20251010  ...  288950     285020      SN
80      80      SN2606  20251010  ...  288740     285390      SN
81      81      SN2607  20251010  ...  288440     284640      SN
82      82      SN2608  20251010  ...  289090     285520      SN
83      83      SN2609  20251010  ...  287680     287820      SN
84      84      AO2510  20251010  ...    2834       2818      AO
85      85      AO2511  20251010  ...    2848       2844      AO
86      86      AO2512  20251010  ...    2871       2860      AO
87      87      AO2601  20251010  ...    2877       2871      AO
88      88      AO2602  20251010  ...    2891       2882      AO
89      89      AO2603  20251010  ...    2953       2949      AO
90      90      AO2604  20251010  ...    2966       2958      AO
91      91      AO2605  20251010  ...    2979       2965      AO
92      92      AO2606  20251010  ...    2982       2972      AO
93      93      AO2607  20251010  ...    2994       2978      AO
94      94      AO2608  20251010  ...    3004       2987      AO
95      95      AO2609  20251010  ...    3026       3000      AO
96      96      AD2511  20251010  ...   20560      20485      AD
97      97      AD2512  20251010  ...   20635      20535      AD
98      98      AD2601  20251010  ...   20655      20610      AD
99      99      AD2602  20251010  ...   20680      20620      AD
100    100      AD2603  20251010  ...   20520      20325      AD
101    101      AD2604  20251010  ...   20590      20360      AD
102    102      AD2605  20251010  ...   20610      20550      AD
103    103      AD2606  20251010  ...   20470      20365      AD
104    104      AD2607  20251010  ...   20510      20510      AD
105    105      AD2608  20251010  ...   20495      20495      AD
106    106      AD2609  20251010  ...   20670      20335      AD
107    107      AU2510  20251010  ...  909.14     912.68      AU
108    108      AU2511  20251010  ...  909.34     912.92      AU
109    109      AU2512  20251010  ...  909.44     912.96      AU
110    110      AU2602  20251010  ...  912.78     915.62      AU
111    111      AU2604  20251010  ...   915.4     917.54      AU
112    112      AU2606  20251010  ...  919.88     918.92      AU
113    113      AU2608  20251010  ...  920.88     921.98      AU
114    114      AU2610  20251010  ...   924.4      924.9      AU
115    115      AG2510  20251010  ...   11090      11193      AG
116    116      AG2511  20251010  ...   11208      11192      AG
117    117      AG2512  20251010  ...   11213      11209      AG
118    118      AG2601  20251010  ...   11236      11217      AG
119    119      AG2602  20251010  ...   11241      11235      AG
120    120      AG2603  20251010  ...   11274      11249      AG
121    121      AG2604  20251010  ...   11275      11256      AG
122    122      AG2605  20251010  ...   11290      11266      AG
123    123      AG2606  20251010  ...   11308      11255      AG
124    124      AG2607  20251010  ...   11279      11284      AG
125    125      AG2608  20251010  ...   11326      11293      AG
126    126      AG2609  20251010  ...   11320      11305      AG
127    127      RB2510  20251010  ...    3022       2998      RB
128    128      RB2511  20251010  ...    3039       3019      RB
129    129      RB2512  20251010  ...    3089       3070      RB
130    130      RB2601  20251010  ...    3107       3087      RB
131    131      RB2602  20251010  ...    3107       3093      RB
132    132      RB2603  20251010  ...    3128       3109      RB
133    133      RB2604  20251010  ...    3151       3131      RB
134    134      RB2605  20251010  ...    3166       3145      RB
135    135      RB2606  20251010  ...    3186       3158      RB
136    136      RB2607  20251010  ...    3192       3175      RB
137    137      RB2608  20251010  ...    3195       3180      RB
138    138      RB2609  20251010  ...    3203       3189      RB
139    139      WR2510  20251010  ...    3069       3069      WR
140    140      WR2511  20251010  ...    3270       3270      WR
141    141      WR2512  20251010  ...    3309       3309      WR
142    142      WR2601  20251010  ...    3416       3320      WR
143    143      WR2602  20251010  ...    3384       3301      WR
144    144      WR2603  20251010  ...    3361       3329      WR
145    145      WR2604  20251010  ...    3369       3339      WR
146    146      WR2605  20251010  ...    3385       3279      WR
147    147      WR2606  20251010  ...    3360       3356      WR
148    148      WR2607  20251010  ...    3390       3390      WR
149    149      WR2608  20251010  ...    3431       3431      WR
150    150      WR2609  20251010  ...    3430       3430      WR
151    151      HC2510  20251010  ...    3394       3352      HC
152    152      HC2511  20251010  ...    3327       3306      HC
153    153      HC2512  20251010  ...    3312       3300      HC
154    154      HC2601  20251010  ...    3290       3273      HC
155    155      HC2602  20251010  ...    3294       3272      HC
156    156      HC2603  20251010  ...    3295       3281      HC
157    157      HC2604  20251010  ...    3300       3286      HC
158    158      HC2605  20251010  ...    3299       3281      HC
159    159      HC2606  20251010  ...    3299       3286      HC
160    160      HC2607  20251010  ...    3306       3294      HC
161    161      HC2608  20251010  ...    3310       3298      HC
162    162      HC2609  20251010  ...    3319       3301      HC
163    163      SS2510  20251010  ...   12625      12600      SS
164    164      SS2511  20251010  ...   12840      12800      SS
165    165      SS2512  20251010  ...   12860      12820      SS
166    166      SS2601  20251010  ...   12935      12890      SS
167    167      SS2602  20251010  ...   12985      12925      SS
168    168      SS2603  20251010  ...   13080      13050      SS
169    169      SS2604  20251010  ...   13145      13115      SS
170    170      SS2605  20251010  ...   13235      13195      SS
171    171      SS2606  20251010  ...   13320      13290      SS
172    172      SS2607  20251010  ...   13340      13320      SS
173    173      SS2608  20251010  ...   13420      13375      SS
174    174      SS2609  20251010  ...   13465      13410      SS
175    175      SC2511  20251010  ...   466.2      468.7      SC
176    176      SC2512  20251010  ...   468.5      471.4      SC
177    177      SC2601  20251010  ...   468.3      471.2      SC
178    178      SC2602  20251010  ...   468.2      470.2      SC
179    179      SC2603  20251010  ...   466.7      469.6      SC
180    180      SC2604  20251010  ...   465.9      469.6      SC
181    181      SC2605  20251010  ...   465.8      470.5      SC
182    182      SC2606  20251010  ...   465.7      468.9      SC
183    183      SC2607  20251010  ...   468.1      470.8      SC
184    184      SC2608  20251010  ...   464.4      469.5      SC
185    185      SC2609  20251010  ...   465.9      470.3      SC
186    186      SC2610  20251010  ...   464.9        471      SC
187    187      SC2612  20251010  ...     465      463.8      SC
188    188      SC2703  20251010  ...   464.2        472      SC
189    189      SC2706  20251010  ...     466      469.9      SC
190    190      SC2709  20251010  ...   463.3      469.4      SC
191    191      SC2712  20251010  ...   461.8      465.9      SC
192    192      SC2803  20251010  ...     458        458      SC
193    193      SC2806  20251010  ...   456.6      455.2      SC
194    194      SC2809  20251010  ...   457.8      458.2      SC
195    195      LU2511  20251010  ...    3327       3329      LU
196    196      LU2512  20251010  ...    3332       3342      LU
197    197      LU2601  20251010  ...    3313       3326      LU
198    198      LU2602  20251010  ...    3304       3318      LU
199    199      LU2603  20251010  ...    3303       3327      LU
200    200      LU2604  20251010  ...    3277       3300      LU
201    201      LU2605  20251010  ...    3286       3278      LU
202    202      LU2606  20251010  ...    3255       3289      LU
203    203      LU2607  20251010  ...    3259       3276      LU
204    204      LU2608  20251010  ...    3257       3271      LU
205    205      LU2609  20251010  ...    3257       3267      LU
206    206      LU2610  20251010  ...    3260       3267      LU
207    207      FU2511  20251010  ...    2877       2935      FU
208    208      FU2512  20251010  ...    2832       2851      FU
209    209      FU2601  20251010  ...    2803       2813      FU
210    210      FU2602  20251010  ...    2779       2786      FU
211    211      FU2603  20251010  ...    2772       2780      FU
212    212      FU2604  20251010  ...    2766       2773      FU
213    213      FU2605  20251010  ...    2754       2761      FU
214    214      FU2606  20251010  ...    2749       2752      FU
215    215      FU2607  20251010  ...    2724       2727      FU
216    216      FU2608  20251010  ...    2701       2702      FU
217    217      FU2609  20251010  ...    2688       2691      FU
218    218      FU2610  20251010  ...    2678       2686      FU
219    219      BU2510  20251010  ...    3455       3470      BU
220    220      BU2511  20251010  ...    3346       3376      BU
221    221      BU2512  20251010  ...    3297       3327      BU
222    222      BU2601  20251010  ...    3278       3307      BU
223    223      BU2602  20251010  ...    3282       3314      BU
224    224      BU2603  20251010  ...    3295       3323      BU
225    225      BU2604  20251010  ...    3292       3319      BU
226    226      BU2605  20251010  ...    3309       3328      BU
227    227      BU2606  20251010  ...    3297       3328      BU
228    228      BU2607  20251010  ...    3316       3331      BU
229    229      BU2608  20251010  ...    3299       3356      BU
230    230      BU2609  20251010  ...    3283       3316      BU
231    231      BU2612  20251010  ...    3247       3270      BU
232    232      BU2703  20251010  ...    3253       3276      BU
233    233      BU2706  20251010  ...    3270       3282      BU
234    234      BU2709  20251010  ...    3272       3300      BU
235    235      BR2510  20251010  ...   11400      11310      BR
236    236      BR2511  20251010  ...   11245      11260      BR
237    237      BR2512  20251010  ...   11200      11235      BR
238    238      BR2601  20251010  ...   11200      11225      BR
239    239      BR2602  20251010  ...   11185      11245      BR
240    240      BR2603  20251010  ...   11255      11265      BR
241    241      BR2604  20251010  ...   11275      11195      BR
242    242      BR2605  20251010  ...   11245      11295      BR
243    243      BR2606  20251010  ...   11280      11345      BR
244    244      BR2607  20251010  ...   11400      11415      BR
245    245      BR2608  20251010  ...   11410      11460      BR
246    246      BR2609  20251010  ...   11485      11505      BR
247    247      RU2510  20251010  ...   14535      14535      RU
248    248      RU2511  20251010  ...   14545      14485      RU
249    249      RU2601  20251010  ...   15360      15325      RU
250    250      RU2603  20251010  ...   15310      15345      RU
251    251      RU2604  20251010  ...   15310      15290      RU
252    252      RU2605  20251010  ...   15315      15290      RU
253    253      RU2606  20251010  ...   15315      15270      RU
254    254      RU2607  20251010  ...   15400      15370      RU
255    255      RU2608  20251010  ...   15375      15300      RU
256    256      RU2609  20251010  ...   15365      15315      RU
257    257      NR2510  20251010  ...   12310      12220      NR
258    258      NR2511  20251010  ...   12395      12385      NR
259    259      NR2512  20251010  ...   12400      12385      NR
260    260      NR2601  20251010  ...   12400      12410      NR
261    261      NR2602  20251010  ...   12370      12400      NR
262    262      NR2603  20251010  ...   12395      12390      NR
263    263      NR2604  20251010  ...   12380      12390      NR
264    264      NR2605  20251010  ...   12410      12425      NR
265    265      NR2606  20251010  ...   12410      12470      NR
266    266      NR2607  20251010  ...   12490      12535      NR
267    267      NR2608  20251010  ...   12535      12570      NR
268    268      NR2609  20251010  ...   12510      12510      NR
269    269      SP2510  20251010  ...    4808       4808      SP
270    270      SP2511  20251010  ...    4816       4812      SP
271    271      SP2512  20251010  ...    4838       4832      SP
272    272      SP2601  20251010  ...    5108       5108      SP
273    273      SP2602  20251010  ...    5118       5114      SP
274    274      SP2603  20251010  ...    5128       5130      SP
275    275      SP2604  20251010  ...    5152       5140      SP
276    276      SP2605  20251010  ...    5152       5150      SP
277    277      SP2606  20251010  ...    5190       5182      SP
278    278      SP2607  20251010  ...    5172       5170      SP
279    279      SP2608  20251010  ...    5180       5192      SP
280    280      SP2609  20251010  ...    5190       5178      SP
281    281      OP2601  20251010  ...    4224       4214      OP
282    282      OP2602  20251010  ...    4234       4224      OP
283    283      OP2603  20251010  ...    4234       4222      OP
284    284      OP2604  20251010  ...    4258       4268      OP
285    285      OP2605  20251010  ...    4260       4266      OP
286    286      OP2606  20251010  ...    4234       4234      OP
287    287      OP2607  20251010  ...    4238       4238      OP
288    288      OP2608  20251010  ...    4240       4248      OP
289    289      OP2609  20251010  ...    4242       4266      OP
290    290      EC2510  20251010  ...  1125.5     1112.5      EC
291    291      EC2512  20251010  ...  1605.1     1620.2      EC
292    292      EC2602  20251010  ...  1365.4     1410.9      EC
293    293      EC2604  20251010  ...  1084.9     1108.4      EC
294    294      EC2606  20251010  ...    1268     1294.6      EC
295    295      EC2608  20251010  ...  1405.1     1415.5      EC
296    296  SC_TAS2511  20251010  ...                     SC_TAS
297    297  SC_TAS2512  20251010  ...                     SC_TAS
298    298  SC_TAS2601  20251010  ...                     SC_TAS
299    299  SC_TAS2602  20251010  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-10 18:27:31,878 - future_1d - INFO - ak.get_shfe_daily('2025-10-10') done
2025-10-10 18:27:33,637 - future_1d - INFO - save future_daily 2025-10-10 completed